diff --git a/.github/ISSUE_TEMPLATE/bug_report.yaml b/.github/ISSUE_TEMPLATE/bug_report.yaml new file mode 100644 index 000000000..c1699e373 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/bug_report.yaml @@ -0,0 +1,50 @@ +name: 🐞Bug report +description: Report a bug or defect in LDAR-Sim +title: "[BUG] Brief Description" +labels: ["bug"] +body: +- type: textarea + attributes: + label: Bug/Defect description + description: Describe the bug/defect in as much detail as possible. Be clear and concise. + validations: + required: true +- type: textarea + attributes: + label: Steps to reproduce + description: Describe steps to reproduce the bug/defect. Be as accurate as possible in describing the steps to reproduce. + validations: + required: true +- type: textarea + attributes: + label: Evidence + description: | + Include screenshots, error messages, output files and any other material that may be useful here to explain what happened. + + **TIP** You can attach images or output files by clicking this area to highlight it and then dragging files in. + validations: + required: true +- type: textarea + attributes: + label: Expected behavior + description: Describe what you expected to happen. How is it different from what happened? Be clear and concise. + validations: + required: true +- type: textarea + attributes: + label: Inputs and Parameters + description: As part of the submissions for a bug report, include a zipped folder containing the LDAR-Sim input files and parameters if relevant and they do not contain confidential information. If they do contain confidential information, if it is possible to remove or redact that information and submit the files, it is recommended to do so. + validations: + required: false +- type: textarea + attributes: + label: Version Number + description: Include the version number of the LDAR-Sim version that was running when the bug occurred. + validations: + required: true +- type: textarea + attributes: + label: Additional Context + description: Include any other context about the problem here. + validations: + required: false diff --git a/.github/ISSUE_TEMPLATE/config.yml b/.github/ISSUE_TEMPLATE/config.yml new file mode 100644 index 000000000..3ba13e0ce --- /dev/null +++ b/.github/ISSUE_TEMPLATE/config.yml @@ -0,0 +1 @@ +blank_issues_enabled: false diff --git a/.github/ISSUE_TEMPLATE/discussions.yaml b/.github/ISSUE_TEMPLATE/discussions.yaml new file mode 100644 index 000000000..6b50610d8 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/discussions.yaml @@ -0,0 +1,20 @@ +name: "💬Discussions, 💭Ideas or❓Questions" +description: "Discussion/Brainstorming/Questions for LDAR-Sim" +title: "[MISC] Brief Description" +labels: ["discussion"] +body: +- type: textarea + attributes: + label: "Discussion/Brainstorming/Question description" + description: | + Describe the topic of discussion or idea in as much detail as possible. + **If this is a question, please add an additional label -question-** + validations: + required: true +- type: checkboxes + attributes: + label: "Is this a duplicate/existing topic or question?" + description: "Please search to see if an issue already exists for this discussion/idea/question." + options: + - label: I have searched to see if an issue already exists for this topic. + required: true diff --git a/.github/ISSUE_TEMPLATE/feature_request.yaml b/.github/ISSUE_TEMPLATE/feature_request.yaml new file mode 100644 index 000000000..21f18ae72 --- /dev/null +++ b/.github/ISSUE_TEMPLATE/feature_request.yaml @@ -0,0 +1,35 @@ +name: Feature/Enhancement request +description: Request new functionality for LDAR-Sim +title: "[FEAT] Brief Description" +labels: ['enhancement'] +body: +- type: textarea + attributes: + label: Requested Feature/Enhancement + description: Describe the feature/enhancement being requested in detail. Be clear and concise. + validations: + required: true +- type: textarea + attributes: + label: Need for feature/Enhancement + description: Describe why the feature/enhancement is important. + validations: + required: true +- type: textarea + attributes: + label: Problem to solve + description: Describe what problem the feature/enhancement will solve, if any. + validations: + required: false +- type: textarea + attributes: + label: Implementation Ideas + description: Describe the ideas, if any that you have for how to solve the problem outlined as part of this feature/enhancement request. + validations: + required: false +- type: textarea + attributes: + label: Additional context + description: Include any other context about the feature request here. + validations: + required: false diff --git a/.github/pull_request_template.md b/.github/pull_request_template.md new file mode 100644 index 000000000..0cd0430dc --- /dev/null +++ b/.github/pull_request_template.md @@ -0,0 +1,29 @@ +# Pull Request Key Information + +## Reason for change + +Describe the reason why the pull request exists. + +## What was changed + +Describe what was changed as part of the pull request. + +## Intended Purpose + +Describe the purpose of the pull request and what it aims to accomplish. + +## Level of version change required + +Describe the level of version change required with this change. + +## Testing Completed + +Describe the level of testing completed for the change. Include any relevant logs and test results. + +## Target Issue + +Put GitHub keywords to link the pull request to the target issue here. For example: Closes #XX. + +## Additional Information + +Include any other important information here. diff --git a/.gitignore b/.gitignore index 815706a75..2697f4a1c 100644 --- a/.gitignore +++ b/.gitignore @@ -1,5 +1,6 @@ # Ignore +*.log *.iml *.xml *.pyc @@ -8,8 +9,14 @@ **/outputs/ *.nc *.p +.hypothesis/ +LDAR_Sim/inputs/ +LDAR_Sim/simulations/ +Benchmarking/ +**/BenchmarkingResults +**/generator/ +LDAR_Sim/Logs/ # Include !weather_alberta.nc !weather_marcellus.nc -!weather_permian.nc -**/generator/ +!weather_permian.nc \ No newline at end of file diff --git a/LDAR_Sim/src/economics/__init__.py b/Benchmarking/__init__.py similarity index 100% rename from LDAR_Sim/src/economics/__init__.py rename to Benchmarking/__init__.py diff --git a/Guides/Feature Guides/Sensitivity_Analysis.md b/Guides/Feature Guides/Sensitivity_Analysis.md new file mode 100644 index 000000000..7730e4f50 --- /dev/null +++ b/Guides/Feature Guides/Sensitivity_Analysis.md @@ -0,0 +1,187 @@ +# LDAR-Sim Sensitivity Analysis Guide + +## Introduction + +The purpose of this guide is to provide users with instructions and examples on how to run the LDAR-Sim Sensitivity Analysis module. + +## Table of Contents + +- [Introduction](#introduction) +- [Table of Contents](#table-of-contents) +- [Key Sensitivity Analysis Information](#key-sensitivity-analysis-information) + - [On Having Multiple Programs](#on-having-multiple-programs) +- [Setup](#setup) + - [Creating the Sensitivity Analysis Information File](#creating-the-sensitivity-analysis-information-file) + - [Virtual World Level Sensitivity Analysis](#virtual-world-level-sensitivity-analysis) + - [Program Level Sensitivity Analysis](#program-level-sensitivity-analysis) + - [Method Level Sensitivity Analysis](#method-level-sensitivity-analysis) +- [Running LDAR-Sim Sensitivity Analysis](#running-ldar-sim-sensitivity-analysis) + - [Example Command](#example-command) + +## Key Sensitivity Analysis Information + +Sensitivity Analysis module is performed based on the parameter level. This means that either virtual world parameters, program parameters for one or programs or method parameters for one or more methods can be varied for Sensitivity Analysis, but not at the same time. + +Multiple parameters can be varied at once for sensitivity analysis, however it is important to properly understand how this works. Variations for parameters in the Sensitivity Analysis module are provided as lists, for example, performing Sensitivity Analysis on virtual world parameters: + +```yml +emissions: + repairable_emissions: + production_rate: [0.0065, 0.013] + duration: [365, 730] +``` + +is a potential input to the Sensitivity Analysis file, which will generate two sets of simulations. The first set will have: + +```yml +emissions: + repairable_emissions: + production_rate: 0.0065 + duration: 365 +``` + +and the second set will have: + +```yml +emissions: + repairable_emissions: + production_rate: 0.013 + duration: 730 +``` + +### On Having Multiple Programs + +One key intricacy of LDAR-Sim Sensitivity Analysis functionality is that it is intended to support only a single program at time. If the simulation parameters include more than one program, one will be chosen at random for sensitivity analysis. + +Specifically, outputs for virtual world level sensitivity analysis will compare the performance of a single program on different virtual worlds. + +Program level sensitivity analysis will compare the performance of variations of a base program against each other. + +Method level sensitivity analysis will compare the performance of variations of a program varied by generating variations of one or more of it's methods. + +## Setup + +The LDAR-Sim sensitivity analysis module runs using standard LDAR-Sim parameter files with one new addition: the new sensitivity info parameter file. +It is recommend to change the output directory in the simulation settings parameters as so not to overwrite existing outputs. + +```yml +output_directory: {new output location} +``` + +### Creating the Sensitivity Analysis Information File + +The Sensitivity Analysis Information File must be a .yaml or .yml file that follows a specific format. + +```yml +Sensitivity Parameter Level: # The level of parameters on which to perform sensitivity analysis. Options are: "virtual_world", "programs" or "methods". +Sensitivity Sets Provided: # How many different sensitivity analysis permutations are described (The length of the list of values to evaluate for each parameters). For example: if we have Parameter: [Value 1, Value 2] that would be a value of 2. +Sensitivity Sets: + # Parameters and Lists of values to set for those parameters that fall under the specified parameter level. + # Looks like: + # Parameter: [Value 1, Value 2, Value 3] +Sensitivity Summary Outputs Information: + Confidence Interval: # Can be either 1 number or a list of two numbers. + # One number, for example 95, will result in sensitivity analysis outputs reporting the 100-(CI/2)th and (CI/2)th percentile (2.5th and 97.5th percentiles). Two numbers, for example 5 and 90 will results in sensitivity analysis outputs reporting those percentiles (5th and 90th percentiles) +``` + +This format varies slightly based on the parameter level on which Sensitivity Analysis is being performed. See the following examples below for different parameter levels. + +#### Virtual World Level Sensitivity Analysis + +```yml +Sensitivity Parameter Level: "virtual_world" +Sensitivity Sets Provided: 3 +Sensitivity Sets: + emissions: + repairable_emissions: + emissions_production_rate: [0.00325, 0.0065, 0.013] + duration: [182, 365, 730] +Sensitivity Summary Outputs Information: + Confidence Interval: [85] +``` + +#### Program Level Sensitivity Analysis + +```yml +Sensitivity Parameter Level: "programs" +Sensitivity Sets Provided: 3 +Sensitivity Sets: + - Program Name: "Example_Program" + Program Sensitivity Parameters: + economics: + verification_cost: [100, 200, 300] +Sensitivity Summary Outputs Information: + Confidence Interval: [85] +``` + +#### Method Level Sensitivity Analysis + +##### One Method + +```yml +Sensitivity Parameter Level: "methods" +Sensitivity Sets Provided: 3 +Sensitivity Sets: + - Method Name: "Example_Method" + Method Sensitivity Parameters: + surveys_per_year: [1,2,3] +Sensitivity Summary Outputs Information: + Confidence Interval: [85] +``` + +##### Two Methods + +```yml +Sensitivity Parameter Level: "methods" +Sensitivity Sets Provided: 3 +Sensitivity Sets: + - Method Name: "Example_Method" + Method Sensitivity Parameters: + surveys_per_year: [1,2,3] + - Method Name: "Example_Method_2" + Method Sensitivity Parameters: + surveys_per_year: [2,4,6] +Sensitivity Summary Outputs Information: + Confidence Interval: [85] +``` + +## Running LDAR-Sim Sensitivity Analysis + +LDAR-Sim sensitivity analysis is run through the command line, similar to LDAR-Sim. The command takes the form: + +```cmd +-p --sensitivity_info +``` + +or + +```cmd +--in_dir --sensitivity_info +``` + +Where the first argument (-P or --in_dir) indicates that the following argument will be the path to the input directory where the simulation parameter files are contained. + +The second argument must be the path to the input directory, for example: + +```cmd +./simulations +``` + +For parameter files inside the simulations folder in the inner LDAR-Sim file folder. + +The third argument (--sensitivity_info) indicates that the following argument will be the path to the new sensitivity information file. + +The fourth argument must be the path to the sensitivity info file, for example: + +```cmd +./simulations/sens_info.yml +``` + +For sensitivity information file named sens_info located in the simulations folder in the inner LDAR-SIm folder. +**Note: Remember to include the file extension in the file path for the sensitivity info file (.yml)** + +### Example Command + +```cmd +-p simulations/example_sensitivity_analysis --sensitivity_info simulations/example_sensitivity_analysis/sensitivity_info.yml +``` diff --git a/Guides/SetupInstructions.md b/Guides/SetupInstructions.md new file mode 100644 index 000000000..796464d00 --- /dev/null +++ b/Guides/SetupInstructions.md @@ -0,0 +1,68 @@ +# Setup Instructions + +## Setting up the LDAR-Sim dev environment + +The following were steps taken to create a Ldar_sim virtual environment with conda. + +- Install Miniconda3 newest version + +From Conda Shell: + +- cd into LDAR-Sim/install +- Run The following commands: + + ```cmd + conda config --add channels conda-forge + ``` + + ```cmd + conda config --set channel_priority strict + ``` + + ```cmd + conda env create -f environment.yml + ``` + + Note: Please note that the ``environment.yml`` file exclusively includes the essential dependencies needed to run LDAR-Sim as a regular user. If you are in a development role, refer to `environment_dev.yml` for the additional requirements specific to the development environment. + + If you are on Linux and not windows please use the ``linux_environment`` or ``linux_dev_environment`` instead. + + ```cmd + conda activate ldar_sim_env + ``` + +## Setting up LDAR-Sim commit templates + +Run the following command to set the git commit template into the LDAR-Sim standard: + +```cmd +git config commit.template LDAR_Sim/install/.gitmessage +``` + +### Git commit message template + +This is what the commit message template should look like + +```Diff +: Short summary of change (limit 50 chars) +# Valid types are : +# feat - feature +# fix - bug fixes +# docs - changes to the documentation like README +# style - style or formatting change +# perf - improves code performance +# test - test a feature +# data - adding example data + +Reason for change: +# Describe the problem the change is attempting to solve. + +Resolution: +# Describe how the change solves the problem. + +Effect(s) of change: +# Describe how the resolution may affect existing functionality/code. + +# Include Co-authors if any +# Format: Co-authored-by: name +``` diff --git a/Guides/Version Migration Guides/V2_to_V3_ParameterMigrationGuide.md b/Guides/Version Migration Guides/V2_to_V3_ParameterMigrationGuide.md new file mode 100644 index 000000000..f0e3a5e60 --- /dev/null +++ b/Guides/Version Migration Guides/V2_to_V3_ParameterMigrationGuide.md @@ -0,0 +1,178 @@ +# LDAR-Sim V2 to V3 Parameter Migration Guide + +## Purpose + +This guide is intended to assist users users who are updating to LDAR-Sim V3.0 by providing instructions on how to update their parameter files to the supported V3.0 format. + +## What changed between V2 and V3.0? + +The majority of the LDAR_Sim parameters from V2 still exist in V3.0, but some of them have moved parameter files. In LDAR-Sim V3.0, global parameters has been renamed to Simulation_setting. A new parameters file: the "virtual_world" parameters has been introduced to contain parameters that inform the LDAR-Sim virtual world. + +### Details + +Many of the parameter you would find in programs in V2 you will now find in the Virtual World parameters file. Do note that there can only be 1 Virtual World parameters file per simulation set. This has been done to avoid confusion on the construction of the LDAR-Sim virtual world. The LDAR-Sim virtual world informs properties such as leak rate, leak frequency, etc. and is shared between all programs in simulation. + +Parameters that would previously be found in the LDAR-Sim global parameters can now be found in the Simulation_settings parameter file. Other than the file level renaming completed for clarity, the parameters situated in this file are largely unchanged. + +## New Parameter files + +### Simulation Settings + +Contains parameters used to inform properties of the LDAR-Sim simulation, such as input and output folders, years to simulate, simulation set name, etc. These parameters are largely unchanged from what used to be the global parameters. + +### Virtual World + +Contains parameters used to inform the LDAR-Sim virtual world. These parameters will typically be a direct match for parameters previously found at the program level in V2. There can only be one Virtual World parameter file per simulation set. + +## Moving from V2 parameters to V3.0 Parameters + +### 1. Creating the Simulation Settings parameter file + +1. Locate the global parameters file for the version 2 of the parameters you are looking to convert. Typically this will be named something like G_.yml. Global parameters can be identified by locating the parameter file with the contents: + + ```yaml + parameter_level: global + ``` + +2. Rename the global parameters files to: + + ```shell + Simulation_settings.yml + ``` + +3. Open up the newly named Simulation_settings.yml. Find the following values: + + ```yaml + parameter_level: + version: + ``` + +4. Change those values to match what is shown below: + + ```yaml + parameter_level: "simulation_settings" + version: 3.0 + ``` + + **Caution:** This step is case sensitive. Spelling must match. + +### 2. Creating the Virtual World parameter file + +1. Locate the program parameter file associated with the baseline program for your simulation. The program name parameter will match the value set for the baseline_program parameter in the Simulation_settings (Your transformed global parameters file). This will often be set to P_none. + + For Example: + + ```yaml + baseline_program: P_none + ``` + + You are looking for a file with the property: + + ```yaml + program_name: P_none + ``` + + Ideally the name of the file should also be P_none.yaml, but this is not required. + +2. Copy the key value pairs of the following parameters from the baseline program if they exist: + + ```yaml + weather_file: + weather_is_hourly: + infrastructure_file: + site_samples: + subtype_times_file: + subtype_file: + consider_weather: + repair_delay: + type: + val: + emissions: + consider_venting: + leak_dist_params: + leak_dist_type: + leak_file: + leak_file_use: + LPR: + max_leak_rate: + units: + NRd: + economics: + carbon_price_tonnesCO2e: + cost_CCUS: + GWP_CH4: + sale_price_natgas: + repair_costs: + vals: + file: + verification_cost: + ``` + + ***Note:*** If some of the parameters listed above do not exist in the baseline program, this is perfectly fine, these missing values will be inherited from the default values. + +3. Created a new yaml file. Name it: + + ```shell + virtual_world.yml. + `````` + +4. Paste the contents copied from the baseline program into this new file + +5. Add the following parameters and values. They can go anywhere, but the top of the file recommended. + + ```yaml + version: "3.0" + parameter_level: "virtual_world" + ``` + +### 3. Necessary Program parameter file changes + +**Important:** You must repeat this step for each program file in the parameter files + +Program files can be identified by the property: + +```yaml +parameter_level: "program" +``` + +1. Ensure each program file contains ***only*** the following parameters: + + ```yaml + version: + parameter_level: + method_labels: + program_name: + ``` + +2. The values for "method_labels" and "program_name" should remain unchanged. + +3. Set the values for the version and parameter_level as indicated + + ```yaml + version: "3.0" + parameter_level: "program" + ``` + +### 4. Necessary Method parameter file changes + +**Important:** You must repeat this step for each method file in the parameter files + +Method files can be identified by the property: + +```yaml +parameter_level: "method" +``` + +1. Find the version property in the method file + + ```yaml + version: + ``` + +2. Set the version to 3.0 + + ```yaml + version: 3.0 + ``` + +### Congratulations: The move from parameter files version 2 to version 3.0 is complete diff --git a/Guides/Version Migration Guides/V3_to_V4_ParameterMigrationGuide.md b/Guides/Version Migration Guides/V3_to_V4_ParameterMigrationGuide.md new file mode 100644 index 000000000..5bfb226fa --- /dev/null +++ b/Guides/Version Migration Guides/V3_to_V4_ParameterMigrationGuide.md @@ -0,0 +1,181 @@ +# LDAR-Sim V4 Parameter Migration Guide + +## Purpose + +This guide is intended to assist users who wish to update to LDAR-Sim V4 by providing instructions on transferring as much of the existing V3 parameters to V4 format. Do note that new behavior has been introduced in V4 and some existing behavior has been changed, thus, it is impossible to transfer all parameter files and inputs. + +## What changed between V3 and V4 + +The majority of the LDAR-Sim parameters from V3 still exist in V4, but many of them have been renamed or reworked. Some parameters have been removed entirely. There are many new input files users can provide to define the modelled infrastructure in more granularity and previously existing input files have mostly been removed or reworked. + +## Guidance on moving from V3 to V4 + +When moving from V3 to V4, it is advised to read the updated [user manual](../../USER_MANUAL.md) to get an initial understanding of the scope of all the changes that have occurred. Users will need to make new input files in order to run V4 simulations: Critically users will need a [sites file](../../USER_MANUAL.md#sites-file) and the new [emissions file](../../USER_MANUAL.md#emissions-file) to run any simulations. Many parameters have been changed or renamed. Reference the [Parameter File Changes](#parameter-file-changes) section for more detailed information. It may be easier for users to attempt to parameterize the V4 parameters while referencing the user manual for aid instead of attempting to "migrate" V3 simulation parameters. + +## Parameter File Changes + +### Simulation Settings + +#### Simulation Settings: Renamed Parameters + +| V3 Parameter | V4 Parameter | Notes | +|--------------------|-----------|-----------------------------------------------------------------------| +| n_processes| processes_count | None | +| n_simulations| simulation_count | None | + +#### Simulation Settings: Removed Parameters + +| V3 Parameter | Notes | +|--------------------|-----------| +| print_from_simulations| now always enabled | +| pregenerate leaks| now always enabled | +| outputs| functionality moved to [output parameters](../../USER_MANUAL.md#6-output-settings) | +| start_date| moved to virtual world | +| end_date| moved to virtual world | +| reference_program| removed until feature is necessary again | + +#### Simulation Settings: New Parameters + +No new parameters were introduced in simulation settings. + +### Virtual World + +#### Virtual World: Renamed Parameters + +| V3 Parameter | V4 Parameter | Notes | +|--------------------|-----------|-----------------------------------------------------------------------| +| infrastructure_file| infrastructure: sites_file | The `infrastructure_file` is now just one of the files that define the virtual world. See the [user_manual](../../USER_MANUAL.md#infrastructure) on new infrastructure parameters in the virtual world for more information| +| repair_delay| repairs: delay| repair_delay was moved under the repairs heading and renamed to delay| +|emissions: LPR| emissions: repairable_emissions: emissions_production_rate| Not quite just a rename, but the functionality is very similar. See the [relevant](../../USER_MANUAL.md#emissions_production_rate-propagating-parameter) section in the user manual for more details. | +| NRD | emissions: repairable_emissions: duration | Not quite just a rename, but the functionality is very similar. See the [relevant](../../USER_MANUAL.md#duration-propagating-parameter) section in the user manual for more details. | + +#### Virtual World: Removed Parameters + +| V3 Parameter | Notes | +|--------------------|-----------| +| weather_is_hourly| Weather functionality has been streamlined | +| emissions: consider_venting| Emissions granularity has been reworked. See [emissions section](../USER_MANUAL.md#emissions) and all emissions relating parameters in the user manual for more information| +| emissions: leak_dist_params| Effectively moved this functionality into the [emissions file](../USER_MANUAL.md#emissions-file)| +| emissions: leak_dist_type| Effectively moved this functionality into the [emissions file](../USER_MANUAL.md#emissions-file)| +|leak_file| Effectively moved this functionality into the [emissions file](../USER_MANUAL.md#emissions-file)| +|emissions: leak_file_use|Fit functionality has been removed. This is to avoid scenarios where emissions rates an incorrectly fit to a lognormal distribution when the data is not lognormal| +| emissions: max_leak_rate | Effectively moved this functionality into the [emissions file](../USER_MANUAL.md#emissions-file) | +| emissions: units | Effectively moved this functionality into the [emissions file](../USER_MANUAL.md#emissions-file) | +| n_init_leaks_prob | Removed. To be reintroduced in later updates as needed | +| n_init_days | Removed. To be reintroduced in later updates as needed | + +#### Virtual World: New Parameters + +| New Parameter | Notes | +|--------------------|-----------| +| start_date| Moved to virtual world from simulation_settings | +| end_date| Moved to virtual world from simulation_settings | +| repairs: cost | Moved to virtual world from program parameters | +| infrastructure: site_type_file | See relevant [section](../USER_MANUAL.md#site-type-file) in the user manual | +| infrastructure: equipment_group_file | See relevant [section](../USER_MANUAL.md#equipment-file) in the user manual | +| infrastructure: sources_file | See relevant [section](../USER_MANUAL.md#source-file) in the user manual | +| emissions: emissions_file| See relevant [section](../USER_MANUAL.md#emissions_file) in the user manual | +| emissions: repairable_emissions: emissions_rate_source | See relevant [section](../USER_MANUAL.md#emissions_rate_source-propagating-parameter) in the user manual | +| emissions: repairable_emissions: multiple_emissions_per_source | See relevant [section](../USER_MANUAL.md#multiple_emissions_per_source-propagating-parameter) in the user manual | +| emissions: non_repairable_emissions: emissions_production_rate| See relevant [section](../USER_MANUAL.md#emissions_production_rate-propagating-parameter) in the user manual | +| emissions: non_repairable_emissions: emissions_rate_source | See relevant [section](../USER_MANUAL.md#emissions_rate_source-propagating-parameter) in the user manual | +| emissions: non_repairable_emissions: duration | See relevant [section](../USER_MANUAL.md#duration-propagating-parameter) in the user manual | +| emissions: non_repairable_emissions: multiple_emissions_per_source | See relevant [section](../USER_MANUAL.md#multiple_emissions_per_source-propagating-parameter) in the user manual | + +### 3. Programs + +#### Programs: Changes To Existing Parameters + +| V3 Parameter | Notes | +|--------------------|-----------------------------------------------------------------------| +| parameter_level | The default value for parameter_level for program parameters has been changed from **program** to **programs**| + +#### Programs: Renamed Parameters + +| V3 Parameter | V4 Parameter | Notes | +|--------------------|-----------|-----------------------------------------------------------------------| +| economics: CWP_CH4 | economics: global_warming_potential_CH4| | +| economics: sale_price_natgas | economics: sale_price_of_natural_gas| **Note**: the units of this parameter have changed | + +#### Programs: Removed Parameters + +| V3 Parameter | Notes | +|--------------------|-----------| +| economics: carbon_price_tonnesCO2e | Removed due to limited use in outputs | +| economics: cost_CCUS | Removed due to limited use in outputs | +| economics: verification_cost | Removed as functionally this can be added to repairs: cost and does not need it's own functionality| +| repair_costs | Moved to virtual world | + +#### Parameters: New Parameters + +| New Parameter | Notes | +|--------------------|-----------| +| duration_estimate: duration_factor| See [relevant](../USER_MANUAL.md#duration_estimate) section in the user manual | +| duration_estimate: duration_method| See [relevant](../USER_MANUAL.md#duration_method) section in the user manual | + +### 4. Methods + +Note there are now two default method parameter files: One for mobile deployment_type methods and one for stationary deployment_type methods. See [method parameters](../USER_MANUAL.md#9-method-inputs) in the user manual for more details. + +#### Methods: Changes To Existing Parameters + +| V3 Parameter | Notes | +|--------------------|-----------------------------------------------------------------------| +| parameter_level | The default value for parameter_level for method parameters has been changed from **method** to **methods**| + +#### Methods: Renamed Parameters + +| V3 Parameter | V4 Parameter | Notes | +|--------------------|-----------|-----------------------------------------------------------------------| +| label| method_name | | +| sensor: MDL | sensor: minimum_detection_limit | | +| n_crews | crew_count| | +| RS | surveys_per_year | | +| time | survey_time | | +| t_bt_sites | time_between_sites | | +| weather_envs | weather_envelopes | | +| weather_envs: precip | weather_envelopes: precipitation | | +| weather_envs: temp | weather_envelopes: temperature | | +| weather_envs: wind | weather_envelopes: wind | | + +#### Methods: Removed Parameters + +| V3 Parameter | Notes | +|--------------------|-----------| +| sensor: QE| Replaced with [quantification_error](../USER_MANUAL.md#quantification_error) heading, under which are new quantification error parameters.| +| mod_loc | Removed as with new object oriented structure type can support this when new sensor types are properly implemented | +| cost: per_hour | Removed as it was misleading, LDAR-SIm functions on a day timescale | +| scheduling: LDAR_crew_init_location | Removed all routing parameters as it was not fully functional | +| scheduling: home_base-files | Removed all routing parameters as it was not fully functional | +| scheduling: travel_speeds | Removed all routing parameters as it was not fully functional | +| scheduling: min_time_bt_surveys | New scheduling algorithm uses queue based scheduling, removing the need for this parameter | +| follow_up: instant_threshold_type | [Instant threshold](../USER_MANUAL.md#instant_threshold) is now fixed to an absolute threshold| +| follow_up: min_followups| Removed. To be reimplemented if needed| +| follow_up: min_followup_type| Removed. To be reimplemented if needed| +| follow_up: min_followup_days_to_end| Removed. To be reimplemented if needed| +| follow_up: instant_threshold_type | [Threshold](../USER_MANUAL.md#threshold-mobile-parameter) is now fixed to an absolute threshold| + +#### Methods: New Parameters + +| New Parameter | Notes | +|--------------------|-----------| +| sensor: quantification_error: quantification_parameters | See [relevant](../USER_MANUAL.md#quantification_parameters) section in the user manual| +| sensor: quantification_type: quantification_parameters | See [relevant](../USER_MANUAL.md#quantification_type) section in the user manual| +| rolling_average : small_window | stationary methods only. See [relevant](../USER_MANUAL.md#small_window-stationary-parameter) section in the user manual| +| rolling_average : large_window | stationary methods only. See [relevant](../USER_MANUAL.md#large_window-stationary-parameter) section in the user manual| +| rolling_average : small_window_threshold | stationary methods only. See [relevant](../USER_MANUAL.md#small_window_threshold-stationary-parameter) section in the user manual| +| rolling_average : large_window_threshold | stationary methods only. See [relevant](../USER_MANUAL.md#large_window_threshold-stationary-parameter) section in the user manual| + +## Input Files + +### Unchanged Input Files + +The weather file has remained unchanged from V3 to V4. + +### Infrastructure + +A new, much more granular infrastructure design has been introduced. See [infrastructure](../USER_MANUAL.md#infrastructure) and [virtual world defining files](../USER_MANUAL.md#10-virtual-world-defining-files) sections in the user manual for more information. + +### Emissions File (New to V4) + +New to V4 is a new file called the Emissions Fie. This file is mandatory to run any V4 simulations. Read more about it in the User Manual [here](../USER_MANUAL.md#emissions-file). It must be set in the virtual world parameters, see the relevant section [here](../USER_MANUAL.md#emissions_file). diff --git a/INSTALL_GUIDE.md b/INSTALL_GUIDE.md new file mode 100644 index 000000000..be2b1701c --- /dev/null +++ b/INSTALL_GUIDE.md @@ -0,0 +1,221 @@ +# Installation Guide + +## Table of Contents + +- [Table of Contents](#table-of-contents) +- [1. Introduction](#1-introduction) +- [2. Git](#2-git) + - [What is Git? Why do you need it?](#what-is-git-why-do-you-need-it) + - [Installing Git](#installing-git) + - [Accessing Git](#accessing-git) +- [3. MiniConda3](#3-miniconda3) + - [What is MiniConda? Why do you need it?](#what-is-miniconda-why-do-you-need-it) + - [Installing MiniConda3](#installing-miniconda3) +- [4. LDAR-Sim](#4-ldar-sim) + - [Downloading LDAR-Sim](#downloading-ldar-sim) + - [Setting up LDAR-Sim environment](#setting-up-ldar-sim-environment) +- [5. Weather File](#5-weather-file) +- [6. Windows Path Modifications (Optional)](#6-windows-path-modifications-optional) + - [Enabling Long File Paths in Windows (Example is from Windows 11)](#enabling-long-file-paths-in-windows-example-is-from-windows-11) +- [Enabling Long File Paths in Git](#enabling-long-file-paths-in-git) +- [7. IDE / Text Editors](#7-ide--text-editors) + - [What is an IDE (integrated development environment)?](#what-is-an-ide-integrated-development-environment) +- [8. References](#8-references) + +## 1. Introduction + +The purpose of this installation guide is to assist individuals in setting up the required and recommended software to run LDAR-Sim. This guide primarily concentrates on installation and setup procedures for a Windows operating system. While it can still be followed for non-Windows operating systems, such as Linux or macOS, it's important to note that there may be differences specific to those operating systems that are not addressed in this guide. To run LDAR-Sim effectively, the following recommendations are provided: + +- Git +- GitHub Account (Optional) +- MiniConda3 +- Copernicus account (Required to pull Weather files which inform simulated weather) +- Alternate Text Editors/IDE (Optional) = Alternative software like notepad++ for opening files and editing + +## 2. Git + +### What is Git? Why do you need it? + +Git is an open-source software used for version control, often utilized by programmers to collaborate and share source code during software development. This step can be bypassed if users opt to directly download the ZIP from GitHub. However, keeping code up to date with the newest versions and updates must be done manually for each file and cannot be semi-automated by Git’s control system. + +### Installing Git + +To install Git, visit the website (). +Navigate to the downloads tab and select the appropriate operating system for your system. + +Choose the correct installer corresponding to your system. To determine this, search "About your PC" in your computer's search bar. + +After the download completes, open the installer and proceed by following the provided instructions. + +### Accessing Git + +For Windows 11, to access the Git terminal window at a specific location, right-click within File Explorer that's opened to the desired location and select "Show more options." This will display additional options. + +Select "Git Bash Here." This action will open the Git Bash terminal. + +Further steps for utilizing this window will be explained subsequently. + +## 3. MiniConda3 + +### What is MiniConda? Why do you need it? + +MiniConda is a software designed to manage various packages (code libraries) for Python. It aids in maintaining and tracking the Python packages necessary for LDAR-Sim. + +Users are encouraged to select and employ the Python package managers they are most familiar with, as there are multiple alternatives available, including Pipenv, Docker, etc. Nevertheless, this guide will specifically concentrate on the utilization of MiniConda. + +### Installing MiniConda3 + +Visit the MiniConda download website () and download the appropriate installer for your system. + +Execute the installer executable and proceed with the installation of MiniConda. + +![alt text](doc-images/image5.png) + +## 4. LDAR-Sim + +### Downloading LDAR-Sim + +To download LDAR-Sim from GitHub, there are two available options: + +1. Download using Git +2. Directly downloading the ZIP. + +For the first option, where Git is required, users must have Git installed on their system. + +The command "git clone" can be used to clone and download the repository via the Git Bash window to where the Git Bash window is currently active: + +```cmd +git clone https://github.com/LDAR-Sim/LDAR_Sim.git +``` + +### Setting up LDAR-Sim environment + +Once a local copy of LDAR-Sim has been downloaded, set up the Python environments needed to run LDAR-Sim by following the steps listed below. + +First, obtain/copy the file location where the local LDAR-Sim files are located. This can be done by right-clicking the address bar of the file explorer window and selecting "Copy address as text". + +Next, open a MiniConda (Anaconda) console window using the start menu. + +Now, using the command cd, navigate to the location where LDAR-Sim was placed (the location obtained previously with "Copy address as text") in the Anaconda Prompt. + +Example Windows command: + +```cmd +cd C:\Users\[user]\Desktop\LDAR_Sim +``` + +An example of the command the resulting screen: +![alt text](doc-images/image.png) + +The LDAR-Sim folder provides access to LDAR-Sim documentation, including the User Manual, Read Me, and Change Log files. To set up LDAR-Sim, access to the contents of the install folder is necessary. + +Therefore, change directories (folders) once more to be within the Install folder with the command `cd`. + +```cmd +cd install +``` + +**Note**:In Windows, you can use the command dir to list the files and folders you have access to. + +Executing the command dir should display the following files: *.gitmessage, environment.yml, dev_environment.yml,* and *SetupInstructions.md*. + +![alt text](doc-images/image1.png) + +From this point, the following commands will be executed to set up the LDAR Sim virtual environment: + +```cmd +conda config --add channels conda-forge +conda config --set channel_priority strict +conda env create -f environment.yml +``` + +Enter them sequentially in the Anaconda Prompt window, allowing the process to complete before entering the next command. The final of these three commands, Conda create, may take some time to run before prompting for confirmation to download and install a list of packages. Confirm with Y. + +**Note**: Please be aware that the `environment.yml` file exclusively contains the essential dependencies required to run LDAR-Sim as a regular user. If you are in a development role, refer to `dev_environment.yml` for additional requirements specific to the development environment. + +Once the download and installation is complete, activate the new environment with the following command. + +```cmd +conda activate ldar_sim_env +``` + +**Note**: `Activate ldar-sim_env` refers to activating the ldar-sim "environment" – a pre-defined group of the required Python code libraries. This command must be run each time a new Anaconda Prompt is opened to run LDAR-Sim (it will always be the first command to be run). + +![alt text](doc-images/image4.png) + +## 5. Weather File + +The weather files used within LDAR-Sim are sourced from an online database. Accessing this database requires creating an account with Copernicus (). The following steps will allow users to utilize the weather downloader located within the LDAR-Sim/src/weather folder. + +Once signed up and logged in, navigate to the "api-how-to" tab () If logged in, a URL and a key will be available for copying. + +Copy the entire text box and then open a file explorer window. + +Type `%USERPROFILE%` in the search bar of the file explorer and execute the search. + +Create a new `.txt` file in this location (right-click, new, text document) and rename the file to `.cdsapirc`. + +**Note:** Users must have file name extensions shown to change the file type to `.cdsapirc`. + +Open this file using Notepad (right-click the file, select “Open with”, then choose Notepad). + +Inside this file, paste the copied URL and Key from the website and save. + +![alt text](doc-images/image3.png) + +## 6. Windows Path Modifications (Optional) + +If running LDAR-Sim on the Windows operating system, you may encounter errors related file path length. The simulator is design to provide warnings when file paths begin to become to long. To resolve this problem, users may enable windows long file paths or move LDAR-Sim closer to the C drive in folder organization. To use Git with longer filepaths, the long file paths must also be added to the git settings. + +**Note of Caution**: Enabling Windows Long Paths may cause issues with older third party software on windows that is incompatible with Long Paths. + +### Enabling Long File Paths in Windows (Example is from Windows 11) + +1. Open the windows run dialog with Windows Key + R at the same time + ![alt text](doc-images/Windows%20Run%20Dialog.png) + +2. Type gpedit.msc into the run dialog and hit ok. You will see the group policy editor open up + ![alt text](doc-images/group%20policy%20editor.png) +3. Navigate to **Local Computer Policy** > **Computer Configuration** > **Administrative Templates** > **System** > **Filesystem** + ![alt text](doc-images/Group%20Policy%20at%20Filesystem.png) +4. Double Click on "Enable Win32 long paths + ![alt text](doc-images/group%20policy%20enable%20long%20paths.png) +5. Select Enable, click Apply and then OK and restart the computer + ![alt text](doc-images/Enable%20Win%2032%20long%20paths.png) + +## Enabling Long File Paths in Git + +1. Run command prompt as administrator: +2. Type in the following command: + + ```cmd + git config --global core.longpaths true + ``` + +## 7. IDE / Text Editors + +### What is an IDE (integrated development environment)? + +“An integrated development environment is a software application that provides comprehensive facilities to computer programmers for software development” – Wikipedia + +For many individuals, it serves as an alternative to a text editor, offering additional features such as color coding and file formatting aid. The examples covered here include VS Code and Notepad++. +While some LDAR-Sim users prefer to carry out the parameterization workflow in an IDE, it is not required. + +Visual Studio is a powerful IDE available for download from . + +Notepad++ is an alternative text editor that provides the ability to open multiple tabs/files and offers color coding. It can be downloaded from . +To download, choose the most recent version and download the installer. + +## 8. References + + + + + + + + + + + + diff --git a/LDAR_Sim/inputs/Airport_AB_Coordinates.csv b/LDAR_Sim/inputs/Airport_AB_Coordinates.csv deleted file mode 100644 index 310ae8d5b..000000000 --- a/LDAR_Sim/inputs/Airport_AB_Coordinates.csv +++ /dev/null @@ -1,344 +0,0 @@ -FID,Name,FolderPath,lat,lon -0,Airdrie Airport,List of airports in Alberta/List of airports and heliports,51.26390076,-113.9339981 -1,Alhambra/Ahlstrom Aerodrome,List of airports in Alberta/List of airports and heliports/Alhambra,52.34579849,-114.6669998 -2,Athabasca Airport,List of airports in Alberta/List of airports and heliports,54.74309921,-113.2050018 -3,Anzac (Long Lake) Heliport,List of airports in Alberta/List of airports and heliports,56.42419815,-110.9639969 -4,Banff Airport,List of airports in Alberta/List of airports and heliports,51.20830154,-115.5400009 -5,Banff Mineral Springs (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,51.1794014,-115.5759964 -6,Banff (Park Compound) Heliport,List of airports in Alberta/List of airports and heliports,51.19169998,-115.5579987 -7,Barrhead Airport,List of airports in Alberta/List of airports and heliports,54.09690094,-114.439003 -8,Barrhead (Healthcare Centre) Heliport,List of airports in Alberta/List of airports and heliports,54.11830139,-114.4000015 -9,Bashaw Airport,List of airports in Alberta/List of airports and heliports,52.55749893,-112.9649963 -10,Bassano Airport,List of airports in Alberta/List of airports and heliports,50.79999924,-112.4670029 -11,Bassano (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,50.79059982,-112.4609985 -12,Bawlf (Blackwells) Airport,List of airports in Alberta/List of airports and heliports,52.8932991,-112.5459976 -13,Beaverlodge Airport,List of airports in Alberta/List of airports and heliports,55.18420029,-119.4309998 -14,Beaverlodge/Clanachan Aerodrome,List of airports in Alberta/List of airports and heliports/Beaverlodge,55.2344017,-119.8420029 -15,Beiseker Airport,List of airports in Alberta/List of airports and heliports,51.3932991,-113.4720001 -16,Benalto/Hillman's Farm Aerodrome,List of airports in Alberta/List of airports and heliports/Benalto,52.22579956,-114.2559967 -17,Birch Mountain Airport,List of airports in Alberta/List of airports and heliports,57.69499969,-111.8389969 -18,Bistcho Airport,List of airports in Alberta/List of airports and heliports,59.63830185,-118.3330002 -19,Black Diamond (Oilfields General Hospital) Heliport,List of airports in Alberta/List of airports and heliports,50.67890167,-114.2340012 -20,Black Diamond/Cu Nim Airport,List of airports in Alberta/List of airports and heliports/Black Diamond,50.72249985,-114.1790009 -21,Black Diamond/Flying R Ranch Aerodrome,List of airports in Alberta/List of airports and heliports/Black Diamond,50.64500046,-114.2030029 -22,Blackie/Wilderman Farm Airport,List of airports in Alberta/List of airports and heliports/Blackie,50.55250168,-113.5970001 -23,Blairmore (Crowsnest Pass Hospital) Heliport,List of airports in Alberta/List of airports and heliports,49.61610031,-114.4570007 -24,Blairmore (Forestry) Heliport,List of airports in Alberta/List of airports and heliports,49.60810089,-114.4509964 -25,Bonnyville Airport,List of airports in Alberta/List of airports and heliports,54.30469894,-110.7409973 -26,Bonnyville Health Centre Heliport,List of airports in Alberta/List of airports and heliports,54.26390076,-110.7399979 -27,Bottrel/Anchor 9 Ranch Aerodrome,List of airports in Alberta/List of airports and heliports/Bottrel,51.41279984,-114.5800018 -28,Bow Island Airport,List of airports in Alberta/List of airports and heliports,49.88330078,-111.3330002 -29,Boyle Airport,List of airports in Alberta/List of airports and heliports,54.57329941,-112.8199997 -30,Boyle (Healthcare Centre) Heliport,List of airports in Alberta/List of airports and heliports,54.58860016,-112.802002 -31,Brant (Dixon Farm) Airport,List of airports in Alberta/List of airports and heliports,50.41939926,-113.5410004 -32,Brooks (Community Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,50.5685997,-111.8880005 -33,Brooks Regional Aerodrome,List of airports in Alberta/List of airports and heliports,50.63359833,-111.9260025 -34,Buffalo (Jaques Farms) Aerodrome,List of airports in Alberta/List of airports and heliports,50.8608017,-110.6549988 -35,Calgary International Airport,List of airports in Alberta/List of airports and heliports,51.11389923,-114.0199966 -36,Calgary (Aerial Recon) Heliport,List of airports in Alberta/List of airports and heliports,50.86809921,-114.1380005 -37,Calgary (Alberta Children's Hospital) Heliport,List of airports in Alberta/List of airports and heliports,51.0760994,-114.1480026 -38,Calgary/Blue Con Heliport,List of airports in Alberta/List of airports and heliports/Calgary,50.99689865,-113.8939972 -39,Calgary (Bow Crow) Heliport,List of airports in Alberta/List of airports and heliports,51.10309982,-114.2149963 -40,Calgary (City/Bow River) Heliport,List of airports in Alberta/List of airports and heliports/Calgary (City,51.05279922,-114.0790024 -41,Calgary (Eastlake) Heliport,List of airports in Alberta/List of airports and heliports,50.95500183,-113.9729996 -42,Calgary/Elephant Enterprises Inc. Heliport,List of airports in Alberta/List of airports and heliports/Calgary,51.11529922,-114.2959976 -43,Calgary (Foothills Hospital McCaig Tower) Heliport,List of airports in Alberta/List of airports and heliports,51.06529999,-114.1350021 -44,Calgary/K. Coffey Residence Heliport,List of airports in Alberta/List of airports and heliports/Calgary,51.16559982,-114.314003 -45,Calgary (Peter Lougheed Centre) Heliport,List of airports in Alberta/List of airports and heliports,51.07939911,-113.9830017 -46,Calgary (Rockyview Hospital) Heliport,List of airports in Alberta/List of airports and heliports,50.98830032,-114.0979996 -47,Calgary/South Health Campus Hospital Heliport,List of airports in Alberta/List of airports and heliports/Calgary,50.88280106,-113.9520035 -48,Calgary/Springbank Airport,List of airports in Alberta/List of airports and heliports/Calgary,51.1053009,-114.3710022 -49,Calling Lake Airport,List of airports in Alberta/List of airports and heliports,55.31669998,-113.25 -50,Edmonton/Calmar (Maplelane Farm) Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.18439865,-113.7389984 -51,Calmar/Wizard Lake Aerodrome,List of airports in Alberta/List of airports and heliports/Calmar,53.11579895,-113.7720032 -52,Camrose Airport,List of airports in Alberta/List of airports and heliports,53.03969955,-112.8160019 -53,Marek Farms Airport,List of airports in Alberta/List of airports and heliports,53.03139877,-112.7779999 -54,Camrose/St. Mary's Hospital Heliport,List of airports in Alberta/List of airports and heliports/Camrose,53.01499939,-112.8300018 -55,Canmore (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,51.09249878,-115.348999 -56,Canmore Municipal Heliport,List of airports in Alberta/List of airports and heliports,51.07860184,-115.3389969 -57,Canmore/Nakoda Heliport,List of airports in Alberta/List of airports and heliports/Canmore,51.10329819,-115.012001 -58,Cardston Airport,List of airports in Alberta/List of airports and heliports,49.16249847,-113.2409973 -59,Carstairs/Bishell's Airport,List of airports in Alberta/List of airports and heliports/Carstairs,51.58280182,-114.052002 -60,Carway/Grizzly Creek Ranch Heliport,List of airports in Alberta/List of airports and heliports/Carway,49.00439835,-113.5049973 -61,Castor Airport,List of airports in Alberta/List of airports and heliports,52.21670151,-111.9329987 -62,Castor (Our Lady of the Rosary Hospital) Heliport,List of airports in Alberta/List of airports and heliports,52.22330093,-111.9069977 -63,Cayley/A. J. Flying Ranch Airport,List of airports in Alberta/List of airports and heliports/Cayley,50.45000076,-113.75 -64,Cheadle Airport,List of airports in Alberta/List of airports and heliports,51.05749893,-113.6240005 -65,Chestermere (Kirkby Field) Airport,List of airports in Alberta/List of airports and heliports,51.04169846,-113.7519989 -66,Chipewyan Lake Airport,List of airports in Alberta/List of airports and heliports,56.95249939,-113.4960022 -67,Chipman Airport,List of airports in Alberta/List of airports and heliports,53.71670151,-112.6330032 -68,Chipman/M.Y. Airfield,List of airports in Alberta/List of airports and heliports/Chipman,53.63639832,-112.6009979 -69,Christina Basin Airport,List of airports in Alberta/List of airports and heliports,55.59000015,-111.822998 -70,Christina Lake Aerodrome,List of airports in Alberta/List of airports and heliports,55.62860107,-110.75 -71,Claresholm (General Hospital) Heliport,List of airports in Alberta/List of airports and heliports,50.0182991,-113.5830002 -72,Claresholm Industrial Airport,List of airports in Alberta/List of airports and heliports,50.00469971,-113.6299973 -73,Clearwater River Airport,List of airports in Alberta/List of airports and heliports,51.98809814,-115.2279968 -74,Cline River Heliport,List of airports in Alberta/List of airports and heliports,52.17890167,-116.4789963 -75,Coaldale (Rednek Air) Aerodrome,List of airports in Alberta/List of airports and heliports,49.82170105,-112.5309982 -76,Cochrane/Arkayla Springs Airport,List of airports in Alberta/List of airports and heliports/Cochrane,51.20470047,-114.7740021 -77,CFB Cold Lake,List of airports in Alberta/List of airports and heliports,54.40499878,-110.2789993 -78,Cold Lake Healthcare Centre Heliport,List of airports in Alberta/List of airports and heliports,54.48500061,-110.1959991 -79,Cold Lake Regional Airport,List of airports in Alberta/List of airports and heliports,54.47750092,-110.2689972 -80,Conklin (Leismer) Airport,List of airports in Alberta/List of airports and heliports,55.69609833,-111.2789993 -81,Consort Airport,List of airports in Alberta/List of airports and heliports,52.01670074,-110.75 -82,Consort (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.00920105,-110.7819977 -83,Coronation Airport,List of airports in Alberta/List of airports and heliports,52.07500076,-111.4449997 -84,Coronation (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.09609985,-111.4589996 -85,Coutts/Ross International Airport,List of airports in Alberta/List of airports and heliports/Coutts,48.99829865,-111.9779968 -86,Cowley Airport,List of airports in Alberta/List of airports and heliports,49.63639832,-114.0940018 -87,Daysland Health Centre Heliport,List of airports in Alberta/List of airports and heliports,52.8689003,-112.2730026 -88,Debolt Airport,List of airports in Alberta/List of airports and heliports,55.23329926,-118.0329971 -89,Del Bonita/Whetstone International Airport,List of airports in Alberta/List of airports and heliports/Del Bonita,48.99860001,-112.776001 -90,Delburne/Hall Residence Heliport,List of airports in Alberta/List of airports and heliports/Delburne,52.2364006,-113.4089966 -91,De Winton (Highwood) Heliport,List of airports in Alberta/List of airports and heliports,50.80310059,-113.8929977 -92,De Winton/South Calgary Airport,List of airports in Alberta/List of airports and heliports/De Winton,50.82189941,-113.8239975 -93,Didsbury/Minty Field Aerodrome,List of airports in Alberta/List of airports and heliports/Didsbury,51.65330124,-114.3509979 -94,Doig Airport,List of airports in Alberta/List of airports and heliports,56.95000076,-119.5169983 -95,Donnelly Airport,List of airports in Alberta/List of airports and heliports,55.70940018,-117.0940018 -96,Drayton Valley (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.21220016,-114.9710007 -97,Drayton Valley Industrial Airport,List of airports in Alberta/List of airports and heliports,53.26580048,-114.9599991 -98,Drumheller (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,51.46920013,-112.7279968 -99,Drumheller Municipal Airport,List of airports in Alberta/List of airports and heliports,51.49639893,-112.7490005 -100,Drumheller/Ostergard's Airport,List of airports in Alberta/List of airports and heliports/Drumheller,51.29439926,-112.6139984 -101,Eaglesham South Aerodrome,List of airports in Alberta/List of airports and heliports,55.67110062,-117.935997 -102,Edmonton/Gartner Airport,List of airports in Alberta/List of airports and heliports/Edmonton,53.28170013,-113.4550018 -103,Edmonton (City) Heliport,List of airports in Alberta/List of airports and heliports,53.36920166,-113.6640015 -104,Edmonton/Grey Nuns Community Hospital Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.46220016,-113.4280014 -105,Edmonton/Kelsonae Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.36610031,-113.8379974 -106,Edmonton/Lechelt Field Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.57640076,-112.9810028 -107,Edmonton/Misericordia (Community Hospital) Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.52030182,-113.6110001 -108,Edmonton/Morinville (Currie Field) Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.81969833,-113.7610016 -109,Edmonton/Morinville (Mike's Field) Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.8368988,-113.5630035 -110,Edmonton/Namao Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.6692009,-113.4759979 -111,Edmonton (Royal Alexandra Hospital) Heliport,List of airports in Alberta/List of airports and heliports,53.55780029,-113.4960022 -112,Edmonton/Sturgeon Community Hospital Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.65439987,-113.6269989 -113,Edmonton/University of Alberta (Stollery Childrens Hospital) Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.52030182,-113.5220032 -114,Edra Airport,List of airports in Alberta/List of airports and heliports,57.84999847,-113.25 -115,Edson Airport,List of airports in Alberta/List of airports and heliports,53.57889938,-116.4649963 -116,Elk Point Airport,List of airports in Alberta/List of airports and heliports,53.89310074,-110.7720032 -117,Elk Point (Healthcare Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.89830017,-110.9079971 -118,Empress Airport,List of airports in Alberta/List of airports and heliports,50.93330002,-110.0130005 -119,Empress/McNeill Duke Energy Aerodrome,List of airports in Alberta/List of airports and heliports/Empress,50.68249893,-110.0419998 -120,Fairview Airport,List of airports in Alberta/List of airports and heliports,56.08140182,-118.4329987 -121,Foremost Airport,List of airports in Alberta/List of airports and heliports,49.48310089,-111.4940033 -122,Fort Chipewyan Airport,List of airports in Alberta/List of airports and heliports,58.76720047,-111.1169968 -123,Fort MacKay/Albian Aerodrome,List of airports in Alberta/List of airports and heliports/Fort MacKay,57.22389984,-111.4189987 -124,Fort MacKay/Firebag Aerodrome,List of airports in Alberta/List of airports and heliports/Fort MacKay,57.2757988,-110.9769974 -125,Fort MacKay/Horizon Airport,List of airports in Alberta/List of airports and heliports/Fort MacKay,57.38169861,-111.7009964 -126,Fort Macleod Airport,List of airports in Alberta/List of airports and heliports,49.70000076,-113.4169998 -127,Fort Macleod (Alcock Farm) Airport,List of airports in Alberta/List of airports and heliports,49.58330154,-113.3000031 -128,Fort Macleod (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,49.7256012,-113.3919983 -129,Fort McMurray Airport,List of airports in Alberta/List of airports and heliports,56.65330124,-111.2229996 -130,Fort McMurray (Legend) Aerodrome,List of airports in Alberta/List of airports and heliports,57.19689941,-112.8960037 -131,Fort McMurray/Mildred Lake Airport,List of airports in Alberta/List of airports and heliports/Fort McMurray,57.05559921,-111.5739975 -132,Fort McMurray (North Liege) Aerodrome,List of airports in Alberta/List of airports and heliports,57.13610077,-113.2900009 -133,Fort McMurray (South Liege) Aerodrome,List of airports in Alberta/List of airports and heliports,56.82939911,-113.098999 -134,Fort McMurray Water Aerodrome,List of airports in Alberta/List of airports and heliports,56.73329926,-111.3669968 -135,Fort Saskatchewan (General Hospital) Heliport,List of airports in Alberta/List of airports and heliports,53.69309998,-113.2099991 -136,Fort Vermilion Airport,List of airports in Alberta/List of airports and heliports,58.40420151,-115.9509964 -137,Fort Vermilion/Country Gardens B&B Heliport,List of airports in Alberta/List of airports and heliports/Fort Vermilion,58.3506012,-115.9489975 -138,Fox Creek Airport,List of airports in Alberta/List of airports and heliports,54.38000107,-116.7659988 -139,Fox Lake Airport,List of airports in Alberta/List of airports and heliports,58.47330093,-114.5429993 -140,Garden River Airport,List of airports in Alberta/List of airports and heliports,58.71390152,-113.8759995 -141,Glendon Airport,List of airports in Alberta/List of airports and heliports,54.27080154,-111.0670013 -142,Glenwood Aerodrome,List of airports in Alberta/List of airports and heliports,49.35440063,-113.6620026 -143,Gordon Lake Airport,List of airports in Alberta/List of airports and heliports,56.61669922,-110.5 -144,Grande Airport,List of airports in Alberta/List of airports and heliports,56.29999924,-112.2330017 -145,Grande Cache (Community Health Complex) Heliport,List of airports in Alberta/List of airports and heliports,53.89110184,-119.1190033 -146,Grande Prairie Airport,List of airports in Alberta/List of airports and heliports,55.18190002,-118.887001 -147,Grande Prairie (Forestry) Heliport,List of airports in Alberta/List of airports and heliports,55.15359879,-118.822998 -148,Grande Prairie (Queen Elizabeth II Hospital) Heliport,List of airports in Alberta/List of airports and heliports,55.17610168,-118.788002 -149,Grimshaw Airport,List of airports in Alberta/List of airports and heliports,56.19609833,-117.625 -150,Edmonton/Twin Island Airpark,List of airports in Alberta/List of airports and heliports/Edmonton,53.47109985,-113.1539993 -151,Hanna Airport,List of airports in Alberta/List of airports and heliports,51.63140106,-111.9039993 -152,Hanna (District Ambulance) Heliport,List of airports in Alberta/List of airports and heliports,51.6507988,-111.9290009 -153,Hardisty Airport,List of airports in Alberta/List of airports and heliports,52.64690018,-111.3840027 -154,Hardisty (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.66889954,-111.3079987 -155,Hespero Airport,List of airports in Alberta/List of airports and heliports,52.29999924,-114.4639969 -156,Hespero/Safron Residence Heliport,List of airports in Alberta/List of airports and heliports/Hespero,52.28030014,-114.4280014 -157,High Level Airport,List of airports in Alberta/List of airports and heliports,58.62139893,-117.1650009 -158,High Prairie Airport,List of airports in Alberta/List of airports and heliports,55.39360046,-116.4759979 -159,High River Airport,List of airports in Alberta/List of airports and heliports,50.53329849,-113.8330002 -160,High River (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,50.5760994,-113.8789978 -161,Hillspring (Beck Farm) Aerodrome,List of airports in Alberta/List of airports and heliports,49.33670044,-113.572998 -162,Hinton/Entrance Airport,List of airports in Alberta/List of airports and heliports/Hinton,53.38140106,-117.7009964 -163,Hinton/Jasper-Hinton Airport,List of airports in Alberta/List of airports and heliports/Hinton,53.31919861,-117.7529984 -164,Huggett/Goodwood Field Aerodrome,List of airports in Alberta/List of airports and heliports/Huggett,53.34529877,-114.1559982 -165,Indus/Winters Aire Park Airport,List of airports in Alberta/List of airports and heliports/Indus,50.90000153,-113.7829971 -166,Innisfail Aerodrome,List of airports in Alberta/List of airports and heliports,52.07860184,-114.0270004 -167,Innisfail (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,52.01940155,-113.9540024 -168,Irma Airport,List of airports in Alberta/List of airports and heliports,52.91220093,-111.1740036 -169,Janvier Airport,List of airports in Alberta/List of airports and heliports,55.90000153,-110.7330017 -170,Jasper Airport,List of airports in Alberta/List of airports and heliports,52.99670029,-118.0589981 -171,Jean Lake Airport,List of airports in Alberta/List of airports and heliports,57.48329926,-113.8830032 -172,John D'Or Prairie Aerodrome,List of airports in Alberta/List of airports and heliports,58.49140167,-115.1380005 -173,Johnson Lake Airport,List of airports in Alberta/List of airports and heliports,57.56669998,-110.3170013 -174,Edmonton/Josephburg Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.72809982,-113.086998 -175,Kananaskis Village Helistop Heliport,List of airports in Alberta/List of airports and heliports,50.92279816,-115.1439972 -176,Killam (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.78749847,-111.8600006 -177,Killam/Killam-Sedgewick Airport,List of airports in Alberta/List of airports and heliports/Killam,52.79560089,-111.7610016 -178,Kirby Lake Airport,List of airports in Alberta/List of airports and heliports,55.35559845,-110.637001 -179,Lac La Biche Airport,List of airports in Alberta/List of airports and heliports,54.77030182,-112.0319977 -180,Lacombe Regional Airport,List of airports in Alberta/List of airports and heliports,52.48830032,-113.711998 -181,Lacombe (Mustang Helicopters) Heliport,List of airports in Alberta/List of airports and heliports,52.37889862,-113.822998 -182,La Crete Airport,List of airports in Alberta/List of airports and heliports,58.16669846,-116.3330002 -183,Lamont (Health Care Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.7635994,-112.7539978 -184,Edmonton/Leduc Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.25310135,-113.5429993 -185,Leslieville/W. Pidhirney Residence Heliport,List of airports in Alberta/List of airports and heliports/Leslieville,52.35919952,-114.5709991 -186,Lethbridge County Airport,List of airports in Alberta/List of airports and heliports,49.63029861,-112.8000031 -187,Lethbridge (Chinook Regional Hospital) Heliport,List of airports in Alberta/List of airports and heliports,49.68579865,-112.8170013 -188,Lethbridge (Gunnlaugson) Aerodrome,List of airports in Alberta/List of airports and heliports,49.63610077,-112.6910019 -189,Lethbridge (J3 Airfield) Aerodrome,List of airports in Alberta/List of airports and heliports,49.74169922,-112.7389984 -190,Lethbridge (Mercer Field) Aerodrome,List of airports in Alberta/List of airports and heliports,49.55469894,-112.564003 -191,Lethbridge (Taylor Field) Aerodrome,List of airports in Alberta/List of airports and heliports,49.71609879,-112.7509995 -192,Lloydminster Airport,List of airports in Alberta/List of airports and heliports,53.30920029,-110.072998 -193,Loon River Airport,List of airports in Alberta/List of airports and heliports,57.14189911,-115.0749969 -194,Manning Airport,List of airports in Alberta/List of airports and heliports,56.95080185,-117.6439972 -195,Margaret Lake Airport,List of airports in Alberta/List of airports and heliports,58.95000076,-115.25 -196,Markerville/Safron Farms Aerodrome,List of airports in Alberta/List of airports and heliports/Markerville,52.19919968,-114.237999 -197,Mayerthorpe Airport,List of airports in Alberta/List of airports and heliports,53.9375,-115.1790009 -198,Mayerthorpe (Healthcare Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.94889832,-115.1330032 -199,Medicine Hat Airport,List of airports in Alberta/List of airports and heliports,50.01890182,-110.7210007 -200,Medicine Hat/Schlenker Airport,List of airports in Alberta/List of airports and heliports/Medicine Hat,49.97219849,-110.723999 -201,Milk River Airport,List of airports in Alberta/List of airports and heliports,49.13330078,-112.0500031 -202,Millet/Creekview Aerodrome,List of airports in Alberta/List of airports and heliports/Millet,53.07889938,-113.5090027 -203,Mobil Bistcho Airport,List of airports in Alberta/List of airports and heliports,59.48329926,-119.0169983 -204,Muskeg Tower Airport,List of airports in Alberta/List of airports and heliports,57.13750076,-110.8929977 -205,Nampa/Hockey Aerodrome,List of airports in Alberta/List of airports and heliports/Nampa,55.91439819,-117.1350021 -206,Namur Lake Airport,List of airports in Alberta/List of airports and heliports,57.38330078,-112.8000031 -207,Edmonton International Airport,List of airports in Alberta/List of airports and heliports,53.30970001,-113.5800018 -208,Nordegg/Ahlstrom Heliport,List of airports in Alberta/List of airports and heliports/Nordegg,52.49140167,-116.052002 -209,Calgary/Christiansen Field Aerodrome,List of airports in Alberta/List of airports and heliports/Calgary,50.79940033,-114.0510025 -210,Okotoks Air Ranch,List of airports in Alberta/List of airports and heliports,50.73389816,-113.9339981 -211,Calgary/Okotoks (GG Ranch) Heliport,List of airports in Alberta/List of airports and heliports/Calgary,50.74470139,-113.9919968 -212,Calgary/Okotoks (Rowland Field) Aerodrome,List of airports in Alberta/List of airports and heliports/Calgary,50.76470184,-113.9580002 -213,Olds-Didsbury Airport,List of airports in Alberta/List of airports and heliports,51.71110153,-114.1060028 -214,Olds (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,51.80139923,-114.1169968 -215,Olds (Netook) Airport,List of airports in Alberta/List of airports and heliports,51.84749985,-114.0650024 -216,Oyen Municipal Airport,List of airports in Alberta/List of airports and heliports,51.33420181,-110.4909973 -217,Parkland Airport,List of airports in Alberta/List of airports and heliports,53.47439957,-113.8290024 -218,Peace River Airport,List of airports in Alberta/List of airports and heliports,56.22689819,-117.4469986 -219,Pincher Creek Airport,List of airports in Alberta/List of airports and heliports,49.52059937,-113.9970016 -220,Pincher Creek (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,49.49250031,-113.947998 -221,Ponoka (Hospital & Care Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.68529892,-113.5889969 -222,Ponoka Industrial (Labrie Field) Airport,List of airports in Alberta/List of airports and heliports,52.65190125,-113.6039963 -223,Primrose Aerodrome,List of airports in Alberta/List of airports and heliports,55.3905983,-111.1200027 -224,Provost Airport,List of airports in Alberta/List of airports and heliports,52.33810043,-110.2789993 -225,Rainbow Lake Airport,List of airports in Alberta/List of airports and heliports,58.49110031,-119.4069977 -226,Red Deer/Allan Dale Residence Heliport,List of airports in Alberta/List of airports and heliports/Red Deer,52.2696991,-113.6999969 -227,Red Deer/Allan Dale Trailers & RV Heliport,List of airports in Alberta/List of airports and heliports/Red Deer,52.30889893,-113.862999 -228,Red Deer/Chong Residence Heliport,List of airports in Alberta/List of airports and heliports/Red Deer,52.34999847,-113.9339981 -229,Red Deer Regional Airport,List of airports in Alberta/List of airports and heliports,52.18220139,-113.8939972 -230,Red Deer Regional Hospital Centre Heliport,List of airports in Alberta/List of airports and heliports,52.26190186,-113.8160019 -231,Red Deer/Truant Aerodrome,List of airports in Alberta/List of airports and heliports/Red Deer,52.28860092,-113.9120026 -232,Red Deer/Truant South Aerodrome,List of airports in Alberta/List of airports and heliports/Red Deer,52.27780151,-113.9150009 -233,Red Earth Creek Airport,List of airports in Alberta/List of airports and heliports,56.54639816,-115.2740021 -234,Redwater (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.9496994,-113.1269989 -235,Redwater (Heliworks),List of airports in Alberta/List of airports and heliports,53.9192009,-113.1039963 -236,Redwater (Pembina) Heliport,List of airports in Alberta/List of airports and heliports,53.8246994,-113.1299973 -237,Rimbey Airport,List of airports in Alberta/List of airports and heliports,52.68190002,-114.237999 -238,Rimbey (Hospital & Care Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.64030075,-114.2470016 -239,Rockyford Airport,List of airports in Alberta/List of airports and heliports,51.25970078,-113.1110001 -240,Rockyford/Early Bird Air Aerodrome,List of airports in Alberta/List of airports and heliports/Rockyford,51.17779922,-113.2789993 -241,Rocky Mountain House Airport,List of airports in Alberta/List of airports and heliports,52.42969894,-114.9039993 -242,Rocky Mountain House (General Hospital) Heliport,List of airports in Alberta/List of airports and heliports,52.37889862,-114.9209976 -243,Edmonton/St. Albert Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.68669891,-113.6869965 -244,St. Paul Airport,List of airports in Alberta/List of airports and heliports,53.99330139,-111.3799973 -245,St. Paul (Health Care Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.98809814,-111.2910004 -246,Edmonton/Bailey Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.50780106,-113.2360001 -247,Edmonton/Eastport Heliport,List of airports in Alberta/List of airports and heliports/Edmonton,53.50500107,-113.3320007 -248,Shunda (Fire Base) Heliport,List of airports in Alberta/List of airports and heliports,52.49060059,-115.7590027 -249,Slave Lake Airport,List of airports in Alberta/List of airports and heliports,55.29309845,-114.7770004 -250,Slave Lake/Slave Lake Helicopters Heliport,List of airports in Alberta/List of airports and heliports/Slave Lake,55.29330063,-114.7809982 -251,Smokey Lake (George McDougall Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,54.12170029,-112.4660034 -252,Edmonton/Cooking Lake Airport,List of airports in Alberta/List of airports and heliports/Edmonton,53.42750168,-113.1159973 -253,Edmonton/Cooking Lake Water Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.42279816,-113.1039963 -254,Spirit River Airport,List of airports in Alberta/List of airports and heliports,55.78359985,-118.8399963 -255,Steen River Airport,List of airports in Alberta/List of airports and heliports,59.63330078,-117.1669998 -256,Stettler Airport,List of airports in Alberta/List of airports and heliports,52.31000137,-112.7539978 -257,Stettler (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.32329941,-112.7249985 -258,Stony Plain (Lichtner Farms) Airport,List of airports in Alberta/List of airports and heliports,53.53749847,-114.0680008 -259,Stony Plain (Westview Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.5381012,-113.9779968 -260,Strathmore (Appleton Field) Aerodrome,List of airports in Alberta/List of airports and heliports,50.9939003,-113.3720016 -261,Strathmore (D.J. Murray) Airport,List of airports in Alberta/List of airports and heliports,51.13420105,-113.5599976 -262,Strathmore (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,51.06000137,-113.3860016 -263,Suffield Heliport,List of airports in Alberta/List of airports and heliports,50.26670074,-111.1829987 -264,Red Deer Forestry Airport,List of airports in Alberta/List of airports and heliports,51.65140152,-115.2389984 -265,Sundre Airport,List of airports in Alberta/List of airports and heliports,51.77420044,-114.677002 -266,Sundre/Goodwins Farm Airport,List of airports in Alberta/List of airports and heliports/Sundre,51.73329926,-114.6669998 -267,Sundre (Hospital & Health Care Centre) Heliport,List of airports in Alberta/List of airports and heliports,51.80690002,-114.6360016 -268,Swan Hills Airport,List of airports in Alberta/List of airports and heliports,54.67079926,-115.4150009 -269,Taber Airport,List of airports in Alberta/List of airports and heliports,49.8266983,-112.1849976 -270,Taber (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,49.78559875,-112.1660004 -271,Teepee Airport,List of airports in Alberta/List of airports and heliports,56.45940018,-114.1190033 -272,Three Hills Airport,List of airports in Alberta/List of airports and heliports,51.69670105,-113.2089996 -273,Three Hills (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,51.70859909,-113.2519989 -274,Tofield Airport,List of airports in Alberta/List of airports and heliports,53.37110138,-112.6969986 -275,Tofield (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.37310028,-112.651001 -276,Trout Lake Aerodrome,List of airports in Alberta/List of airports and heliports,56.5,-114.7170029 -277,Two Hills Airport,List of airports in Alberta/List of airports and heliports,53.70000076,-111.7829971 -278,Two Hills (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,53.71360016,-111.7310028 -279,Valleyview Airport,List of airports in Alberta/List of airports and heliports,55.03250122,-117.2959976 -280,Valleyview (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,55.06750107,-117.2720032 -281,Vauxhall Airport,List of airports in Alberta/List of airports and heliports,50.03329849,-112.0830002 -282,Vegreville Airport,List of airports in Alberta/List of airports and heliports,53.51440048,-112.0270004 -283,Vegerville (St. Joseph's Genereal Hospital) Heliport,List of airports in Alberta/List of airports and heliports,53.4939003,-112.0329971 -284,Vermilion Airport,List of airports in Alberta/List of airports and heliports,53.35689926,-110.8249969 -285,Vermilion Health Centre Heliport,List of airports in Alberta/List of airports and heliports,53.35580063,-110.8720016 -286,Viking Airport,List of airports in Alberta/List of airports and heliports,53.09999847,-111.8669968 -287,Viking Health Centre (George H. Roddick) Heliport,List of airports in Alberta/List of airports and heliports,53.10169983,-111.7770004 -288,Viking (South) Aerodrome,List of airports in Alberta/List of airports and heliports,53.02560043,-111.9489975 -289,Edmonton/Villeneuve Airport,List of airports in Alberta/List of airports and heliports/Edmonton,53.66749954,-113.8539963 -290,Edmonton/Villeneuve (Rose Field) Aerodrome,List of airports in Alberta/List of airports and heliports/Edmonton,53.64559937,-113.8030014 -291,Vulcan Airport,List of airports in Alberta/List of airports and heliports,50.40470123,-113.2829971 -292,Vulcan (Hospital) Heliport,List of airports in Alberta/List of airports and heliports,50.39580154,-113.2590027 -293,Vulcan/Kirkcaldy Aerodrome,List of airports in Alberta/List of airports and heliports/Vulcan,50.33190155,-113.3580017 -294,Wabasca Airport,List of airports in Alberta/List of airports and heliports,55.9618988,-113.8190002 -295,Pelican Airport,List of airports in Alberta/List of airports and heliports,56.16080093,-113.4749985 -296,Wainwright Airport,List of airports in Alberta/List of airports and heliports,52.79669952,-110.8590012 -297,CFB Wainwright,List of airports in Alberta/List of airports and heliports,52.8280983,-110.9039993 -298,Wainwright (Health Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.8431015,-110.8649979 -299,Wainwright/Wainwright (Field 21) Airport,List of airports in Alberta/List of airports and heliports/Wainwright,52.83060074,-111.1009979 -300,Warburg/Zajes Airport,List of airports in Alberta/List of airports and heliports/Warburg,53.21670151,-114.3330002 -301,Warner Airport,List of airports in Alberta/List of airports and heliports,49.29330063,-112.189003 -302,Westlock Airport,List of airports in Alberta/List of airports and heliports,54.14220047,-113.7409973 -303,Westlock (Healthcare Centre) Heliport,List of airports in Alberta/List of airports and heliports,54.14670181,-113.8550034 -304,Westlock (Hnatko Farms) Aerodrome,List of airports in Alberta/List of airports and heliports,54.20669937,-114.1210022 -305,Wetaskiwin (Hospital & Care Centre) Heliport,List of airports in Alberta/List of airports and heliports,52.98830032,-113.3679962 -306,Wetaskiwin Regional Airport,List of airports in Alberta/List of airports and heliports,52.96500015,-113.4110031 -307,Whitecourt Airport,List of airports in Alberta/List of airports and heliports,54.14390182,-115.7870026 -308,Whitecourt Airport,List of airports in Alberta/List of airports and heliports,53.54639816,-115.2610016 -309,Zama Lake Airport,List of airports in Alberta/List of airports and heliports,59.06389999,-118.8899994 -310,Acme Airport (defunct),List of airports in Alberta/Defunct airports,51.45640182,-113.5149994 -311,Andrew Airport (defunct),List of airports in Alberta/Defunct airports,53.87390137,-112.3580017 -312,Bjorgum Farm Airport (defunct),List of airports in Alberta/Defunct airports,53.08330154,-112.8030014 -313,Cadotte Airport (defunct),List of airports in Alberta/Defunct airports,56.45000076,-116.3499985 -314,Caroline Aerodrome (defunct),List of airports in Alberta/Defunct airports,52.10419846,-114.7750015 -315,Chinchaga Airport (defunct),List of airports in Alberta/Defunct airports,57.5428009,-119.1309967 -316,Conklin Airport (defunct),List of airports in Alberta/Defunct airports,55.63470078,-111.0879974 -317,Cowpar Airport (defunct),List of airports in Alberta/Defunct airports,55.95610046,-110.4970016 -318,Didsbury (Vertical Extreme Skydiving) Aerodrome (defunct),List of airports in Alberta/Defunct airports,51.63470078,-114.1110001 -319,Edmonton City Centre (Blatchford Field) Airport (defunct),List of airports in Alberta/Defunct airports,53.57249832,-113.5210037 -320,Embarras Airport (defunct),List of airports in Alberta/Defunct airports,58.20000076,-111.3830032 -321,Fontas Airport (defunct),List of airports in Alberta/Defunct airports,57.79999924,-119.4499969 -322,Forestburg Airport (defunct,List of airports in Alberta/Defunct airports,52.5746994,-112.0839996 -323,Fort Chipewyan/Small Lake Water Aerodrome (defunct),List of airports in Alberta/Defunct airports/Fort Chipewyan,58.73329926,-111.1169968 -324,RCAF Station Pearce (defunct),List of airports in Alberta/Defunct airports,49.83499908,-113.2419968 -325,Fitzgerald (Fort Smith) Water Aerodrome (defunct),List of airports in Alberta/Defunct airports,59.84999847,-111.5999985 -326,Grande Cache Airport (defunct),List of airports in Alberta/Defunct airports,53.91690063,-118.8740005 -327,Grist Lake Airport (defunct),List of airports in Alberta/Defunct airports,55.40000153,-110.4830017 -328,Apache/Hamburg Airport (defunct,List of airports in Alberta/Defunct airports/Apache,57.35580063,-119.7649994 -329,High Level/Footner Lake Water Aerodrome (defunct),List of airports in Alberta/Defunct airports/High Level,58.61669922,-117.1829987 -330,RCAF Station High River (defunct),List of airports in Alberta/Defunct airports,50.5931015,-113.8420029 -331,Lethbridge/Anderson Aerodrome,List of airports in Alberta/Defunct airports/Lethbridge,49.6568985,-112.7730026 -332,Liege/CNRL Aerodrome,List of airports in Alberta/Defunct airports/Liege,57.00189972,-113.1940002 -333,Milk River (Madge) Airport (defunct),List of airports in Alberta/Defunct airports,49.1330986,-112.0429993 -334,Olds/North 40 Ranch Aerodrome (defunct),List of airports in Alberta/Defunct airports/Olds,51.89970016,-114.1480026 -335,Red Deer/South 40 Airstrip (defunct),List of airports in Alberta/Defunct airports/Red Deer,52.26190186,-113.9509964 -336,Edmonton/St. Albert Airport (defunct),List of airports in Alberta/Defunct airports/Edmonton,53.68669891,-113.6869965 -337,St. Francis Airport (defunct),List of airports in Alberta/Defunct airports,53.27560043,-114.4499969 -338,St. Lina Aerodrome (defunct),List of airports in Alberta/Defunct airports,54.30139923,-111.4980011 -339,Steen Tower Airport (defunct),List of airports in Alberta/Defunct airports,59.63330078,-117.7829971 -340,Turner Valley Bar N Ranch Airport (defunct),List of airports in Alberta/Defunct airports,50.65439987,-114.3440018 -341,RCAF Station Vulcan (defunct),List of airports in Alberta/Defunct airports,50.33309937,-113.362999 -342,Zama Airport (defunct),List of airports in Alberta/Defunct airports,59.15190125,-118.7070007 diff --git a/LDAR_Sim/inputs/ERA5_2020_2020_Canada_2xRes.nc b/LDAR_Sim/inputs/ERA5_2020_2020_Canada_2xRes.nc new file mode 100644 index 000000000..7d091ef9f Binary files /dev/null and b/LDAR_Sim/inputs/ERA5_2020_2020_Canada_2xRes.nc differ diff --git a/LDAR_Sim/inputs/ERA5_2020_2020_US_2xRes.nc b/LDAR_Sim/inputs/ERA5_2020_2020_US_2xRes.nc new file mode 100644 index 000000000..d7caa6ddb Binary files /dev/null and b/LDAR_Sim/inputs/ERA5_2020_2020_US_2xRes.nc differ diff --git a/LDAR_Sim/inputs/Sat_TLEs.txt b/LDAR_Sim/inputs/Sat_TLEs.txt deleted file mode 100644 index 032b049cb..000000000 --- a/LDAR_Sim/inputs/Sat_TLEs.txt +++ /dev/null @@ -1,19 +0,0 @@ -default -1 41602U 16040D 21059.69634646 .00001105 00000-0 49037-4 0 9999 -2 41602 97.2750 116.5372 0009276 20.4970 339.6638 15.23565305260489 - -GHGSAT-D -1 41602U 16040D 21059.69634646 .00001105 00000-0 49037-4 0 9999 -2 41602 97.2750 116.5372 0009276 20.4970 339.6638 15.23565305260489 - -GOSAT (IBUKI) -1 33492U 09002A 21059.75301966 .00000095 00000-0 25207-4 0 9990 -2 33492 98.0762 172.9635 0001242 82.8594 277.2752 14.67543521647741 - -SENTINEL-5(TROPOMI) -1 42969U 17064A 21059.81599534 -.00000011 00000-0 15407-4 0 9993 -2 42969 98.7281 1.2166 0001046 86.3837 273.7459 14.19551454175121 - -TANSAT(CarbonSat) -1 41898U 16081A 21059.87479377 .00000143 00000-0 42342-4 0 9992 -2 41898 98.3133 6.3541 0021546 160.8899 199.3120 14.56829293222748 \ No newline at end of file diff --git a/LDAR_Sim/inputs/emissions_file.csv b/LDAR_Sim/inputs/emissions_file.csv new file mode 100644 index 000000000..456bc9def --- /dev/null +++ b/LDAR_Sim/inputs/emissions_file.csv @@ -0,0 +1,8 @@ +za_2015 +dist +lognorm +100000 +kilogram +hour +-1.79 +2.17 diff --git a/LDAR_Sim/inputs/facilities_alberta.csv b/LDAR_Sim/inputs/facilities_alberta.csv index 5151f1e98..86ee03638 100644 --- a/LDAR_Sim/inputs/facilities_alberta.csv +++ b/LDAR_Sim/inputs/facilities_alberta.csv @@ -1,4 +1,4 @@ -facility_ID,subtype_code,lat,lon,equipment_groups +site_ID,site_type,lat,lon,equipment ABRAND00001,601,55.05,-119.99,1 ABRAND00002,601,54.74,-119.98,3 ABRAND00003,601,55.25,-119.96,1 diff --git a/LDAR_Sim/inputs/facilities_marcellus.csv b/LDAR_Sim/inputs/facilities_marcellus.csv index 857509605..528ffa20c 100644 --- a/LDAR_Sim/inputs/facilities_marcellus.csv +++ b/LDAR_Sim/inputs/facilities_marcellus.csv @@ -1,192 +1,192 @@ -facility_ID,subtype_code,lat,lon,equipment_groups,,,,, -S-000279,1,39.96893492,-80.11816943,1,,,,, -S-001569,1,40.00810556,-80.07448056,1,,,,, -S-000485,1,39.94243241,-80.13073789,1,,,,, -S-000345,1,39.85269749,-80.34122472,1,,,,, -S-000476,1,39.97380198,-80.07785359,1,,,,, -S-000374,1,39.8283139,-80.32347779,1,,,,, -S-000288,1,40.0308788,-80.15244748,1,,,,, -S-000026,1,40.14840222,-80.021665,1,,,,, -S-001563,1,40.0200544,-80.16603083,1,,,,, -S-000484,1,39.92397491,-80.09410604,1,,,,, -S-001714,1,39.93675833,-80.156225,1,,,,, -S-000478,1,39.93929978,-80.04692154,1,,,,, -S-001564,1,40.05065211,-80.09903638,1,,,,, -S-001573,1,40.046425,-80.10085278,1,,,,, -S-000349,1,39.85790781,-80.45038363,1,,,,, -S-000032,1,40.11668887,-80.07448333,1,,,,, -S-000490,1,39.99514326,-80.22198872,1,,,,, -S-000469,1,40.11636626,-80.14963795,1,,,,, -S-000044,1,40.11210194,-80.10043917,1,,,,, -S-000282,1,39.95329633,-80.09294694,1,,,,, -S-001713,1,39.90328262,-80.20140749,1,,,,, -S-001525,1,39.91115,-79.990139,1,,,,, -S-001640,1,39.83009167,-80.00776111,1,,,,, -S-001616,1,39.84821944,-79.97099444,1,,,,, -S-000036,1,40.0630136,-79.98909637,1,,,,, -S-000046,1,40.09739971,-80.09967195,1,,,,, -S-000334,1,39.88640405,-80.33574088,1,,,,, -S-000472,1,40.07305136,-80.19801523,1,,,,, -S-000479,1,39.94408019,-80.06594027,1,,,,, -S-001711,1,39.90981389,-80.26031944,1,,,,, -S-000482,1,40.00625607,-80.15555583,1,,,,, -S-001641,1,39.80244994,-80.046925,1,,,,, -S-000292,1,39.94519594,-80.2397553,1,,,,, -S-001061,1,39.944472,-79.972178,1,,,,, -S-000331,1,39.86360628,-80.2085962,1,,,,, -S-000328,1,39.90392501,-80.1700432,1,,,,, -S-000471,1,40.07751667,-80.18404167,1,,,,, -S-000373,1,39.8076925,-80.30121668,1,,,,, -S-000392,1,39.80646472,-80.23041894,1,,,,, -S-000342,1,39.9033711,-80.41092612,1,,,,, -S-000348,1,39.86933901,-80.4275,1,,,,, -S-001574,1,40.04365,-80.12133611,1,,,,, -S-001629,1,39.74272142,-79.98923163,1,,,,, -S-000426,1,39.78739591,-80.50945503,1,,,,, -S-000303,1,40.00854337,-80.39312743,1,,,,, -S-001571,1,40.03808333,-80.05098056,1,,,,, -S-000296,1,39.95324103,-80.27662012,1,,,,, -S-000047,1,40.09764998,-80.13101524,1,,,,, -S-000432,1,39.7390111,-80.50316648,1,,,,, -S-000051,1,40.02149531,-80.10224518,1,,,,, -S-000491,1,40.01066979,-80.21718032,1,,,,, -S-001633,1,39.77248951,-80.00622747,1,,,,, -S-001624,1,39.76924198,-80.00529157,1,,,,, -S-000422,1,39.8136199,-80.47729953,1,,,,, -S-000419,1,39.83350908,-80.47545842,1,,,,, -S-000031,1,40.12459499,-80.09205445,1,,,,, -S-000290,1,39.99062529,-80.17777724,1,,,,, -S-000043,1,40.09658557,-80.0573125,1,,,,, -S-000420,1,39.82790571,-80.47809996,1,,,,, -S-000341,1,39.92029194,-80.38023083,1,,,,, -S-000326,1,39.90220501,-80.13919402,1,,,,, -S-000333,1,39.89704692,-80.31769044,1,,,,, -S-001712,1,39.92195,-80.21818611,1,,,,, -S-000020,1,40.19041388,-80.16386583,1,,,,, -S-000320,1,39.95601385,-80.20478611,1,,,,, -S-001566,1,40.055533,-80.134492,1,,,,, -S-000014,1,40.22899532,-80.03183033,1,,,,, -S-000294,1,39.94144595,-80.26451755,1,,,,, -S-000050,1,39.9319796,-80.25631789,1,,,,, -S-000493,1,39.95355996,-80.18979194,1,,,,, -S-001614,1,39.867689,-79.962822,1,,,,, -S-000286,1,39.94763834,-80.12067829,1,,,,, -S-000371,1,40.17862916,-79.97605105,1,,,,, -S-001523,1,39.91377,-79.952347,1,,,,, -S-000492,1,40.00669216,-80.2445345,1,,,,, -S-000418,1,39.84105054,-80.46865777,1,,,,, -S-000487,1,40.02286804,-80.19720413,1,,,,, -S-000277,1,39.97839582,-80.0940871,1,,,,, -S-000163,1,40.08815559,-79.97413408,1,,,,, -S-000335,1,39.85813405,-80.24863693,1,,,,, -S-000053,1,40.08831222,-80.18589333,1,,,,, -S-000007,1,40.03487281,-80.13151293,1,,,,, -S-000391,1,39.79034944,-80.20215406,1,,,,, -S-000045,1,40.10148721,-80.12651028,1,,,,, -S-000489,1,39.99527604,-80.20612515,1,,,,, -S-000297,1,39.97152051,-80.26449718,1,,,,, -S-000339,1,39.93356779,-80.39435083,1,,,,, -S-000346,1,39.85336146,-80.3609966,1,,,,, -S-000421,1,39.82538362,-80.49686971,1,,,,, -S-001639,1,39.818825,-80.036145,1,,,,, -S-000298,1,39.97892359,-80.28905056,1,,,,, -S-001630,1,39.73262778,-79.95774722,1,,,,, -S-001631,1,39.72229167,-79.95443889,1,,,,, -S-000301,1,40.06740927,-80.39680775,1,,,,, -S-000011,1,40.16662733,-79.98102324,1,,,,, -S-001508,1,39.96163829,-80.03056873,1,,,,, -S-000473,1,39.99916236,-80.10679289,1,,,,, -S-000312,1,39.95891326,-80.31084881,1,,,,, -S-000300,1,40.083792,-80.378175,1,,,,, -S-000285,1,39.97503166,-80.15453972,1,,,,, -S-000327,1,39.90504722,-80.14458946,1,,,,, -S-001625,1,39.761575,-80.00723889,1,,,,, -S-001565,1,39.743304,-80.01201,1,,,,, -S-000027,1,40.14051001,-80.04492529,1,,,,, -S-000037,1,40.08869999,-79.99815277,1,,,,, -S-000381,1,39.82796078,-80.15904398,1,,,,, -S-000038,1,40.08167,-80.02078332,1,,,,, -S-000377,1,39.832494,-80.250292,1,,,,, -S-000355,1,40.16641946,-80.0050361,1,,,,, -S-001577,1,40.029378,-79.955711,1,,,,, -S-000019,1,40.16133084,-80.11207196,1,,,,, -S-000278,1,39.98516724,-80.11813915,1,,,,, -S-000336,1,39.86376305,-80.27438029,1,,,,, -S-000431,1,39.74033806,-80.49487776,1,,,,, -S-001656,1,39.86128333,-80.24529167,1,,,,, -S-001632,1,39.78510846,-80.02898333,1,,,,, -S-000054,1,40.08852777,-80.21219445,1,,,,, -S-000048,1,40.09157483,-80.14792483,1,,,,, -S-000317,1,39.9235924,-80.33739267,1,,,,, -S-000477,1,39.94951069,-80.05199227,1,,,,, -S-001638,1,39.838289,-80.050558,1,,,,, -S-000284,1,39.92263061,-80.269671,1,,,,, -S-000483,1,39.95040743,-80.08233561,1,,,,, -S-000025,1,40.16167194,-80.02118194,1,,,,, -S-000314,1,39.93575276,-80.30766651,1,,,,, -S-000319,1,39.9132017,-80.2441777,1,,,,, -S-001643,1,39.794925,-80.054401,1,,,,, -S-000291,1,39.97879841,-80.19627233,1,,,,, -S-000293,1,39.95861266,-80.2414049,1,,,,, -S-000313,1,39.9364556,-80.29486116,1,,,,, -S-000310,1,39.91041699,-80.27899465,1,,,,, -S-000425,1,39.79235277,-80.50299999,1,,,,, -S-000375,1,39.83661389,-80.27740279,1,,,,, -S-000403,1,39.81911972,-80.34320167,1,,,,, -S-000030,1,40.14756667,-80.11340279,1,,,,, -S-000324,1,39.92298055,-80.15883612,1,,,,, -S-000028,1,40.15602832,-80.0924064,1,,,,, -S-000325,1,39.91335556,-80.13417778,1,,,,, -S-000280,1,39.96804597,-80.11094716,1,,,,, -S-000363,1,40.16482448,-79.94473594,1,,,,, -S-001568,1,39.996831,-80.060122,1,,,,, -S-000353,1,40.14068855,-79.93998841,1,,,,, 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+S-000315,1,39.93361693,-80.31741983,1 +S-000423,1,39.80222397,-80.50171139,1 +S-000029,1,40.16419583,-80.15865945,1 +S-000015,1,40.18943209,-79.93755472,1 +S-000311,1,39.91385021,-80.30283113,1 +S-000060,1,40.05078104,-80.08713605,1 +S-000340,1,39.92541667,-80.39380557,1 +S-000474,1,39.98813302,-80.1093454,1 +S-000039,1,40.08276082,-80.03430554,1 +S-000338,1,39.93458055,-80.35437472,1 +S-000424,1,39.78927277,-80.48121416,1 +S-000035,1,40.12469611,-79.99392083,1 +S-000052,1,40.09937221,-80.17962138,1 +S-000475,1,39.99233475,-80.04186543,1 +S-001567,1,40.01032283,-80.01847188,1 +S-001526,1,39.908489,-80.035386,1 +S-000042,1,40.07715578,-80.06276256,1 diff --git a/LDAR_Sim/inputs/facilities_permian.csv b/LDAR_Sim/inputs/facilities_permian.csv index d362eda4f..ef89db584 100644 --- a/LDAR_Sim/inputs/facilities_permian.csv +++ b/LDAR_Sim/inputs/facilities_permian.csv @@ -1,4 +1,4 @@ -facility_ID,subtype_code,lat,lon,equipment_groups +site_ID,site_type,lat,lon,equipment 0,1,31.8459486,-104.4115901,1 1,1,31.55667914,-101.9088721,1 2,1,32.69862605,-101.6634249,1 diff --git a/LDAR_Sim/inputs/granular_infrastructure/emissions.csv b/LDAR_Sim/inputs/granular_infrastructure/emissions.csv new file mode 100644 index 000000000..4501d8513 --- /dev/null +++ b/LDAR_Sim/inputs/granular_infrastructure/emissions.csv @@ -0,0 +1,10 @@ +test1,test2 +dist,sample +lognorm,lognorm +100000,100000 +kilogram,gram +hour,second +-1.79,10 +2.17,1.2 +,3.4 +,1 \ No newline at end of file diff --git a/LDAR_Sim/inputs/granular_infrastructure/equipment.csv b/LDAR_Sim/inputs/granular_infrastructure/equipment.csv new file mode 100644 index 000000000..eb45fbe22 --- /dev/null +++ b/LDAR_Sim/inputs/granular_infrastructure/equipment.csv @@ -0,0 +1,4 @@ +equipment,comp1,comp2 +equip1,1,3 +equip2,3,0 +equip3,1,1 \ No newline at end of file diff --git a/LDAR_Sim/inputs/granular_infrastructure/site.csv b/LDAR_Sim/inputs/granular_infrastructure/site.csv new file mode 100644 index 000000000..9807389d3 --- /dev/null +++ b/LDAR_Sim/inputs/granular_infrastructure/site.csv @@ -0,0 +1,12 @@ +site_ID,lat,lon,site_type +1,55.05,-119.99,site_type1 +2,55.05,-119.99,site_type1 +3,55.05,-119.99,site_type1 +4,55.05,-119.99,site_type1 +5,55.05,-119.99,site_type1 +6,55.05,-119.99,site_type1 +7,55.05,-119.99,site_type1 +8,55.05,-119.99,site_type1 +9,55.05,-119.99,site_type2 +10,55.05,-119.99,site_type2 +11,55.05,-119.99,site_type2 \ No newline at end of file diff --git a/LDAR_Sim/inputs/granular_infrastructure/site_type.csv b/LDAR_Sim/inputs/granular_infrastructure/site_type.csv new file mode 100644 index 000000000..aad84ac98 --- /dev/null +++ b/LDAR_Sim/inputs/granular_infrastructure/site_type.csv @@ -0,0 +1,3 @@ +site_type,equipment +site_type1,equip1;equip2; +site_type2,equip2;equip3; \ No newline at end of file diff --git a/LDAR_Sim/inputs/granular_infrastructure/sources.csv b/LDAR_Sim/inputs/granular_infrastructure/sources.csv new file mode 100644 index 000000000..cbc225d3d --- /dev/null +++ b/LDAR_Sim/inputs/granular_infrastructure/sources.csv @@ -0,0 +1,3 @@ +component,source,EPR,ERS,repairable,duration,multiple_emissions +comp1,test1,0.005,test1,TRUE,365,TRUE +comp2,test2,0.005,test2,FALSE,365,TRUE \ No newline at end of file diff --git a/LDAR_Sim/inputs/granular_infrastructure/weather_alberta.nc b/LDAR_Sim/inputs/granular_infrastructure/weather_alberta.nc new file mode 100644 index 000000000..0b58646bb Binary files /dev/null and b/LDAR_Sim/inputs/granular_infrastructure/weather_alberta.nc differ diff --git a/LDAR_Sim/inputs/homebases.csv b/LDAR_Sim/inputs/homebases.csv deleted file mode 100644 index 0ac396b0c..000000000 --- a/LDAR_Sim/inputs/homebases.csv +++ /dev/null @@ -1,126 +0,0 @@ -GEONAME,GEOCODE,lon,lat -TOWN OF ATHABASCA,11,-113.2794338,54.71767796 -TOWN OF BARRHEAD,14,-114.4050193,54.12615278 -TOWN OF BASHAW,16,-112.9684013,52.58622603 -TOWN OF BASSANO,17,-112.4686903,50.7881432 -CITY OF BEAUMONT,19,-113.424731,53.35562387 -TOWN OF BEAVERLODGE,21,-119.4242557,55.20946349 -TOWN OF BENTLEY,24,-114.0476437,52.46791411 -TOWN OF BLACK DIAMOND,30,-114.2305999,50.68258022 -TOWN OF BLACKFALDS,31,-113.7837544,52.38663307 -TOWN OF BON ACCORD,34,-113.415138,53.84027506 -TOWN OF BONNYVILLE,35,-110.7463913,54.26623277 -TOWN OF BOW ISLAND,39,-111.370307,49.87367464 -TOWN OF BOWDEN,40,-114.0303226,51.9295481 -CITY OF BROOKS,43,-111.8927974,50.5647243 -TOWN OF BRUDERHEIM,44,-112.9315816,53.80087013 -TOWN OF CALMAR,47,-113.8070854,53.26374083 -TOWN OF CARDSTON,52,-113.3102825,49.19244743 -TOWN OF CANMORE,50,-115.3258873,51.06402907 -TOWN OF CARSTAIRS,56,-114.0951995,51.5605397 -TOWN OF CASTOR,58,-111.9078546,52.21788285 -CITY OF CHESTERMERE,356,-113.8243295,51.03328359 -TOWN OF CLARESHOLM,65,-113.5826997,50.02324549 -TOWN OF COALDALE,69,-112.6265859,49.72418169 -TOWN OF COALHURST,360,-112.9265768,49.74409485 -TOWN OF COCHRANE,70,-114.4698974,51.18593389 -TOWN OF CORONATION,75,-111.4443562,52.0926276 -TOWN OF CROSSFIELD,79,-114.0348971,51.42614146 -TOWN OF DAYSLAND,82,-112.2634822,52.86750056 -TOWN OF DEVON,86,-113.7259528,53.3527639 -TOWN OF DIDSBURY,88,-114.1381341,51.65918239 -TOWN OF DRAYTON VALLEY,91,-114.9781599,53.21693784 -TOWN OF DRUMHELLER,532,-112.6332275,51.41438516 -TOWN OF ECKVILLE,95,-114.3700777,52.36205362 -TOWN OF EDSON,100,-116.4480249,53.58366215 -TOWN OF ELK POINT,101,-110.9022059,53.90035357 -TOWN OF FAIRVIEW,106,-118.3806325,56.07116967 -TOWN OF FALHER,108,-117.1981231,55.7335208 -TOWN OF FOX CREEK,119,-116.7988838,54.4039618 -TOWN OF FORT MACLEOD,115,-113.4002593,49.72045429 -TOWN OF GIBBONS,124,-113.3272644,53.82128043 -TOWN OF GRIMSHAW,137,-117.6098694,56.19106927 -TOWN OF HANNA,141,-111.9266616,51.64294955 -TOWN OF HARDISTY,143,-111.3149001,52.67061738 -TOWN OF HIGH RIVER,148,-113.8710033,50.58312238 -TOWN OF HIGH PRAIRIE,147,-116.4907719,55.43585666 -TOWN OF HIGH LEVEL,146,-117.1419583,58.51082738 -TOWN OF HINTON,151,-117.5807996,53.3959377 -TOWN OF INNISFAIL,180,-113.9570297,52.02870009 -TOWN OF KILLAM,188,-111.8525328,52.7926397 -CITY OF LACOMBE,194,-113.7273586,52.47196848 -TOWN OF LAMONT,197,-112.7719923,53.75861055 -TOWN OF LEGAL,202,-113.5917353,53.94979476 -TOWN OF MAGRATH,211,-112.8667624,49.41605585 -TOWN OF MANNING,212,-117.6250538,56.92580459 -TOWN OF MAYERTHORPE,215,-115.1363265,53.95062179 -TOWN OF MCLENNAN,216,-116.90346,55.70781358 -TOWN OF MILK RIVER,218,-112.0844268,49.15430535 -TOWN OF MILLET,219,-113.4708275,53.0911391 -TOWN OF MORINVILLE,224,-113.6381231,53.79787663 -TOWN OF MUNDARE,227,-112.3466393,53.58887638 -TOWN OF NANTON,232,-113.7758065,50.34767685 -TOWN OF OKOTOKS,238,-113.961903,50.72642698 -TOWN OF OLDS,239,-114.1171238,51.79072577 -TOWN OF OYEN,241,-110.4846396,51.34628765 -TOWN OF PEACE RIVER,247,-117.3164022,56.22981588 -TOWN OF PENHOLD,248,-113.861685,52.13996122 -TOWN OF PICTURE BUTTE,249,-112.7813769,49.87477616 -TOWN OF PINCHER 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000000000..6f6d47202 --- /dev/null +++ b/LDAR_Sim/inputs/sample_emissions.csv @@ -0,0 +1,8 @@ +sample_column_1 +dist +lognorm +100000 +kilogram +hour +-1.79 +2.17 diff --git a/LDAR_Sim/inputs/simple_test_case_1/emissions_file.csv b/LDAR_Sim/inputs/simple_test_case_1/emissions_file.csv new file mode 100644 index 000000000..9c02269aa --- /dev/null +++ b/LDAR_Sim/inputs/simple_test_case_1/emissions_file.csv @@ -0,0 +1,10 @@ +test1,test2 +dist,sample +lognorm, +100000,100000 +kilogram,gram +hour,second +-1.79,10 +2.17,1.2 +,3.4 +,1 \ No newline at end of file diff --git a/LDAR_Sim/inputs/simple_test_case_1/facilities_Perm.csv b/LDAR_Sim/inputs/simple_test_case_1/facilities_Perm.csv new file mode 100644 index 000000000..d8b92bbbb --- /dev/null +++ b/LDAR_Sim/inputs/simple_test_case_1/facilities_Perm.csv @@ -0,0 +1,2501 @@ +site_ID,equipment,lat,lon,site_type +1,1,32.367,-101.8009,999 +2,1,32.21,-102.5609,999 +3,1,31.59,-103.4261,999 +4,1,31.884,-103.771,999 +5,1,31.355,-102.1194,999 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b/LDAR_Sim/inputs/simple_test_case_1/test_qe.csv new file mode 100644 index 000000000..c82150cf1 --- /dev/null +++ b/LDAR_Sim/inputs/simple_test_case_1/test_qe.csv @@ -0,0 +1,8 @@ +test_col +-75 +-50 +-25 +0 +25 +50 +75 diff --git a/LDAR_Sim/inputs/simple_test_case_1/weather_permian.nc b/LDAR_Sim/inputs/simple_test_case_1/weather_permian.nc new file mode 100644 index 000000000..c8ecb127f Binary files /dev/null and b/LDAR_Sim/inputs/simple_test_case_1/weather_permian.nc differ diff --git a/LDAR_Sim/inputs/site_rates.csv b/LDAR_Sim/inputs/site_rates.csv deleted file mode 100644 index 89c53643e..000000000 --- a/LDAR_Sim/inputs/site_rates.csv +++ /dev/null @@ -1,61 +0,0 @@ -gpersec -0.0138889 -0.2083335 -0.08055562 -0.00555556 -0.05000004 -0.18333348 -0.06111116 -0.03611114 -0.06388894 -0.03333336 -0.17500014 -0.03888892 -22.21946222 -0.1527779 -1.04722306 -0.15000012 -0.92222296 -10.49723062 -1.5555568 -0.05833338 -0.01666668 -0.50833374 -0.4861115 -0.08055562 -0.0694445 -0.32500026 -2.6666688 -0.21944462 -0.16944458 -3.79444748 -0.96111188 -4.79722606 -2.8750023 -4.00555876 -1.07222308 -1.41111224 -0.86944514 -0.694445 -6.11944934 -0.16111124 -3.80278082 -0.70277834 -0.26944466 -0.85000068 -0.24166686 -0.89722294 -1.03611194 -0.41111144 -0.23333352 -0.37222252 -0.08055562 -0.11388898 -1.15555648 -5.9166714 -0.23055574 -0.05833338 -2.3888908 -0.43611146 -1.75833474 -1.52222344 diff --git a/LDAR_Sim/inputs/subtype_distributions.csv b/LDAR_Sim/inputs/subtype_distributions.csv deleted file mode 100644 index 353a3bf00..000000000 --- a/LDAR_Sim/inputs/subtype_distributions.csv +++ /dev/null @@ -1,21 +0,0 @@ -subtype_code,dist_type,dist_scale,dist_sigma -311,lognorm,-1.79,2.17 -321,lognorm,-1.79,2.17 -322,lognorm,-1.79,2.17 -331,lognorm,-1.79,2.17 -342,lognorm,-1.79,2.17 -344,lognorm,-1.79,2.17 -351,lognorm,-1.79,2.17 -361,lognorm,-1.79,2.17 -362,lognorm,-1.79,2.17 -401,lognorm,3.05,1.49 -402,lognorm,3.05,1.49 -501,lognorm,3.05,1.49 -502,lognorm,3.05,1.49 -503,lognorm,3.05,1.49 -504,lognorm,3.05,1.49 -506,lognorm,3.05,1.49 -601,lognorm,4.41,1.31 -611,lognorm,4.41,1.31 -621,lognorm,4.41,1.31 -999,lognorm,-1.79,2.17 diff --git a/LDAR_Sim/inputs/subtype_times.csv b/LDAR_Sim/inputs/subtype_times.csv deleted file mode 100644 index fcfcae175..000000000 --- a/LDAR_Sim/inputs/subtype_times.csv +++ /dev/null @@ -1,34 +0,0 @@ -subtype_code,OGI_time,aircraft_time,OGI_FU_time -311,100,4.5,100 -321,101,4.6,101 -322,102,4.7,102 -331,103,4.8,103 -341,104,4.9,104 -342,105,5,105 -344,106,5.1,106 -345,107,5.2,107 -351,108,5.3,108 -361,109,5.4,109 -362,110,5.5,110 -363,111,5.6,111 -364,112,5.7,112 -401,113,5.8,113 -402,114,5.9,114 -403,115,6,115 -404,116,6.1,116 -405,117,6.2,117 -406,118,6.3,118 -407,119,6.4,119 -501,120,6.5,120 -502,121,6.6,121 -503,122,6.7,122 -504,123,6.8,123 -505,124,6.9,124 -506,125,7,125 -507,126,7.1,126 -601,127,7.2,127 -611,128,7.3,128 -612,129,7.4,129 -621,130,7.5,130 -671,131,7.6,131 -673,132,7.7,132 diff --git a/LDAR_Sim/inputs/time_offsite_ground.csv b/LDAR_Sim/inputs/time_offsite_ground.csv deleted file mode 100644 index 972f8e4e7..000000000 --- a/LDAR_Sim/inputs/time_offsite_ground.csv +++ /dev/null @@ -1,28 +0,0 @@ -mins_offsite_per_site -29.21666667 -39.41666667 -45.93333333 -23.27380952 -41.94444444 -14.13095238 -140.5 -17.99166667 -18 -12.1969697 -40.75 -7.708333333 -31.51666667 -43.71666667 -37.93333333 -38.41666667 -34.20833333 -14.16025641 -17.05555556 -12.98484848 -107.2916667 -5.291666667 -46.08333333 -36.98809524 -16.75 -21.8125 -77.61111111 diff --git a/LDAR_Sim/install/Setting Up LDAR Sim Dev Environment.txt b/LDAR_Sim/install/Setting Up LDAR Sim Dev Environment.txt deleted file mode 100644 index 4a76ad3b6..000000000 --- a/LDAR_Sim/install/Setting Up LDAR Sim Dev Environment.txt +++ /dev/null @@ -1,12 +0,0 @@ -The following were steps taken to create a Ldar_sim virtual environment with conda. - -- Install Miniconda3 newest version -From Conda Shell: -- cd into LDAR-Sim/install -- conda config - -add channels conda-forge -- conda config - -set channel_priority strict -- conda create - n ldar_sim - -file requirements.txt -- conda activate ldar_sim_env - -if you are using satellite modules orbit predictor needs to be added to environement -- pip install orbit_predictor == 1.14.2 diff --git a/LDAR_Sim/install/requirements.txt b/LDAR_Sim/install/requirements.txt deleted file mode 100644 index 766e53ce2..000000000 --- a/LDAR_Sim/install/requirements.txt +++ /dev/null @@ -1,73 +0,0 @@ -autopep8 == 1.6.0 -boto3 == 1.21.35 -botocore == 1.24.35 -brotlipy == 0.7.0 -cdsapi == 0.5.1 -certifi == 2021.10.8 -cffi == 1.15.0 -cftime == 1.6.0 -charset-normalizer == 2.0.12 -colorama == 0.4.4 -cryptography == 36.0.2 -cycler == 0.11.0 -descartes == 1.1.0 -ephem == 4.1.3 -flake8 == 4.0.1 -fonttools == 4.31.2 -idna == 3.3 -importlib-metadata == 4.11.3 -jmespath == 1.0.0 -joblib == 1.1.0 -kiwisolver == 1.4.2 -llvmlite == 0.38.0 -matplotlib == 3.5.1 -mccabe == 0.6.1 -mizani == 0.7.4 -munkres == 1.1.4 -netCDF4 == 1.5.8 -numba == 0.55.1 -numpy == 1.21.5 -orbit-predictor == 1.14.2 -packaging == 21.3 -palettable == 3.3.0 -pandas == 1.4.2 -patsy == 0.5.2 -Pillow == 9.1.0 -plotnine == 0.8.0 -pycodestyle == 2.8.0 -pycparser == 2.21 -pyflakes == 2.4.0 -pyOpenSSL == 22.0.0 -pyparsing == 3.0.7 -pyproj == 3.3.0 -PyQt5 == 5.15.6 -PyQt5-Qt5 == 5.15.2 -PyQt5-sip == 12.9.1 -PyQtChart == 5.15.5 -PyQtChart-Qt5 == 5.15.2 -PyQtWebEngine == 5.15.5 -PyQtWebEngine-Qt5 == 5.15.2 -PySocks == 1.7.1 -python-dateutil == 2.8.2 -pytz == 2022.1 -PyYAML == 6.0 -requests == 2.27.1 -s3transfer == 0.5.2 -scikit-learn == 1.0.2 -scipy == 1.8.0 -sgp4 == 2.21 -Shapely == 1.7.1 -six == 1.16.0 -statsmodels == 0.13.2 -threadpoolctl == 3.1.0 -timezonefinder == 5.2.0 -toml == 0.10.2 -tornado == 6.1 -tqdm == 4.64.0 -typing_extensions == 4.1.1 -unicodedata2 == 14.0.0 -urllib3 == 1.26.9 -win-inet-pton == 1.1.0 -xarray == 2022.3.0 -xlrd == 2.0.1 -zipp == 3.8.0 diff --git a/LDAR_Sim/simulations/G_.yaml b/LDAR_Sim/simulations/G_.yaml deleted file mode 100644 index cef3079ab..000000000 --- a/LDAR_Sim/simulations/G_.yaml +++ /dev/null @@ -1,6 +0,0 @@ - -parameter_level: global -version: '2.0' -pregenerate_leaks: True -reference_program: P_OGI -baseline_program: P_none diff --git a/LDAR_Sim/simulations/M_OGI.yaml b/LDAR_Sim/simulations/M_OGI.yaml deleted file mode 100644 index 4fd3a0668..000000000 --- a/LDAR_Sim/simulations/M_OGI.yaml +++ /dev/null @@ -1,18 +0,0 @@ -parameter_level: method -version: '2.0' -label: OGI -deployment_type: mobile -measurement_scale: component -is_follow_up: False -sensor: - type: default - MDL: [0.0362] -cost: - per_site: 600 -coverage: - spatial: 0.9 - temporal: 0.9 -t_bw_sites: - vals: [30] -RS: 2 -time: 120 diff --git a/LDAR_Sim/simulations/M_OGI_FU.yaml b/LDAR_Sim/simulations/M_OGI_FU.yaml deleted file mode 100644 index fd46c8f15..000000000 --- a/LDAR_Sim/simulations/M_OGI_FU.yaml +++ /dev/null @@ -1,17 +0,0 @@ -parameter_level: method -version: '2.0' -label: OGI_FU -deployment_type: mobile -measurement_scale: component -is_follow_up: True -sensor: - type: default - MDL: [0.0362] -cost: - per_site: 700 -coverage: - spatial: 0.9 - temporal: 0.9 -t_bw_sites: - vals: [45] -time: 120 \ No newline at end of file diff --git a/LDAR_Sim/simulations/M_aircraft.yaml b/LDAR_Sim/simulations/M_aircraft.yaml deleted file mode 100644 index 6d489e8d7..000000000 --- a/LDAR_Sim/simulations/M_aircraft.yaml +++ /dev/null @@ -1,18 +0,0 @@ -parameter_level: method -version: '2.0' -label: aircraft -deployment_type: mobile -measurement_scale: equipment -is_follow_up: False -sensor: - type: default - MDL: [1.4] -cost: - per_site: 200 -coverage: - spatial: 0.9 - temporal: 0.9 -t_bw_sites: - vals: [5] -RS: 2 -time: 1 diff --git a/LDAR_Sim/simulations/M_drone.yaml b/LDAR_Sim/simulations/M_drone.yaml deleted file mode 100644 index 13d4b6a72..000000000 --- a/LDAR_Sim/simulations/M_drone.yaml +++ /dev/null @@ -1,18 +0,0 @@ -parameter_level: method -version: '2.0' -label: drone -deployment_type: mobile -measurement_scale: equipment -is_follow_up: False -sensor: - type: default - MDL: [0.01] -cost: - per_site: 500 -coverage: - spatial: 1.0 - temporal: 0.9 -t_bw_sites: - vals: [30] -RS: 2 -time: 20 \ No newline at end of file diff --git a/LDAR_Sim/simulations/M_truck.yaml b/LDAR_Sim/simulations/M_truck.yaml deleted file mode 100644 index 7da17d636..000000000 --- a/LDAR_Sim/simulations/M_truck.yaml +++ /dev/null @@ -1,18 +0,0 @@ -parameter_level: method -version: '2.0' -label: truck -deployment_type: mobile -measurement_scale: equipment -is_follow_up: False -sensor: - type: default - MDL: [0.01] -cost: - per_site: 400 -coverage: - spatial: 0.7 - temporal: 0.8 -t_bw_sites: - vals: [30] -RS: 2 -time: 30 \ No newline at end of file diff --git a/LDAR_Sim/simulations/P_OGI.yaml b/LDAR_Sim/simulations/P_OGI.yaml deleted file mode 100644 index 2b568d74c..000000000 --- a/LDAR_Sim/simulations/P_OGI.yaml +++ /dev/null @@ -1,5 +0,0 @@ -program_name: P_OGI -parameter_level: program -version: '2.0' -method_labels: -- OGI diff --git a/LDAR_Sim/simulations/P_aircraft.yaml b/LDAR_Sim/simulations/P_aircraft.yaml deleted file mode 100644 index 6330ce616..000000000 --- a/LDAR_Sim/simulations/P_aircraft.yaml +++ /dev/null @@ -1,6 +0,0 @@ -program_name: P_aircraft -parameter_level: program -version: '2.0' -method_labels: -- aircraft -- OGI_FU diff --git a/LDAR_Sim/simulations/P_drone.yaml b/LDAR_Sim/simulations/P_drone.yaml deleted file mode 100644 index 5428abb54..000000000 --- a/LDAR_Sim/simulations/P_drone.yaml +++ /dev/null @@ -1,6 +0,0 @@ -program_name: P_drone -parameter_level: program -version: '2.0' -method_labels: -- drone -- OGI_FU diff --git a/LDAR_Sim/simulations/P_none.yaml b/LDAR_Sim/simulations/P_none.yaml deleted file mode 100644 index 26f34a100..000000000 --- a/LDAR_Sim/simulations/P_none.yaml +++ /dev/null @@ -1,4 +0,0 @@ -program_name: P_none -parameter_level: program -version: '2.0' -method_labels: [] diff --git a/LDAR_Sim/simulations/P_truck.yaml b/LDAR_Sim/simulations/P_truck.yaml deleted file mode 100644 index 5e6098b6a..000000000 --- a/LDAR_Sim/simulations/P_truck.yaml +++ /dev/null @@ -1,6 +0,0 @@ -program_name: P_truck -parameter_level: program -version: '2.0' -method_labels: -- truck -- OGI_FU diff --git a/LDAR_Sim/simulations/archive/M_operator.yaml b/LDAR_Sim/simulations/archive/M_operator.yaml deleted file mode 100644 index 17abddead..000000000 --- a/LDAR_Sim/simulations/archive/M_operator.yaml +++ /dev/null @@ -1,12 +0,0 @@ -parameter_level: method -version: '2.0' -label: operator -deployment_type: stationary -measurement_scale: component -is_follow_up: False -sensor: - type: default - MDL: [10] -coverage: - spatial: 0.5 - temporal: 0.5 \ No newline at end of file diff --git a/LDAR_Sim/simulations/archive/M_satellite.yaml b/LDAR_Sim/simulations/archive/M_satellite.yaml deleted file mode 100644 index c115d1955..000000000 --- a/LDAR_Sim/simulations/archive/M_satellite.yaml +++ /dev/null @@ -1,13 +0,0 @@ -parameter_level: method -version: '2.0' -label: satellite -deployment_type: orbit -measurement_scale: site -sensor: - type: satellite - MDL: [5.79, 1.39] -is_follow_up: False -cost: - per_day: 100 -TLE_label: default -TLE_file: Sat_TLEs.txt diff --git a/LDAR_Sim/simulations/archive/M_stationary.yaml b/LDAR_Sim/simulations/archive/M_stationary.yaml deleted file mode 100644 index 9fe6c92e8..000000000 --- a/LDAR_Sim/simulations/archive/M_stationary.yaml +++ /dev/null @@ -1,15 +0,0 @@ -parameter_level: method -version: '2.0' -label: stationary -deployment_type: stationary -measurement_scale: equipment -is_follow_up: False -sensor: - type: default - MDL: [0.5] -cost: - per_day: 1 - upfront: 500 -coverage: - spatial: 0.9 - temporal: 0.12 diff --git a/LDAR_Sim/simulations/archive/P_satellite.yaml b/LDAR_Sim/simulations/archive/P_satellite.yaml deleted file mode 100644 index 5d5826f85..000000000 --- a/LDAR_Sim/simulations/archive/P_satellite.yaml +++ /dev/null @@ -1,6 +0,0 @@ -program_name: P_satellite -parameter_level: program -version: '2.0' -method_labels: -- satellite -- OGI_FU diff --git a/LDAR_Sim/simulations/archive/P_stationary.yaml b/LDAR_Sim/simulations/archive/P_stationary.yaml deleted file mode 100644 index e7812309e..000000000 --- a/LDAR_Sim/simulations/archive/P_stationary.yaml +++ /dev/null @@ -1,6 +0,0 @@ -program_name: P_stationary -parameter_level: program -version: '2.0' -method_labels: -- stationary -- OGI_FU diff --git a/LDAR_Sim/simulations/granular_infrastructure/M_OGI.yaml b/LDAR_Sim/simulations/granular_infrastructure/M_OGI.yaml new file mode 100644 index 000000000..a88cc044b --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/M_OGI.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim +is_follow_up: False +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +surveys_per_year: 4 +survey_time: 120 diff --git a/LDAR_Sim/simulations/granular_infrastructure/M_OGI_FU.yaml b/LDAR_Sim/simulations/granular_infrastructure/M_OGI_FU.yaml new file mode 100644 index 000000000..d32c2f55e --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/M_OGI_FU.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI_FU +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim + minimum_detection_limit: [0.24, 0.39] +is_follow_up: True +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +survey_time: 120 diff --git a/LDAR_Sim/simulations/granular_infrastructure/M_stationary.yaml b/LDAR_Sim/simulations/granular_infrastructure/M_stationary.yaml new file mode 100644 index 000000000..58910f85e --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/M_stationary.yaml @@ -0,0 +1,14 @@ +parameter_level: methods +version: "4.0" +method_name: stationary +deployment_type: stationary +measurement_scale: site +sensor: + type: default + minimum_detection_limit: [5.55] +is_follow_up: False +cost: + per_day: 3 + upfront: 6000 +follow_up: + delay: 7 diff --git a/LDAR_Sim/simulations/granular_infrastructure/P_OGI.yaml b/LDAR_Sim/simulations/granular_infrastructure/P_OGI.yaml new file mode 100644 index 000000000..2f2c28f83 --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/P_OGI.yaml @@ -0,0 +1,5 @@ +program_name: P_OGI +parameter_level: programs +version: "4.0" +method_labels: + - OGI diff --git a/LDAR_Sim/simulations/granular_infrastructure/P_none.yaml b/LDAR_Sim/simulations/granular_infrastructure/P_none.yaml new file mode 100644 index 000000000..375e85016 --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/P_none.yaml @@ -0,0 +1,4 @@ +program_name: P_none +parameter_level: programs +version: "4.0" +method_labels: [] diff --git a/LDAR_Sim/simulations/granular_infrastructure/P_stationary.yaml b/LDAR_Sim/simulations/granular_infrastructure/P_stationary.yaml new file mode 100644 index 000000000..02f5adb22 --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/P_stationary.yaml @@ -0,0 +1,6 @@ +program_name: P_stationary +parameter_level: programs +version: "4.0" +method_labels: + - stationary + - OGI_FU diff --git a/LDAR_Sim/simulations/granular_infrastructure/Simulation_settings.yaml b/LDAR_Sim/simulations/granular_infrastructure/Simulation_settings.yaml new file mode 100644 index 000000000..ebcec677e --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/Simulation_settings.yaml @@ -0,0 +1,7 @@ +input_directory: ./inputs/granular_infrastructure +simulation_count: 3 +output_directory: ./outputs/granular_infrastructure +parameter_level: simulation_settings +preseed_random: true +baseline_program: P_none +version: "4.0" diff --git a/LDAR_Sim/simulations/granular_infrastructure/virtual_world.yaml b/LDAR_Sim/simulations/granular_infrastructure/virtual_world.yaml new file mode 100644 index 000000000..4d8f87305 --- /dev/null +++ b/LDAR_Sim/simulations/granular_infrastructure/virtual_world.yaml @@ -0,0 +1,23 @@ +version: "4.0" +parameter_level: virtual_world +site_samples: 11 +emissions: + emissions_file: "emissions.csv" #File containing sample emissions rates or emissions distributions. + repairable_emissions: + emissions_production_rate: 0.1 # The production rate of repairable emissions + emissions_rate_source: "test1" # The name of a column in the emissions file + duration: 365 # Natural repair delay of repairable emissions + multiple_emissions_per_source: True # True/False of whether repairable emission source can produce multiple emissions + non_repairable_emissions: + emissions_production_rate: 0.1 # The production rate of non-repairable emissions + emissions_rate_source: "test2" # The name of a column in the emissions file + duration: 365 # Natural repair delay of non-repairable emissions + multiple_emissions_per_source: True # True/False of whether non-repairable emission source can produce multiple emissions +infrastructure: + site_type_file: "site_type.csv" # Infrastructure file defining site types + sites_file: "site.csv" #Infrastructure file defining sites + equipment_group_file: "equipment.csv" #Infrastructure file defining equipment groups at sites + sources_file: "sources.csv" #Infrastructure file defining emissions sources at equipment +weather_file: "weather_alberta.nc" +start_date: [2017, 1, 1] +end_date: [2021, 12, 31] diff --git a/LDAR_Sim/simulations/simple_test_case1/M_OGI.yaml b/LDAR_Sim/simulations/simple_test_case1/M_OGI.yaml new file mode 100644 index 000000000..a88cc044b --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/M_OGI.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim +is_follow_up: False +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +surveys_per_year: 4 +survey_time: 120 diff --git a/LDAR_Sim/simulations/simple_test_case1/M_OGI_FU.yaml b/LDAR_Sim/simulations/simple_test_case1/M_OGI_FU.yaml new file mode 100644 index 000000000..d32c2f55e --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/M_OGI_FU.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI_FU +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim + minimum_detection_limit: [0.24, 0.39] +is_follow_up: True +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +survey_time: 120 diff --git a/LDAR_Sim/simulations/simple_test_case1/M_air.yaml b/LDAR_Sim/simulations/simple_test_case1/M_air.yaml new file mode 100644 index 000000000..c11f9289a --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/M_air.yaml @@ -0,0 +1,20 @@ +parameter_level: methods +version: "4.0" +method_name: airH +deployment_type: mobile +measurement_scale: site +sensor: + type: default + minimum_detection_limit: [5.55] + quantification_error: + quantification_parameters: ["test_qe.csv", "test_col"] # default and uniform types support [lower_95%_CI, upper_95%_CI] + # sample supports [filename, column_name] + quantification_type: "sample" # default (normal)/uniform/sample +is_follow_up: False +cost: + per_day: 0 + per_site: 100 +time_between_sites: + values: [5] +surveys_per_year: 4 +survey_time: 5 diff --git a/LDAR_Sim/simulations/simple_test_case1/Outputs.yaml b/LDAR_Sim/simulations/simple_test_case1/Outputs.yaml new file mode 100644 index 000000000..3c9cb85b3 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/Outputs.yaml @@ -0,0 +1 @@ +parameter_level: outputs \ No newline at end of file diff --git a/LDAR_Sim/simulations/simple_test_case1/P_OGI.yaml b/LDAR_Sim/simulations/simple_test_case1/P_OGI.yaml new file mode 100644 index 000000000..2f2c28f83 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/P_OGI.yaml @@ -0,0 +1,5 @@ +program_name: P_OGI +parameter_level: programs +version: "4.0" +method_labels: + - OGI diff --git a/LDAR_Sim/simulations/simple_test_case1/P_air.yaml b/LDAR_Sim/simulations/simple_test_case1/P_air.yaml new file mode 100644 index 000000000..9d99e43bb --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/P_air.yaml @@ -0,0 +1,6 @@ +program_name: P_air +parameter_level: programs +version: "4.0" +method_labels: + - airH + - OGI_FU diff --git a/LDAR_Sim/simulations/simple_test_case1/P_none.yaml b/LDAR_Sim/simulations/simple_test_case1/P_none.yaml new file mode 100644 index 000000000..375e85016 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/P_none.yaml @@ -0,0 +1,4 @@ +program_name: P_none +parameter_level: programs +version: "4.0" +method_labels: [] diff --git a/LDAR_Sim/simulations/simple_test_case1/Simulation_settings.yaml b/LDAR_Sim/simulations/simple_test_case1/Simulation_settings.yaml new file mode 100644 index 000000000..6401f5e30 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/Simulation_settings.yaml @@ -0,0 +1,6 @@ +input_directory: ./inputs/simple_test_case_1 +simulation_count: 3 +output_directory: ./outputs/simple_test_case_1 +parameter_level: simulation_settings +preseed_random: true +version: "4.0" diff --git a/LDAR_Sim/simulations/simple_test_case1/virtual_world.yaml b/LDAR_Sim/simulations/simple_test_case1/virtual_world.yaml new file mode 100644 index 000000000..09e566348 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1/virtual_world.yaml @@ -0,0 +1,17 @@ +version: "4.0" +parameter_level: virtual_world +site_samples: 50 +emissions: + emissions_file: "emissions_file.csv" #File containing sample emissions rates or emissions distributions. + repairable_emissions: + emissions_rate_source: "test1" # The name of a column in the emissions file + emissions_production_rate: 0.0065 + duration: 365 # Natural repair delay of repairable emissions +infrastructure: + site_type_file: "_placeholder_str_" # Infrastructure file defining site types + sites_file: "facilities_Perm.csv" #Infrastructure file defining sites + equipment_group_file: "_placeholder_str_" #Infrastructure file defining equipment groups at sites + sources_file: "_placeholder_str_" #Infrastructure file defining emissions sources at equipment +weather_file: "weather_permian.nc" +start_date: [2017, 1, 1] +end_date: [2021, 12, 31] diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/M_OGI.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/M_OGI.yaml new file mode 100644 index 000000000..606188b2f --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/M_OGI.yaml @@ -0,0 +1,16 @@ +parameter_level: methods +version: "4.0" +method_name: OGI +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim + minimum_detection_limit: [0.24, 0.39] +is_follow_up: False +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +surveys_per_year: 4 +survey_time: 120 diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/M_OGI2.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/M_OGI2.yaml new file mode 100644 index 000000000..135e5602d --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/M_OGI2.yaml @@ -0,0 +1,16 @@ +parameter_level: methods +version: "4.0" +method_name: OGI2 +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim + minimum_detection_limit: [0.24, 0.39] +is_follow_up: False +cost: + per_day: 0 + per_site: 500 +time_between_sites: + vals: [30] +surveys_per_year: 4 +survey_time: 120 diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/Outputs.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/Outputs.yaml new file mode 100644 index 000000000..3c9cb85b3 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/Outputs.yaml @@ -0,0 +1 @@ +parameter_level: outputs \ No newline at end of file diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/P_OGI.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/P_OGI.yaml new file mode 100644 index 000000000..2f2c28f83 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/P_OGI.yaml @@ -0,0 +1,5 @@ +program_name: P_OGI +parameter_level: programs +version: "4.0" +method_labels: + - OGI diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/P_none.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/P_none.yaml new file mode 100644 index 000000000..375e85016 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/P_none.yaml @@ -0,0 +1,4 @@ +program_name: P_none +parameter_level: programs +version: "4.0" +method_labels: [] diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/Simulation_settings.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/Simulation_settings.yaml new file mode 100644 index 000000000..519e68007 --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/Simulation_settings.yaml @@ -0,0 +1,6 @@ +input_directory: ./inputs/simple_test_case_1 +simulation_count: 10 +output_directory: ./outputs/sens_test_case1_vw +parameter_level: simulation_settings +preseed_random: true +version: "4.0" diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/sens_info.yml b/LDAR_Sim/simulations/simple_test_case1_sens/sens_info.yml new file mode 100644 index 000000000..bb079c1ac --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/sens_info.yml @@ -0,0 +1,13 @@ +Sensitivity Parameter Level: "virtual_world" # Valid options - virtual_world, programs, methods +Sensitivity Sets Provided: 3 # Number of sensitivity sets of parameters to vary to run +# Below user need to provide a series of values for the parameters to vary in +# the sensitivity analysis in the same format as they are found in their parameter file. +# If these are method level parameters, the user should provide the method name, and indent all +# parameters for that method under "Method Sensitivity Parameters". +Sensitivity Sets: + emissions: + repairable_emissions: + emissions_production_rate: [0.00325, 0.0065, 0.013] + duration: [182, 365, 548] +Sensitivity Summary Outputs Information: + Confidence Interval: [85] # The confidence interval to calculate for the sensitivity analysis diff --git a/LDAR_Sim/simulations/simple_test_case1_sens/virtual_world.yaml b/LDAR_Sim/simulations/simple_test_case1_sens/virtual_world.yaml new file mode 100644 index 000000000..aa59e177d --- /dev/null +++ b/LDAR_Sim/simulations/simple_test_case1_sens/virtual_world.yaml @@ -0,0 +1,16 @@ +version: "4.0" +parameter_level: virtual_world +site_samples: 50 +emissions: + emissions_file: "emissions_file.csv" #File containing sample emissions rates or emissions distributions. + repairable_emissions: + emissions_rate_source: "test1" # The name of a column in the emissions file + emissions_production_rate: 0.0065 +infrastructure: + site_type_file: "_placeholder_str_" # Infrastructure file defining site types + sites_file: "facilities_Perm.csv" #Infrastructure file defining sites + equipment_group_file: "_placeholder_str_" #Infrastructure file defining equipment groups at sites + sources_file: "_placeholder_str_" #Infrastructure file defining emissions sources at equipment +weather_file: "weather_permian.nc" +start_date: [2017, 1, 1] +end_date: [2021, 12, 31] diff --git a/LDAR_Sim/src/geography/__init__.py b/LDAR_Sim/src/constants/__init__.py similarity index 100% rename from LDAR_Sim/src/geography/__init__.py rename to LDAR_Sim/src/constants/__init__.py diff --git a/LDAR_Sim/src/constants/error_messages.py b/LDAR_Sim/src/constants/error_messages.py new file mode 100644 index 000000000..c88be63e1 --- /dev/null +++ b/LDAR_Sim/src/constants/error_messages.py @@ -0,0 +1,250 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: error_messages.py +Purpose: Holds error messages used throughout the program + + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. + +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + + +class Input_Processing_Messages: + GENERATOR_ERROR = ( + "{file} file in the generator folder is missing. " + "Ensure the generator folder is correctly set up with the necessary files " + "or delete the folder to regenerate the files." + ) + + INVALID_EMISSIONS_SOURCE_ERROR = "Invalid emissions source information for source {source_name}" + + MISSING_EMISSIONS_FILE_ERROR = ( + "Emissions file parameter is missing for the virtual world. " + "Please provide a valid emissions file" + ) + INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR = ( + "LDAR-Sim could not parse source file value: {value} from source:{source}." + " Encountered exception: {exception}" + ) + INVALID_EMISSIONS_VALUE: dict[str, str] = { + "data": "Data Usage", + "dist": "Distribution Type", + "max_emis": "Maximum Emission Rate", + "unit_amt": "Units (amount)", + "unit_time": "Units (time)", + "source": "Data source values", + } + + MISSING_FILE_PATH_ERROR = "File {file_path} does not exist" + MISSING_FILE_ERROR = "FileNotFoundError reading in file: {file}" + GENERAL_FILE_READING_ERROR = "Error reading in file: {file}" + EXPECTED_FILE_ERROR = "Expected file type: {file_type}" + SPEC_FILE_READING_ERROR = "Error reading {file_type} file: {file}" + + MISSING_SITES_FILE_HEADER_ERROR = "The sites file is missing the column: {header}" + + NO_PERSISTENT_FIELD_FOR_SOURCES_WARNING = ( + "WARNING: The persistent field has not been provided for sources." + "Assuming all sources are persistent." + ) + + ERR_MSG_UNKNOWN_SENS_TYPE = ( + "LDAR-Sim could not resolve the provided sensor type for method: {method}." + " Please enter a valid sensor type and try again." + ) + + VALID_REPAIR_DELAY_TYPE_ERROR = ( + "Double check the contents of the repair delay file." + " A numerical value was provided as a repair delay" + ) + + RELATIVE_FILE_PATH_ERROR = ( + "Note that relative file paths must be relative to the root directory (see User Manual)" + ) + INVALID_PARAM_FILE_FORMAT = "Invalid parameter file format: {filename}" + + PARAMETER_INTERPRET_WARNING = ( + "Warning: parameter_level should be supplied to parameter files, LDAR-Sim " + "interprets parameter files as simulation_settings level if unspecified" + ) + PARAMETER_PARSING_ERROR = "Parameter_level of {level} is not possible to parse." + MISSING_PARAMETER_LEVEL_ERROR = ( + "Parameter_level is missing from one or more of the input parameter files. " + "If all file provided are intended to be parameter files," + " please add the correct parameter_level." + ) + + NO_PROGRAMS_WARNING = "No programs are supplied" + + MISSING_METHOD_ERROR = "Warning: The following method was specified, but not supplied: {method}" + + MISSING_ARGUMENT_ERROR = "Please provide at least one input argument" + + INVALID_NAME_ERROR = ( + "Invalid {level} name provided: {name}. " "Refer to the User Manual for further details." + ) + MISSING_DEPLOYMENT_TYPE_ERROR = "Warning: Deployment type is missing for method: {method}" + + QUANTIFICATION_FILE_NOT_FOUND = ( + "Warning: Quantification file {quantification_file} not found in {input_dir}." + ) + QUANTIFICATION_INVALID_COLUMN = ( + "Warning: Quantification column {quantification_column} not found in {quantification_file}." + ) + INVALID_INTERACTION_PRIO_ERROR = ( + "Invalid interaction_priority of {priority} set for method: {method}" + ) + + +class Runtime_Warning_Messages: + POTENTIAL_CREW_SHORTAGE_MESSAGE = ( + "Warning: LDAR-Sim has detected a potential for crew shortage for the method: {method}" + ) + FOLLOW_UP_METHOD_CREW_ESTIMATION = ( + "Warning: LDAR-Sim has defaulted to a single crew for the following " + "follow-up method: {method}. " + "This may lead to crew shortages, please provide a crew count for this method" + " if this is not intended." + ) + PATH_TOO_LONG_WARNING = ( + "Warning: LDAR-Sim has detected file path lengths approaching or" + " exceeding the windows path limit." + " This may result in a File Not Found Exception During Runtime. " + "Please refer to the Installation Guide Section 6 for information" + " on how to avoid this issue." + ) + + +class Output_Processing_Messages: + OPERAND_ADDITION_ERROR = "Unsupported operand type for addition" + OPERAND_INPLACE_ADDITION_ERROR = "Unsupported operand type for in-place addition" + + DURATION_FACTOR_ERROR = "Duration factor must be between 0.0 and 1.0" + + +class Runtime_Error_Messages: + NO_BASE_PROG_ERROR = "No baseline program input...Exiting sim" + + INVALID_REDUND_FILTER_ERROR = "Invalid Redundancy filter: {filter} for method: {method}" + + INVALID_DEPLOYMENT_TYPE_ERROR_MESSAGE = ( + "LDAR-Sim has detected an invalid method deployment type of:" + "{deploy_type} for method: {method}" + ) + + +class Versioning_Messages: + + LEGACY_PARAMETER_WARNING = ( + "\nLDAR-Sim has detected an attempt to run a simulation model" + " with legacy parameter files. \n\n" + "If the goal is to reproduce previously modelled results" + " using the legacy parameters, please download the version" + " of LDAR-Sim used to produce those results.\n" + "Versioned releases can be found at: https://github.com/LDAR-Sim/LDAR_Sim/releases.\n\n" + "Otherwise, please visit: " + "https://github.com/LDAR-Sim/LDAR_Sim/blob/master/ParameterMigrationGuide.md" + " for guidance on how to update parameter files to the latest version.\n" + "Please rerun the model once you have successfully" + " migrated your parameters to the latest version. \n\n" + "See https://github.com/LDAR-Sim/LDAR_Sim/blob/master/changelog.md" + " to find a record of what has changed with LDAR-Sim\n" + ) + NEWER_PARAMETER_WARNING = ( + "\nLDAR-Sim has detected an attempt to run a simulation model" + " with newer parameter files. \n\n" + "If the goal is to reproduce previously modelled results " + "using newer parameters, please download the newer version " + "of LDAR-Sim compatible with newer parameters.\n" + "Versioned releases can be found at: https://github.com/LDAR-Sim/LDAR_Sim/releases.\n\n" + "Otherwise, please visit: " + "https://github.com/LDAR-Sim/LDAR_Sim/blob/master/ParameterMigrationGuide.md" + " for guidance on how to update parameter files to the other versions.\n" + "Please rerun the model once you have successfully" + " migrated your parameters to the correct version. \n\n" + "See https://github.com/LDAR-Sim/LDAR_Sim/blob/master/changelog.md" + " to find a record of what has changed with LDAR-Sim\n" + ) + MINOR_VERSION_MISMATCH_WARNING = ( + "\nLDAR-Sim has detected an attempt to run a simulation model" + " with out of date parameter files. \n\n" + "New Parameters may have been introduced since the creation " + "of the parameter files currently in use.\n" + "See https://github.com/LDAR-Sim/LDAR_Sim/blob/master/changelog.md" + " to find a record of what has changed with LDAR-Sim\n" + ) + + MAJOR_VERSION_ONLY_WARNING = ( + "\nLDAR-Sim has detected an attempt to run a simulation model" + " with a single number version. \n\n" + "Standard parameter version numbers include a major and a minor " + " version number, for example: 4.0. \n\n" + "Please update the version to a valid version and rerun LDAR-Sim. \n\n" + ) + + VERSION_WARNING = ( + "Warning: interpreting parameters as " + "version {current_version} because version key was missing" + ) + + +class Initialization_Messages: + SOURCE_INFO_MISSING_KEY_MSG = "Missing required source information: {key}" + POTENTIAL_SOURCE_CREATION_ERROR_MESSAGE = ( + "Error creating emissions sources, they were only partially defined. " + "Please input a value for the parameter '{rep} {const}' and rerun the simulation." + ) + INVALID_REPAIR_DELAY_COL_MSG = "Error, Invalid repair delay column provided: {key}" + INVALID_REPAIR_DELAY_ERR_MSG = "Error, Invalid repair delay provided: {delay}" + + PLACEHOLDER_CREATION_WARNING_MESSAGE = ( + "Warning: Only {type} emissions sources were created for the site ID: {site}. " + "Check the production rate(s) if this is not intended." + ) + EMISSION_PRODUCTION_RATE_ERROR = ( + "No valid emissions production rates. Please check values and re-run the simulation." + ) + BAD_EQUIPMENT_INPUT_ERROR = "Invalid equipment input: {}" + + SOURCE_CREATION_ERROR_MESSAGE = ( + "Invalid LDAR-Sim infrastructure inputs: Failure to read in sources infrastructure input" + ) + PARAMETER_CREATION_ERROR_MESSAGE = ( + "Key {key} present in user defined parameters for {name}, but not in default parameters" + ) + PARAMETER_TYPE_MISMATCH_ERROR_MESSAGE = ( + "Parameter type mismatch for {name}. \nDefault parameter: {default} is {def_type}" + "\nTest parameter: {test} is {test_type}" + ) + AWS_KEY_SEC_ERROR = ( + "AWS_KEY and AWS_SEC environment variables have not been set," + "refer to model documentation for configuration instructions." + ) + ERA_AUTH_ERROR = "Authentication Failed or Server Unavailable. Exiting" + SURVEY_FREQUENCY_ERROR = ( + "Warning: No survey frequency was provided for method '{method}' at site '{site}'" + ) + + +class SensitivityAnalysisMessages: + INVALID_PARAMETER_LEVEL_ERROR = ( + "Parameter level {parameter_level} not recognized for sensitivity analysis." + ) + MISSING_SENSITIVITY_INFO = "Missing required sensitivity analysis information: {key}" + INVALID_SENSITIVITY_VARIATIONS_ERROR = "Invalid sensitivity analysis variations provided" + + +class ParameterInteractionMessages: + INVALID_PARAMETER_LEVEL_ERROR = "Invalid parameter level: {level}" diff --git a/LDAR_Sim/src/constants/file_name_constants.py b/LDAR_Sim/src/constants/file_name_constants.py new file mode 100644 index 000000000..3d443e266 --- /dev/null +++ b/LDAR_Sim/src/constants/file_name_constants.py @@ -0,0 +1,72 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: file_name_constats.py +Purpose: Contains constants used to define file names + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass + + +@dataclass +class Default_Files: + VIRTUAL_DEF_FILE = "virtual_world_default.yml" + SIM_SETTING_DEF_FILE = "simulation_settings_default.yml" + PROG_DEF_FILE = "p_default.yml" + METH_STATIONARY_DEF_FILE = "m_default_stationary.yml" + METH_MOBILE_DEF_FILE = "m_default_mobile.yml" + OUTPUT_DEF_FILE = "outputs_default.yml" + + +@dataclass +class Generator_Files: + PRESEED_FILE = "preseed.p" + EMISSION_PRESEED_FILE = "emis_preseed.p" + N_SIM_SAVE_FILE = "n_sim_saved.p" + + HASH_FILE = "gen_infrastructure_hashes.p" + INFRA_FILE = "gen_infrastructure.p" + + GENERATOR_FOLDER = "generator" + + GEN_INFRA_EMISS = "gen_infrastructure_emissions_{i}.p" + + +@dataclass +class Output_Files: + @dataclass + class SummaryFileNames: + TS_SUMMARY = "Timeseries Summary" + EMIS_SUMMARY = "Emissions Summary" + COST_SUMMARY = "Cost Summary" + EMIS_EST_SUMMARY = "Estimated Emissions Summary" + EMIS_FUG_EST_SUMMARY = "Estimated Fugitive Emissions Summary" + + def __iter__(self): + for attr_name, attr_value in vars(self.__class__).items(): + if not callable(attr_value) and not attr_name.startswith("__"): + yield attr_value + + TRUE_VS_ESTIMATED_PERCENT_DIFF_PLOT = "True_vs_Estimated_Emissions_percent_differences.png" + TRUE_VS_ESTIMATED_RELATIVE_DIFF_PLOT = "True_vs_Estimated_Emissions_relative_differences.png" + TRUE_AND_ESTIMATED_PAIRED_EMISSIONS_DISTRIBUTION_PLOT = ( + "True_and_Estimated_Paired_Emissions_Distribution.png" + ) + EMISSIONS_SUMMARY_FILE = "emissions_summary.csv" + EST_EMISSIONS_FILE = "estimated_emissions.csv" + EST_REP_EMISSIONS_FILE = "estimated_repaired_emissions_to_remove.csv" + TIMESERIES_FILE = "timeseries.csv" + PARAMETER_FILE = "parameters.yaml" diff --git a/LDAR_Sim/src/constants/file_processing_const.py b/LDAR_Sim/src/constants/file_processing_const.py new file mode 100644 index 000000000..cb0afad25 --- /dev/null +++ b/LDAR_Sim/src/constants/file_processing_const.py @@ -0,0 +1,64 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: input_processing_const.py +Purpose: Holds constants used in input processing + + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. + +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import re + + +class ParameterProcessingConst: + DEFAULT_PARAM_PATHWAY = "./src/default_parameters/{}" + DEFAULT_PARAM_STRING = "default_parameters" + + +class Emissions_Source_Processing_Const: + EMISSION_FILE = "emissions_file" + EMISSION = "emissions" + + SAMPLE_MATCH = r"\s*sample\s*" + DIST_MATCH = r"\s*dist\s*" + + SAMPLE_REGEX = re.compile(SAMPLE_MATCH, re.IGNORECASE) + DIST_REGEX = re.compile(DIST_MATCH, re.IGNORECASE) + + +class Multi_Sim_Output_Const: + TS_PATTERN = re.compile(r".*timeseries\.csv$") + EMIS_PATTERN = re.compile(r".*emissions_summary\.csv$") + EST_PATTERN = re.compile(r".*estimated_emissions\.csv$") + EST_REP_PATTERN = re.compile(r".*estimated_repaired_emissions_to_remove\.csv$") + + OUTPUTS_NAME_SIM_EXTRACTION_REGEX = re.compile(r"^(.*)_((?<=_)\d+)_.+.csv$") + + OUTPUT_KEEP_STR = "kept" + OUTPUT_KEEP_REGEX = re.compile(re.escape(OUTPUT_KEEP_STR)) + + PERCENTILE_95 = 95 + PERCENTILE_5 = 5 + + +class IOLocationConstants: + GENERATOR_FOLDER = "generator" + TESTING_PARAMETERS_FOLDER = "params" + INPUT_FOLDER = "inputs" + TESTING_INPUTS_FOLDER = "./inputs" + TESTING_OUTPUTS_FOLDER = "./outputs" + EXPECTED_OUTPUTS_FOLDER = "./expected_outputs" + LOG_FOLDER = "Logs" diff --git a/LDAR_Sim/src/constants/general_const.py b/LDAR_Sim/src/constants/general_const.py new file mode 100644 index 000000000..ceedc3eaf --- /dev/null +++ b/LDAR_Sim/src/constants/general_const.py @@ -0,0 +1,99 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: general_const.py +Purpose: Holds general constants used in the program, such as units, file +extensions, etc. + + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. + +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass + + +@dataclass +class Version_Constants: + CURRENT_MAJOR_VERSION = "4" + + CURRENT_MINOR_VERSION = "0" + + CURRENT_FULL_VERSION = "4.0" + + +@dataclass +class Unit_Constants: + GRAM = "gram" + KG = "kilogram" + + SECOND = "second" + MINUTE = "minute" + HOUR = "hour" + DAY = "day" + WEEK = "week" + MONTH = "month" + YEAR = "year" + + +@dataclass +class Conversion_Constants: + GRAMS_PER_SECOND_TO_KG_PER_DAY = 86.4 + GS_TO_GH = 3600 + DAYS_IN_MONTH = 30.437 + GS_TO_KGHR = 3.6 + KG_TO_MMBTU = 0.0543121421 + + +@dataclass +class Dist_Constants: + LOGNORM = "lognorm" + + +@dataclass +class File_Extension_Constants: + PICKLE = ".p" + YML = ".yml" + YAML = ".yaml" + JSON = ".json" + CSV = ".csv" + + +@dataclass +class Emission_Constants: + REPAIRABLE = "repairable" + NON_REPAIRABLE = "non-repairable" + REP_PREFIX = "repairable_" + NON_REP_PREFIX = "non_repairable_" + EXPIRE = "expired" + ACTIVE = "active" + INACTIVE = "inactive" + REPAIRED = "repaired" + NATURAL = "natural" + + +@dataclass +class Placeholder_Constants: + PLACEHOLDER_EQUIPMENT = "Placeholder_Equipment" + PLACEHOLDER_REP_EQUIPMENT = "Placeholder_Rep_Equipment" + PLACEHOLDER_NON_EQUIPMENT = "Placeholder_NonRep_Equipment" + PLACEHOLDER_INT = "_placeholder_int_" + PLACEHOLDER_FLOAT = "_placeholder_float_" + PLACEHOLDER_STR = "_placeholder_str_" + + +@dataclass +class WindowsPathConstants: + windows_pathsize_limit = 260 + pre_filename_size_limit = 190 diff --git a/LDAR_Sim/src/constants/infrastructure_const.py b/LDAR_Sim/src/constants/infrastructure_const.py new file mode 100644 index 000000000..74631edca --- /dev/null +++ b/LDAR_Sim/src/constants/infrastructure_const.py @@ -0,0 +1,336 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: infrastructure_const.py +Purpose: The file contains constants used for the infrastructure module + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from constants import param_default_const + + +class Infrastructure_Constants: + class Virtual_World_Constants: + SOURCES = "sources" + EQG = "equipment" + SITES = "sites" + SITE_TYPE = "site_type" + + class Sites_File_Constants: + LAT = "lat" # Latitude + LON = "lon" # Longitude + ID = "site_ID" # Site ID + TYPE = "site_type" # Site Type + EQG = "equipment" # Equipment Group + REP_EMIS_ERS = ( + "repairable_emissions_rate_source" # Repairable Emissions: Emissions Rate Source + ) + # Repairable Emissions : Emission Production Rate + REP_EMIS_EPR = "repairable_emissions_production_rate" + REP_EMIS_RD = "repairable_repair_delay" # Repairable Emissions : Repair Delay + REP_EMIS_RC = "repairable_repair_cost" # Repairable Emissions : Repair Cost + REP_EMIS_ED = "repairable_duration" # Repairable Emissions : Emissions Duration + REP_EMIS_MULTI = ( + "repairable_multiple_emissions_per_source" # Repairable Emissions : Multiple Emissions + ) + # Non-Repairable Emissions: Emissions Rate Source + NON_REP_EMIS_ERS = "non_repairable_emissions_rate_source" + # Non-Repairable Emissions: Emissions Production Rate + NON_REP_EMIS_EPR = "non_repairable_emissions_production_rate" + NON_REP_EMIS_ED = "non_repairable_duration" # Non-Repairable Emissions: Emissions Duration + # Non-Repairable Emissions: Multiple Emissions + NON_REP_EMIS_MULTI = "non_repairable_multiple_emissions_per_source" + SURVEY_FREQUENCY_PLACEHOLDER = "_surveys_per_year" # Survey Frequency - Method specific + DEPLOYMENT_YEARS_PLACEHOLDER = "_deploy_year" # Deployment Year - Method specific + DEPLOYMENT_MONTHS_PLACEHOLDER = "_deploy_month" # Deployment Month - Method specific + SPATIAL_PLACEHOLDER = "_spatial" # Spatial coverage - Method specific + TEMPORAL_PLACEHOLDER = "_temporal" # Temporal coverage - Method specific + SURVEY_TIME_PLACEHOLDER = "_survey_time" # Survey Time - Method specific + SURVEY_COST_PLACEHOLDER = "_survey_cost" # Survey Cost - Method specific + + SITE_DEPLOYMENT_PLACEHOLDER = "_site_deployment" # Site deployment - Method specific + + PROPAGATING_PARAMS: list[str] = [ + REP_EMIS_ERS, + REP_EMIS_EPR, + REP_EMIS_RD, + REP_EMIS_RC, + REP_EMIS_ED, + REP_EMIS_MULTI, + NON_REP_EMIS_ERS, + NON_REP_EMIS_EPR, + NON_REP_EMIS_ED, + NON_REP_EMIS_MULTI, + ] + + METH_SPEC_PROP_PARAMS: list[str] = [ + SPATIAL_PLACEHOLDER, + TEMPORAL_PLACEHOLDER, + SURVEY_FREQUENCY_PLACEHOLDER, + SURVEY_COST_PLACEHOLDER, + SURVEY_TIME_PLACEHOLDER, + SITE_DEPLOYMENT_PLACEHOLDER, + DEPLOYMENT_MONTHS_PLACEHOLDER, + DEPLOYMENT_YEARS_PLACEHOLDER, + ] + + PROPAGATING_PARAMS_TO_SCALE: list[str] = [ + REP_EMIS_EPR, + NON_REP_EMIS_EPR, + ] + + METH_SPEC_PROP_PARAMS_TO_SCALE: list[str] = [ + SURVEY_COST_PLACEHOLDER, + SURVEY_TIME_PLACEHOLDER, + ] + + REQUIRED_HEADERS: list[str] = [ID, LAT, LON, TYPE] + + OPTIONAL_SHARED_HEADERS: list[str] = [EQG] + + class Equipment_Group_File_Constants: + EQUIPMENT_GROUP = "equipment" # Equipment Group + REP_EMIS_ERS = "repairable_emissions_rate_source" # Repairable Emissions Rate Source + REP_EMIS_EPR = ( + "repairable_emissions_production_rate" # Repairable Emissions Production Rate + ) + REP_EMIS_RD = "repairable_repair_delay" # Repairable Emissions Repair Delay + REP_EMIS_RC = "repairable_repair_cost" # Repairable Emissions Repair Cost + REP_EMIS_ED = "repairable_duration" # Repairable Emissions Emissions Duration + REP_EMIS_MULTI = ( + "repairable_multiple_emissions_per_source" # Repairable Emissions Multiple Emissions + ) + NON_REP_EMIS_ERS = ( + "non_repairable_emissions_rate_source" # Non-Repairable Emissions Rate Source + ) + NON_REP_EMIS_EPR = ( + "non_repairable_emissions_production_rate" # Non-Repairable Emissions Production Rate + ) + NON_REP_EMIS_ED = "non_repairable_duration" # Non-Repairable Emissions: Emissions Duration + # Non-Repairable Emissions Multiple Emissions + NON_REP_EMIS_MULTI = "non_repairable_multiple_emissions_per_source" + SURVEY_TIME_PLACEHOLDER = "_survey_time" # Survey Time - Method specific + SURVEY_COST_PLACEHOLDER = "_survey_cost" # Survey Cost - Method specific + SPATIAL_PLACEHOLDER = "_spatial" # Spatial coverage - Method specific + TEMPORAL_PLACEHOLDER = "_temporal" # Temporal coverage - Method specific + + PROPAGATING_PARAMETER_COLUMNS: list[str] = [ + REP_EMIS_ERS, + REP_EMIS_EPR, + REP_EMIS_RD, + REP_EMIS_RC, + REP_EMIS_ED, + REP_EMIS_MULTI, + NON_REP_EMIS_ERS, + NON_REP_EMIS_EPR, + NON_REP_EMIS_ED, + NON_REP_EMIS_MULTI, + ] + + METHOD_SPECIFIC_PROPAGATING_PARAMETERS: list[str] = [ + SURVEY_TIME_PLACEHOLDER, + SURVEY_COST_PLACEHOLDER, + SPATIAL_PLACEHOLDER, + TEMPORAL_PLACEHOLDER, + ] + + class Sources_File_Constants: + COMPONENT = "component" + SOURCE = "source" + EMIS_EPR = "emissions_production_rate" + EMIS_ERS = "emissions_rate_source" # Emission rate source + EMIS_DUR = "duration" # Emission Duration + REPAIR_DELAY = "repair_delay" # Repair Delay + REPAIR_COST = "repair_cost" # Repair Cost + PERSISTENT = "persistent" # Persistent (Y/N) + REPAIRABLE = "repairable" # Repairable (Y/N) + ACTIVE_DUR = "active_duration" # Active Duration + INACTIVE_DUR = "inactive_duration" # Inactive Duration + SURVEY_TIME_PLACEHOLDER = "_survey_time" # Survey Time - Method specific + SURVEY_COST_PLACEHOLDER = "_survey_cost" # Survey Cost - Method specific + SPATIAL_PLACEHOLDER = "_spatial" # Spatial coverage - Method specific + TEMPORAL_PLACEHOLDER = "_temporal" # Temporal coverage - Method specific + MULTI_EMISSIONS = "multiple_emissions_per_source" # Multiple Emissions (Y/N) + + class Site_Type_File_Constants: + TYPE = "site_type" # Site Type + EQG = "equipment" # Equipment Group + REP_EMIS_ERS = ( + "repairable_emissions_rate_source" # Repairable Emissions: Emissions Rate Source + ) + # Repairable Emissions : Emission Production Rate + REP_EMIS_EPR = "repairable_emissions_production_rate" + REP_EMIS_RD = "repairable_repairs_delay" # Repairable Emissions : Repair Delay + REP_EMIS_RC = "repairable_repairs_cost" # Repairable Emissions : Repair Cost + REP_EMIS_ED = "repairable_duration" # Repairable Emissions : Emissions Duration + REP_EMIS_MULTI = ( + "repairable_multiple_emissions_per_source" # Repairable Emissions : Multiple Emissions + ) + # Non-Repairable Emissions: Emissions Rate Source + NON_REP_EMIS_ERS = "non_repairable_emissions_rate_source" + # Non-Repairable Emissions: Emissions Production Rate + NON_REP_EMIS_EPR = "non_repairable_emissions_production_rate" + NON_REP_EMIS_ED = "non_repairable_duration" # Non-Repairable Emissions: Emissions Duration + # Non-Repairable Emissions: Multiple Emissions + NON_REP_EMIS_MULTI = "non_repairable_multiple_emissions_per_source" + SURVEY_FREQUENCY_PLACEHOLDER = "_surveys_per_year" # Survey Frequency - Method specific + SPATIAL_PLACEHOLDER = "_spatial" # Spatial coverage - Method specific + TEMPORAL_PLACEHOLDER = "_temporal" # Temporal coverage - Method specific + SURVEY_TIME_PLACEHOLDER = "_survey_time" # Survey Time - Method specific + SURVEY_COST_PLACEHOLDER = "_survey_cost" # Survey Cost - Method specific + DEPLOYMENT_YEARS_PLACEHOLDER = "_deploy_year" # Deployment Year - Method specific + DEPLOYMENT_MONTHS_PLACEHOLDER = "_deploy_month" # Deployment Month - Method specific + + SITE_DEPLOYMENT_PLACEHOLDER = "_site_deployment" # Site deployment - Method specific + + PROPAGATING_PARAMS: list[str] = [ + REP_EMIS_ERS, + REP_EMIS_EPR, + REP_EMIS_RD, + REP_EMIS_RC, + REP_EMIS_ED, + REP_EMIS_MULTI, + NON_REP_EMIS_ERS, + NON_REP_EMIS_EPR, + NON_REP_EMIS_ED, + NON_REP_EMIS_MULTI, + ] + + METH_SPEC_PROP_PARAMS: list[str] = [ + SPATIAL_PLACEHOLDER, + TEMPORAL_PLACEHOLDER, + SURVEY_FREQUENCY_PLACEHOLDER, + SURVEY_COST_PLACEHOLDER, + SURVEY_TIME_PLACEHOLDER, + DEPLOYMENT_MONTHS_PLACEHOLDER, + DEPLOYMENT_YEARS_PLACEHOLDER, + SITE_DEPLOYMENT_PLACEHOLDER, + ] + + +class Deployment_TF_Sites_Constants: + SITE_ID = Infrastructure_Constants.Sites_File_Constants.ID + SITE_TYPE = Infrastructure_Constants.Sites_File_Constants.TYPE + REQUIRED_SURVEY: str = ( + "{method}" + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER + ) + SITE_DEPLOYMENT: str = ( + "{method}" + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ) + METHOD_MEASURED: str = "{method}_measured" + MEASURED: str = "Site Measured" + + +class Virtual_World_To_Prop_Params_Mapping: + PROPAGATING_PARAMS: dict[str, str] = { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.REPAIRABLE, + param_default_const.Virtual_World_Params.ERS, + ] + ), + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.REPAIRABLE, + param_default_const.Virtual_World_Params.PR, + ] + ), + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: ".".join( + [ + param_default_const.Virtual_World_Params.REPAIR, + param_default_const.Virtual_World_Params.REPAIR_DELAY, + ] + ), + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: ".".join( + [ + param_default_const.Virtual_World_Params.REPAIR, + param_default_const.Virtual_World_Params.REPAIR_COST, + ] + ), + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.REPAIRABLE, + param_default_const.Virtual_World_Params.DURATION, + ] + ), + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_MULTI: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.REPAIRABLE, + param_default_const.Virtual_World_Params.MULTI_EMIS, + ] + ), + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ERS: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.NON_REPAIRABLE, + param_default_const.Virtual_World_Params.ERS, + ] + ), + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.NON_REPAIRABLE, + param_default_const.Virtual_World_Params.PR, + ] + ), + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ED: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.NON_REPAIRABLE, + param_default_const.Virtual_World_Params.DURATION, + ] + ), + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_MULTI: ".".join( + [ + param_default_const.Virtual_World_Params.EMIS, + param_default_const.Virtual_World_Params.NON_REPAIRABLE, + param_default_const.Virtual_World_Params.MULTI_EMIS, + ] + ), + } + + METH_SPEC_PROP_PARAMS: dict[str, str] = { + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: ".".join( + [param_default_const.Method_Params.COVERAGE, param_default_const.Method_Params.SPATIAL] + ), + Infrastructure_Constants.Sites_File_Constants.TEMPORAL_PLACEHOLDER: ".".join( + [param_default_const.Method_Params.COVERAGE, param_default_const.Method_Params.TEMPORAL] + ), + ( + Infrastructure_Constants.Sites_File_Constants + ).SURVEY_FREQUENCY_PLACEHOLDER: param_default_const.Method_Params.RS, + (Infrastructure_Constants.Sites_File_Constants).SURVEY_COST_PLACEHOLDER: ".".join( + [param_default_const.Method_Params.COST, param_default_const.Method_Params.PER_SITE] + ), + ( + Infrastructure_Constants.Sites_File_Constants + ).SURVEY_TIME_PLACEHOLDER: param_default_const.Method_Params.TIME, + (Infrastructure_Constants.Site_Type_File_Constants).DEPLOYMENT_MONTHS_PLACEHOLDER: ".".join( + [ + param_default_const.Method_Params.SCHEDULING, + param_default_const.Method_Params.DEPLOYMENT_MONTHS, + ] + ), + (Infrastructure_Constants.Site_Type_File_Constants).DEPLOYMENT_YEARS_PLACEHOLDER: ".".join( + [ + param_default_const.Method_Params.SCHEDULING, + param_default_const.Method_Params.DEPLOYMENT_YEARS, + ] + ), + } diff --git a/LDAR_Sim/src/constants/output_file_constants.py b/LDAR_Sim/src/constants/output_file_constants.py new file mode 100644 index 000000000..73de94031 --- /dev/null +++ b/LDAR_Sim/src/constants/output_file_constants.py @@ -0,0 +1,369 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: output_constants.py +Purpose: All output related constants. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass + + +class FileDirectory: + SUMMARY_PROGRAM_PLOTS_DIRECTORY = "program_summary_plots" + + +@dataclass +class SummaryOutputVizFileNames: + TRUE_VS_ESTIMATED_PERCENT_DIFF_PLOT = "True_vs_Estimated_Emissions_percent_differences" + TRUE_VS_ESTIMATED_RELATIVE_DIFF_PLOT = "True_vs_Estimated_Emissions_relative_differences" + TRUE_AND_ESTIMATED_PAIRED_EMISSIONS_DISTRIBUTION_PLOT = ( + "True_and_Estimated_Paired_Emissions_Distribution" + ) + TRUE_AND_ESTIMATED_PAIRED_PROBIT_PLOT = "True and Estimated Emissions Probit" + PROGRAM_MITIGATION_BAR_PLOT = "Program Mitigation Comparison" + PROGRAM_COST_VALUE_BAR_PLOT = "Program Cost Value Comparison" + COST_TO_MIT_BOX_PLOT = "Cost to Mitigation Ratios" + + def __iter__(self): + for attr_name, attr_value in vars(self.__class__).items(): + if not callable(attr_value) and not attr_name.startswith("__"): + yield attr_value + + +@dataclass +class SummaryVisualizationSettingsMapper: + class TrueEstimatedProbitSettings: + SHOW_MARKERS = "Show Markers" + + MAPPINGS = { + SummaryOutputVizFileNames.TRUE_AND_ESTIMATED_PAIRED_PROBIT_PLOT: { + TrueEstimatedProbitSettings.SHOW_MARKERS: "show_markers" + }, + } + + +@dataclass +class OutputConfigCategories: + PROGRAM_OUTPUTS = "Program Outputs" + SUMMARY_OUTPUTS = "Summary Outputs" + SUMMARY_VISUALIZATIONS = "Summary Visualizations" + SUMMARY_VISUALIZATION_SETTINGS = "Summary Visualization Settings" + + @dataclass + class SummaryOutputCatageories: + SUMMARY_FILES = "Summary Files" + SUMMARY_STATS = "Summary Stats" + + +@dataclass +class SummaryFileColumns: + @dataclass + class CommonColumns: + PROGRAM_NAME = "Program Name" + SIMULATION_NUMBER = "Simulation" + + +@dataclass +class SummaryVisualizationStatistics: + PERCENT_DIFFERENCE = "Percent Difference" + RELATIVE_DIFFERENCE = "Relative Difference" + + +class PlottingConstants: + AXIS_COLOR = "black" + + +class ProbitConstants: + X_AXIS_LABEL = "Total Annual Emissions (Kg Methane) at all {n_sites} sites" + Y_AXIS_LABEL = ( + "Probability of observing Total Annual Emissions \n at all {n_sites} sites greater than x" + ) + TRUE_EMISSIONS_SUFFIX = '"True" Total Emissions' + ESTIMATED_EMISSIONS_SUFFIX = '"Estimated" Total Emissions' + Y_SCALE = "quantile" + X_SCALE = "log" + MARKER = "d" + X_LABEL_SIZE = 8 + X_TICK_ROTATION = 45 + BEST_FIT_LINE_STYLE = "--" + PLOTTING_POSITION_ALPHA = 1.0 / 3.0 + PLOTTING_POSITION_BETA = 1.0 / 3.0 + QUANTILES = [1, 2, 5, 10, 20, 30, 40, 50, 60, 70, 80, 90, 95, 98, 99] + + +class MitigationBarConstants: + Y_LABEL = "Program Name" + X_LABEL = "Median Annual Mitigated Emissions (Kg Methane) at all sites" + COLOR = "#0277BD" + HEIGHT = 0.75 + + +class StackedCostBarConstants: + X_LABEL = "Program Name" + Y_LABEL = "Median Total Value ($) for all sites for all years" + WIDTH = 0.75 + + +class BoxPlotConstants: + X_LABEL = "Program Name" + Y_LABEL = "$ / tonne CO2e" + WIDTH = 0.75 + PATCH_ARTIST = True + MEDIAN_PROPS = {"linewidth": 3} + + +class HistogramConstants: + Y_AXIS_LABEL = "Relative Frequency (%)" + BINS = 30 + X_AXIS_LABEL_PAIRED = "Annual Emissions of All {n_sites} Sites (Kg Methane)" + X_AXIS_LABEL_RELATIVE = "Relative Difference between Estimated and True Emissions" + X_AXIS_LABEL_PERCENT = 'Percent Difference between "Estimated" and "True" Emissions' + + +class ProgTsConstants: + TITLE = "{name_str} Emissions Timeseries" + X_AXIS_TITLE = "Date" + Y_AXIS_TITLE = "Daily Emissions (kg Methane)" + FILENAME = "Timeseries" + + +class ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS: + TRUE_EMISSIONS_SUFFIX = '"True" Total Emissions (Kg Methane)' + ESTIMATED_EMISSIONS_SUFFIX = '"Estimated" Total Emissions (Kg Methane)' + # TODO Look into ways to allow users to chose from a set of bin width options + HISTOGRAM_BIN_WIDTH = 8.0 + HISTOGRAM_PERCENT_DIFF_BIN_RANGE = (0, 200) + + +class TS_SUMMARY_COLUMNS_ACCESSORS: + PROG_NAME = "Program Name" + SIM = "Simulation" + AVG_T_DAILY_EMIS = 'Average "True" Daily Emissions (Kg Methane)' + AVG_T_MIT_DAILY_EMIS = 'Average "True" Mitigable Daily Emissions (Kg Methane)' + AVG_T_NON_MIT_DAILY_EMIS = 'Average "True" Non-Mitigable Daily Emissions (Kg Methane)' + T_DAILY_EMIS_95 = '95th Percentile "True" Daily Emissions (Kg Methane)' + T_MIT_DAILY_EMIS_95 = '95th Percentile "True" Mitigable Daily Emissions (Kg Methane)' + T_NON_MIT_DAILY_EMIS_95 = '95th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)' + T_DAILY_EMIS_5 = '5th Percentile "True" Daily Emissions (Kg Methane)' + T_MIT_DAILT_EMIS_5 = '5th Percentile "True" Mitigable Daily Emissions (Kg Methane)' + T_NON_MIT_DAILY_EMIS_5 = '5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)' + AVG_DAILY_COST = "Average Daily Cost ($)" + TOT_COST = "Total Cost ($)" + DAILY_COST_95 = "95th Percentile Daily Cost ($)" + DAILY_COST_5 = "5th Percentile Daily Cost ($)" + + +class EMIS_SUMMARY_COLUMNS_ACCESSORS: + PROG_NAME = "Program Name" + SIM = "Simulation" + T_ANN_MIT = 'Year {} "True" Mitigated Emissions (Kg Methane)' + T_ANN_EMIS = 'Year {} "True" Emissions (Kg Methane)' + EST_ANN_EMIS = 'Year {} "Estimated" Emissions (Kg Methane)' + REGX_T_ANN_MIT = r'Year \d+ "True" Mitigated Emissions \(Kg Methane\)' + REGX_T_ANN_EMIS = r'Year \d+ "True" Emissions \(Kg Methane\)' + REGX_EST_ANN_EMIS = r'Year \d+ "Estimated" Emissions \(Kg Methane\)' + REGX_EST_FUG_ANN_EMIS = r'Year \d+ "Estimated" Fugitive Emissions \(Kg Methane\)' + T_TOT_MIT = 'Total "True" Mitigated Emissions (Kg Methane)' + T_TOTAL_EMIS = 'Total "True" Emissions (Kg Methane)' + EST_TOTAL_EMIS = 'Total "Estimated" Emissions (Kg Methane)' + T_TOTAL_MIT_EMIS = 'Total "True" Mitigable Emissions (Kg Methane)' + T_TOTAL_NON_MIT_EMIS = 'Total "True" Non-Mitigable Emissions (Kg Methane)' + AVG_T_EMIS_RATE = 'Average "True" Emissions Rate (g/s)' + T_EMIS_RATE_95 = '95th Percentile "True" Emissions Rate (g/s)' + T_EMIS_RATE_5 = '5th Percentile "True" Emissions Rate (g/s)' + T_AVG_EMIS_AMOUNT = 'Average "True" Emissions Amount (Kg Methane)' + T_EMIS_AMOUNT_95 = '95th Percentile "True" Emissions Amount (Kg Methane)' + T_EMIS_AMOUNT_5 = '5th Percentile "True" Emissions Amount (Kg Methane)' + + +TS_SUMMARY_COLUMNS = [ + TS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + TS_SUMMARY_COLUMNS_ACCESSORS.SIM, + TS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_DAILY_EMIS, + TS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_MIT_DAILY_EMIS, + TS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_NON_MIT_DAILY_EMIS, + TS_SUMMARY_COLUMNS_ACCESSORS.T_DAILY_EMIS_95, + TS_SUMMARY_COLUMNS_ACCESSORS.T_MIT_DAILY_EMIS_95, + TS_SUMMARY_COLUMNS_ACCESSORS.T_NON_MIT_DAILY_EMIS_95, + TS_SUMMARY_COLUMNS_ACCESSORS.T_DAILY_EMIS_5, + TS_SUMMARY_COLUMNS_ACCESSORS.T_MIT_DAILT_EMIS_5, + TS_SUMMARY_COLUMNS_ACCESSORS.T_NON_MIT_DAILY_EMIS_5, + TS_SUMMARY_COLUMNS_ACCESSORS.AVG_DAILY_COST, + TS_SUMMARY_COLUMNS_ACCESSORS.TOT_COST, + TS_SUMMARY_COLUMNS_ACCESSORS.DAILY_COST_95, + TS_SUMMARY_COLUMNS_ACCESSORS.DAILY_COST_5, +] + +EMIS_SUMMARY_COLUMNS = [ + EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + EMIS_SUMMARY_COLUMNS_ACCESSORS.SIM, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOT_MIT, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOTAL_EMIS, + EMIS_SUMMARY_COLUMNS_ACCESSORS.EST_TOTAL_EMIS, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOTAL_MIT_EMIS, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOTAL_NON_MIT_EMIS, + EMIS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_EMIS_RATE, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_RATE_95, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_RATE_5, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_AVG_EMIS_AMOUNT, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_AMOUNT_95, + EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_AMOUNT_5, +] + + +class EMIS_DATA_TEMP_COLUMNS: + PREV_DATE = "Previous Date" + NEXT_DATE = "Next Date" + DURATION = "Duration" + + +class EMIS_DATA_COL_ACCESSORS: + EMIS_ID = "Emissions ID" + SITE_ID = "Site ID" + EQG = "Equipment" + STATUS = "Status" + DAYS_ACT = "Days Active" + DAYS_EMITTING = "Days Emitting" + EST_DAYS_ACT = "Estimated Days Active" + T_VOL_EMIT = '"True" Volume Emitted (Kg Methane)' + EST_VOL_EMIT = '"Estimated" Volume Emitted (Kg Methane)' + MITIGATED = "Mitigated Emissions (Kg Methane)" + T_RATE = '"True" Rate (g/s)' + M_RATE = '"Measured" Rate (g/s)' + DATE_BEG = "Date Began" + DATE_REP_EXP = "Date Repaired or Expired" + THEORY_DATE = "Theoretical End Date" + INIT_DETECT_BY = "Initially Detected By" + INIT_DETECT_DATE = "Initially Detected Date" + TAGGED = "Tagged" + TAGGED_BY = "Tagged By" + FLAGGED = "Flagged" + COMP = "Component" + RECORDED = "Recorded" + RECORDED_BY = "Recorded By" + REPAIRABLE = "Repairable" + SURVEY_LEVEL = "Survey Level" + SURVEY_START_DATE = "Survey Start Date" + SURVEY_COMPLETION_DATE = "Survey Completion Date" + METHOD = "Method" + START_DATE = "Start Date" + ORIGINAL_START_DATE = "Original Start date" + END_DATE = "End Date" + PREV_CONDITION = "Use Previous Condition" + NEXT_CONDITION = "Use Next Condition" + NEXT_SURVEY_DATE = "Next Survey Date" + SITE_MEASURED = "Site Measured" + SITE_TYPE = "Site Type" + LAST_SURVEY_DATE = "Last Survey Date" + + +EMIS_ESTIMATION_OUTPUT_COLUMNS = [ + EMIS_DATA_COL_ACCESSORS.SITE_ID, + EMIS_DATA_COL_ACCESSORS.SURVEY_LEVEL, + EMIS_DATA_COL_ACCESSORS.METHOD, + EMIS_DATA_COL_ACCESSORS.START_DATE, + EMIS_DATA_COL_ACCESSORS.END_DATE, + EMIS_DATA_COL_ACCESSORS.M_RATE, + EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT, +] +EST_FUG_OUTPUT_COLUMNS = [ + EMIS_DATA_COL_ACCESSORS.SITE_ID, + EMIS_DATA_COL_ACCESSORS.M_RATE, + EMIS_DATA_COL_ACCESSORS.START_DATE, + EMIS_DATA_COL_ACCESSORS.END_DATE, + EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT, +] + + +EMIS_INFO_COLUMNS_TO_KEEP_FOR_DURATION_ESTIMATION = [ + EMIS_DATA_COL_ACCESSORS.SITE_ID, + EMIS_DATA_COL_ACCESSORS.EMIS_ID, + EMIS_DATA_COL_ACCESSORS.DATE_REP_EXP, + EMIS_DATA_COL_ACCESSORS.M_RATE, +] + +EMIS_DATA_FINAL_COL_ORDER = [ + EMIS_DATA_COL_ACCESSORS.EMIS_ID, + EMIS_DATA_COL_ACCESSORS.SITE_ID, + EMIS_DATA_COL_ACCESSORS.EQG, + EMIS_DATA_COL_ACCESSORS.COMP, + EMIS_DATA_COL_ACCESSORS.STATUS, + EMIS_DATA_COL_ACCESSORS.DAYS_ACT, + EMIS_DATA_COL_ACCESSORS.DAYS_EMITTING, + EMIS_DATA_COL_ACCESSORS.EST_DAYS_ACT, + EMIS_DATA_COL_ACCESSORS.DATE_BEG, + EMIS_DATA_COL_ACCESSORS.DATE_REP_EXP, + EMIS_DATA_COL_ACCESSORS.THEORY_DATE, + EMIS_DATA_COL_ACCESSORS.MITIGATED, + EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT, + EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT, + EMIS_DATA_COL_ACCESSORS.T_RATE, + EMIS_DATA_COL_ACCESSORS.M_RATE, + EMIS_DATA_COL_ACCESSORS.INIT_DETECT_BY, + EMIS_DATA_COL_ACCESSORS.INIT_DETECT_DATE, + EMIS_DATA_COL_ACCESSORS.TAGGED, + EMIS_DATA_COL_ACCESSORS.TAGGED_BY, + EMIS_DATA_COL_ACCESSORS.RECORDED, + EMIS_DATA_COL_ACCESSORS.RECORDED_BY, + EMIS_DATA_COL_ACCESSORS.REPAIRABLE, +] + +TIMESERIES_COLUMNS = [ + "Date", + "Daily Emissions (Kg Methane)", + "Daily Mitigable Emissions (Kg Methane)", + "Daily Non-Mitigable Emissions (Kg Methane)", + "Daily Cost ($)", + "Active Leaks", + "New Leaks", + "Leaks Repaired", + "Leaks Naturally Repaired", + "Leaks Tagged", + "Daily Repair Cost ($)", + "Daily Natural Repair Cost ($)", +] + + +class TIMESERIES_COL_ACCESSORS: + DATE = "Date" + EMIS = "Daily Emissions (Kg Methane)" + EMIS_MIT = "Daily Mitigable Emissions (Kg Methane)" + EMIS_NON_MIT = "Daily Non-Mitigable Emissions (Kg Methane)" + COST = "Daily Cost ($)" + ACT_LEAKS = "Active Leaks" + NEW_LEAKS = "New Leaks" + REP_LEAKS = "Leaks Repaired" + NAT_REP_LEAKS = "Leaks Naturally Repaired" + TAGGED_LEAKS = "Leaks Tagged" + REP_COST = "Daily Repair Cost ($)" + NAT_REP_COST = "Daily Natural Repair Cost ($)" + METH_DAILY_DEPLOY_COST = "{method} Deployment Cost ($)" + METH_DAILY_TAGS = "{method} Leaks tagged for repair" + METH_DAILY_FLAGS = "{method} Sites flagged for Follow-Up" + METH_DAILY_SITES_VIS = "{method} Sites Visited" + METH_DAILY_TRAVEL_TIME = "{method} Travel Time (Minutes)" + METH_DAILY_SURVEY_TIME = "{method} Survey Time (Minutes)" + + +@dataclass +class COST_SUMMARY_COLUMNS_ACCESSORS: + PROG_NAME = TS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME + SIM = TS_SUMMARY_COLUMNS_ACCESSORS.SIM + MITIGATION = "Mitigated Methane (kg)" + TOTAL_COST = "Total Cost ($)" + MITIGATION_RATIO = "Mitigation Ratio ($/tonne CO2e)" + COST_OF_MITIGATED_EMIS = "Value of Mitigated Methane ($)" + NET_COST = "Net Cost ($)" diff --git a/LDAR_Sim/src/constants/output_messages.py b/LDAR_Sim/src/constants/output_messages.py new file mode 100644 index 000000000..c3384c2ad --- /dev/null +++ b/LDAR_Sim/src/constants/output_messages.py @@ -0,0 +1,99 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: output_messages.py +Purpose: Holds messages used throughout the program + + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. + +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +SUMMARY_PLOT_GENERATION_MESSAGE = "Generating cross-program summary plots" + + +class RuntimeMessages: + DEBUG_MODE_ON = """ + !!! Warning !!! + Debug mode is on. + This mode disables multiprocessing!!! + """ + OPENING_MSG = """ + You are running LDAR-Sim version 4.0.0 an open sourced software (MIT) license. + Provide any issues, comments, questions, or recommendations by + adding an issue to https://github.com/LDAR-Sim/LDAR_Sim.git + """ + + GEN_WARNING_MSG = """\ + !!!Pre-generated initialization files exist!!! + LDAR-Sim may not create new emissions to model with + """ + + INIT_WEATHER = "...Initializing weather" + INIT_INFRA = "...Initializing infrastructure" + INIT_EMISS = "...Initializing emissions" + INIT_DAYLIGHT = "...Initializing daylight" + + SIM_SET = "......Simulating set {simulation_number}" + SIM_PROG = ".........Simulating program: {prog_name}" + SUMMARIZE_PROG = "............Summarizing program: {prog_name}" + FIN_PROG = "......... Finished simulating program: {prog_name}" + FIN_SIM_SET = "...Finished simulating set {simulation_number}" + BATCH_CLEAN = "...Cleaning up batch {batch_count} data" + + READING_FILE = "Reading in {file}" + + HASHING = "Hashing files" + HASHING_COMPLETE = "Done hashing files" + + GEN_INFRA = "Generating infrastructure" + + CHECK_WEATHER = "Weather data checked. Continuing simulation." + ATTEMPT_AWS_WEATHER_DOWNLOAD = "Weather data not found. Attempting to download from AWS now ..." + COMPLETE_WEATHER_DOWNLOAD = "Weather data download complete" + + GEN_EMISS = "Generating emissions for Set_{i} simulations" + + GEN_PRESEED = "Generating Random seed values for simulation..." + GEN_PRESEED_EMISS = "Generating Random Seed values for emissions..." + GEN_ADD_PRESEED_EMISS = "Generating additional Random Seed values for emissions..." + + SIMULATION_ERROR = "An error occurred during the simulation run." + + +class InputHelpText: + INPUT_FILE_HELP_TEXT = ( + "Input files, separate with space, can be absolute path or relative to" + "root directory (LDAR_Sim). All files should have yaml, yml, or json extensions \n" + "ie. python ldar_sim_run.py ./file1.json c:/path/to/file/file2.json" + ) + INPUT_DIR_HELP_TEXT = ( + "Input Directory, folder containing input files, will input all files within" + "folder that have yaml, yml or json extensions \n" + "ie. python ldar_sim_run.py --in_dir ./folder_with_infiles", + ) + OUTPUT_DIR_HELP_TEXT = ( + "Output Directory, folder containing output files, will save all output files \n" + "ie. python ldar_sim_run.py --out_dir ./folder_for_save_outputs" + ) + DEBUG_HELP_TEXT = ( + "Debug mode, will print out additional information for debugging purposes" + "Will set to True if present" + "ie. python ldar_sim_run.py --debug" + ) + SENSITIVITY_INFO_HELP_TEXT = ( + "Sensitivity Analysis info file, can be absolute path or relative to" + "root directory (LDAR_Sim). All files should have yaml or yml extensions \n" + "ie. python ldar_sim_sensitivity_analysis.py --sensitivity_info ./sens_info.yml" + ) diff --git a/LDAR_Sim/src/constants/param_default_const.py b/LDAR_Sim/src/constants/param_default_const.py new file mode 100644 index 000000000..c94f13f8d --- /dev/null +++ b/LDAR_Sim/src/constants/param_default_const.py @@ -0,0 +1,211 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: param_default_const.py +Purpose: To contain constants that are used to represent the default parameters. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass + + +@dataclass +class Common_Params: + VERSION = "version" + PARAM_LEVEL = "parameter_level" + VAL = "values" + FILE = "file" + METH_SPECIFIC = "Method_Specific_Params" + + +@dataclass +class Levels: + SIMULATION = "simulation_settings" + VIRTUAL = "virtual_world" + PROGRAM = "programs" + METHOD = "methods" + OUTPUTS = "outputs" + + SITE_LEVEL = "site_level" + EQUIP_LEVEL = "equipment_level" + COMPONENT_LEVEL = "component_level" + + +@dataclass +class Deployment_Types: + MOBILE = "mobile" + STATIONARY = "stationary" + ORBIT = "orbital" + + +@dataclass +class Duration_Method: + COMPONENT = "component-based" + MEASUREMENT_CONSERVATIVE = "measurement-based" + + +@dataclass +class Virtual_World_Params: + START_DATE = "start_date" + END_DATE = "end_date" + WEATHER_FILE = "weather_file" + CONSIDER_WEATHER = "consider_weather" + INFRA = "infrastructure" + SITE_TYPE = "site_type_file" + SITE = "sites_file" + EQUIP = "equipment_group_file" + SOURCE = "sources_file" + N_SITES = "site_samples" + REPAIR = "repairs" + REPAIR_COST = "cost" + REPAIR_DELAY = "delay" + EMIS = "emissions" + EMIS_FILE = "emissions_file" + REPAIRABLE = "repairable_emissions" + NON_REPAIRABLE = "non_repairable_emissions" + ERS = "emissions_rate_source" + PR = "emissions_production_rate" + DURATION = "duration" + MULTI_EMIS = "multiple_emissions_per_source" + MAX_RATE = "max_leak_rate" + UNITS = "units" + PRE_SIM_EMIS = "Pre-Simulation Emissions" + + +@dataclass +class Sim_Setting_Params: + INPUT = "input_directory" + OUTPUT = "output_directory" + BASELINE = "baseline_program" + PROCESS = "processes_count" + SIMS = "simulation_count" + PRESEED = "preseed_random" + + +@dataclass +class Program_Params: + NAME = "program_name" + METHODS = "method_labels" + ECONOMICS = "economics" + TCO2E = "carbon_price_tonnes_CO2_equivalent" + GWP = "global_warming_potential_CH4" + NATGAS = "sale_price_of_natural_gas" + VERIFICATION = "verification_cost" + DURATION_ESTIMATE = "duration_estimate" + DURATION_FACTOR = "duration_factor" + DURATION_METHOD = "duration_method" + + +@dataclass +class Method_Params: + NAME = "method_name" + MEASUREMENT_SCALE = "measurement_scale" + DEPLOYMENT_TYPE = "deployment_type" + SENSOR = "sensor" + TYPE = "type" + QE = "quantification_error" + QUANTIFICATION_PARAMETERS = "quantification_parameters" + Q_TYPE = "quantification_type" + MDL = "minimum_detection_limit" + COVERAGE = "coverage" + SPATIAL = "spatial" + TEMPORAL = "temporal" + COST = "cost" + PER_DAY = "per_day" + PER_SITE = "per_site" + UPFRONT = "upfront" + N_CREWS = "crew_count" + CONSIDER_DAYLIGHT = "consider_daylight" + RS = "surveys_per_year" + TIME = "survey_time" + MAX_WORKDAY = "max_workday" + REPORTING_DELAY = "reporting_delay" + T_BW_SITES = "time_between_sites" + SCHEDULING = "scheduling" + DEPLOYMENT_MONTHS = "deployment_months" + DEPLOYMENT_YEARS = "deployment_years" + WEATHER_ENVS = "weather_envelopes" + PRECIP = "precipitation" + TEMP = "temperature" + WIND = "wind" + IS_FOLLOW_UP = "is_follow_up" + FOLLOW_UP = "follow_up" + PREFERRED_METHOD = "preferred_method" + DELAY = "delay" + INSTANT_THRESHOLD = "instant_threshold" + INTERACTION_PRIORITY = "interaction_priority" + PROPORTION = "proportion" + REDUNDANCY_FILTER = "redundancy_filter" + SORT_BY_RATE = "sort_by_rate" + THRESHOLD = "threshold" + DEPLOY_SITE = "site_deployment" + ROLLING_AVRG = "rolling_average" + SMALL_WINDOW = "small_window" + LARGE_WINDOW = "large_window" + SMALL_WINDOW_THRESHOLD = "small_window_threshold" + LARGE_WINDOW_THRESHOLD = "large_window_threshold" + + +@dataclass +class Output_Params: + PROGRAM_OUTPUTS = "Program Outputs" + KEEP_ALL_PROGRAM_OUTPUTS = "Keep All Program Outputs" + PROGRAM_EMISSIONS = "Program Emissions" + PROGRAM_TIMESERIES = "Program Timeseries" + SUMMARY_OUTPUTS = "Summary Outputs" + SUMMARY_VISUALIZATION_SETTINGS = "Summary Visualization Settings" + PROGRAM_VISUALIZATIONS = "Program Visualizations" + SINGLE_PROGRAM_TIMESERIES = "Single Program Timeseries" + SUMMARY_FILES = "Summary Files" + SUMMARY_VISUALIZATIONS = "Summary Visualizations" + TIMESERIES_SUMMARY = "Timeseries Summary" + EMISSIONS_SUMMARY = "Emissions Summary" + COST_SUMMARY = "Cost Summary" + SUMMARY_STATS = "Summary Stats" + AVERAGE_DAILY_EMISSIONS = 'Average "True" Daily Emissions (Kg Methane)' + AVERAGE_MITIGABLE_DAILY_EMISSIONS = 'Average "True" Mitigable Daily Emissions (Kg Methane)' + AVERAGE_NON_MITIGABLE_DAILY_EMISSIONS = ( + 'Average "True" Non-Mitigable Daily Emissions (Kg Methane)' + ) + PERCENTILE_95_DAILY_EMISSIONS = '95th Percentile "True" Daily Emissions (Kg Methane)' + PERCENTILE_95_MITIGABLE_DAILY_EMISSIONS = ( + '95th Percentile "True" Mitigable Daily Emissions (Kg Methane)' + ) + PERCENTILE_95_NON_MITIGABLE_DAILY_EMISSIONS = ( + '95th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)' + ) + PERCENTILE_5_DAILY_EMISSIONS = '5th Percentile "True" Daily Emissions (Kg Methane)' + PERCENTILE_5_MITIGABLE_DAILY_EMISSIONS = ( + '5th Percentile "True" Mitigable Daily Emissions (Kg Methane)' + ) + PERCENTILE_5_NON_MITIGABLE_DAILY_EMISSIONS = ( + '5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)' + ) + AVERAGE_DAILY_COST = "Average Daily Cost ($)" + TOTAL_COST = "Total Cost ($)" + PERCENTILE_95_DAILY_COST = "95th Percentile Daily Cost ($)" + PERCENTILE_5_DAILY_COST = "5th Percentile Daily Cost ($)" + EMISSIONS_SUMMARY_TOT_MITIGATION = 'Total "True" Mitigated Emissions (Kg Methane)' + EMISSIONS_SUMMARY_TOTAL_TRUE = 'Total "True" Emissions (Kg Methane)' + EMISSIONS_SUMMARY_TOTAL_ESTIMATED = 'Total "Estimated" Emissions (Kg Methane)' + EMISSIONS_SUMMARY_TOTAL_MITIGABLE = 'Total "True" Mitigable Emissions (Kg Methane)' + EMISSIONS_SUMMARY_TOTAL_NON_MITIGABLE = 'Total "True" Non-Mitigable Emissions (Kg Methane)' + EMISSIONS_SUMMARY_AVERAGE_RATE = 'Average "True" Emissions Rate (g/s)' + EMISSIONS_SUMMARY_PERCENTILE_95_RATE = '95th Percentile "True" Emissions Rate (g/s)' + EMISSIONS_SUMMARY_PERCENTILE_5_RATE = '5th Percentile "True" Emissions Rate (g/s)' + EMISSIONS_SUMMARY_AVERAGE_AMOUNT = 'Average "True" Emissions Amount (Kg Methane)' + EMISSIONS_SUMMARY_PERCENTILE_95_AMOUNT = '95th Percentile "True" Emissions Amount (Kg Methane)' + EMISSIONS_SUMMARY_PERCENTILE_5_AMOUNT = '5th Percentile "True" Emissions Amount (Kg Methane)' + SHOW_MARKERS = "Show Markers" diff --git a/LDAR_Sim/src/constants/sensitivity_analysis_constants.py b/LDAR_Sim/src/constants/sensitivity_analysis_constants.py new file mode 100644 index 000000000..0abbfcc8f --- /dev/null +++ b/LDAR_Sim/src/constants/sensitivity_analysis_constants.py @@ -0,0 +1,170 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: sensitivity_analysis_constants.py +Purpose: To contain constants that are used for sensitivity analysis logic. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass +from constants import param_default_const, output_file_constants + + +@dataclass +class SensitivityParameterParsingConstants: + MISSING_SENS_FILE = "Sensitivity info file not found" + FILE_READ_ERROR = "Error reading sensitivity info file: {filepath}" + + +@dataclass +class ParameterParsingConstants: + KEY_NOT_FOUND = "Attribute {key} not found" + TYPE_MISMATCH = "Type mismatch for attribute {key}" + + +@dataclass +class ParameterVariationConstants: + METHOD_RENAMING_STR = "{method_name}_{i}" + PROGRAM_RENAMING_STR = "{program_name}_{i}" + + +@dataclass +class ValidParametersForSensitivityAnalysis: + VIRTUAL_WORLD = [ + param_default_const.Virtual_World_Params.WEATHER_FILE, + param_default_const.Virtual_World_Params.CONSIDER_WEATHER, + param_default_const.Virtual_World_Params.SITE_TYPE, + param_default_const.Virtual_World_Params.SITE, + param_default_const.Virtual_World_Params.EQUIP, + param_default_const.Virtual_World_Params.SOURCE, + param_default_const.Virtual_World_Params.REPAIR_COST, + param_default_const.Virtual_World_Params.REPAIR_DELAY, + param_default_const.Virtual_World_Params.EMIS_FILE, + param_default_const.Virtual_World_Params.ERS, + param_default_const.Virtual_World_Params.PR, + param_default_const.Virtual_World_Params.MAX_RATE, + param_default_const.Virtual_World_Params.DURATION, + param_default_const.Virtual_World_Params.MULTI_EMIS, + ] + PROGRAMS = [ + param_default_const.Program_Params.TCO2E, + param_default_const.Program_Params.GWP, + param_default_const.Program_Params.NATGAS, + param_default_const.Program_Params.VERIFICATION, + ] + METHODS = [ + param_default_const.Method_Params.SENSOR, + param_default_const.Method_Params.COVERAGE, + param_default_const.Method_Params.COST, + param_default_const.Method_Params.N_CREWS, + param_default_const.Method_Params.CONSIDER_DAYLIGHT, + param_default_const.Method_Params.RS, + param_default_const.Method_Params.TIME, + param_default_const.Method_Params.MAX_WORKDAY, + param_default_const.Method_Params.SCHEDULING, + param_default_const.Method_Params.T_BW_SITES, + param_default_const.Method_Params.WEATHER_ENVS, + param_default_const.Method_Params.FOLLOW_UP, + ] + + +class SensitivityAnalysisMapping: + SENS_PARAM_LEVEL = "Sensitivity Parameter Level" + SENS_SET_COUNT = "Sensitivity Sets Provided" + METHOD_NAME = "Method Name" + Method_SENS_PARAMS = "Method Sensitivity Parameters" + PROGRAM_NAME = "Program Name" + PROGRAM_SENS_PARAMS = "Program Sensitivity Parameters" + SENS_SETS = "Sensitivity Sets" + PARAM_VARIATIONS = "parameter_variations" + PARAM_LEVEL = "parameter_level" + NUM_SENS_SETS = "number_of_sensitivity_sets" + SENS_SUMMARY_INFO = "Sensitivity Summary Outputs Information" + SENS_PARAM_MAPPING = { + SENS_PARAM_LEVEL: PARAM_LEVEL, + SENS_SET_COUNT: NUM_SENS_SETS, + SENS_SETS: PARAM_VARIATIONS, + SENS_SUMMARY_INFO: SENS_SUMMARY_INFO, + } + + +class SensitivityAnalysisOutputs: + SENSITIVITY_TRUE_VS_ESTIMATED = "true_estimated_emissions_sensitivity_comparison" + SENSITIVITY_TRUE_VS_ESTIMATED_PD = ( + "true_estimated_emissions_percent_difference_sensitivity_comparison" + ) + SENSITIVITY_TRUE_VS_ESTIMATED_VIOLIN = "true_estimated_emissions_violin_sensitivity_comparison" + SENSITIVITY_VARIATIONS_MAPPING = "sensitivity_variations_mapping" + SENSITIVITY_TRUE_VS_ESTIMATED_CIS = ( + "true_estimated_emissions_sensitivity_comparison_confidence_intervals" + ) + + class TrueEstimatedEmisionsSens: + FILE_NAME = "true_estimated_emissions_sensitivity_comparison" + SENSITIVITY_SET = "Sensitivity Set" + SIMULATION = "Simulation" + YEAR = "Year" + TRUE_EMISSIONS = "True Emissions" + ESTIMATED_EMISSIONS = "Estimated Emissions" + PERCENT_DIFFERENCE = "Percent Difference" + COLUMNS = [ + SENSITIVITY_SET, + SIMULATION, + YEAR, + TRUE_EMISSIONS, + ESTIMATED_EMISSIONS, + ] + DATA_SOURCE_MAPPING = { + SIMULATION: output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.SIM, + } + YEARLY_EMIS_MATCH_REGEX = r"^Year \d+ .* Emissions \(Kg Methane\)$" + YEAR_EXTRACTION_REGEX = r"^Year (\d+).*" + + class TrueEstimatedEmissionsPercentDiffSensPlot: + BIN_RANGE = (0, 200) + X_LABEL = 'Percent Difference between "Estimated" and "True" Emissions' + Y_LABEL = "Relative Frequency (%)" + BIN_WIDTH = 10.0 + LEGEND_TITLE = "Sensitivity Set" + + class TrueEstimatedEmissionsViolinSensPlot: + TRUE_EMISSIONS_LABEL = "T" + ESTIMATED_EMISSIONS_LABEL = "E" + X_LABEL = "Sensitivity Set" + Y_LABEL = "Annual Emissions (Kg Methane) at all sites" + TRUE_EMIS_LABEL = '"True" Emissions' + ESTIMATED_EMIS_LABEL = '"Estimated" Emissions' + + class SensitivityVariationsMapping: + FIXED_COLUMN_NAMES = ["Sensitivity Set"] + FLEXIBLE_COLUMNS_NAMES = ["Parameter_{x}", "Value_{x}"] + + class SensitivityTrueVsEstimatedCIs: + def __init__(self, upper_ci, lower_ci): + self.lower_ci = self.LOWER_CI.format(ci=lower_ci) + self.upper_ci = self.UPPER_CI.format(ci=upper_ci) + + UPPER_CI_ACCESSOR = "upper_confidence_interval" + LOWER_CI_ACCESSOR = "lower_confidence_interval" + SENSITIVITY_SET = "Sensitivity Set" + LOWER_CI = "{ci}th Percentile Percent Difference between True and Estimated Emissions" + UPPER_CI = "{ci}th Percentile Percent Difference between True and Estimated Emissions" + CONFIDENCE_INTERVAL = "Confidence Interval" + DEFAULT_UPPER_CI = 97.5 + DEFAULT_LOWER_CI = 2.5 + + @property + def COLUMNS(self): + return [self.SENSITIVITY_SET, self.lower_ci, self.upper_ci] diff --git a/LDAR_Sim/src/constants/sensor_constants.py b/LDAR_Sim/src/constants/sensor_constants.py new file mode 100644 index 000000000..d04b8a593 --- /dev/null +++ b/LDAR_Sim/src/constants/sensor_constants.py @@ -0,0 +1,27 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: sensor_constants.py +Purpose: Holds constants used in the sensors module and submodules + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from enum import Enum + + +class QuantificationTypes(Enum): + DEFAULT = "default" + UNIFORM = "uniform" + SAMPLING = "sample" diff --git a/LDAR_Sim/src/default_parameters/g_default.yml b/LDAR_Sim/src/default_parameters/g_default.yml deleted file mode 100644 index bdba664cd..000000000 --- a/LDAR_Sim/src/default_parameters/g_default.yml +++ /dev/null @@ -1,16 +0,0 @@ -version: '2.0' -parameter_level: 'global' -input_directory: './inputs' -output_directory: './outputs' -n_processes: '_placeholder_int_' -n_simulations: 2 -write_data: True -make_plots: True -print_from_simulations: True -programs: [] -start_date: [2017, 1, 1] -end_date: [2021, 12, 31] -reference_program: P_OGI -baseline_program: P_none -pregenerate_leaks: True -preseed_random: False diff --git a/LDAR_Sim/src/default_parameters/m_default.yml b/LDAR_Sim/src/default_parameters/m_default.yml deleted file mode 100644 index df8ed6595..000000000 --- a/LDAR_Sim/src/default_parameters/m_default.yml +++ /dev/null @@ -1,51 +0,0 @@ -consider_daylight: False -cost: - per_day: 0 - per_hour: 0 - per_site: 0 - upfront: 0 -coverage: - spatial: 1.0 - temporal: 1.0 -deployment_type: '_placeholder_str_' -follow_up: - delay: 0 - instant_threshold: '_placeholder_float_' - instant_threshold_type: 'absolute' - interaction_priority: 'threshold' - min_followups: ['_placeholder_float_'] - min_followup_type: 'annual' - min_followup_days_to_end: 0 - proportion: 1.0 - redundancy_filter: 'recent' - threshold: 0.0 - threshold_type: 'absolute' -is_follow_up: False -label: '_placeholder_str_' -max_workday: 8 -measurement_scale: '_placeholder_str_' -n_crews: '_placeholder_int_' -parameter_level: 'method' -reporting_delay: 2 -scheduling: - deployment_months: ['_placeholder_int_'] - deployment_years: ['_placeholder_int_'] - LDAR_crew_init_location: [-114.062, 51.044] - home_bases_files: 'Airport_AB_Coordinates.csv' - route_planning: False - travel_speeds: ['_placeholder_int_'] -sensor: - type: default - QE: 0.0 - MDL: [0.01] - mod_loc: '_placeholder_str_' -t_bw_sites: - file: '_placeholder_str_' - vals: [30] -weather_envs: - precip: [0.0, 0.5] - temp: [-40.0, 40.0] - wind: [0.0, 10.0] -version: '2.0' -RS: '_placeholder_int_' -time: '_placeholder_int_' \ No newline at end of file diff --git a/LDAR_Sim/src/default_parameters/m_default_mobile.yml b/LDAR_Sim/src/default_parameters/m_default_mobile.yml new file mode 100644 index 000000000..c1448f701 --- /dev/null +++ b/LDAR_Sim/src/default_parameters/m_default_mobile.yml @@ -0,0 +1,45 @@ +parameter_level: "methods" +version: "4.0" +method_name: "_placeholder_str_" +measurement_scale: "_placeholder_str_" # site/equipment/component +deployment_type: mobile # mobile +sensor: + type: default # default/OGI_camera_zim(see User manual for MDL values)/OGI_camera_rk + quantification_error: + quantification_parameters: [0.0, 0.0] # default and uniform types support [lower_95%_CI, upper_95%_CI], + # sample supports [filename, column_name] + quantification_type: "default" # default (normal)/uniform/sample + minimum_detection_limit: [0.01] +coverage: + spatial: 1.0 # 0.0 to 1.0 + temporal: 1.0 # 0.0 to 1.0 +cost: + per_day: 0.0 + per_site: 0.0 # MOBILE ONLY + upfront: 0.0 +crew_count: 0 # whole numbers - MOBILE ONLY +consider_daylight: False +surveys_per_year: "_placeholder_int_" # days - MOBILE ONLY +survey_time: "_placeholder_int_" # minutes - MOBILE ONLY +max_workday: 8 # 1 to 23 - MOBILE ONLY +reporting_delay: 2 # days +time_between_sites: + file: "_placeholder_str_" # MOBILE ONLY + values: [30.0] # minutes - MOBILE ONLY +scheduling: + deployment_months: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + deployment_years: ["_placeholder_int_"] +weather_envelopes: + precipitation: [0.0, 0.5] + temperature: [-40.0, 40.0] + wind: [0.0, 10.0] +is_follow_up: False # True/False +follow_up: + preferred_method: "_placeholder_str_" + delay: 0 # days + instant_threshold: "_placeholder_float_" # g/s + interaction_priority: "threshold" # threshold/proportion + proportion: 1.0 # 0 to 1.0 + redundancy_filter: "recent" # recent/max/average - MOBILE ONLY + sort_by_rate: True # True/False + threshold: 0.0 # g/s - MOBILE ONLY \ No newline at end of file diff --git a/LDAR_Sim/src/default_parameters/m_default_stationary.yml b/LDAR_Sim/src/default_parameters/m_default_stationary.yml new file mode 100644 index 000000000..e01aa68f7 --- /dev/null +++ b/LDAR_Sim/src/default_parameters/m_default_stationary.yml @@ -0,0 +1,39 @@ +parameter_level: "methods" +version: "4.0" +method_name: "_placeholder_str_" +measurement_scale: "_placeholder_str_" # site/equipment/component +deployment_type: stationary #stationary +sensor: + type: default # default/OGI_camera_zim(see User manual for MDL values)/OGI_camera_rk + quantification_error: + quantification_parameters: [0.0, 0.0] # default and uniform types support [lower_95%_CI, upper_95%_CI] + quantification_type: "default" # default (normal)/uniform + minimum_detection_limit: [0.01] +coverage: + spatial: 1.0 # 0.0 to 1.0 + temporal: 1.0 # 0.0 to 1.0 +cost: + per_day: 0.0 + upfront: 0.0 +consider_daylight: False +reporting_delay: 2 # days +scheduling: + deployment_months: [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + deployment_years: ["_placeholder_int_"] +weather_envelopes: + precipitation: [0.0, 0.5] + temperature: [-40.0, 40.0] + wind: [0.0, 10.0] +is_follow_up: False # True/False +follow_up: + preferred_method: "_placeholder_str_" + delay: 0 # days + instant_threshold: "_placeholder_float_" # g/s + interaction_priority: "threshold" # threshold/proportion + proportion: 1.0 # 0 to 1.0 + sort_by_rate: True # True/False +rolling_average: + small_window: 7 # days - STATIONARY ONLY + large_window: 30 # days - STATIONARY ONLY + small_window_threshold: 0.0 # g/s - STATIONARY ONLY + large_window_threshold: "_placeholder_float_" # g/s - STATIONARY ONLY \ No newline at end of file diff --git a/LDAR_Sim/src/default_parameters/outputs_default.yml b/LDAR_Sim/src/default_parameters/outputs_default.yml new file mode 100644 index 000000000..6a9d11ac3 --- /dev/null +++ b/LDAR_Sim/src/default_parameters/outputs_default.yml @@ -0,0 +1,51 @@ +parameter_level: "outputs" +version: "4.0" +Program Outputs: + Keep All Program Outputs: false + Program Emissions: true + Program Timeseries: true +Program Visualizations: + Single Program Timeseries: true +Summary Outputs: + Summary Files: + Timeseries Summary: true + Emissions Summary: true + Cost Summary: true + Summary Stats: + Timeseries Summary: + Average "True" Daily Emissions (Kg Methane): true + Average "True" Mitigable Daily Emissions (Kg Methane): true + Average "True" Non-Mitigable Daily Emissions (Kg Methane): true + 95th Percentile "True" Daily Emissions (Kg Methane): true + 95th Percentile "True" Mitigable Daily Emissions (Kg Methane): true + 95th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane): true + 5th Percentile "True" Daily Emissions (Kg Methane): true + 5th Percentile "True" Mitigable Daily Emissions (Kg Methane): true + 5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane): true + Average Daily Cost ($): true + Total Cost ($): true + 95th Percentile Daily Cost ($): true + 5th Percentile Daily Cost ($): true + Emissions Summary: + Total "True" Mitigated Emissions (Kg Methane): true + Total "True" Emissions (Kg Methane): true + Total "Estimated" Emissions (Kg Methane): true + Total "True" Mitigable Emissions (Kg Methane): true + Total "True" Non-Mitigable Emissions (Kg Methane): true + Average "True" Emissions Rate (g/s): true + 95th Percentile "True" Emissions Rate (g/s): true + 5th Percentile "True" Emissions Rate (g/s): true + Average "True" Emissions Amount (Kg Methane): true + 95th Percentile "True" Emissions Amount (Kg Methane): true + 5th Percentile "True" Emissions Amount (Kg Methane): true +Summary Visualizations: + True_vs_Estimated_Emissions_percent_differences: true + True_vs_Estimated_Emissions_relative_differences: true + True_and_Estimated_Paired_Emissions_Distribution: true + True and Estimated Emissions Probit: true + Program Mitigation Comparison: true + Program Cost Value Comparison: true + Cost to Mitigation Ratios: true +Summary Visualization Settings: + True and Estimated Emissions Probit: + Show Markers: true diff --git a/LDAR_Sim/src/default_parameters/p_default.yml b/LDAR_Sim/src/default_parameters/p_default.yml index d945f87aa..98bcbee76 100644 --- a/LDAR_Sim/src/default_parameters/p_default.yml +++ b/LDAR_Sim/src/default_parameters/p_default.yml @@ -1,33 +1,10 @@ -version: '2.0' -parameter_level: 'program' -methods: {} +version: "4.0" +parameter_level: "programs" +program_name: "default" method_labels: [] -program_name: 'default' -weather_file: 'weather_alberta.nc' -weather_is_hourly: True -infrastructure_file: 'facilities_alberta.csv' -site_samples: 100 -subtype_times_file: "_placeholder_str_" -consider_weather: False -repair_delay: 14 -emissions: - consider_venting: False - leak_dist_params: [-2.776, 1.462] - leak_dist_type: 'lognorm' - leak_file: "_placeholder_str_" - leak_file_use: 'sample' - LPR: 0.0065 - max_leak_rate: 100000.0 - subtype_leak_dist_file: "_placeholder_str_" - units: ['kilogram', 'hour'] - vent_file: 'site_rates.csv' -NRd: 365 economics: - carbon_price_tonnesCO2e: 40.0 - cost_CCUS: 20.0 - GWP_CH4: 28.0 - sale_price_natgas: 3.0 - repair_costs: - vals: [200] - file: "_placeholder_str_" - verification_cost: 0 + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based \ No newline at end of file diff --git a/LDAR_Sim/src/default_parameters/simulation_settings_default.yml b/LDAR_Sim/src/default_parameters/simulation_settings_default.yml new file mode 100644 index 000000000..c6df2477a --- /dev/null +++ b/LDAR_Sim/src/default_parameters/simulation_settings_default.yml @@ -0,0 +1,8 @@ +parameter_level: "simulation_settings" +version: "4.0" +input_directory: "./inputs" +output_directory: "./outputs" +baseline_program: P_none +processes_count: 6 # Recommend: 6 +simulation_count: 2 +preseed_random: False # True/False diff --git a/LDAR_Sim/src/default_parameters/virtual_world_default.yml b/LDAR_Sim/src/default_parameters/virtual_world_default.yml new file mode 100644 index 000000000..43715fb9b --- /dev/null +++ b/LDAR_Sim/src/default_parameters/virtual_world_default.yml @@ -0,0 +1,35 @@ +parameter_level: "virtual_world" +version: "4.0" +start_date: [2023, 1, 1] # Start date of the simulation. +# CAUTION: A start date not on January 1st of a given year may cause error with the calculation of annual summary statistics. +end_date: [2027, 12, 31] # End date of the simulation. +# CAUTION: An end date not on December 31st of a given year may cause error with the calculation of annual summary statistics. +infrastructure: + sites_file: "_placeholder_str_" #Infrastructure file defining sites + site_type_file: "_placeholder_str_" # Infrastructure file defining site types + equipment_group_file: "_placeholder_str_" #Infrastructure file defining equipment groups at sites + sources_file: "_placeholder_str_" #Infrastructure file defining emissions sources at equipment +site_samples: "_placeholder_int_" +consider_weather: False # True/False +weather_file: "_placeholder_str_" +repairs: + cost: + values: [200.0] + file: "_placeholder_str_" + delay: + file: "_placeholder_str_" # The file containing sample repair delays, if it exists + values: [14.0] # Can either be a single number, a list of numbers (for example [1,2,3]) + # or the name of a column in the repair delays file to sample from +emissions: + emissions_file: "_placeholder_str_" # File containing sample emissions rates or emissions distributions. + Pre-Simulation Emissions: True # True/False of whether to simulate emissions before the start date of the simulation + repairable_emissions: + emissions_production_rate: "_placeholder_float_" # The production rate of repairable emissions + emissions_rate_source: "_placeholder_str_" # The name of a column in the emissions file + duration: 365 # Natural repair delay of repairable emissions + multiple_emissions_per_source: True # True/False of whether repairable emission source can produce multiple emissions + non_repairable_emissions: + emissions_production_rate: "_placeholder_float_" # The production rate of non-repairable emissions + emissions_rate_source: "_placeholder_str_" # The name of a column in the emissions file + duration: 365 # Natural repair delay of non-repairable emissions + multiple_emissions_per_source: True # True/False of whether non-repairable emission source can produce multiple emissions \ No newline at end of file diff --git a/LDAR_Sim/src/methods/__init__.py b/LDAR_Sim/src/dev_tools/__init__.py similarity index 100% rename from LDAR_Sim/src/methods/__init__.py rename to LDAR_Sim/src/dev_tools/__init__.py diff --git a/LDAR_Sim/src/dev_tools/benchmarking_parser.py b/LDAR_Sim/src/dev_tools/benchmarking_parser.py new file mode 100644 index 000000000..a56b263a1 --- /dev/null +++ b/LDAR_Sim/src/dev_tools/benchmarking_parser.py @@ -0,0 +1,37 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: benchmarking_parser.py +# Purpose: Parser for benchmarking results +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# ------------------------------------------------------------------------------ +import pstats +import sys +import os + +benchmark_res_path = "Benchmarking" + +file_list = os.listdir(benchmark_res_path) +FILE_NAME = "benchmark1_results" + + +for filename in file_list: + if filename == FILE_NAME: + with open(benchmark_res_path + "/" + filename + ".txt", "w") as file: + old_stdout = sys.stdout + sys.stdout = file + pstats.Stats(benchmark_res_path + "/" + filename).strip_dirs().sort_stats( + "cumulative" + ).print_stats() + sys.stdout = old_stdout diff --git a/LDAR_Sim/src/dev_tools/benchmarking_wrapper.py b/LDAR_Sim/src/dev_tools/benchmarking_wrapper.py new file mode 100644 index 000000000..2b5a570e4 --- /dev/null +++ b/LDAR_Sim/src/dev_tools/benchmarking_wrapper.py @@ -0,0 +1,34 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: benchmarking_wrapper.py +# Purpose: Wrapper to run ldar-sim with benchmarking + + +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. +# You should have received a copy of the MIT License +# along with this program. If not, see . + +# ------------------------------------------------------------------------------ + +import cProfile +import sys +import os + +sys.path.insert(0, os.path.abspath(os.path.join(os.path.dirname(__file__), ".."))) + +from ldar_sim_run import run_ldar_sim # noqa: E402, F401 + + +if __name__ == "__main__": + cProfile.run( + "run_ldar_sim()", + "../Benchmarking/benchmark1_results", + "cumulative", + ) diff --git a/LDAR_Sim/src/dev_tools/profiling_tools.py b/LDAR_Sim/src/dev_tools/profiling_tools.py new file mode 100644 index 000000000..2b75d54dd --- /dev/null +++ b/LDAR_Sim/src/dev_tools/profiling_tools.py @@ -0,0 +1,46 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: profiling_tools.py +# Purpose: Methods to wrap LDAR-Sim methods in order to profile their runtime + + +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. +# You should have received a copy of the MIT License +# along with this program. If not, see . + +# ------------------------------------------------------------------------------ + +from contextlib import contextmanager +import cProfile +import pstats + + +# HOW TO USE: +# 1. Import the profile_function method from this file +# into the file with the method you want to profile +# 2. Wrap the method you want to profile in a with statement +# using the profile_function method +# Example: with profile_function(): +# +# The easiest way to do this is replace calls to the method +# with calls to a wrapper method that calls the method +# 3. Run LDAR-SIm as you normally would +# 4. The profile results will be saved to the Benchmarking folder + + +@contextmanager +def profile_function(filename: str = "Benchmarking/test_results"): + pr = cProfile.Profile() + pr.enable() + yield + pr.disable() + with open("../Benchmarking/" + filename + ".txt", "w") as f: + ps = pstats.Stats(pr, stream=f) + ps.strip_dirs().sort_stats("cumulative").print_stats() diff --git a/LDAR_Sim/src/economics/cost_mitigation.py b/LDAR_Sim/src/economics/cost_mitigation.py deleted file mode 100644 index 53917b16e..000000000 --- a/LDAR_Sim/src/economics/cost_mitigation.py +++ /dev/null @@ -1,186 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: economics.cost_mitigation -# Purpose: Creates outputs across multiple programs and simulations -# -# Copyright (C) 2018-2021 -# Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import matplotlib.pyplot as plt -import numpy as np -import pandas as pd - - -def cost_mitigation(simulation_dfs, ref_program, base_program, - output_directory): - """This function takes the simulation dataframes and economics - default program parameters as inputs. It calculates the cost - of each LDAR program and breaks each down into individual - method costs before averaging the costs annually per site. - It also calculates the amount of gas each program mitigates - below the baseline program (no LDAR) and determines the value - of captured gas if sold. Using this value and the costs, the - function calculates a cost/mitigation ratio. Outputs are two - figures: one for the costs/method/site and the other plots - the cost/mitigation ratios of each program. Two csv files - are also output into the file directory. - """ - - # Get simulation dataframes and put them in a dictionary, convert to df. - economics_outputs = [{ - 'program_name': df['program_name'], - 'total_program_emissions_kg': - df['timeseries']['daily_emissions_kg'].sum(), - 'sale_price_natgas': df['p_params']['economics']['sale_price_natgas'], - 'GWP_CH4': df['p_params']['economics']['GWP_CH4'], - 'carbon_price_tonnesCO2e': - df['p_params']['economics']['carbon_price_tonnesCO2e'], - 'cost_CCUS': df['p_params']['economics']['cost_CCUS'], - 'total_program_cost': df['timeseries']['total_daily_cost'].sum() - } for df in simulation_dfs] - - economics_outputs_df = pd.DataFrame(economics_outputs) - - # Calculate the mean emissions and costs accross all sims, convert units. - economics_df = economics_outputs_df.groupby(by='program_name').mean() - - economics_df['total_emissions_mcf'] = ( - ((economics_df['total_program_emissions_kg'] - / 0.678) * 35.3147) / 1000) - - economics_df['simulation_avg_emissions_tonnesCO2e'] = ( - (economics_df['total_program_emissions_kg'] / 1000) * - economics_df['GWP_CH4']) - - # Find the simulation average emissions from the baseline program. - # This should be 'P_none' (No LDAR) but the user may want to use a - # different program for the baseline. - # Subtract from programs. - try: - P_base_value = economics_df.loc[base_program, 'total_emissions_mcf'] - - economics_df['difference_base_mcf'] = ( - economics_df['total_emissions_mcf'] - P_base_value) - - # Take difference in emissions and multiply by sale price of natural gas. - # Filter out results that don't achieve reductions over baseline. - - economics_df['value_gas_sold'] = economics_df[ - 'difference_base_mcf'] * economics_df['sale_price_natgas'] * -1 - - economics_df.loc[(economics_df.value_gas_sold <= 0), 'value_gas_sold'] = 0 - - # Find difference from baseline (no LDAR) in tonnes CO2e. - # Use value for cost/mitigation ratio. - # Need to verify that alt-program(s) achieve reductions over baseline. - def converter(difference_base_mcf, GWP_CH4): - if difference_base_mcf <= 0: - temp = ((((abs( - difference_base_mcf - * 1000) / 35.3147) * 0.678) / 1000) * GWP_CH4) - else: - temp = 0 - return temp - - economics_df['dif_base_tonnesCO2e'] = economics_df.apply( - lambda row: converter( - row['difference_base_mcf'], row['GWP_CH4']), axis=1) - - economics_df['cost_mitigation_ratio'] = np.divide( - economics_df['total_program_cost'], - economics_df['dif_base_tonnesCO2e'], - out=np.zeros_like( - economics_df['total_program_cost']), - where=economics_df['dif_base_tonnesCO2e'] != 0) - - # Reset index of df and set up program list and x ticks for plotting. - economics_df.reset_index(inplace=True) - programs = economics_df['program_name'] - x = np.arange(len(programs)) - - # Plot up the cost mitigation ratios for each program and comparables. - plt.xticks(x, programs) - plt.scatter(x, economics_df['cost_mitigation_ratio'], marker='o', - c=np.random.rand(len(x)), s=100), - plt.axhline(y=economics_df['carbon_price_tonnesCO2e'][1], - color="darkgreen", linestyle='dashed', label="Carbon Price"), - plt.axhline(y=economics_df['cost_CCUS'][1], color='blue', - linestyle='dotted', label='Cost CCUS (Pure Stream)'), - plt.ylabel("$/tonne CO2e"), - plt.xlabel("Program"), - plt.title("Comparing LDAR Program Cost Mitigation Ratios"), - plt.legend(), - plt.savefig(output_directory / 'cost_mitigation_plot.png') - - # Set up number of sites and timesteps for cost/method/site plot. - n_sites = len(simulation_dfs[0]['sites']) - timesteps = len(simulation_dfs[0]['timeseries']) - - # Get costs from other df's into new df. - df1 = pd.DataFrame(df['timeseries'].filter(regex='cost$', axis=1).sum() - for df in simulation_dfs) - df1['program_name'] = [df['program_name'] for df in simulation_dfs] - cost_df = df1.groupby(by='program_name').mean() - cost_df.reset_index(inplace=True) - cost_method_df = cost_df.drop(columns='total_daily_cost') - cost_method_df['value_gas_sold'] = economics_df['value_gas_sold'] * -1 - - # Average costs into per method per site per year. - # Get adjusted program cost (costs - value gas sold). - def cost_site_year(x): - return (((x / n_sites) / timesteps) * 365) - - for column in cost_method_df.columns: - if column != 'program_name': - cost_method_df[column] = cost_method_df[column].map(cost_site_year) - - cost_method_df['adjusted_program_cost'] = cost_method_df.sum(axis=1) - - # Reconfigure df columns to have verification cost first. - # Allows it to be at the bottom of the bar plot. - second_column = cost_method_df.pop('verification_cost') - cost_method_df.insert(1, 'verification_cost', second_column) - cost_method_site_year_thousand = cost_method_df.set_index( - 'program_name') / 1000 - # converting to thousands for plotting - - # Plot up the cost/method/site/year cost for each program. - cost_method_site_year_thousand.loc[ - :, 'verification_cost':'value_gas_sold'].plot.bar(stacked=True) - plt.scatter( - programs, cost_method_site_year_thousand['adjusted_program_cost'], - marker='o', - color='black', zorder=2, - label='costs - gas sold') - plt.xticks(rotation=0) - plt.axhline(y=0, color="black", linestyle='solid') - plt.ylabel("Cost/Benefit (Thousand $/site/year)") - plt.xlabel("Program") - plt.title("Costs and Benefits of LDAR Programs") - plt.legend() - plt.savefig(output_directory / 'cost_method_plot.png') - - # Output dataframes into csv's. - economics_df.to_csv(output_directory / 'economics_outputs.csv', index=True) - - cost_method_site_year_thousand.to_csv( - output_directory / 'annual_cost_method_site.csv', index=True) - - except Exception: - print("No base program, cannot run economics.") - - return economics_df diff --git a/LDAR_Sim/src/methods/deployment/__init__.py b/LDAR_Sim/src/file_processing/__init__.py similarity index 100% rename from LDAR_Sim/src/methods/deployment/__init__.py rename to LDAR_Sim/src/file_processing/__init__.py diff --git a/LDAR_Sim/src/methods/sensors/__init__.py b/LDAR_Sim/src/file_processing/input_processing/__init__.py similarity index 100% rename from LDAR_Sim/src/methods/sensors/__init__.py rename to LDAR_Sim/src/file_processing/input_processing/__init__.py diff --git a/LDAR_Sim/src/file_processing/input_processing/emissions_source_processing.py b/LDAR_Sim/src/file_processing/input_processing/emissions_source_processing.py new file mode 100644 index 000000000..0211bb02c --- /dev/null +++ b/LDAR_Sim/src/file_processing/input_processing/emissions_source_processing.py @@ -0,0 +1,297 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: emissions_source_processing +Purpose: Module for processing User defined emissions sources + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import logging +import sys +from pandas import DataFrame, read_csv, Series +from numpy.random import choice as random_sample +from scipy import stats +import json +from pathlib import WindowsPath +from dataclasses import dataclass +from numpy import exp as exponential + +from utils.unit_converter import gas_convert +from constants.error_messages import Input_Processing_Messages as ipm +from constants.file_processing_const import Emissions_Source_Processing_Const as esp +import constants.general_const as gc + + +# TODO add support for fitting a distribution to source data +@dataclass +class EmissionsSourceInfo: + data_use: str + dist_type: str + max_emission_rate: float + unit_amount: str + units_time: str + source: list[float] + + +class EmissionsSource: + def __init__(self, source_id: str): + self.source_identifier = source_id + + def unit_conversion( + self, for_conversion: float | list[float], unit_amount: str, unit_time: str + ) -> float: + # don't bother converting if units are already gram/second + if unit_amount == gc.Unit_Constants.GRAM and unit_time == gc.Unit_Constants.SECOND: + return for_conversion + if isinstance(for_conversion, float): + converted_val: float = gas_convert( + input_quantity=for_conversion, + input_metric=unit_amount, + input_increment=unit_time, + ) + return converted_val + elif isinstance(for_conversion, list): + converted_list: list[float] = [] + for val in for_conversion: + converted_val: float = gas_convert( + input_quantity=val, + input_metric=unit_amount, + input_increment=unit_time, + ) + converted_list.append(converted_val) + return converted_list + + def get_a_rate(self) -> float: + return 0.0 + + +class EmissionsSourceDist(EmissionsSource): + def __init__( + self, + source_id: str, + unit_amount: str, + unit_time: str, + dist_type: str, + dist_shape: float, + dist_scale: float, + max_emis_rate: float, + ): + super().__init__(source_id=source_id) + self._unit_amount: str = unit_amount + self._unit_time: str = unit_time + self._distribution: stats.rv_continuous = self.generate_distribution( + dist_type=dist_type, dist_shape=dist_shape, dist_scale=dist_scale + ) + self._max_emis_rate: float = max_emis_rate + + def get_a_rate(self) -> float: + unconverted_rate: float = self._distribution.rvs() + if unconverted_rate > self._max_emis_rate: + unconverted_rate = self._max_emis_rate + converted_rate: float = gas_convert( + input_quantity=unconverted_rate, + input_metric=self._unit_amount, + input_increment=self._unit_time, + ) + return converted_rate + + def generate_distribution( + self, dist_type: str, dist_shape: str, dist_scale: str + ) -> stats.rv_continuous: + scale: float = float(dist_scale) + if dist_type == gc.Dist_Constants.LOGNORM: + scale = exponential(scale) + dist_shape = dist_shape[0] + # Ensure all shape values are captured + shape: float | list[float] = json.loads(dist_shape) + if not isinstance(shape, list): + shape = [shape] + dist_type_obj = getattr(stats, dist_type) + distribution = dist_type_obj(*shape, 0, scale) + return distribution + + +class EmissionsSourceSample(EmissionsSource): + def __init__( + self, + source_id: str, + unit_amount: str, + unit_time: str, + samples: list[str], + max_emis_rate: float, + ): + super().__init__(source_id=source_id) + numerical_samples = [float(sample) for sample in samples] + self._samples = self.unit_conversion( + for_conversion=numerical_samples, + unit_amount=unit_amount, + unit_time=unit_time, + ) + self._max_emis_rate = self.unit_conversion( + for_conversion=max_emis_rate, unit_amount=unit_amount, unit_time=unit_time + ) + + def get_a_rate(self) -> float: + sample = random_sample(self._samples) + if sample > self._max_emis_rate: + sample = self._max_emis_rate + return sample + + +def read_in_emissions_sources_file( + inputs_path: WindowsPath, + virtual_world: dict, +) -> None | DataFrame: + """Get the location for the emissions sources file and read the file into a pandas DataFrame + + Args + + Returns + + """ + filename: str = virtual_world[esp.EMISSION][esp.EMISSION_FILE] + filepath: WindowsPath = inputs_path / filename + if filename is not None: + emissions_sources_file = read_csv(filepath) + return emissions_sources_file + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.MISSING_EMISSIONS_FILE_ERROR) + sys.exit() + + +def process_emission_sources( + inputs_path: WindowsPath, virtual_world: dict +) -> dict[str, EmissionsSource]: + # Try to read in Emissions Sources file + emissions_source_file = read_in_emissions_sources_file( + inputs_path=inputs_path, virtual_world=virtual_world + ) + # Read in the emissions sources file + processed_emissions_sources: dict[str, EmissionsSource] = process_emission_source_file( + emissions_source_file + ) + + return processed_emissions_sources + + +def process_emission_source_file(emis_sources: DataFrame) -> dict[str, EmissionsSource]: + """Process the given emissions sources DataFrame in order to + set up the correct emissions sources types. + + Emissions sources of the sample type will be set up as a list of sample values, + + Emissions sources of the fit type will be set up as a scipy distribution object, + + Emissions sources of the distribution type will be set up as a scipy distribution object. + + Args: + emiss_source (DataFrame): _description_ + + Returns: + dict[str, (List or scipy dist obj)]: _description_ + """ + processed_emissions_data: dict[str, EmissionsSource] = {} + for source_name in emis_sources.columns: + clean_source_name = source_name.strip() + emis_source_info: EmissionsSourceInfo = read_in_emis_source_col( + source_name, emis_sources[source_name] + ) + unit_amount: str = emis_source_info.unit_amount.strip() + unit_time: str = emis_source_info.units_time.strip() + if esp.DIST_REGEX.search(emis_source_info.data_use): + emis_source: EmissionsSource = EmissionsSourceDist( + source_id=clean_source_name, + unit_amount=unit_amount, + unit_time=unit_time, + dist_type=emis_source_info.dist_type, + dist_shape=emis_source_info.source[1:], + dist_scale=emis_source_info.source[0], + max_emis_rate=emis_source_info.max_emission_rate, + ) + elif esp.SAMPLE_REGEX.search(emis_source_info.data_use): + emis_source: EmissionsSource = EmissionsSourceSample( + source_id=clean_source_name, + unit_amount=unit_amount, + unit_time=unit_time, + samples=emis_source_info.source, + max_emis_rate=emis_source_info.max_emission_rate, + ) + else: + print(ipm.INVALID_EMISSIONS_SOURCE_ERROR.format(source_name=clean_source_name)) + + processed_emissions_data[clean_source_name] = emis_source + + return processed_emissions_data + + +def read_in_emis_source_col(column_name: str, emis_source_col: Series) -> EmissionsSourceInfo: + # col_vals: list[str] = emis_source_col.str.split(",") + try: + date_use: str = emis_source_col[0] + except Exception as e: + print( + ipm.INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR.format( + value=ipm.INVALID_EMISSIONS_VALUE["data"], source=column_name, exception=e + ) + ) + try: + dist_type: str = emis_source_col[1] + except Exception as e: + print( + ipm.INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR.format( + value=ipm.INVALID_EMISSIONS_VALUE["dist"], source=column_name, exception=e + ) + ) + try: + max_emis_rate: float = float(emis_source_col[2]) + except Exception as e: + print( + ipm.INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR.format( + value=ipm.INVALID_EMISSIONS_VALUE["max_emis"], source=column_name, exception=e + ) + ) + try: + unit_amount: str = emis_source_col[3] + except Exception as e: + print( + ipm.INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR.format( + value=ipm.INVALID_EMISSIONS_VALUE["unit_amt"], source=column_name, exception=e + ) + ) + try: + units_time: str = emis_source_col[4] + except Exception as e: + print( + ipm.INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR.format( + value=ipm.INVALID_EMISSIONS_VALUE["unit_time"], source=column_name, exception=e + ) + ) + try: + source: list[str] = Series(emis_source_col[5:]).dropna().tolist() + except Exception as e: + print( + ipm.INVALID_EMISSIONS_SOURCE_FILE_VALUE_ERROR.format( + value=ipm.INVALID_EMISSIONS_VALUE["source"], source=column_name, exception=e + ) + ) + return EmissionsSourceInfo( + data_use=date_use, + dist_type=dist_type, + max_emission_rate=max_emis_rate, + unit_amount=unit_amount, + units_time=units_time, + source=source, + ) diff --git a/LDAR_Sim/src/file_processing/input_processing/file_reader.py b/LDAR_Sim/src/file_processing/input_processing/file_reader.py new file mode 100644 index 000000000..85fe4980f --- /dev/null +++ b/LDAR_Sim/src/file_processing/input_processing/file_reader.py @@ -0,0 +1,146 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: file_reader +Purpose: Module for file reading + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +import json +import pickle +import yaml +import sys +import os +from pathlib import Path +from typing import Any +import logging +from constants.error_messages import Input_Processing_Messages as ipm +from constants.general_const import File_Extension_Constants as fc + + +def file_reader(input_file_path: Path) -> Any: + """ + Calls the proper file reader + """ + data = None + if not os.path.exists(input_file_path): + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.MISSING_FILE_PATH_ERROR.format(file_path=str(input_file_path))) + sys.exit() + try: + if input_file_path.suffix == fc.CSV: + data = csv_reader(input_file_path) + elif input_file_path.suffix == fc.JSON: + data = json_reader(input_file_path) + elif input_file_path.suffix == fc.PICKLE: + data = pickle_reader(input_file_path) + elif input_file_path.suffix == fc.YAML or input_file_path.suffix == fc.YML: + data = yaml_reader(input_file_path) + else: + raise FileNotFoundError + except FileNotFoundError as e: + print(ipm.MISSING_FILE_ERROR.format(file=e)) + logging.error(ipm.MISSING_FILE_ERROR.format(file=e)) + raise + # TODO: add better exception catching later + except Exception as e: + logging.error(ipm.GENERAL_FILE_READING_ERROR.format(file=e)) + print(ipm.GENERAL_FILE_READING_ERROR.format(file=e)) + raise + return data + + +def csv_reader(input_file_path: Path) -> pd.DataFrame: + """ + Reads in csv input files + The expected file extension of the file passed to this file reader is .csv + """ + + # Check if the file has a .csv extension + if input_file_path.suffix.lower() != fc.CSV: + raise ValueError(ipm.EXPECTED_FILE_ERROR.format(file_type=fc.CSV)) + + # Read the CSV file into a DataFrame + try: + df = pd.read_csv(input_file_path) + return df + except Exception as e: + # Handle any exceptions that may occur during reading + print(ipm.SPEC_FILE_READING_ERROR.format(file_type=fc.CSV, file=e)) + return pd.DataFrame() + + +def json_reader(input_file_path: Path) -> dict: + """ + Reads in json input files + The expected file extension of the file passed to this file reader is .json + """ + # Check if the file has a .json extension + if input_file_path.suffix.lower() != fc.JSON: + raise ValueError(ipm.EXPECTED_FILE_ERROR.format(file_type=fc.JSON)) + + # Read the JSON file into a dictionary + try: + with open(input_file_path, "r") as file: + data = json.load(file) + return data + except Exception as e: + # Handle any exceptions that may occur during reading + print(ipm.SPEC_FILE_READING_ERROR.format(file_type=fc.JSON, file=e)) + return {} + + +def pickle_reader(input_file_path: Path) -> Any: + """ + Reads in pickle input files + The expected file extension of the file passed to this file reader is .p + CAUTION: Pickle file can contain any type of data and so this method can return any data type. + We recommend that this is used ONLY to read in file where the contents of the file is known. + """ + + # Check if the file has a .p extension + if input_file_path.suffix.lower() != fc.PICKLE: + raise ValueError(ipm.EXPECTED_FILE_ERROR.format(file_type=fc.PICKLE)) + + # Read the pickle file + try: + with open(input_file_path, "rb") as file: + data = pickle.load(file) + return data + except Exception as e: + # Handle any exceptions that may occur during reading + print(ipm.SPEC_FILE_READING_ERROR.format(file_type=fc.PICKLE, file=e)) + return None + + +def yaml_reader(input_file_path: Path) -> dict: + """ + Reads in yaml input files + The expected file extension of the file passed to this file reader is .yml or .yaml + """ + # Check if the file has a .yml or .yaml extension + if input_file_path.suffix.lower() not in {fc.YML, fc.YAML}: + raise ValueError(ipm.EXPECTED_FILE_ERROR.format(file_type=fc.YAML + " or " + fc.YML)) + + # Read the YAML file + try: + with open(input_file_path, "r") as file: + data = yaml.safe_load(file) + return data + except Exception as e: + # Handle any exceptions that may occur during reading + print(ipm.SPEC_FILE_READING_ERROR.format(file_type=fc.YAML, file=e)) + return None diff --git a/LDAR_Sim/src/file_processing/input_processing/infrastructure_processing.py b/LDAR_Sim/src/file_processing/input_processing/infrastructure_processing.py new file mode 100644 index 000000000..8a358b834 --- /dev/null +++ b/LDAR_Sim/src/file_processing/input_processing/infrastructure_processing.py @@ -0,0 +1,73 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: infrastructure_processing.py +Purpose: Module for processing user defined simulation infrastructure + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import logging +from pathlib import Path +import sys +from pandas import DataFrame, Series +from file_processing.input_processing.file_reader import file_reader + +from constants.infrastructure_const import Infrastructure_Constants as ic +from constants.error_messages import Input_Processing_Messages as ipm +from constants.param_default_const import Virtual_World_Params as VP + + +def read_in_infrastructure_files(virtual_world, in_dir: Path) -> dict[str, DataFrame]: + input_dict: dict[str, DataFrame] = {} + input_dict[ic.Virtual_World_Constants.SITES] = file_reader( + in_dir / virtual_world[VP.INFRA][VP.SITE] + ) + + if virtual_world[VP.INFRA][VP.SITE_TYPE]: + input_dict[ic.Virtual_World_Constants.SITE_TYPE] = file_reader( + in_dir / virtual_world[VP.INFRA][VP.SITE_TYPE] + ) + + if virtual_world[VP.INFRA][VP.EQUIP]: + input_dict[ic.Virtual_World_Constants.EQG] = file_reader( + in_dir / virtual_world[VP.INFRA][VP.EQUIP] + ) + + if virtual_world[VP.INFRA][VP.SOURCE]: + source_df: DataFrame = file_reader(in_dir / virtual_world[VP.INFRA][VP.SOURCE]) + if ic.Sources_File_Constants.PERSISTENT not in source_df.columns: + source_df[ic.Sources_File_Constants.PERSISTENT] = True + source_df[ic.Sources_File_Constants.ACTIVE_DUR] = 1 + source_df[ic.Sources_File_Constants.INACTIVE_DUR] = 0 + print(ipm.NO_PERSISTENT_FIELD_FOR_SOURCES_WARNING) + input_dict[ic.Virtual_World_Constants.SOURCES] = source_df + + return input_dict + + +def check_site_file(input_dict): + for header in ic.Sites_File_Constants.REQUIRED_HEADERS: + if header not in input_dict[ic.Virtual_World_Constants.SITES]: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.MISSING_SITES_FILE_HEADER_ERROR.format(header=header)) + sys.exit() + + +def get_equip(row: Series, site_types_df: DataFrame): + return site_types_df.loc[ + site_types_df[ic.Virtual_World_Constants.SITE_TYPE] + == row[ic.Virtual_World_Constants.SITE_TYPE], + ic.Virtual_World_Constants.EQG, + ].iloc[0] diff --git a/LDAR_Sim/src/file_processing/input_processing/input_manager.py b/LDAR_Sim/src/file_processing/input_processing/input_manager.py new file mode 100644 index 000000000..c80363107 --- /dev/null +++ b/LDAR_Sim/src/file_processing/input_processing/input_manager.py @@ -0,0 +1,356 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: LDAR-Sim input manager +# Purpose: Interface for managing, validating, and otherwise dealing with parameters +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import copy +import json +import logging +import os +import sys +from pathlib import Path + +import yaml + +from initialization.versioning import ( + check_major_version, +) +from utils.check_parameter_types import check_types +from constants.general_const import File_Extension_Constants as fc +from constants.file_name_constants import Default_Files as df +from constants.error_messages import Input_Processing_Messages as ipm, Versioning_Messages as vm +from constants.file_processing_const import ParameterProcessingConst +import constants.param_default_const as pc +from constants.output_messages import RuntimeMessages as rm +from constants.general_const import Version_Constants as vc, Placeholder_Constants as phc + + +class InputManager: + + def __init__(self) -> None: + """Constructor creates a lookup of method defaults to run validation against""" + self.logger: logging.Logger = logging.getLogger(__name__) + sim_settings_file = "./src/default_parameters/simulation_settings_default.yml" + with open(sim_settings_file, "r") as f: + default_sim_setting_parameters = yaml.load(f.read(), Loader=yaml.SafeLoader) + self.simulation_parameters = copy.deepcopy(default_sim_setting_parameters) + + self.old_params = False + # Simulation parameter are parameters that are set up for this simulation + return + + def read_and_validate_parameters(self, parameter_filenames): + """Method to read and validate parameters + :param parameter_filenames: a list of paths to parameter files + :return returns fully validated parameters dictionary for simulation in LDAR-Sim + """ + raw_parameters = self.read_parameter_files(parameter_filenames) + self.parse_parameters(raw_parameters) + + # Add extra guards for other parts of the code that concatenate + # strings to construct file paths, and expect trailing slashes + self.remove_type_placeholders(self.simulation_parameters) + self.validate_names() + return copy.deepcopy(self.simulation_parameters) + + def write_parameters(self, filename): + """Method to write simulation parameters to the file system + :param filename: filename to write the parameters to + """ + with open(filename, "w") as f: + f.write(yaml.dump(self.simulation_parameters, Dumper=NoAliasDumper)) + + def read_parameter_files(self, parameter_filenames): + """Method to read a collection of parameter files and perform any mapping prior to + validation. + :param parameter_filenames: a list of paths to parameter files + :return returns a list of parameter dictionaries + """ + # Read in the parameter files + new_parameters_list = [] + for parameter_filename in parameter_filenames: + new_parameters_list.append(self.read_parameter_file(parameter_filename)) + + # Perform any mapping, optionally accumulating mined global parameters + for i in range(len(new_parameters_list)): + new_parameters_list[i] = self.map_parameters(new_parameters_list[i]) + + return new_parameters_list + + def read_parameter_file(self, filename): + """Method to read a single parameter file from a filename. This method can be extended to + address different file formats or mappings. + :param filename: the path to the parameter file + :return: dictionary of parameters read from the parameter file + """ + # Get File location + param_file = Path(filename) + extension = param_file.suffix + + new_parameters = {} + + if not os.path.exists(param_file): + self.logger.error(ipm.MISSING_FILE_ERROR.format(file=param_file)) + if not param_file.is_absolute(): + self.logger.error(ipm.RELATIVE_FILE_PATH_ERROR) + sys.exit() + + with open(param_file, "r") as f: + print(rm.READING_FILE.format(file=filename.name)) + if extension == fc.JSON: + new_parameters = json.loads(f.read()) + elif extension == fc.YML or extension == fc.YAML: + new_parameters = yaml.load(f.read(), Loader=yaml.SafeLoader) + else: + self.logger.error(ipm.INVALID_PARAM_FILE_FORMAT.format(filename=filename)) + sys.exit() + + return new_parameters + + def handle_parameter_versioning(self, parameters) -> None: + if not self.old_params: + if pc.Common_Params.VERSION not in parameters: + print(vm.VERSION_WARNING.format(current_version=vc.CURRENT_FULL_VERSION)) + parameters[pc.Common_Params.VERSION] = vc.CURRENT_FULL_VERSION + + expected_version_string = ".".join([vc.CURRENT_MAJOR_VERSION, vc.CURRENT_MINOR_VERSION]) + + if str(parameters[pc.Common_Params.VERSION]) != expected_version_string: + if str(parameters[pc.Common_Params.VERSION]) == vc.CURRENT_MAJOR_VERSION: + self.logger.error(vm.MAJOR_VERSION_ONLY_WARNING) + sys.exit() + else: + major_version_check = check_major_version( + str(parameters[pc.Common_Params.VERSION]), vc.CURRENT_MAJOR_VERSION + ) + if major_version_check == 1: + self.logger.error(vm.NEWER_PARAMETER_WARNING) + sys.exit() + elif major_version_check == -1: + self.logger.error(vm.LEGACY_PARAMETER_WARNING) + sys.exit() + else: + self.logger.error(vm.MINOR_VERSION_MISMATCH_WARNING) + self.old_params = True + return + + def map_parameters(self, parameters): + """Function to map parameters from older versions to the present version, all mappings are + externally specified in the relevant function. + :param parameters = the input parameter dictionary + :return returns the compliant parameters dictionary, and optionally mined global parameters + """ + self.handle_parameter_versioning(parameters) + + return parameters + + def parse_parameters(self, new_parameters_list: list[dict]): + """Method to parse and validate new parameters, perform type checking, and organize for + simulation. + + Programs are then addressed, consecutively adding them in, calling in any methods available + in the method pool. + + :param new_parameters_list: a list of new parameter dictionaries + """ + programs = {} + method_pool = {} + if not any( + new_parameter.get(pc.Common_Params.PARAM_LEVEL) == pc.Levels.OUTPUTS + for new_parameter in new_parameters_list + ): + new_parameters_list.append({pc.Common_Params.PARAM_LEVEL: pc.Levels.OUTPUTS}) + + for new_parameters in new_parameters_list: + # Address unsupplied parameter level by defaulting it as simulation_settings + if pc.Common_Params.PARAM_LEVEL not in new_parameters: + self.logger.error(ipm.MISSING_PARAMETER_LEVEL_ERROR) + sys.exit() + + if new_parameters[pc.Common_Params.PARAM_LEVEL] == pc.Levels.SIMULATION: + # Extract programs supplied in simulation_settings parameter files + # to build programs list + if pc.Levels.PROGRAM in new_parameters: + if len(new_parameters[pc.Levels.PROGRAM]) > 0: + programs = programs + new_parameters.pop(pc.Levels.PROGRAM) + + check_types( + self.simulation_parameters, + new_parameters, + pc.Levels.SIMULATION, + omit_keys=[pc.Levels.PROGRAM], + ) + self.retain_update(self.simulation_parameters, new_parameters) + + elif new_parameters[pc.Common_Params.PARAM_LEVEL] == pc.Levels.VIRTUAL: + if ParameterProcessingConst.DEFAULT_PARAM_STRING not in new_parameters: + def_file = df.VIRTUAL_DEF_FILE + else: + def_file = new_parameters[ParameterProcessingConst.DEFAULT_PARAM_STRING] + v_world_param_file = ParameterProcessingConst.DEFAULT_PARAM_PATHWAY.format(def_file) + with open(v_world_param_file, "r") as f: + default_v_world_params = yaml.load(f.read(), Loader=yaml.SafeLoader) + check_types(default_v_world_params, new_parameters, pc.Levels.VIRTUAL) + new_v_world = copy.deepcopy(default_v_world_params) + self.retain_update(new_v_world, new_parameters) + self.simulation_parameters[pc.Levels.VIRTUAL] = new_v_world + + elif new_parameters[pc.Common_Params.PARAM_LEVEL] == pc.Levels.PROGRAM: + if ParameterProcessingConst.DEFAULT_PARAM_STRING not in new_parameters: + def_file = df.PROG_DEF_FILE + else: + def_file = new_parameters[ParameterProcessingConst.DEFAULT_PARAM_STRING] + p_param_file = ParameterProcessingConst.DEFAULT_PARAM_PATHWAY.format(def_file) + with open(p_param_file, "r") as f: + default_program_parameters = yaml.load(f.read(), Loader=yaml.SafeLoader) + check_types( + default_program_parameters, + new_parameters, + new_parameters[pc.Program_Params.NAME], + omit_keys=[pc.Levels.METHOD], + ) + # Copy all default program parameters to build upon by calling update, then append + new_program = copy.deepcopy(default_program_parameters) + # HBD - Should be able to change single item in a dict and not the entire dict + self.retain_update(new_program, new_parameters) + programs.update({new_program[pc.Program_Params.NAME]: new_program}) + + elif new_parameters[pc.Common_Params.PARAM_LEVEL] == pc.Levels.METHOD: + # Create method pool entry that is referenced by the label + method_label = new_parameters[pc.Method_Params.NAME] + # self.retain_update(method_pool[method_label], new_parameters) + method_pool.update({method_label: new_parameters}) + elif new_parameters[pc.Common_Params.PARAM_LEVEL] == pc.Levels.OUTPUTS: + if ParameterProcessingConst.DEFAULT_PARAM_STRING not in new_parameters: + def_file = df.OUTPUT_DEF_FILE + else: + def_file = new_parameters[ParameterProcessingConst.DEFAULT_PARAM_STRING] + output_param_file = ParameterProcessingConst.DEFAULT_PARAM_PATHWAY.format(def_file) + with open(output_param_file, "r") as f: + default_output_params = yaml.load(f.read(), Loader=yaml.SafeLoader) + check_types(default_output_params, new_parameters, pc.Levels.OUTPUTS) + new_outputs = copy.deepcopy(default_output_params) + self.retain_update(new_outputs, new_parameters) + self.simulation_parameters[pc.Levels.OUTPUTS] = new_outputs + else: + self.logger.error( + ipm.PARAMETER_PARSING_ERROR.format( + level=new_parameters[pc.Common_Params.PARAM_LEVEL] + ) + ) + sys.exit() + + # Double check there is at least 1 program + if len(programs) == 0: + self.logger.error(ipm.NO_PROGRAMS_WARNING) + sys.exit() + + # Second, install the programs, checking for specified children methods + for p_idx, program in programs.items(): + programs[p_idx][pc.Levels.METHOD] = {} + # Install methods from the method labels into the program + if ( + pc.Program_Params.METHODS in program + and program[pc.Program_Params.METHODS] is not None + ): + for method_label in program[pc.Program_Params.METHODS]: + method_found = False + for i in method_pool: + if method_label == i: + programs[p_idx][pc.Levels.METHOD].update( + {i: copy.deepcopy(method_pool[i])} + ) + method_found = True + + if not method_found: + self.logger.error(ipm.MISSING_METHOD_ERROR.format(method=method_label)) + sys.exit() + + # Next, perform type checking and updating from default module parameters, even for + # methods pre-specified + for midx, method in program[pc.Levels.METHOD].items(): + if ParameterProcessingConst.DEFAULT_PARAM_STRING not in method: + if method[pc.Method_Params.DEPLOYMENT_TYPE] == pc.Deployment_Types.MOBILE: + def_file = df.METH_MOBILE_DEF_FILE + elif method[pc.Method_Params.DEPLOYMENT_TYPE] == pc.Deployment_Types.STATIONARY: + def_file = df.METH_STATIONARY_DEF_FILE + else: + print(ipm.MISSING_DEPLOYMENT_TYPE_ERROR.format(method=method)) + else: + def_file = new_parameters[ParameterProcessingConst.DEFAULT_PARAM_STRING] + m_param_file = ParameterProcessingConst.DEFAULT_PARAM_PATHWAY.format(def_file) + with open(m_param_file, "r") as f: + default_module = yaml.load(f.read(), Loader=yaml.SafeLoader) + check_types( + default_module, + method, + method[pc.Method_Params.NAME], + omit_keys=[ + ParameterProcessingConst.DEFAULT_PARAM_STRING, + pc.Method_Params.QUANTIFICATION_PARAMETERS, + ], + ) + self.retain_update(default_module, method) + programs[p_idx][pc.Levels.METHOD][midx] = default_module + + # Third, install the programs into the simulation parameters + self.simulation_parameters[pc.Levels.PROGRAM] = programs + + def retain_update(self, obj, new_parameters): + for idx, param in new_parameters.items(): + if isinstance(param, dict): + self.retain_update(obj[idx], param) + else: + obj.update({idx: param}) + return + + def remove_type_placeholders(self, obj): + placeholders = [phc.PLACEHOLDER_INT, phc.PLACEHOLDER_FLOAT, phc.PLACEHOLDER_STR] + if isinstance(obj, list): + iterator = enumerate(obj) + elif isinstance(obj, dict): + iterator = obj.items() + for idx, param in iterator: + if param in placeholders: + obj[idx] = None + # special case, empty list + elif ( + isinstance(param, (list, tuple)) and len(param) == 1 and (param[0] in placeholders) + ): + obj[idx] = [] + elif isinstance(param, (dict, list)): + self.remove_type_placeholders(obj[idx]) + return + + def validate_names(self): + invalid_names = {"none", "null", "nan"} + for name in self.simulation_parameters["programs"].keys(): + if name.lower() in invalid_names: + self.logger.error(ipm.INVALID_NAME_ERROR.format(level=pc.Levels.PROGRAM, name=name)) + sys.exit() + for method in self.simulation_parameters["programs"][name][pc.Program_Params.METHODS]: + if method.lower() in invalid_names: + self.logger.error( + ipm.INVALID_NAME_ERROR.format(level=pc.Levels.METHOD, name=method) + ) + sys.exit() + + +class NoAliasDumper(yaml.SafeDumper): + def ignore_aliases(self, data): + return True diff --git a/LDAR_Sim/src/file_processing/input_processing/repair_delay_processing.py b/LDAR_Sim/src/file_processing/input_processing/repair_delay_processing.py new file mode 100644 index 000000000..91c8f4350 --- /dev/null +++ b/LDAR_Sim/src/file_processing/input_processing/repair_delay_processing.py @@ -0,0 +1,52 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: repair_delay_processing +Purpose: Module for processing User defined repair delay sources from a file + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import logging +import sys +from pandas import DataFrame, read_csv +from pathlib import WindowsPath + +from constants.error_messages import Input_Processing_Messages as imp +from constants.param_default_const import Virtual_World_Params as vw, Common_Params as cp + + +def read_in_repair_delay_sources_file( + inputs_path: WindowsPath, + virtual_world: dict, +) -> None | DataFrame: + """Get the location for the repair delay source file and read the file into a pandas DataFrame + + Args + + Returns + + """ + filename: str = virtual_world[vw.REPAIR][vw.REPAIR_DELAY][cp.FILE] + if filename is not None: + filepath: WindowsPath = inputs_path / filename + repair_delay_file: DataFrame = read_csv(filepath) + valid_repair_delay_type = "int64" + all_repair_types_valid = all(repair_delay_file.dtypes == valid_repair_delay_type) + if not all_repair_types_valid: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(imp.VALID_REPAIR_DELAY_TYPE_ERROR) + sys.exit() + return repair_delay_file + return None diff --git a/LDAR_Sim/src/out_processing/__init__.py b/LDAR_Sim/src/file_processing/output_processing/__init__.py similarity index 100% rename from LDAR_Sim/src/out_processing/__init__.py rename to LDAR_Sim/src/file_processing/output_processing/__init__.py diff --git a/LDAR_Sim/src/file_processing/output_processing/output_utils.py b/LDAR_Sim/src/file_processing/output_processing/output_utils.py new file mode 100644 index 000000000..ea40c8a04 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/output_utils.py @@ -0,0 +1,124 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: output_utils.py +Purpose: Contains utility functions and data classes for output processing. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass +from typing import Tuple +import numpy as np +from constants.error_messages import Output_Processing_Messages as om + + +def percent_difference(a: float, b: float) -> float: + if a == 0 and b == 0: + return 0 + return abs(a - b) / ((a + b) / 2) * 100 + + +def relative_difference(aquired_value: float, true_value: float) -> float: + if true_value == 0: + return 0 + return (aquired_value - true_value) / true_value * 100 + + +def percentage_formatter(x: float, pos): + x = x / 100 + return f"{x:.0%}" + + +def luminance_shift( + color: Tuple[float, float, float], factor: float = 0.3, lighten: bool = True +) -> Tuple[float, float, float]: + if not lighten: + factor = -factor + return (max(color[0] + factor, 0), max(color[1] + factor, 0), max(color[2] + factor, 0)) + else: + return (min(color[0] + factor, 1), min(color[1] + factor, 1), min(color[2] + factor, 1)) + + +@dataclass +class TsEmisData: + daily_emis: float = 0 + daily_emis_mit: float = 0 + daily_emis_non_mit: float = 0 + active_leaks: int = 0 + + def __add__(self, other): + if isinstance(other, TsEmisData): + daily_emis = self.daily_emis + other.daily_emis + daily_emis_mit = self.daily_emis_mit + other.daily_emis_mit + daily_emis_non_mit = self.daily_emis_non_mit + other.daily_emis_non_mit + active_leaks = self.active_leaks + other.active_leaks + return TsEmisData( + daily_emis=daily_emis, + daily_emis_mit=daily_emis_mit, + daily_emis_non_mit=daily_emis_non_mit, + active_leaks=active_leaks, + ) + else: + raise ValueError(om.OPERAND_ADDITION_ERROR) + + def __iadd__(self, other): + if isinstance(other, TsEmisData): + self.daily_emis += other.daily_emis + self.daily_emis_mit += other.daily_emis_mit + self.daily_emis_non_mit += other.daily_emis_non_mit + self.active_leaks += other.active_leaks + return self + else: + raise ValueError(om.OPERAND_INPLACE_ADDITION_ERROR) + + +@dataclass +class TsMethodData: + method_name: str + upfront_cost: float = 0.0 + daily_deployment_cost: float = 0.0 + daily_tags: int = 0 + daily_flags: int = 0 + sites_visited: int = 0 + travel_time: int = 0 + survey_time: int = 0 + + +@dataclass +class TaggingFlaggingStats: + sites_flagged: int = np.nan + leaks_tagged: int = np.nan + + +@dataclass +class CrewDeploymentStats: + deployment_cost: float = 0.0 + sites_visited: int = 0 + travel_time: int = 0 + survey_time: int = 0 + + def __eq__(self, other: object) -> bool: + if isinstance(other, CrewDeploymentStats): + return vars(self) == vars(other) + return False + + +@dataclass +class EmisInfo: + leaks_repaired: int = 0 + leaks_nat_repaired: int = 0 + repair_cost: int = 0 + nat_repair_cost: int = 0 + emis_expired: int = 0 diff --git a/LDAR_Sim/src/file_processing/output_processing/program_output.py b/LDAR_Sim/src/file_processing/output_processing/program_output.py new file mode 100644 index 000000000..c6b10cc19 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/program_output.py @@ -0,0 +1,320 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: program_output.py +Purpose: This is where the functions to define how duration estimation reports +are stored. Users would want to add to this file and the mapper in the +program_output_manager.py file if they want to add new reports. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from datetime import date + +from file_processing.output_processing import program_output_helpers +from scheduling.schedule_dataclasses import ( + SiteSurveyReport, +) +from constants.output_file_constants import ( + EMIS_DATA_COL_ACCESSORS as eca, + EMIS_ESTIMATION_OUTPUT_COLUMNS, + EST_FUG_OUTPUT_COLUMNS, +) + + +def gen_estimated_repairable_emissions_to_remove( + site_survey_reports_summary: pd.DataFrame, + fugitive_emissions_rates_and_repair_dates: pd.DataFrame, +) -> pd.DataFrame: + """ + Generate a report of yearly estimated fugitive emissions to remove to avoid double counting + """ + if fugitive_emissions_rates_and_repair_dates.empty: + return pd.DataFrame() + # Switch the data types of repair date column to datetime so date computations can be done + fugitive_emissions_rates_and_repair_dates[eca.DATE_REP_EXP] = ( + fugitive_emissions_rates_and_repair_dates.loc[:, eca.DATE_REP_EXP].astype("datetime64[ns]") + ) + + # Drop rows with missing repair dates and missing measured rates + fugitive_emissions_rates_and_repair_dates.dropna(inplace=True) + + if fugitive_emissions_rates_and_repair_dates.empty: + return pd.DataFrame() + + # Populate a new column in the fugitive emissions rates and repair dates dataframe + # with the closest future survey date. This wil be used to compute the estimated + # fugitive emissions to remove to avoid double counting + # Create a dictionary to store the unique survey completion dates for each site + site_survey_dates = ( + site_survey_reports_summary.groupby(eca.SITE_ID) + .apply(lambda df: list(zip(df[eca.SURVEY_COMPLETION_DATE], df[eca.START_DATE]))) + .to_dict() + ) + # Use the dictionary to map the closest future survey date for each row + fugitive_emissions_rates_and_repair_dates[eca.NEXT_SURVEY_DATE] = ( + fugitive_emissions_rates_and_repair_dates.apply( + lambda x: program_output_helpers.find_closest_future_date( + x[eca.DATE_REP_EXP], site_survey_dates[x[eca.SITE_ID]] + ), + axis=1, + ) + ) + + # Assign the Start and End date based on the repaired/expiry date and the next survey date + # to be able to re-use the calculate_volume_emitted function + # to calculate the emissions to remove + fugitive_emissions_rates_and_repair_dates = fugitive_emissions_rates_and_repair_dates.assign( + **{eca.START_DATE: lambda x: x[eca.DATE_REP_EXP]}, + **{eca.END_DATE: lambda x: x[eca.NEXT_SURVEY_DATE]}, + ) + fugitive_emissions_rates_and_repair_dates[eca.EST_VOL_EMIT] = ( + fugitive_emissions_rates_and_repair_dates.apply( + program_output_helpers.calculate_volume_emitted, axis=1 + ) + ) + + return fugitive_emissions_rates_and_repair_dates[EST_FUG_OUTPUT_COLUMNS] + + +def gen_estimated_emissions_report( + site_survey_reports_summary: pd.DataFrame, + fugutive_emissions_rates_and_repair_dates: pd.DataFrame, + start_date: date, + end_date: date, + site_ids: list[str], + duration_factor: float, +) -> tuple[pd.DataFrame, pd.DataFrame]: + """Generate a report of yearly estimated emissions based on site survey reports + Args: + site_survey_reports (pd.DataFrame): The site survey reports + output_dir (str): The output directory + """ + # return if no survey reports + if site_survey_reports_summary.empty: + return + + # For all sites, add a survey report for the start and end date of the simulation + site_survey_data: list = [] + + for site_id in site_ids: + start_report = SiteSurveyReport( + site_id=site_id, survey_start_date=start_date, survey_completion_date=start_date + ).to_report_summary() + site_survey_data.append(start_report) + end_report = SiteSurveyReport( + site_id=site_id, survey_start_date=end_date, survey_completion_date=end_date + ).to_report_summary() + site_survey_data.append(end_report) + + new_site_survey_data: pd.DataFrame = pd.DataFrame(site_survey_data) + site_survey_reports_summary = pd.concat([site_survey_reports_summary, new_site_survey_data]) + + site_survey_reports_summary[eca.SURVEY_COMPLETION_DATE] = site_survey_reports_summary[ + eca.SURVEY_COMPLETION_DATE + ].astype("datetime64[ns]") + + sorted_by_site_summary = site_survey_reports_summary.sort_values( + by=[eca.SITE_ID, eca.SURVEY_COMPLETION_DATE] + ).reset_index(drop=True) + + grouped_by_site_summary = sorted_by_site_summary.groupby(eca.SITE_ID) + + sorted_by_site_summary = determine_start_and_end_dates( + sorted_by_site_summary, grouped_by_site_summary, duration_factor + ) + + # Generate a report of estimated fugitive emissions to remove + fugitive_emissions_to_remove: pd.DataFrame = gen_estimated_repairable_emissions_to_remove( + site_survey_reports_summary=sorted_by_site_summary, + fugitive_emissions_rates_and_repair_dates=fugutive_emissions_rates_and_repair_dates, + ) + # Calculate the estimated volume emitted based on the start/end date and measured rate columns + sorted_by_site_summary[eca.EST_VOL_EMIT] = sorted_by_site_summary.apply( + program_output_helpers.calculate_volume_emitted, axis=1 + ).reset_index(drop=True) + + # Select only the predefined columns + selected_sorted_by_site_summary = sorted_by_site_summary[EMIS_ESTIMATION_OUTPUT_COLUMNS] + return (selected_sorted_by_site_summary, fugitive_emissions_to_remove) + + +def gen_estimated_comp_emissions_report( + site_survey_reports_summary: pd.DataFrame, + fugitive_emissions_rates_and_repair_dates: pd.DataFrame, + start_date: date, + end_date: date, + site_ids: list[str], + duration_factor: float, +) -> tuple[pd.DataFrame, pd.DataFrame]: + """Generate a report of yearly estimated emissions based on only component level surveys + Args: + site_survey_reports (pd.DataFrame): The site survey reports + output_dir (str): The output directory + """ + if site_survey_reports_summary.empty: + return + + # Filter out only the component level survey reports + comp_reports: pd.DataFrame = site_survey_reports_summary[ + site_survey_reports_summary[eca.COMP].notnull() + ] + + if comp_reports.empty: + return + + # Get Unique measured site IDs + unique_site_ids = comp_reports[eca.SITE_ID].unique() + + # Unique Site ID's for unmeasured sites + unmeasured_site_ids = set(site_ids) - set(unique_site_ids) + + # Get unique combinations of site_ID, equipment and component + unique_combinations = comp_reports[[eca.SITE_ID, eca.EQG, eca.COMP]].drop_duplicates() + unique_site_survey_dates = comp_reports[ + [eca.SITE_ID, eca.SURVEY_COMPLETION_DATE] + ].drop_duplicates() + + # Convert to a list of tuples + unique_combinations_list = list(unique_combinations.itertuples(index=False, name=None)) + + unique_site_survey_dates = list(unique_site_survey_dates.itertuples(index=False, name=None)) + + # Create a set of tuples for all existing combinations in the DataFrame + existing_combinations = set( + zip( + comp_reports[eca.SITE_ID], + comp_reports[eca.EQG], + comp_reports[eca.COMP], + comp_reports[eca.SURVEY_COMPLETION_DATE], + ) + ) + new_rows = [] + # Append unmeasured sites with zero emissions + for site_id in unmeasured_site_ids: + new_rows.append( + { + eca.SITE_ID: site_id, + eca.EQG: None, + eca.COMP: None, + eca.SURVEY_COMPLETION_DATE: start_date, + eca.M_RATE: 0, + } + ) + + # For each site/equipment/component combination, add in the missing reports + # for when there were no detections for a given component at a given date + for site_id, eqg, comp in unique_combinations_list: + # Get the unique dates for the current site_id from unique_site_survey_dates + site_dates = set(u_date for site, u_date in unique_site_survey_dates if site == site_id) + + # Check if a date from site_dates exists for the current combination + for s_date in site_dates: + if (site_id, eqg, comp, s_date) not in existing_combinations: + # If the date does not exist, add a new row with the current combination and date + new_rows.append( + { + eca.SITE_ID: site_id, + eca.EQG: eqg, + eca.COMP: comp, + eca.SURVEY_COMPLETION_DATE: s_date, + eca.M_RATE: 0, + } + ) + comp_reports = pd.concat([comp_reports, pd.DataFrame(new_rows)], ignore_index=True) + # Adding start and end date for each unique component + new_data: list = [] + for site_id, eqg, comp in unique_combinations_list: + + new_row_1: dict = { + eca.SITE_ID: site_id, + eca.EQG: eqg, + eca.COMP: comp, + eca.SURVEY_START_DATE: start_date, + eca.SURVEY_COMPLETION_DATE: start_date, + eca.M_RATE: 0, + } + + new_row_2: dict = { + eca.SITE_ID: site_id, + eca.EQG: eqg, + eca.COMP: comp, + eca.SURVEY_START_DATE: end_date, + eca.SURVEY_COMPLETION_DATE: end_date, + eca.M_RATE: 0, + } + new_data.append(new_row_1) + new_data.append(new_row_2) + + new_data_df: pd.DataFrame = pd.DataFrame(new_data) + comp_reports = pd.concat([comp_reports, new_data_df], ignore_index=True) + + comp_reports[eca.SURVEY_COMPLETION_DATE] = comp_reports[eca.SURVEY_COMPLETION_DATE].astype( + "datetime64[ns]" + ) + # Sort by the composite key - site_id, equipment, component and survey completion date + sorted_by_site_summary = comp_reports.sort_values( + by=[eca.SITE_ID, eca.EQG, eca.COMP, eca.SURVEY_COMPLETION_DATE] + ).reset_index(drop=True) + + # For each unique site/equipment/component combination, calculate the days since last survey + grouped_by_site_summary = sorted_by_site_summary.groupby([eca.SITE_ID, eca.EQG, eca.COMP]) + + sorted_by_site_summary = determine_start_and_end_dates( + sorted_by_site_summary, grouped_by_site_summary, duration_factor + ) + + fugitive_emissions_to_remove: pd.DataFrame = gen_estimated_repairable_emissions_to_remove( + site_survey_reports_summary=sorted_by_site_summary, + fugitive_emissions_rates_and_repair_dates=fugitive_emissions_rates_and_repair_dates, + ) + + sorted_by_site_summary[eca.EST_VOL_EMIT] = sorted_by_site_summary.apply( + program_output_helpers.calculate_volume_emitted, axis=1 + ).reset_index(drop=True) + + return (sorted_by_site_summary, fugitive_emissions_to_remove) + + +def determine_start_and_end_dates(sorted_by_site_summary_df, group_by_summary, duration_factor): + if sorted_by_site_summary_df.empty: + return sorted_by_site_summary_df + # Determine if the previous or next condition should be used for the emission rate + sorted_by_site_summary_df = program_output_helpers.calculate_prev_condition( + sorted_by_site_summary_df, group_by_summary + ) + sorted_by_site_summary_df = program_output_helpers.calculate_next_condition( + sorted_by_site_summary_df, group_by_summary + ) + # Set the estimated start/end date based on the emission rate condition + sorted_by_site_summary_df[eca.START_DATE] = ( + sorted_by_site_summary_df.groupby(eca.SITE_ID) + .apply( + lambda x: pd.DataFrame( + program_output_helpers.calculate_start_date(x, duration_factor), index=x.index + ) + ) + .reset_index(drop=True) + ) + sorted_by_site_summary_df[eca.END_DATE] = ( + sorted_by_site_summary_df.groupby(eca.SITE_ID) + .apply( + lambda x: pd.DataFrame( + program_output_helpers.calculate_end_date(x, duration_factor), index=x.index + ) + ) + .reset_index(drop=True) + ) + return sorted_by_site_summary_df diff --git a/LDAR_Sim/src/file_processing/output_processing/program_output_helpers.py b/LDAR_Sim/src/file_processing/output_processing/program_output_helpers.py new file mode 100644 index 000000000..254c0df34 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/program_output_helpers.py @@ -0,0 +1,190 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: program_output_helpers.py +Purpose: Contains helper functions for processing program output data. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +import numpy as np +from typing import Any +from constants.general_const import Conversion_Constants as conv_const +from constants.output_file_constants import ( + EMIS_DATA_COL_ACCESSORS as eca, + EMIS_DATA_TEMP_COLUMNS as edtc, +) + + +def find_closest_future_date( + reference_date: pd.Timestamp, potential_futureDates: list[tuple[pd.Timestamp, pd.Timestamp]] +) -> pd.Timestamp: + + # Find the index of the closest future survey completion date + closest_index = min( + [i for i, d in enumerate(potential_futureDates) if d[0] > reference_date], + default=None, + key=lambda i: abs(potential_futureDates[i][0] - reference_date), + ) + # if no future survey completion date is found, return None + if closest_index is None: + return None + # if the new start date based on the ratio is before repair date, return the repair date + elif potential_futureDates[closest_index][1] < reference_date: + return reference_date + # otherwise, return the new start date + else: + return potential_futureDates[closest_index][1] + + +def find_df_row_value_w_match( + value_to_match: Any, value_col: str, return_col: str, df: pd.DataFrame +): + if not df.empty: + matching_rows = df.loc[df.loc[:, value_col] == value_to_match, return_col].values + if len(matching_rows) > 0: + return matching_rows[0] + else: + # Handle case where no matching rows were found + return False + else: + return False + + +def determine_prev_date(df: pd.DataFrame): + prev_dates = df[eca.SURVEY_COMPLETION_DATE].shift(1).fillna(df[eca.SURVEY_COMPLETION_DATE]) + return pd.Series(prev_dates, index=df.index) + + +def determine_next_date(df: pd.DataFrame): + next_dates = df[eca.SURVEY_COMPLETION_DATE].shift(-1).fillna(df[eca.SURVEY_COMPLETION_DATE]) + return pd.Series(next_dates, index=df.index) + + +def calculate_duration_between_dates( + dataframe: pd.DataFrame, start_date_col: str, end_date_col: str +): + # Ensure both dates are datetime objects + dataframe[start_date_col] = pd.to_datetime(dataframe[start_date_col]) + dataframe[end_date_col] = pd.to_datetime(dataframe[end_date_col]) + + # Vectorized operation to calculate duration + duration = (dataframe[end_date_col] - dataframe[start_date_col]).dt.days + + return duration + + +def calculate_factor(condition: pd.Series, factor): + series_factor: pd.Series = np.where(condition, 1 - factor, factor) + return series_factor + + +def calculate_start_date(df: pd.DataFrame, factor: float): + condition = df[eca.PREV_CONDITION] + df[edtc.PREV_DATE] = determine_prev_date(df) + + # Calculate the factor to use based on the condition + duration_scaling_factor: np.array[float] = calculate_factor(condition, factor) + + # Calculate the duration between the previous date and the current date + df[edtc.DURATION] = calculate_duration_between_dates( + df, edtc.PREV_DATE, eca.SURVEY_COMPLETION_DATE + ) + + # Calculate start dates using the adjusted duration and factor + start_dates = df[eca.SURVEY_COMPLETION_DATE] - pd.to_timedelta( + np.ceil(df[edtc.DURATION] * duration_scaling_factor), unit="D" + ) + return start_dates + + +def calculate_end_date(df: pd.DataFrame, factor: float): + condition = df[eca.NEXT_CONDITION] + df[edtc.NEXT_DATE] = determine_next_date(df) + + # Calculate the factor to use based on the condition + duration_scaling_factor: pd.Series = calculate_factor(condition, factor) + + # Calculate the duration between the current date and the next date + df[edtc.DURATION] = calculate_duration_between_dates( + df, eca.SURVEY_COMPLETION_DATE, edtc.NEXT_DATE + ) + + # Calculate end dates using the adjusted duration and factor + end_dates = df[eca.SURVEY_COMPLETION_DATE] + pd.to_timedelta( + np.floor(df[edtc.DURATION] * duration_scaling_factor), unit="D" + ) + return end_dates + + +def calculate_volume_emitted(row): + start_date = row[eca.START_DATE] + end_date = row[eca.END_DATE] + measured_rate = row[eca.M_RATE] + + volume = ( + measured_rate * (end_date - start_date).days * conv_const.GRAMS_PER_SECOND_TO_KG_PER_DAY + ) + return volume + + +def expand_column(df: pd.DataFrame, column: str) -> pd.DataFrame: + """Expand a column of a DataFrame that contains lists of dictionaries + Args: + df (pd.DataFrame): The DataFrame + column (str): The column to expand + Returns: + pd.DataFrame: The expanded DataFrame + """ + # Explode the column + exploded_df = df.explode(column).reset_index(drop=True) + expanded_df = pd.json_normalize(exploded_df[column]) + + # Concatenate exploded_df and expanded_df along the columns axis + combined_df = pd.concat([expanded_df, exploded_df], axis=1) + + # Remove duplicate columns + combined_df = combined_df.loc[:, ~combined_df.columns.duplicated()] + + return combined_df + + +def calculate_prev_condition(site_summary_data, grouped_by_site_summary): + """ + Calculate the previous condition based on the emission rate difference. + + Parameters: + - site_summary_data: DataFrame containing the emission rates and other related data. + - grouped_by_site_summary: groupby of the site_summary_data DataFrame. + Returns: + - DataFrame with updated previous condition column. + """ + site_summary_data[eca.PREV_CONDITION] = grouped_by_site_summary[eca.M_RATE].diff() <= 0 + return site_summary_data + + +def calculate_next_condition(site_summary_data, grouped_by_site_summary): + """ + Calculate the next condition based on the emission rate difference. + + Parameters: + - site_summary_data: DataFrame containing the emission rates and other related data. + - grouped_by_site_summary: groupby of the site_summary_data DataFrame. + + Returns: + - DataFrame with updated next condition column. + """ + site_summary_data[eca.NEXT_CONDITION] = grouped_by_site_summary[eca.M_RATE].diff(-1) < 0 + return site_summary_data diff --git a/LDAR_Sim/src/file_processing/output_processing/program_output_manager.py b/LDAR_Sim/src/file_processing/output_processing/program_output_manager.py new file mode 100644 index 000000000..d74cea41a --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/program_output_manager.py @@ -0,0 +1,219 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: program_output_manager.py +Purpose: Contains the class definition for the ProgramOutputManager class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +import os +import numpy as np +import pandas as pd +from pathlib import Path, WindowsPath +from typing import Any + +from file_processing.output_processing import program_specific_visualizations + +from file_processing.output_processing.output_utils import ( + EmisInfo, + TsEmisData, + TsMethodData, +) +from constants.file_name_constants import Output_Files +from constants.output_file_constants import ( + TIMESERIES_COL_ACCESSORS as tca, + TIMESERIES_COLUMNS, + EMIS_DATA_COL_ACCESSORS as eca, + EMIS_INFO_COLUMNS_TO_KEEP_FOR_DURATION_ESTIMATION, +) +from programs.program import Program +from constants import error_messages +from constants.general_const import WindowsPathConstants as wpc +from constants.infrastructure_const import Deployment_TF_Sites_Constants as DTSC +from constants.param_default_const import Duration_Method as dm, Output_Params as op +import file_processing.output_processing.program_output as prog_output + + +class ProgramOutputManager: + PROGRAM_FUNCTIONS_MAPPING = { + dm.COMPONENT: prog_output.gen_estimated_comp_emissions_report, + dm.MEASUREMENT_CONSERVATIVE: prog_output.gen_estimated_emissions_report, + } + PROGRAM_VISUALIZATION_FUNCTIONS_MAP = { + op.SINGLE_PROGRAM_TIMESERIES: program_specific_visualizations.gen_prog_timeseries_plot + } + + def __init__( + self, path: WindowsPath, name_str: str, method_names: list[str], output_config + ) -> None: + self._output_dir: Path = path + if len(str(path)) > wpc.pre_filename_size_limit and os.name == "nt": + print(error_messages.Runtime_Warning_Messages.PATH_TOO_LONG_WARNING) + + self.name_str: str = name_str + self._method_names: list[str] = method_names + + self.program_visualizations_to_make: list[str] = self.parse_visualization_functions( + output_config[op.PROGRAM_VISUALIZATIONS] + ) + + def parse_visualization_functions(self, output_config: dict) -> list[str]: + return [output for output, wanted in output_config.items() if wanted] + + def summarize_program_outputs( + self, + overall_emission_data: pd.DataFrame, + timeseries: pd.DataFrame, + start_date: date, + end_date: date, + program: Program, + measured_tf_df: pd.DataFrame, + ) -> None: + self.gen_sim_directory() + summary_filename = self.generate_file_names(Output_Files.EMISSIONS_SUMMARY_FILE) + self.save_results(overall_emission_data, summary_filename) + for program_visualization in self.program_visualizations_to_make: + visualization_function = self.PROGRAM_VISUALIZATION_FUNCTIONS_MAP.get( + program_visualization + ) + if visualization_function: + visualization_function(timeseries, self._output_dir, self.name_str) + timeseries_filename = self.generate_file_names(Output_Files.TIMESERIES_FILE) + self.save_results(timeseries, timeseries_filename) + + # 1. Trim Emissions data to only include necessary columns + emis_info_for_duration_estimation = overall_emission_data.loc[ + overall_emission_data[eca.REPAIRABLE], + EMIS_INFO_COLUMNS_TO_KEEP_FOR_DURATION_ESTIMATION, + ] + function_to_call = self.PROGRAM_FUNCTIONS_MAPPING.get(program.duration_method) + if function_to_call: + result = function_to_call( + program.aggregate_method_survey_reports(), + emis_info_for_duration_estimation, + start_date, + end_date, + program.get_program_site_ids(), + program.duration_factor, + ) + if result: + emis_estimation: pd.DataFrame + fug_to_remove: pd.DataFrame + emis_estimation, fug_to_remove = result + emis_file_name = self.generate_file_names(Output_Files.EST_EMISSIONS_FILE) + fug_file_name = self.generate_file_names(Output_Files.EST_REP_EMISSIONS_FILE) + + measured_tf_df = measured_tf_df.rename(columns={DTSC.SITE_ID: eca.SITE_ID}) + measured_tf_df = measured_tf_df.rename(columns={DTSC.SITE_TYPE: eca.SITE_TYPE}) + + emis_estimation_merged = pd.merge( + emis_estimation, measured_tf_df, on=eca.SITE_ID, how="left" + ) + + emis_estimation_merged.to_csv(self._output_dir / emis_file_name, index=False) + fug_to_remove.to_csv(self._output_dir / fug_file_name, index=False) + else: + raise KeyError(f"No function found for program: {program}") + + def gen_sim_directory(self) -> None: + if not os.path.exists(self._output_dir): + os.mkdir(self._output_dir) + + def save_results(self, data: pd.DataFrame, filename: str) -> None: + if data is None: + return + filepath: Path = self._output_dir / filename + with open(filepath, "w", newline="") as f: + data.to_csv(f, index=False, float_format="%.5f") + + def _init_ts_row(self, current_date: date): + new_ts_row: dict[str, Any] = { + tca.DATE: current_date, + tca.EMIS: 0, + tca.COST: 0, + tca.ACT_LEAKS: 0, + tca.NEW_LEAKS: 0, + tca.REP_LEAKS: 0, + tca.NAT_REP_LEAKS: 0, + tca.TAGGED_LEAKS: 0, + tca.REP_COST: 0, + tca.NAT_REP_COST: 0, + } + return new_ts_row + + def _update_ts_row_w_emis_info( + self, new_row: dict[str, Any], ts_emis_info: TsEmisData, ts_emis_rep_info: EmisInfo + ): + new_row[tca.EMIS] = ts_emis_info.daily_emis + new_row[tca.EMIS_MIT] = ts_emis_info.daily_emis_mit + new_row[tca.EMIS_NON_MIT] = ts_emis_info.daily_emis_non_mit + new_row[tca.ACT_LEAKS] = ts_emis_info.active_leaks + new_row[tca.REP_COST] = ts_emis_rep_info.repair_cost + new_row[tca.REP_LEAKS] = ts_emis_rep_info.leaks_repaired + new_row[tca.NAT_REP_COST] = ts_emis_rep_info.nat_repair_cost + new_row[tca.NAT_REP_LEAKS] = ts_emis_rep_info.leaks_nat_repaired + + def _update_ts_row_w_methods_info( + self, + new_row: dict[str, Any], + ts_methods_info: list[TsMethodData], + include_upfront_cost: bool = False, + ) -> None: + total_daily_cost: float = 0.0 + total_leaks_tagged: int = 0 + for method_info in ts_methods_info: + if include_upfront_cost: + total_daily_cost += method_info.upfront_cost + new_row[tca.METH_DAILY_DEPLOY_COST.format(method=method_info.method_name)] = ( + method_info.daily_deployment_cost + method_info.upfront_cost + ) + else: + new_row[tca.METH_DAILY_DEPLOY_COST.format(method=method_info.method_name)] = ( + method_info.daily_deployment_cost + ) + total_daily_cost += method_info.daily_deployment_cost + total_leaks_tagged += np.nan_to_num(method_info.daily_tags) + new_row[tca.METH_DAILY_TAGS.format(method=method_info.method_name)] = ( + method_info.daily_tags + ) + new_row[tca.METH_DAILY_FLAGS.format(method=method_info.method_name)] = ( + method_info.daily_flags + ) + new_row[tca.METH_DAILY_SITES_VIS.format(method=method_info.method_name)] = ( + method_info.sites_visited + ) + new_row[tca.METH_DAILY_TRAVEL_TIME.format(method=method_info.method_name)] = ( + method_info.travel_time + ) + new_row[tca.METH_DAILY_SURVEY_TIME.format(method=method_info.method_name)] = ( + method_info.survey_time + ) + new_row[tca.COST] = total_daily_cost + new_row[tca.REP_COST] + new_row[tca.TAGGED_LEAKS] = total_leaks_tagged + + def _init_ts_columns(self) -> list[str]: + ts_columns = TIMESERIES_COLUMNS + for method in self._method_names: + ts_columns.append(tca.METH_DAILY_DEPLOY_COST.format(method=method)) + ts_columns.append(tca.METH_DAILY_FLAGS.format(method=method)) + ts_columns.append(tca.METH_DAILY_TAGS.format(method=method)) + ts_columns.append(tca.METH_DAILY_SITES_VIS.format(method=method)) + ts_columns.append(tca.METH_DAILY_TRAVEL_TIME.format(method=method)) + ts_columns.append(tca.METH_DAILY_SURVEY_TIME.format(method=method)) + return ts_columns + + def generate_file_names(self, concat_string: str) -> str: + return "_".join([self.name_str, concat_string]) diff --git a/LDAR_Sim/src/file_processing/output_processing/program_specific_visualizations.py b/LDAR_Sim/src/file_processing/output_processing/program_specific_visualizations.py new file mode 100644 index 000000000..12c5baea2 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/program_specific_visualizations.py @@ -0,0 +1,42 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: program_specific_visualizations.py +Purpose: Contains functions to generate program-specific visualizations. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from pathlib import Path +import pandas as pd +import matplotlib.pyplot as plt +from constants.output_file_constants import ProgTsConstants as pts, TIMESERIES_COL_ACCESSORS as tca + + +def gen_prog_timeseries_plot(timeseries: pd.DataFrame, ts_filepath: Path, name_str: str): + x_data = timeseries[tca.DATE] + y_data = timeseries[tca.EMIS] + plt.plot(x_data, y_data) + + # Add title and labels + plt.title(pts.TITLE.format(name_str=name_str)) + plt.xlabel(pts.X_AXIS_TITLE) + plt.ylabel(pts.Y_AXIS_TITLE) + + complete_filename: str = "_".join([name_str, pts.FILENAME]) + complete_filepath = ts_filepath / complete_filename + + plt.savefig(complete_filepath) + plt.close() + return diff --git a/LDAR_Sim/src/file_processing/output_processing/scaling.py b/LDAR_Sim/src/file_processing/output_processing/scaling.py new file mode 100644 index 000000000..0cab43fc8 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/scaling.py @@ -0,0 +1,58 @@ +import matplotlib.scale as mscale +import matplotlib.ticker +import numpy as np +from scipy import stats +from constants.output_file_constants import ProbitConstants + + +class QuantileFormatter(matplotlib.ticker.Formatter): + def __call__(self, x, pos=None): + formatted_number = "{:.2f}".format((1 - x) * 100) + return formatted_number + + +class QuantileScale(mscale.ScaleBase): + name = "quantile" + + def __init__(self, axis, **kwargs): + mscale.ScaleBase.__init__(self, axis) + self.dist = stats.distributions.norm + self._transform = self.ProbabilityTransform() + + def _get_quantiles(self): + return np.array(ProbitConstants.QUANTILES) / 100.0 + + def get_transform(self): + return self._transform + + def set_default_locators_and_formatters(self, axis) -> None: + axis.set_major_locator(matplotlib.ticker.FixedLocator(self._get_quantiles())) + axis.set_major_formatter(matplotlib.ticker.FuncFormatter(QuantileFormatter())) + axis.set_minor_locator(matplotlib.ticker.NullLocator()) + axis.set_minor_formatter(matplotlib.ticker.NullFormatter()) + + class ProbabilityTransform(mscale.Transform): + input_dims = 1 + output_dims = 1 + is_separable = True + has_inverse = True + + def transform_non_affine(self, a): + a = np.ma.masked_where(~np.isfinite(a), a) + return np.ma.filled(stats.norm.ppf(a), -np.inf) + + def inverted(self): + return QuantileScale.QuantileTransform() + + class QuantileTransform(mscale.Transform): + input_dims = 1 + output_dims = 1 + is_separable = True + has_inverse = True + + def transform_non_affine(self, a): + a = np.ma.masked_invalid(a) + return np.ma.filled(stats.norm.cdf(a), 0.0) + + def inverted(self): + return QuantileScale.ProbabilityTransform() diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_output_helpers.py b/LDAR_Sim/src/file_processing/output_processing/summary_output_helpers.py new file mode 100644 index 000000000..89bb4a419 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_output_helpers.py @@ -0,0 +1,292 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_output_helpers.py +Purpose: Contains helper functions for summarizing output data. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from pathlib import Path +import numpy as np +import pandas as pd +import os +import re +from constants import file_processing_const, output_file_constants as ofc + + +def get_mean_val(df: pd.DataFrame, column: str) -> float: + return df[column].mean() + + +def get_sum(df: pd.DataFrame, column: str) -> float: + return df[column].sum() + + +# TODO add this comment to the relevant User Manual Section +# Currently defined to compute percentiles using a median-unbiased method as described in: +# https://numpy.org/doc/stable/reference/generated/numpy.percentile.html and +# Rob J. Hyndman & Yanan Fan (1996) Sample Quantiles in Statistical +# Packages, The American Statistician, 50:4, 361-365 +# As this is described as the suggested method for unknown distributions +def get_nth_percentile(df: pd.DataFrame, column: str, percentile: float) -> float: + return np.percentile(df[column], percentile, method="median_unbiased") + + +def get_yearly_value_for_multi_day_stat( + df: pd.DataFrame, column: str, year: int, start_date_col: str, end_date_col: str +) -> float: + """ + Calculates the part of a value that can be attributed to the current year, given start + and end dates, assuming that the provided value + is unchanging and the entire year should be considered. + EI: For the year 2022, all values are considered to last until the end of the year 2022 + if no end is provided. There is no ability to calculate the value for a partial year. + + Parameters: + df (pd.DataFrame): The input DataFrame containing the data. + column (str): The name of the column containing the value to be calculated. + year (int): The year for which the calculation is performed. + start_date_col (str): The name of the column containing the start dates. + end_date_col (str): The name of the column containing the end dates. + + Returns: + float: The calculated yearly value. + + """ + # Initialize the yearly sum + yearly_sum = 0 + + # If the DataFrame is empty, return 0, there is no data to process + if df.empty: + return yearly_sum + + # Convert the start and end dates to datetime objects + df[start_date_col] = df[start_date_col].astype("datetime64[ns]") + df[end_date_col] = df[end_date_col].astype("datetime64[ns]") + + # Filter the DataFrame to only include rows that are relevant for the current year + filtered_df = df.loc[ + (df[start_date_col].dt.year <= year) + & ((df[end_date_col].dt.year >= year) | (df[end_date_col].isna())) + ] + + # Iterate over the filtered DataFrame and calculate the yearly sum + for index, row in filtered_df.iterrows(): + # Extract the start and end dates from the row + start_date: pd.Timestamp = row[start_date_col] + start_year: int = start_date.year + end_date: pd.Timestamp = row[end_date_col] + # If the end date is not provided, assume it is the end of the year + if end_date is pd.NaT: + end_date = df[end_date_col].max() + end_year: int = end_date.year + if end_date is pd.NaT: + end_year: int = year + + end_date = pd.Timestamp("-".join([str(end_year), "12", "31"])) + else: + end_year: int = end_date.year + # Extract the value from the row + value: np.number = row[column] + + # Initialize timestamps for the start and end of the current year + start_of_current_year: pd.Timestamp = pd.Timestamp("-".join([str(year), "01", "01"])) + end_of_current_year: pd.Timestamp = pd.Timestamp("-".join([str(year), "12", "31"])) + + # Calculate the total time the value is active and the time it is active in the current year + if start_year == year and end_year == year: + total_time: int = 1 + time_in_year: int = 1 + elif start_year == year: + total_time: int = (end_date - start_date).days + 1 + time_in_year: int = (end_of_current_year - start_date).days + 1 + elif end_year == year: + total_time: int = (end_date - start_date).days + 1 + time_in_year: int = (end_date - start_of_current_year).days + 1 + else: + total_time: int = (end_date - start_date).days + 1 + time_in_year: int = 365 + + # Multiply the value by the ratio of the time active + # in the current year to the total time active + value *= time_in_year / total_time + # Add the value to the yearly sum + yearly_sum += value + + return yearly_sum + + +def get_summary_file(out_dir: Path, filename: str): + filepath: Path = out_dir / filename + if os.path.exists(filepath): + with open(filepath, "r") as f: + return pd.read_csv(f) + else: + return pd.DataFrame() + + +def save_summary_file(summary_file: pd.DataFrame, out_dir: Path, filename: str): + filepath: Path = (out_dir / filename).with_suffix(".csv") + with open(filepath, "w", newline="") as f: + summary_file.to_csv(f, index=False) + + +def clear_directory(dir: Path): + with os.scandir(dir) as entries: + for entry in entries: + if not re.search( + file_processing_const.Multi_Sim_Output_Const.OUTPUT_KEEP_REGEX, entry.name + ): + os.remove(entry.path) + + +def mark_outputs_to_keep(dir: Path): + rename_operations: list[tuple[str, str]] = [] + with os.scandir(dir) as entries: + for entry in entries: + if entry.is_file(): + if re.search( + file_processing_const.Multi_Sim_Output_Const.OUTPUT_KEEP_REGEX, entry.name + ): + continue + old_file_path = entry.path + new_name = file_processing_const.Multi_Sim_Output_Const.OUTPUT_KEEP_STR + entry.name + new_file_path = os.path.join(dir, new_name) + rename_operations.append((old_file_path, new_file_path)) + + for old_file_path, new_file_path in rename_operations: + os.rename(old_file_path, new_file_path) + + +def get_non_baseline_prog_names(programs, baseline_program) -> list: + return [program_name for program_name in programs if program_name != baseline_program] + + +def get_annual_emissions_at_all_sites_with_extrapolation( + dir: str, estimated_emissions_data: pd.DataFrame, year: int +) -> float: + """ + Calculate the total annual emissions at all sites with extrapolation for sites that were not + measured. + + Parameters: + estimated_emissions_data (pd.DataFrame): Data from an estimated emissions csv file. + year (int): The year for which the emissions are to be calculated. + + Returns: + float: The total annual emissions at all sites with extrapolation for sites that were not + measured for the given year. + """ + # Calculate the annual emissions for each site + annual_emissions: pd.Series = estimated_emissions_data.groupby( + ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID + ).apply( + lambda x: get_yearly_value_for_multi_day_stat( + x, + ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT, + year, + ofc.EMIS_DATA_COL_ACCESSORS.START_DATE, + ofc.EMIS_DATA_COL_ACCESSORS.END_DATE, + ) + ) + + # Convert the annual emissions to a DataFrame and join it with site type + # and measured information + annual_emissions_and_site_type: pd.DataFrame = ( + pair_site_annual_emissions_with_site_type_and_measurement_info( + annual_emissions, estimated_emissions_data + ) + ) + + # Filter out sites that were not measured + annual_emissions_and_site_type_measured = annual_emissions_and_site_type[ + annual_emissions_and_site_type[ofc.EMIS_DATA_COL_ACCESSORS.SITE_MEASURED] + ] + + # Group the measured sites by site type and average the annual emissions + annual_emissions_site_type_averages: pd.Series = ( + annual_emissions_and_site_type_measured.groupby( + annual_emissions_and_site_type_measured[ofc.EMIS_DATA_COL_ACCESSORS.SITE_TYPE] + ).apply(lambda x: x[ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT].mean()) + ) + + # Uncomment this for extra outputs + # annual_emissions_site_type_averages.to_csv(dir + f"/annual_emissions_site_type_averages_{year}.csv") + + # Calculate the average of all measured sites + average_emissions_all_sites: float = annual_emissions_and_site_type_measured[ + ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT + ].mean() + + # Extrapolate the average emissions to sites that were not measured based on site type + # If there are no measured sites of a given type, use the average of all measured sites + # as the extrapolated value + + # Map average emissions to site IDs based on site type (where possible) + # This will be used as the list of replacement values for sites that were not measured + average_emissions_map: list[float] = [ + annual_emissions_site_type_averages.get(site_type, average_emissions_all_sites) + for site_type in annual_emissions_and_site_type[ofc.EMIS_DATA_COL_ACCESSORS.SITE_TYPE] + ] + + # Replace the annual emissions for sites that were not measured with the extrapolated values + extrapolated_annual_emissions: pd.Series = annual_emissions.where( + annual_emissions.index.isin( + annual_emissions_and_site_type_measured[ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID] + ), + average_emissions_map, + ) + + # Uncomment this for extra outputs + # extrapolated_annual_emissions.to_csv(dir + f"/extrapolated_annual_emissions_{year}.csv") + + return extrapolated_annual_emissions.sum() + + +def pair_site_annual_emissions_with_site_type_and_measurement_info( + site_annual_emissions: pd.Series, estimated_emissions_data: pd.DataFrame +) -> pd.DataFrame: + """ + Pair the annual emissions with the site type and measured information from the + estimated emissions data. + + Parameters: + site_annual_emissions (pd.Series): The annual emissions at each site. + estimated_emissions_data (pd.DataFrame): Data from an estimated emissions csv file. + + Returns: + pd.DataFrame: A DataFrame containing the annual emissions, site type, and + whether the site was measured. + """ + # Convert the annual emissions to a DataFrame + annual_emissions_df: pd.DataFrame = ( + site_annual_emissions.to_frame() + .reset_index() + .rename(columns={0: ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT}) + ) + # Extract site type and measured information from the estimated emissions data + site_type_info: pd.DataFrame = estimated_emissions_data[ + [ + ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID, + ofc.EMIS_DATA_COL_ACCESSORS.SITE_TYPE, + ofc.EMIS_DATA_COL_ACCESSORS.SITE_MEASURED, + ] + ].drop_duplicates() + # Merge the annual emissions with the site type and measured information + annual_emissions_and_site_type: pd.DataFrame = annual_emissions_df.merge( + site_type_info, on=ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID + ) + + return annual_emissions_and_site_type diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_output_manager.py b/LDAR_Sim/src/file_processing/output_processing/summary_output_manager.py new file mode 100644 index 000000000..50d7aea4c --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_output_manager.py @@ -0,0 +1,240 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_output_manager.py +Purpose: Contains the SummaryOutputManager module for LDAR-Sim. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import os +from pathlib import Path + +import pandas as pd +from constants.file_name_constants import Output_Files +from constants import error_messages, output_file_constants +from constants.general_const import Conversion_Constants as cc, WindowsPathConstants as wpc +from constants.file_processing_const import IOLocationConstants as io_loc +from file_processing.output_processing import summary_outputs, summary_output_helpers +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper +from constants.param_default_const import Program_Params as pp + + +class SummaryOutputManager: + + OUTPUT_FUNCTIONS_MAP = { + Output_Files.SummaryFileNames.TS_SUMMARY: (summary_outputs.generate_timeseries_summary), + Output_Files.SummaryFileNames.EMIS_SUMMARY: (summary_outputs.generate_emissions_summary), + } + + def __init__( + self, output_path: Path, output_config: dict, sim_years: list[int], programs: dict + ): + self._output_path: Path = output_path + if len(str(output_path)) > wpc.pre_filename_size_limit and os.name == "nt": + print(error_messages.Runtime_Warning_Messages.PATH_TOO_LONG_WARNING) + + self._summary_outputs_to_make: list[str] = self.parse_output_functions( + output_config[output_file_constants.OutputConfigCategories.SUMMARY_OUTPUTS][ + output_file_constants.OutputConfigCategories.SummaryOutputCatageories.SUMMARY_FILES + ] + ) + self._outputs_mapper: SummaryOutputMapper = SummaryOutputMapper( + output_config[output_file_constants.OutputConfigCategories.SUMMARY_OUTPUTS][ + output_file_constants.OutputConfigCategories.SummaryOutputCatageories.SUMMARY_STATS + ], + sim_years, + ) + + self.parse_program_cost_info(programs) + + def parse_program_cost_info(self, programs: dict) -> None: + program_cost_info = {} + for program_name, program in programs.items(): + program_cost_info[program_name] = program.get(pp.ECONOMICS) + + self._program_cost_info = program_cost_info + + def gen_summary_outputs(self, clear_outputs: bool = False): + directories: list[str] = [f.path for f in os.scandir(self._output_path) if f.is_dir()] + program_directories = [dir for dir in directories if io_loc.LOG_FOLDER not in dir] + legacy_outputs: dict[str, pd.DataFrame] = self.get_legacy_outputs() + new_outputs: dict[str, list[pd.DataFrame]] = {} + for program_directory in program_directories: + for summary_output in self._summary_outputs_to_make: + output_function = self.OUTPUT_FUNCTIONS_MAP.get(summary_output) + if output_function: + new_summary_output = new_outputs.get(summary_output, []) + new_summary_output.append( + output_function(program_directory, self._outputs_mapper) + ) + new_outputs[summary_output] = new_summary_output + if clear_outputs: + summary_output_helpers.clear_directory(program_directory) + else: + summary_output_helpers.mark_outputs_to_keep(program_directory) + combined_outputs: dict[str, pd.DataFrame] = self.combine_outputs( + legacy_outputs, new_outputs + ) + self.save_summary_files(combined_outputs) + + def parse_output_functions(self, output_config: dict) -> list[str]: + return [output for output, wanted in output_config.items() if wanted] + + def get_legacy_outputs(self) -> dict[str, pd.DataFrame]: + legacy_outputs: dict[str, pd.DataFrame] = {} + for summary_output in self._summary_outputs_to_make: + legacy_outputs[summary_output] = summary_output_helpers.get_summary_file( + self._output_path, summary_output + ".csv" + ) + return legacy_outputs + + def combine_outputs( + self, old_outputs: dict[str, pd.DataFrame], new_outputs: dict[str, list[pd.DataFrame]] + ) -> dict[str, pd.DataFrame]: + combined_outputs: dict[str, pd.DataFrame] = {} + for output_name, output in new_outputs.items(): + if old_outputs[output_name].empty: + combined_outputs[output_name] = pd.concat(output, ignore_index=True) + else: + output.insert(0, old_outputs[output_name]) + combined_outputs[output_name] = pd.concat(output, ignore_index=True) + + return combined_outputs + + def save_summary_files(self, combined_outputs: dict[str, pd.DataFrame]): + for name, summary_output in combined_outputs.items(): + summary_output_helpers.save_summary_file(summary_output, self._output_path, name) + + def gen_cost_summary_outputs(self, non_baseline_prog): + data_source_emis: Path = self._output_path / Output_Files.SummaryFileNames.EMIS_SUMMARY + data_source_ts: Path = self._output_path / Output_Files.SummaryFileNames.TS_SUMMARY + data_emis: pd.DataFrame = pd.read_csv(data_source_emis.with_suffix(".csv")) + data_ts: pd.DataFrame = pd.read_csv(data_source_ts.with_suffix(".csv")) + + mitigation_data: pd.DataFrame = self.filter_program_mitigation(data_emis, non_baseline_prog) + + cost_data: pd.DataFrame = self.filter_program_costs(data_ts, non_baseline_prog) + + combined_df: pd.DataFrame = pd.merge( + mitigation_data, + cost_data, + on=[ + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.SIM, + ], + ) + + self.gen_cost_to_mitigation_ratio(combined_df, non_baseline_prog) + self.gen_cost_of_mitigated_emissions(combined_df, non_baseline_prog) + + name = Output_Files.SummaryFileNames.COST_SUMMARY + ".csv" + + summary_output_helpers.save_summary_file(combined_df, self._output_path, name) + + def gen_cost_of_mitigated_emissions(self, cost_df, program_names) -> None: + """Generate a DataFrame with the cost of mitigated emissions for each program""" + + # Initialize the column for the cost of mitigated emissions + cost_df[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.COST_OF_MITIGATED_EMIS] = 0.0 + + # Iterate over each program name + for program_name in program_names: + # Calculate the cost of mitigated emissions for each row + mask = ( + cost_df[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME] + == program_name + ) + cost_df.loc[ + mask, output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.COST_OF_MITIGATED_EMIS + ] = ( + cost_df.loc[mask, output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION] + * cc.KG_TO_MMBTU + * self._program_cost_info[program_name][pp.NATGAS] + ) + return + + def gen_cost_to_mitigation_ratio(self, cost_mit_df, program_names) -> None: + """Generate a DataFrame with cost to mitigation ratios for each program""" + + # Initialize the column for cost-to-mitigation ratios + cost_mit_df[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO] = 0.0 + + # Iterate over each program name + for program_name in program_names: + # Calculate the cost-to-mitigation ratio for each row + mask = ( + cost_mit_df[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME] + == program_name + ) + cost_mit_df.loc[ + mask, output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO + ] = cost_mit_df.loc[ + mask, output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.TOTAL_COST + ] / ( + cost_mit_df.loc[ + mask, output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION + ] + / 1000 + * self._program_cost_info[program_name][pp.GWP] + ) + + return + + def filter_program_costs(self, ts_summary_info, program_names) -> pd.DataFrame: + """Filter DataFrame to return cost columns and rows based on program names""" + filtered_df = ts_summary_info.loc[ + ts_summary_info[output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME].isin( + program_names + ), + [ + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.SIM, + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.TOT_COST, + ], + ] + filtered_df.rename( + columns={ + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.TOT_COST: ( + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.TOTAL_COST + ) + }, + inplace=True, + ) + return filtered_df + + def filter_program_mitigation(self, emis_summary_info, program_names) -> pd.DataFrame: + """Filter dataframe to return mitigation columns and rows based on program names""" + filtered_df = emis_summary_info.loc[ + emis_summary_info[output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME].isin( + program_names + ), + [ + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.SIM, + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOT_MIT, + ], + ] + filtered_df.rename( + columns={ + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOT_MIT: ( + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION + ), + }, + inplace=True, + ) + return filtered_df + + def make_cost_summary(self) -> bool: + return Output_Files.SummaryFileNames.COST_SUMMARY in self._summary_outputs_to_make diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_output_mapper.py b/LDAR_Sim/src/file_processing/output_processing/summary_output_mapper.py new file mode 100644 index 000000000..1f8a238dc --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_output_mapper.py @@ -0,0 +1,284 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_output_mapper.py +Purpose: Contains the mapping for summary outputs + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from constants import output_file_constants, file_processing_const, file_name_constants +from file_processing.output_processing import summary_output_helpers + + +class SummaryOutputMapper: + + SUMMARY_MAPPINGS = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: { + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_DAILY_EMIS: lambda df, dir: ( + summary_output_helpers.get_mean_val( + df, output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_MIT_DAILY_EMIS: lambda df, dir: ( + summary_output_helpers.get_mean_val( + df, output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS_MIT + ) + ), + ( + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_NON_MIT_DAILY_EMIS + ): lambda df, dir: ( + summary_output_helpers.get_mean_val( + df, output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS_NON_MIT + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.T_DAILY_EMIS_95: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_95, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.T_MIT_DAILY_EMIS_95: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS_MIT, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_95, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.T_NON_MIT_DAILY_EMIS_95: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS_NON_MIT, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_95, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.T_DAILY_EMIS_5: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_5, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.T_MIT_DAILT_EMIS_5: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS_MIT, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_5, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.T_NON_MIT_DAILY_EMIS_5: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.EMIS_NON_MIT, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_5, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.AVG_DAILY_COST: lambda df, dir: ( + summary_output_helpers.get_mean_val( + df, output_file_constants.TIMESERIES_COL_ACCESSORS.COST + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.TOT_COST: lambda df, dir: ( + summary_output_helpers.get_sum( + df, output_file_constants.TIMESERIES_COL_ACCESSORS.COST + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.DAILY_COST_95: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.COST, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_95, + ) + ), + output_file_constants.TS_SUMMARY_COLUMNS_ACCESSORS.DAILY_COST_5: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.TIMESERIES_COL_ACCESSORS.COST, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_5, + ) + ), + }, + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: { + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOT_MIT: lambda df, dir: ( + summary_output_helpers.get_sum( + df, output_file_constants.EMIS_DATA_COL_ACCESSORS.MITIGATED + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOTAL_EMIS: lambda df, dir: ( + summary_output_helpers.get_sum( + df, output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.EST_TOTAL_EMIS: lambda df, dir: ( + summary_output_helpers.get_sum( + df, output_file_constants.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOTAL_MIT_EMIS: lambda df, dir: ( + summary_output_helpers.get_sum( + df.loc[df[output_file_constants.EMIS_DATA_COL_ACCESSORS.REPAIRABLE]], + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT, + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_TOTAL_NON_MIT_EMIS: lambda df, dir: ( + summary_output_helpers.get_sum( + df.loc[~df[output_file_constants.EMIS_DATA_COL_ACCESSORS.REPAIRABLE]], + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT, + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.AVG_T_EMIS_RATE: lambda df, dir: ( + summary_output_helpers.get_mean_val( + df, output_file_constants.EMIS_DATA_COL_ACCESSORS.T_RATE + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_RATE_95: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_RATE, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_95, + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_RATE_5: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_RATE, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_5, + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_AVG_EMIS_AMOUNT: lambda df, dir: ( + summary_output_helpers.get_mean_val( + df, output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_AMOUNT_95: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_95, + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_EMIS_AMOUNT_5: lambda df, dir: ( + summary_output_helpers.get_nth_percentile( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT, + file_processing_const.Multi_Sim_Output_Const.PERCENTILE_5, + ) + ), + }, + file_name_constants.Output_Files.SummaryFileNames.COST_SUMMARY: {}, + file_name_constants.Output_Files.SummaryFileNames.EMIS_EST_SUMMARY: {}, + file_name_constants.Output_Files.SummaryFileNames.EMIS_FUG_EST_SUMMARY: {}, + } + + YEARLY_MAPPINGS = { + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: { + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT: lambda year: ( + lambda df, dir: ( + summary_output_helpers.get_yearly_value_for_multi_day_stat( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.MITIGATED, + year, + output_file_constants.EMIS_DATA_COL_ACCESSORS.DATE_REP_EXP, + output_file_constants.EMIS_DATA_COL_ACCESSORS.THEORY_DATE, + ) + ) + ), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS: lambda year: ( + lambda df, dir: ( + summary_output_helpers.get_yearly_value_for_multi_day_stat( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.T_VOL_EMIT, + year, + output_file_constants.EMIS_DATA_COL_ACCESSORS.DATE_BEG, + output_file_constants.EMIS_DATA_COL_ACCESSORS.DATE_REP_EXP, + ) + ) + ), + }, + file_name_constants.Output_Files.SummaryFileNames.EMIS_EST_SUMMARY: { + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.EST_ANN_EMIS: lambda year: ( + lambda df, dir: ( + summary_output_helpers.get_annual_emissions_at_all_sites_with_extrapolation( + dir, + df, + year, + ) + ) + ) + }, + file_name_constants.Output_Files.SummaryFileNames.EMIS_FUG_EST_SUMMARY: { + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.EST_ANN_EMIS: lambda year: ( + lambda df, dir: ( + summary_output_helpers.get_yearly_value_for_multi_day_stat( + df, + output_file_constants.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT, + year, + output_file_constants.EMIS_DATA_COL_ACCESSORS.START_DATE, + output_file_constants.EMIS_DATA_COL_ACCESSORS.END_DATE, + ) + ) + ) + }, + } + + def __init__(self, summary_config: dict[str, dict[str, bool]] = {}, sim_years: list[int] = []): + self.summary_mapping: dict[str, dict[str, callable]] = {} + summary_files: file_name_constants.Output_Files.SummaryFileNames = ( + file_name_constants.Output_Files.SummaryFileNames() + ) + if summary_config: + for summary_file in summary_files: + self.set_summary_mapping(summary_file, summary_config.get(summary_file, {})) + self.add_yearly_mappings( + summary_file, + sim_years, + ) + + def set_summary_mapping(self, summary_file: str, config: dict[str, bool]): + wanted_summary_vals: list[str] = [ + summary_val for summary_val, wanted in config.items() if wanted + ] + self.summary_mapping[summary_file] = { + mapping_key: mapping_function + for mapping_key, mapping_function in self.SUMMARY_MAPPINGS[summary_file].items() + if mapping_key in wanted_summary_vals + } + + def add_yearly_mappings(self, summary_file: str, sim_years: list[int]): + if summary_file not in self.YEARLY_MAPPINGS: + return + for mapping_key, mapping_function in self.YEARLY_MAPPINGS[summary_file].items(): + for year in sim_years: + self.add_summary_mapping( + summary_file, + mapping_key.format(year), + mapping_function(year), + ) + + def add_summary_mapping(self, summary_file: str, map_key: str, map_function: callable): + if summary_file not in self.summary_mapping: + self.summary_mapping[summary_file] = {} + self.summary_mapping[summary_file][map_key] = map_function + + def get_summary_mapping(self, summary_file: str, map_key: str) -> callable: + if summary_file not in self.summary_mapping: + self.summary_mapping[summary_file] = {} + return self.summary_mapping[summary_file].get(map_key) + + def get_summary_columns(self, summary_file: str) -> list[str]: + return list(self.summary_mapping[summary_file].keys()) + + def get_summary_mappings(self, summary_file: str) -> dict[str, callable]: + return self.summary_mapping[summary_file] diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_outputs.py b/LDAR_Sim/src/file_processing/output_processing/summary_outputs.py new file mode 100644 index 000000000..b91ecc1fc --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_outputs.py @@ -0,0 +1,178 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_outputs.py +Purpose: Contains functions to summarize the outputs of the LDAR-Sim program. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import os +import re +from typing import Any +import pandas as pd +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper +from constants import output_file_constants, file_processing_const, file_name_constants + + +def summarize_program_outputs( + output_path: str, + summary_output: pd.DataFrame, + summary_mappings: dict[str, callable], + source_regex: re.Pattern[str], +) -> None: + with os.scandir(output_path) as entries: + for entry in entries: + if ( + entry.is_file() + and source_regex.match(entry.name) + and not re.search( + file_processing_const.Multi_Sim_Output_Const.OUTPUT_KEEP_REGEX, entry.name + ) + ): + new_summary_row: dict[str, Any] = {} + # Check to make sure the entry is not empty before reading it + # If it is empty, initialize the data variable to an empty dataframe + try: + data = pd.read_csv(entry.path) + except pd.errors.EmptyDataError: + data = pd.DataFrame() + + new_summary_row[ + output_file_constants.SummaryFileColumns.CommonColumns.PROGRAM_NAME + ] = ( + (file_processing_const.Multi_Sim_Output_Const.OUTPUTS_NAME_SIM_EXTRACTION_REGEX) + .match(entry.name) + .group(1) + ) + new_summary_row[ + output_file_constants.SummaryFileColumns.CommonColumns.SIMULATION_NUMBER + ] = ( + (file_processing_const.Multi_Sim_Output_Const.OUTPUTS_NAME_SIM_EXTRACTION_REGEX) + .match(entry.name) + .group(2) + ) + for summary_stat, calc_func in summary_mappings.items(): + new_summary_row[summary_stat] = calc_func(data, output_path) + summary_output.loc[len(summary_output)] = new_summary_row + + +def generate_timeseries_summary(directory: str, outputs_mapper: SummaryOutputMapper): + summary_columns: list[str] = outputs_mapper.get_summary_columns( + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ) + summary_columns.insert( + 0, output_file_constants.SummaryFileColumns.CommonColumns.SIMULATION_NUMBER + ) + summary_columns.insert(0, output_file_constants.SummaryFileColumns.CommonColumns.PROGRAM_NAME) + timeseries_summary_df = pd.DataFrame(columns=summary_columns) + summarize_program_outputs( + directory, + timeseries_summary_df, + outputs_mapper.get_summary_mappings( + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ), + file_processing_const.Multi_Sim_Output_Const.TS_PATTERN, + ) + return timeseries_summary_df + + +def generate_emissions_summary(directory: str, outputs_mapper: SummaryOutputMapper): + + common_columns = [ + output_file_constants.SummaryFileColumns.CommonColumns.PROGRAM_NAME, + output_file_constants.SummaryFileColumns.CommonColumns.SIMULATION_NUMBER, + ] + summary_columns: list[str] = outputs_mapper.get_summary_columns( + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ) + summary_columns.insert( + 0, output_file_constants.SummaryFileColumns.CommonColumns.SIMULATION_NUMBER + ) + summary_columns.insert(0, output_file_constants.SummaryFileColumns.CommonColumns.PROGRAM_NAME) + emissions_summary_df = pd.DataFrame(columns=summary_columns) + summarize_program_outputs( + directory, + emissions_summary_df, + outputs_mapper.get_summary_mappings( + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ), + file_processing_const.Multi_Sim_Output_Const.EMIS_PATTERN, + ) + estimated_df: pd.DataFrame = generate_emissions_estimation_summary(directory, outputs_mapper) + # Merge summary and estimated data + merged = pd.merge( + emissions_summary_df, + estimated_df, + on=common_columns, + how="outer", + ) + + # Exclude specific columns from being converted to numeric + cols_to_convert = merged.columns.difference(common_columns) + + # Convert applicable columns to numeric, fill NA values with 0 + merged[cols_to_convert] = merged[cols_to_convert].apply(pd.to_numeric, errors="coerce") + # Fill NA values with 0 + merged = merged.fillna(0) + return merged + + +def generate_emissions_estimation_summary(directory: str, outputs_mapper: SummaryOutputMapper): + summary_columns: list[str] = outputs_mapper.get_summary_columns( + file_name_constants.Output_Files.SummaryFileNames.EMIS_EST_SUMMARY + ) + summary_columns.insert( + 0, output_file_constants.SummaryFileColumns.CommonColumns.SIMULATION_NUMBER + ) + summary_columns.insert(0, output_file_constants.SummaryFileColumns.CommonColumns.PROGRAM_NAME) + est_emissions_summary_df = pd.DataFrame(columns=summary_columns) + est_rep_emissions_summary_df = pd.DataFrame(columns=summary_columns) + summarize_program_outputs( + directory, + est_emissions_summary_df, + outputs_mapper.get_summary_mappings( + file_name_constants.Output_Files.SummaryFileNames.EMIS_EST_SUMMARY + ), + file_processing_const.Multi_Sim_Output_Const.EST_PATTERN, + ) + summarize_program_outputs( + directory, + est_rep_emissions_summary_df, + outputs_mapper.get_summary_mappings( + file_name_constants.Output_Files.SummaryFileNames.EMIS_FUG_EST_SUMMARY + ), + file_processing_const.Multi_Sim_Output_Const.EST_REP_PATTERN, + ) + columns_to_subtract = [ + col + for col in summary_columns + if col + not in [ + output_file_constants.SummaryFileColumns.CommonColumns.PROGRAM_NAME, + output_file_constants.SummaryFileColumns.CommonColumns.SIMULATION_NUMBER, + ] + ] + + subtracted_df = ( + est_emissions_summary_df[columns_to_subtract] + .sub(est_rep_emissions_summary_df[columns_to_subtract]) + .clip(lower=0) + ) + + # Combine the result with columns not involved in subtraction + result = pd.concat( + [est_emissions_summary_df.drop(columns=columns_to_subtract), subtracted_df], axis=1 + ) + return result diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_visualization_helpers.py b/LDAR_Sim/src/file_processing/output_processing/summary_visualization_helpers.py new file mode 100644 index 000000000..22dcf0d8a --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_visualization_helpers.py @@ -0,0 +1,353 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_visualization_helpers.py +Purpose: Contains functions to help with the summary visualizations. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from matplotlib import lines, pyplot as plt, ticker +import scipy.stats +from constants import output_file_constants +import seaborn as sns +from typing import Any, Tuple, Union +import numpy as np +import re + + +def get_non_baseline_prog_names(emis_summary_info, baseline_program) -> list: + return [ + program_name + for program_name in emis_summary_info[ + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME + ].unique() + if program_name != baseline_program + ] + + +def format_tick_labels_with_metric_prefix(x, pos): + """ + Function to format tick labels as words with metric prefixes + """ + if abs(x) < 1: + return "{:.1f}".format(x) + powers = [18, 15, 12, 9, 6, 3, 0] + label = ["H", "Q", "T", "B", "M", "K", ""] + for i, power in enumerate(powers): + if abs(x) >= 10**power: + return "{:.1f}{}".format(x / 10**power, label[i]) + + +def plot_hist_percent_occurrence_with_smoothed_curved( + legend_elements: list, + ax: plt.Axes, + x_values: list, + program_name: str, + color: Tuple[float, float, float], + bin_range: Tuple[float, float], + x_label: str, + y_label: str, + legend_label: str = None, + bin_width: float = 0, + bins: Union[int, str] = "auto", + x_locator: ticker.Locator = ticker.AutoLocator(), + y_locator: ticker.Locator = ticker.MaxNLocator(nbins="auto", integer=True, prune=None), +): + if bin_width != 0: + sns.histplot( + x_values, + kde=True, + color=color, + element="step", + ax=ax, + binwidth=bin_width, + binrange=bin_range, + stat="percent", + ) + else: + sns.histplot( + x_values, + kde=True, + color=color, + element="step", + ax=ax, + binrange=bin_range, + bins=bins, + stat="percent", + ) + + legend_elements.append( + lines.Line2D( + [0], + [0], + color=color, + label=legend_label if legend_label else program_name, + markerfacecolor=color, + markersize=15, + ) + ) + if x_label and y_label: + ax.set( + xlabel=x_label, + ylabel=y_label, + ) + + ax.xaxis.set_major_locator(locator=x_locator) + ax.yaxis.set_major_locator(locator=y_locator) + + # Set custom formatter for x-axis + ax.xaxis.set_major_formatter(ticker.FuncFormatter(format_tick_labels_with_metric_prefix)) + + +def gen_annual_emissions_summary_list( + emis_summary_info, program_names +) -> dict[str, Tuple[list[float], list[float]]]: + + t_ann_columns = sorted( + [ + column + for column in emis_summary_info.columns + if re.match( + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.REGX_T_ANN_EMIS, column + ) + ] + ) + est_ann_columns = sorted( + [ + column + for column in emis_summary_info.columns + if re.match( + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.REGX_EST_ANN_EMIS, column + ) + ] + ) + + # remove the first year "spin up" column if simulation is long enough + # TODO: update this logic with spin up changes... + if len(t_ann_columns) > 1: + t_ann_columns = t_ann_columns[1:] + if len(est_ann_columns) > 1: + est_ann_columns = est_ann_columns[1:] + + paired_emissions_lists = {} + + for program_name in program_names: + true_emis_list = np.ravel( + emis_summary_info.loc[ + emis_summary_info[output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME] + == program_name, + t_ann_columns, + ].values + ).tolist() + + est_emis_list = np.ravel( + emis_summary_info.loc[ + emis_summary_info[output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME] + == program_name, + est_ann_columns, + ].values + ).tolist() + + paired_emissions_lists[program_name] = (true_emis_list, est_emis_list) + return paired_emissions_lists + + +def gen_annual_mitigation_summary_list( + emis_summary_info, program_names +) -> dict[str, Tuple[list[float], list[float]]]: + + mit_ann_columns = sorted( + [ + column + for column in emis_summary_info.columns + if re.match(output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.REGX_T_ANN_MIT, column) + ] + ) + + # remove the first year "spin up" column if simulation is long enough + # TODO: update this logic with spin up changes... + if len(mit_ann_columns) > 1: + mit_ann_columns = mit_ann_columns[1:] + + annual_mitigation_lists = {} + is_there_mitigation = False + for program_name in program_names: + mitigation_list = np.ravel( + emis_summary_info.loc[ + emis_summary_info[output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME] + == program_name, + mit_ann_columns, + ].values + ).tolist() + # Check if there is any mitigation in the program only + # if there has not been any mitigation found yet + if not is_there_mitigation: + is_there_mitigation = is_list_non_zero(mitigation_list) + annual_mitigation_lists[program_name] = mitigation_list + # If there is mitigation, return the mitigation lists + if is_there_mitigation: + return annual_mitigation_lists + else: + # Return none if there is no mitigation in any program + return None + + +def is_list_non_zero(list) -> bool: + return all(item != 0 for item in list) + + +def gen_true_estimated_annualized_statistics( + stat_function: callable, paired_emissions_lists: dict +) -> dict: + + program_stat_lists: dict = {} + + for program, (t_total_emis, est_total_emis) in paired_emissions_lists.items(): + percent_diff = [stat_function(est, true) for est, true in zip(est_total_emis, t_total_emis)] + program_stat_lists[program] = percent_diff + + return program_stat_lists + + +def calculate_histogram_bin_range( + program_hist_stats: dict[str, list[float]], + histogram_properties: dict[str, Any], + hist_stats_accessor: int, +) -> Tuple[float, float]: + if "bin_range" in histogram_properties and histogram_properties["bin_range"][1] is None: + max_val: float = max( + max([max(stat[hist_stats_accessor]) for stat in program_hist_stats.values()]), + float("-inf"), + ) + else: + max_val: float = histogram_properties["bin_range"][1] + + if "bin_range" in histogram_properties and histogram_properties["bin_range"][0] is None: + min_val: float = min( + min([min(stat[hist_stats_accessor]) for stat in program_hist_stats.values()]), + float("inf"), + ) + else: + min_val: float = histogram_properties["bin_range"][0] + histogram_properties["bin_range"] = (min_val, max_val) + + +def format_major_minor_ticks_log_scale(base: int, min_val: float, max_val: float): + # Calculate the number of major ticks + number_major_ticks = int(max_val - min_val + 1) + + # Calculate the number of minor ticks per major interval + number_minor_ticks = int((max_val - min_val + 1) * 2) + + if number_major_ticks > 10: + major_subs = np.arange(1, base, 2) + else: + major_subs = np.arange(1, base) + + if number_minor_ticks > 10: + minor_subs = np.arange(1, base, 1) + else: + minor_subs = np.arange(1, base, 0.5) + + # Create the major and minor locators + major_locator = ticker.LogLocator(base=base, subs=major_subs) + minor_locator = ticker.LogLocator(base=base, subs=minor_subs) + + return major_locator, minor_locator + + +def plot_probabilities_lognormal_probit_with_best_fit( + x_vals: list[float], + color: Tuple[float, float, float], + legend_label: str, + axis: plt.Axes, + legend_elements: list, + x_label: str, + y_label: str, + show_markers: bool, + best_fit_linestyle=output_file_constants.ProbitConstants.BEST_FIT_LINE_STYLE, +): + x_values: np.ndarray = np.sort(x_vals) + x_values = x_values[x_values > 0] + y_values: np.ndarray = scipy.stats.mstats.plotting_positions( + x_values, + alpha=output_file_constants.ProbitConstants.PLOTTING_POSITION_ALPHA, + beta=output_file_constants.ProbitConstants.PLOTTING_POSITION_BETA, + ) + + if show_markers: + + plt.scatter( + x_values, + y_values, + color=color, + label=legend_label, + marker=output_file_constants.ProbitConstants.MARKER, + facecolors="none", + edgecolors=color, + s=15, + ) + + axis.set_yscale(output_file_constants.ProbitConstants.Y_SCALE) + axis.set_xscale(output_file_constants.ProbitConstants.X_SCALE) + + axis.xaxis.set_major_formatter(ticker.FuncFormatter(format_tick_labels_with_metric_prefix)) + major_locator, minor_locator = format_major_minor_ticks_log_scale( + 10, x_values.max(), x_values.min() + ) + major_locator: ticker.LogLocator + minor_locator: ticker.LogLocator + axis.xaxis.set_major_locator(major_locator) + axis.xaxis.set_minor_locator(minor_locator) + axis.xaxis.set_minor_formatter(ticker.NullFormatter()) + axis.tick_params( + axis="x", which="major", labelsize=output_file_constants.ProbitConstants.X_LABEL_SIZE + ) + + plt.xticks(rotation=45) + + best_fit_coefficients: np.ndarray = np.polyfit( + np.log(x_values), scipy.stats.norm.ppf(y_values), 1 + ) + + best_fit_line_y_intermediate: np.ndarray = ( + best_fit_coefficients[0] * np.log(x_values) + best_fit_coefficients[1] + ) + + best_fit_line_y_values: np.ndarray = scipy.stats.norm.cdf(best_fit_line_y_intermediate) + + plt.plot( + x_values, + best_fit_line_y_values, + color=color, + linestyle=best_fit_linestyle, + ) + + axis.set_xlabel(x_label) + axis.set_ylabel(y_label) + + legend_elements.append( + lines.Line2D( + [0], + [0], + color=color, + label=legend_label, + markersize=15, + linestyle=best_fit_linestyle, + ) + ) + + plt.tight_layout() + plt.grid(True) diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_visualization_manager.py b/LDAR_Sim/src/file_processing/output_processing/summary_visualization_manager.py new file mode 100644 index 000000000..46a859d73 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_visualization_manager.py @@ -0,0 +1,113 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_visualization_manager.py +Purpose: Contains the SummaryVisualizationManager class, which is responsible +for generating summary visualizations. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import os +from pathlib import Path +from constants import output_file_constants, output_messages +from constants.general_const import WindowsPathConstants as wpc +from constants import error_messages +from file_processing.output_processing import summary_visualizations +from matplotlib import pyplot as plt +from file_processing.output_processing.summary_visualization_mapper import ( + SummaryVisualizationMapper, +) + + +class SummaryVisualizationManager: + OUTPUT_VISUALIZATION_FUNCTIONS_MAP = { + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_PERCENT_DIFF_PLOT: ( + summary_visualizations.gen_estimated_vs_true_emissions_percent_difference_plot + ), + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_RELATIVE_DIFF_PLOT: ( + summary_visualizations.gen_estimated_vs_true_emissions_relative_difference_plot + ), + ( + output_file_constants.SummaryOutputVizFileNames + ).TRUE_AND_ESTIMATED_PAIRED_EMISSIONS_DISTRIBUTION_PLOT: ( + summary_visualizations.gen_true_and_estimated_paired_emissions_distribution_plot + ), + output_file_constants.SummaryOutputVizFileNames.TRUE_AND_ESTIMATED_PAIRED_PROBIT_PLOT: ( + summary_visualizations.gen_true_and_estimated_paired_probit_plot + ), + output_file_constants.SummaryOutputVizFileNames.PROGRAM_MITIGATION_BAR_PLOT: ( + summary_visualizations.gen_program_mitigation_bars + ), + output_file_constants.SummaryOutputVizFileNames.PROGRAM_COST_VALUE_BAR_PLOT: ( + summary_visualizations.gen_program_stacked_cost_value_bars + ), + output_file_constants.SummaryOutputVizFileNames.COST_TO_MIT_BOX_PLOT: ( + summary_visualizations.gen_cost_to_mit_boxplot + ), + } + + def __init__( + self, + output_config: dict, + output_dir: Path, + baseline_program: str, + site_count: int, + ): + self.summary_visualizations_to_make: list[str] = self.parse_visualization_functions( + output_config[output_file_constants.OutputConfigCategories.SUMMARY_VISUALIZATIONS] + ) + self.baseline_program: str = baseline_program + self.output_dir: Path = output_dir + self.summary_visualizations_dir: Path = ( + output_dir / output_file_constants.FileDirectory.SUMMARY_PROGRAM_PLOTS_DIRECTORY + ) + if ( + len(str(self.summary_visualizations_dir)) > wpc.pre_filename_size_limit + and os.name == "nt" + ): + print(error_messages.Runtime_Warning_Messages.PATH_TOO_LONG_WARNING) + self._visualization_mapper: SummaryVisualizationMapper = SummaryVisualizationMapper( + site_count + ) + + self._visualization_mapper.update_with_user_defined_summary_settings( + output_config[ + output_file_constants.OutputConfigCategories.SUMMARY_VISUALIZATION_SETTINGS + ] + ) + + def gen_visualizations(self): + # Print a message to the console indicating that + # the summary visualizations are being generated + print(output_messages.SUMMARY_PLOT_GENERATION_MESSAGE) + # Create a directory to store the summary visualizations + os.makedirs(self.summary_visualizations_dir) + # Call the visualization functions for each summary visualization + for summary_visualization in self.summary_visualizations_to_make: + visualization_function = self.OUTPUT_VISUALIZATION_FUNCTIONS_MAP.get( + summary_visualization + ) + if visualization_function: + visualization_function( + self.output_dir, + self.summary_visualizations_dir, + self.baseline_program, + False, + self._visualization_mapper, + ) + plt.close("all") + + def parse_visualization_functions(self, output_config: dict) -> list[str]: + return [output for output, wanted in output_config.items() if wanted] diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_visualization_mapper.py b/LDAR_Sim/src/file_processing/output_processing/summary_visualization_mapper.py new file mode 100644 index 000000000..d4588e741 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_visualization_mapper.py @@ -0,0 +1,189 @@ +from typing import Any +from matplotlib import ticker +from file_processing.output_processing import output_utils +from file_processing.output_processing.output_utils import percent_difference, relative_difference +from constants import output_file_constants +from file_processing.output_processing import summary_visualization_helpers + + +class SummaryVisualizationMapper: + def __init__(self, site_count: int): + self._summary_stat_functions = { + ( + output_file_constants.SummaryVisualizationStatistics.PERCENT_DIFFERENCE + ): percent_difference, + ( + output_file_constants.SummaryVisualizationStatistics.RELATIVE_DIFFERENCE + ): relative_difference, + } + + self._histogram_properties_lookup = { + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_PERCENT_DIFF_PLOT: { + "hist0": { + "bin_width": ( + ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).HISTOGRAM_BIN_WIDTH + ), + "bin_range": ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).HISTOGRAM_PERCENT_DIFF_BIN_RANGE, + "x_label": output_file_constants.HistogramConstants.X_AXIS_LABEL_PERCENT, + "y_label": output_file_constants.HistogramConstants.Y_AXIS_LABEL, + } + }, + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_RELATIVE_DIFF_PLOT: { + "hist0": { + "bin_width": ( + ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).HISTOGRAM_BIN_WIDTH + ), + "bin_range": (-100, None), + "x_label": output_file_constants.HistogramConstants.X_AXIS_LABEL_RELATIVE, + "y_label": output_file_constants.HistogramConstants.Y_AXIS_LABEL, + "x_locator": ticker.MaxNLocator(nbins="auto", prune=None), + } + }, + ( + output_file_constants.SummaryOutputVizFileNames + ).TRUE_AND_ESTIMATED_PAIRED_EMISSIONS_DISTRIBUTION_PLOT: { + "hist0": { + "x_label": output_file_constants.HistogramConstants.X_AXIS_LABEL_PAIRED.format( + n_sites=site_count + ), + "y_label": output_file_constants.HistogramConstants.Y_AXIS_LABEL, + "bins": output_file_constants.HistogramConstants.BINS, + "bin_range": (None, None), + "legend_label": ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).TRUE_EMISSIONS_SUFFIX, + }, + "hist1": { + "x_label": output_file_constants.HistogramConstants.X_AXIS_LABEL_PAIRED.format( + n_sites=site_count + ), + "y_label": output_file_constants.HistogramConstants.Y_AXIS_LABEL, + "bins": output_file_constants.HistogramConstants.BINS, + "bin_range": (None, None), + "legend_label": ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).ESTIMATED_EMISSIONS_SUFFIX, + }, + }, + } + self._axis_formatter_lookup = { + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_RELATIVE_DIFF_PLOT: ( + ticker.FuncFormatter(output_utils.percentage_formatter) + ), + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_PERCENT_DIFF_PLOT: ( + ticker.FuncFormatter(output_utils.percentage_formatter) + ), + output_file_constants.SummaryOutputVizFileNames.PROGRAM_MITIGATION_BAR_PLOT: ( + ticker.FuncFormatter( + summary_visualization_helpers.format_tick_labels_with_metric_prefix + ) + ), + output_file_constants.SummaryOutputVizFileNames.PROGRAM_COST_VALUE_BAR_PLOT: ( + ticker.FuncFormatter( + summary_visualization_helpers.format_tick_labels_with_metric_prefix + ) + ), + } + + self._probit_properties_lookup = { + output_file_constants.SummaryOutputVizFileNames.TRUE_AND_ESTIMATED_PAIRED_PROBIT_PLOT: { + "probit0": { + "x_label": output_file_constants.ProbitConstants.X_AXIS_LABEL.format( + n_sites=site_count + ), + "y_label": output_file_constants.ProbitConstants.Y_AXIS_LABEL.format( + n_sites=site_count + ), + "legend_label": ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).TRUE_EMISSIONS_SUFFIX, + "show_markers": True, + }, + "probit1": { + "x_label": output_file_constants.ProbitConstants.X_AXIS_LABEL.format( + n_sites=site_count + ), + "y_label": output_file_constants.ProbitConstants.Y_AXIS_LABEL.format( + n_sites=site_count + ), + "legend_label": ( + output_file_constants.ESTIMATE_VS_TRUE_PLOTTING_CONSTANTS + ).ESTIMATED_EMISSIONS_SUFFIX, + "show_markers": True, + }, + } + } + + self._bar_chart_properties_lookup = { + output_file_constants.SummaryOutputVizFileNames.PROGRAM_MITIGATION_BAR_PLOT: { + "align": "center", + "x_label": output_file_constants.MitigationBarConstants.X_LABEL, + "y_label": output_file_constants.MitigationBarConstants.Y_LABEL, + "color": output_file_constants.MitigationBarConstants.COLOR, + "height": output_file_constants.MitigationBarConstants.HEIGHT, + }, + output_file_constants.SummaryOutputVizFileNames.PROGRAM_COST_VALUE_BAR_PLOT: { + "align": "center", + "x_label": output_file_constants.StackedCostBarConstants.X_LABEL, + "y_label": output_file_constants.StackedCostBarConstants.Y_LABEL, + "width": output_file_constants.StackedCostBarConstants.WIDTH, + }, + } + + self._box_plot_properties_lookup = { + output_file_constants.SummaryOutputVizFileNames.COST_TO_MIT_BOX_PLOT: { + "x_label": output_file_constants.BoxPlotConstants.X_LABEL, + "y_label": output_file_constants.BoxPlotConstants.Y_LABEL, + "widths": output_file_constants.BoxPlotConstants.WIDTH, + "patch_artist": output_file_constants.BoxPlotConstants.PATCH_ARTIST, + "medianprops": output_file_constants.BoxPlotConstants.MEDIAN_PROPS, + } + } + + def _get_summary_visualization_lookups( + self, + ) -> list[dict[str, dict[str, dict[str, Any]]]]: + return [self._histogram_properties_lookup, self._probit_properties_lookup] + + def get_summary_stat_function(self, stat_type: str): + return self._summary_stat_functions.get(stat_type) + + def get_histogram_properties(self, visualization_name: str): + return self._histogram_properties_lookup.get(visualization_name) + + def get_probit_properties(self, visualization_name: str): + return self._probit_properties_lookup.get(visualization_name) + + def get_bar_chart_properties(self, visualization_name: str): + return self._bar_chart_properties_lookup.get(visualization_name) + + def get_boxplot_properties(self, visualization_name: str): + return self._box_plot_properties_lookup.get(visualization_name) + + def get_axis_formatter(self, visualization_name: str): + return self._axis_formatter_lookup.get(visualization_name) + + def update_with_user_defined_summary_settings( + self, user_defined_settings: dict[dict[str, Any]] + ) -> None: + summary_file_names: output_file_constants.SummaryOutputVizFileNames = ( + output_file_constants.SummaryOutputVizFileNames() + ) + for summary_viz in summary_file_names: + if summary_viz in user_defined_settings: + for visualization_lookup_type in self._get_summary_visualization_lookups(): + for label, properties in visualization_lookup_type.items(): + if label == summary_viz: + for _, plot_settings in properties.items(): + for setting, value in user_defined_settings[summary_viz].items(): + setting_key: str = ( + output_file_constants.SummaryVisualizationSettingsMapper + ).MAPPINGS[summary_viz][setting] + if setting_key in plot_settings: + plot_settings[setting_key] = value diff --git a/LDAR_Sim/src/file_processing/output_processing/summary_visualizations.py b/LDAR_Sim/src/file_processing/output_processing/summary_visualizations.py new file mode 100644 index 000000000..8798e7404 --- /dev/null +++ b/LDAR_Sim/src/file_processing/output_processing/summary_visualizations.py @@ -0,0 +1,638 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: summary_visualizations.py +Purpose: Contains functions to generate summary visualizations for the LDAR-Sim output. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from pathlib import Path +from typing import Tuple + +import matplotlib.scale as mscale +import numpy as np +import pandas as pd +import seaborn as sns + +from constants import file_name_constants, output_file_constants +from file_processing.output_processing import output_utils, summary_visualization_helpers +from file_processing.output_processing.scaling import QuantileScale +from file_processing.output_processing.summary_visualization_mapper import ( + SummaryVisualizationMapper, +) +from matplotlib import pyplot as plt +from matplotlib import ticker + + +def plot_histograms( + colors: Tuple[list[Tuple[float, float, float]]], + program_hist_stats: dict[str, list[float] | Tuple[list[float], list[float]]], + combine_program_histograms: bool, + visualization_dir: Path, + visualization_name: str, + viz_mapper: SummaryVisualizationMapper, + save_separate_plots: bool = True, +): + # Determine the dimensionality of the histogram statistics + # This is used to determine how many histograms to plot for each program + hist_stat_dimensionality: int = 1 + for key, value in program_hist_stats.items(): + if not isinstance(value, tuple): + program_hist_stats[key] = (value,) # Treat non-tuple values as 1-tuple + value = program_hist_stats[key] + hist_stat_dimensionality = len(value) + + # Lookup the histogram properties from the visualization mapper + histogram_properties: dict = viz_mapper.get_histogram_properties(visualization_name) + x_axis_formatter: ticker.FuncFormatter | None = viz_mapper.get_axis_formatter( + visualization_name + ) + + for accessor, hist_properties in enumerate(histogram_properties.values()): + summary_visualization_helpers.calculate_histogram_bin_range( + program_hist_stats, hist_properties, accessor + ) + + # Setup a figure and axes for a combined histogram plot for all programs + if combine_program_histograms: + combined_plot: plt.Figure = plt.figure() + combined_plot_ax: plt.Axes = plt.gca() + + # Setup list of legend elements + legend_elements = [] + + # Pop the legend label(s) from the histogram properties so it/they can be used dynamically + if hist_stat_dimensionality > 1: + legend_labels: tuple = tuple( + histogram_properties[f"hist{dim}"].pop("legend_label", None) + for dim in range(hist_stat_dimensionality) + ) + else: + legend_labels: tuple = (histogram_properties.pop("legend_label", None),) + + for accessor, (program_name, stat) in enumerate(program_hist_stats.items()): + if save_separate_plots: + # Setup a figure and axes for a separated histogram plot for each program + separated_plot: plt.Figure = plt.figure() + separated_plot_ax: plt.Axes = plt.gca() + + for val in range(hist_stat_dimensionality): + if legend_labels[val] is not None: + legend_label_to_use = " ".join([program_name, legend_labels[val]]) + else: + legend_label_to_use = None + # Plot the histogram for the program + summary_visualization_helpers.plot_hist_percent_occurrence_with_smoothed_curved( + legend_elements=legend_elements, + ax=separated_plot_ax, + x_values=stat[val], + program_name=program_name, + color=colors[val][accessor], + legend_label=legend_label_to_use, + **histogram_properties[f"hist{val}"], + ) + # If there is more than 1 histogram to plot, add a legend + if hist_stat_dimensionality > 1: + plt.legend( + handles=legend_elements[ + (accessor * hist_stat_dimensionality) : ( # noqa 481 + accessor * hist_stat_dimensionality + ) + + hist_stat_dimensionality + ] + ) + # Format and save the separated plot + if x_axis_formatter: + separated_plot_ax.xaxis.set_major_formatter(x_axis_formatter) + save_path: Path = visualization_dir / f"{program_name}_{visualization_name}.png" + plt.savefig(save_path) + plt.close(separated_plot) + + if combine_program_histograms: + plt.figure(combined_plot.number) + for val in range(hist_stat_dimensionality): + if legend_labels[val] is not None: + legend_label_to_use = " ".join([program_name, legend_labels[val]]) + else: + legend_label_to_use = None + # Plot the histogram for the program on the combined plot + summary_visualization_helpers.plot_hist_percent_occurrence_with_smoothed_curved( + legend_elements=legend_elements, + ax=combined_plot_ax, + x_values=stat[val], + program_name=program_name, + color=colors[val][accessor], + legend_label=legend_label_to_use, + **histogram_properties, + ) + # Format and save the combined plot + if combine_program_histograms: + if x_axis_formatter: + combined_plot_ax.xaxis.set_major_formatter(x_axis_formatter) + plt.legend(handles=legend_elements) + save_path: Path = visualization_dir / visualization_name + plt.savefig(save_path) + plt.close(combined_plot) + + +def plot_probit( + colors: Tuple[list[Tuple[float, float, float]]], + probit_data: dict[str, list[float] | Tuple[list[float], list[float]]], + combine_program_plots: bool, + visualization_dir: Path, + visualization_name: str, + viz_mapper: SummaryVisualizationMapper, + save_separate_plots: bool = True, +): + probit_stat_dimensionality: int = 1 + for key, value in probit_data.items(): + if not isinstance(value, tuple): + probit_data[key] = (value,) + value = probit_data[key] + probit_stat_dimensionality = len(value) + + probit_properties: dict = viz_mapper.get_probit_properties(visualization_name) + + legend_elements: list = [] + + mscale.register_scale(QuantileScale) + + if combine_program_plots: + combined_plot: plt.Figure = plt.figure() + combined_plot_ax: plt.Axes = plt.gca() + + if probit_stat_dimensionality > 1: + legend_labels: tuple = tuple( + probit_properties[f"probit{dim}"].pop("legend_label", None) + for dim in range(probit_stat_dimensionality) + ) + else: + legend_labels: tuple = (probit_properties.pop("legend_label", None),) + + for accessor, (program_name, stat) in enumerate(probit_data.items()): + if save_separate_plots: + separated_plot: plt.Figure = plt.figure() + separated_plot_ax: plt.Axes = plt.gca() + + for val in range(probit_stat_dimensionality): + if legend_labels[val] is not None: + legend_label_to_use = " ".join([program_name, legend_labels[val]]) + else: + legend_label_to_use = None + + summary_visualization_helpers.plot_probabilities_lognormal_probit_with_best_fit( + x_vals=stat[val], + color=colors[val][accessor], + legend_label=legend_label_to_use, + axis=separated_plot_ax, + legend_elements=legend_elements, + **probit_properties[f"probit{val}"], + ) + + if probit_stat_dimensionality > 1: + plt.legend( + handles=legend_elements[ + (accessor * probit_stat_dimensionality) : ( # noqa 481 + accessor * probit_stat_dimensionality + ) + + probit_stat_dimensionality + ] + ) + + save_path: Path = visualization_dir / f"{program_name}_{visualization_name}.png" + plt.savefig(save_path) + plt.close(separated_plot) + + if combine_program_plots: + plt.figure(combined_plot.number) + + for val in range(probit_stat_dimensionality): + if legend_labels[val] is not None: + legend_label_to_use = " ".join([program_name, legend_labels[val]]) + else: + legend_label_to_use = None + + summary_visualization_helpers.plot_probabilities_lognormal_probit_with_best_fit( + x_vals=stat[val], + color=colors[val][accessor], + legend_label=legend_label_to_use, + axis=combined_plot_ax, + legend_elements=legend_elements, + **probit_properties[f"probit{val}"], + ) + + if combine_program_plots: + save_path: Path = visualization_dir / visualization_name + plt.savefig(save_path) + plt.close(combined_plot) + + +def plot_box_whisker( + cost_mit_ratio_data: pd.DataFrame, + visualization_dir: Path, + visualization_name: str, + viz_mapper: SummaryVisualizationMapper, +): + box_plot_properties: dict = viz_mapper.get_boxplot_properties(visualization_name) + + x_label: str = box_plot_properties.pop("x_label") + y_label: str = box_plot_properties.pop("y_label") + # Group by 'program name' and collect 'mitigation_ratio' values into lists + grouped_data = ( + cost_mit_ratio_data.groupby(output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME)[ + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO + ] + .apply(list) + .reset_index(name=output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO) + ) + labels = grouped_data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME].tolist() + data_to_plot = grouped_data[ + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO + ].tolist() + + figure: plt.Figure = plt.figure(figsize=(11, 7)) # noqa 841 + ax: plt.Axes = plt.gca() + ax.boxplot(data_to_plot, labels=labels, **box_plot_properties) + + ax.set_xlabel(x_label) + ax.set_ylabel(y_label) + plt.tight_layout() + + save_path: Path = visualization_dir / visualization_name + plt.savefig(save_path) + plt.close(figure) + + +def plot_stack_bar_chart( + cost_data: pd.DataFrame, + visualization_dir: Path, + visualization_name: str, + viz_mapper: SummaryVisualizationMapper, +): + bar_chart_properties: dict = viz_mapper.get_bar_chart_properties(visualization_name) + y_axis_formatter: ticker.FuncFormatter | None = viz_mapper.get_axis_formatter( + visualization_name + ) + # Extract NET_COST and remove it from cost_data + net_cost = cost_data.pop(output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.NET_COST) + + x_label: str = bar_chart_properties.pop("x_label") + y_label: str = bar_chart_properties.pop("y_label") + + figure: plt.Figure = plt.figure(figsize=(11, 7)) # noqa 841 + ax: plt.Axes = plt.gca() + cost_data.plot( + x=output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + kind="bar", + stacked=True, + ax=ax, + ) + # Plot NET_COST as dots on top of the stacked bar chart + program_names = cost_data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME] + x_positions = range(len(program_names)) # Assuming program names are on the x-axis + ax.scatter( + x_positions, + net_cost, + color="black", + zorder=5, + label=output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.NET_COST, + ) # zorder=5 to plot dots above bars + + # Add text labels for each dot to display the actual Net Cost value + for x_pos, net_cost_value in zip(x_positions, net_cost): + ax.text( + x_pos + 0.02, + net_cost_value, + f"${net_cost_value:.2f}", # Format the net cost value to two decimal places + ha="left", + va="bottom", + ) + ax.legend() + ax.set_xlabel(x_label) + ax.set_ylabel(y_label) + ax.yaxis.set_major_formatter(y_axis_formatter) + + # Add a horizontal line at y=0.0 + ax.axhline(0, color="black") + + plt.tight_layout() + + save_path: Path = visualization_dir / visualization_name + plt.savefig(save_path) + plt.close(figure) + + +def plot_bar_chart( + mitigation_data: dict[str, list[float]], + visualization_dir: Path, + visualization_name: str, + viz_mapper: SummaryVisualizationMapper, +): + x_axis_formatter: ticker.FuncFormatter | None = viz_mapper.get_axis_formatter( + visualization_name + ) + + bar_chart_properties: dict = viz_mapper.get_bar_chart_properties(visualization_name) + + x_label: str = bar_chart_properties.pop("x_label") + y_label: str = bar_chart_properties.pop("y_label") + + figure: plt.Figure = plt.figure(figsize=(11, 7)) # noqa 841 + ax: plt.Axes = plt.gca() + for index, (program_name, mitigation_values) in enumerate(mitigation_data.items()): + ax.barh( + y=index, + width=np.mean(mitigation_values), + label=program_name, + **bar_chart_properties, + ) + + ax.set_yticks(range(len(mitigation_data.keys()))) + ax.set_yticklabels(mitigation_data.keys()) + ax.xaxis.set_major_formatter(x_axis_formatter) + + ax.set_xlabel(x_label) + ax.set_ylabel(y_label) + + plt.tight_layout() + + save_path: Path = visualization_dir / visualization_name + plt.savefig(save_path) + plt.close(figure) + + +def gen_estimated_vs_true_emissions_percent_difference_plot( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + combine_program_histograms: bool, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + visualization_name: str = ( + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_PERCENT_DIFF_PLOT + ) + + program_names: list[str] = summary_visualization_helpers.get_non_baseline_prog_names( + data, baseline_program + ) + annualized_emissions_data: dict[Tuple[list[float], list[float]]] = ( + summary_visualization_helpers.gen_annual_emissions_summary_list(data, program_names) + ) + + stat_function: callable = viz_mapper.get_summary_stat_function( + output_file_constants.SummaryVisualizationStatistics.PERCENT_DIFFERENCE + ) + true_and_estimated_percent_differences: dict = ( + summary_visualization_helpers.gen_true_estimated_annualized_statistics( + stat_function, + annualized_emissions_data, + ) + ) + + colors = sns.color_palette("husl", n_colors=len(program_names)) + + plot_histograms( + (colors,), + true_and_estimated_percent_differences, + combine_program_histograms, + visualization_dir, + visualization_name, + viz_mapper, + ) + + +def gen_estimated_vs_true_emissions_relative_difference_plot( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + combine_program_histograms: bool, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + visualization_name: str = ( + output_file_constants.SummaryOutputVizFileNames.TRUE_VS_ESTIMATED_RELATIVE_DIFF_PLOT + ) + + program_names: list[str] = summary_visualization_helpers.get_non_baseline_prog_names( + data, baseline_program + ) + annualized_emissions_data: dict[Tuple[list[float], list[float]]] = ( + summary_visualization_helpers.gen_annual_emissions_summary_list(data, program_names) + ) + + stat_function: callable = viz_mapper.get_summary_stat_function( + output_file_constants.SummaryVisualizationStatistics.RELATIVE_DIFFERENCE + ) + true_and_estimated_relative_differences: dict = ( + summary_visualization_helpers.gen_true_estimated_annualized_statistics( + stat_function, + annualized_emissions_data, + ) + ) + + colors = sns.color_palette("husl", n_colors=len(program_names)) + + plot_histograms( + (colors,), + true_and_estimated_relative_differences, + combine_program_histograms, + visualization_dir, + visualization_name, + viz_mapper, + ) + + +def gen_true_and_estimated_paired_emissions_distribution_plot( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + combine_program_histograms: bool, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + visualization_name: str = ( + output_file_constants.SummaryOutputVizFileNames + ).TRUE_AND_ESTIMATED_PAIRED_EMISSIONS_DISTRIBUTION_PLOT + + program_names: list[str] = summary_visualization_helpers.get_non_baseline_prog_names( + data, baseline_program + ) + annualized_emissions_data: dict[Tuple[list[float], list[float]]] = ( + summary_visualization_helpers.gen_annual_emissions_summary_list(data, program_names) + ) + + colors = sns.color_palette("husl", n_colors=len(program_names)) + + colors_paired = ( + [output_utils.luminance_shift(color, lighten=False) for color in colors], + [output_utils.luminance_shift(color, lighten=True) for color in colors], + ) + + plot_histograms( + colors_paired, + annualized_emissions_data, + combine_program_histograms, + visualization_dir, + visualization_name, + viz_mapper, + ) + + +def gen_true_and_estimated_paired_probit_plot( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + combine_program_plots: bool, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + visualization_name: str = ( + output_file_constants.SummaryOutputVizFileNames.TRUE_AND_ESTIMATED_PAIRED_PROBIT_PLOT + ) + + program_names: list[str] = summary_visualization_helpers.get_non_baseline_prog_names( + data, baseline_program + ) + annualized_emissions_data: dict[Tuple[list[float], list[float]]] = ( + summary_visualization_helpers.gen_annual_emissions_summary_list(data, program_names) + ) + + colors = sns.color_palette("husl", n_colors=len(program_names)) + + colors_paired = ( + [output_utils.luminance_shift(color, lighten=False) for color in colors], + [output_utils.luminance_shift(color, lighten=True) for color in colors], + ) + + plot_probit( + colors_paired, + annualized_emissions_data, + combine_program_plots, + visualization_dir, + visualization_name, + viz_mapper, + ) + + +def gen_program_mitigation_bars( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + _, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + visualization_name: str = ( + output_file_constants.SummaryOutputVizFileNames.PROGRAM_MITIGATION_BAR_PLOT + ) + program_names: list[str] = summary_visualization_helpers.get_non_baseline_prog_names( + data, baseline_program + ) + annual_mitigation_data: dict[str, list[float]] = ( + summary_visualization_helpers.gen_annual_mitigation_summary_list(data, program_names) + ) + # if no mitigation data was found, return + if annual_mitigation_data is None: + return + plot_bar_chart( + annual_mitigation_data, + visualization_dir, + visualization_name, + viz_mapper, + ) + + +def gen_cost_to_mit_boxplot( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + _, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.COST_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + + visualization_name: str = output_file_constants.SummaryOutputVizFileNames.COST_TO_MIT_BOX_PLOT + + filtered_data = data[ + [ + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO, + ] + ] + # Mitigation ratio will be infinite if there is no mitigation. + # if all mitigation ratios are infinite, do not plot. + if np.isinf( + filtered_data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.MITIGATION_RATIO] + ).all(): + return + + plot_box_whisker( + filtered_data, + visualization_dir, + visualization_name, + viz_mapper, + ) + + +def gen_program_stacked_cost_value_bars( + out_dir: Path, + visualization_dir: Path, + baseline_program: str, + _, + viz_mapper: SummaryVisualizationMapper, +): + data_source: Path = out_dir / file_name_constants.Output_Files.SummaryFileNames.COST_SUMMARY + data: pd.DataFrame = pd.read_csv(data_source.with_suffix(".csv")) + + visualization_name: str = ( + output_file_constants.SummaryOutputVizFileNames.PROGRAM_COST_VALUE_BAR_PLOT + ) + + data = data[ + [ + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME, + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.COST_OF_MITIGATED_EMIS, + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.TOTAL_COST, + ] + ] + + data = ( + data.groupby(output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME) + .median() + .reset_index() + ) + + data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.TOTAL_COST] = -data[ + output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.TOTAL_COST + ] + + data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.NET_COST] = ( + data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.TOTAL_COST] + + data[output_file_constants.COST_SUMMARY_COLUMNS_ACCESSORS.COST_OF_MITIGATED_EMIS] + ) + + plot_stack_bar_chart( + data, + visualization_dir, + visualization_name, + viz_mapper, + ) diff --git a/LDAR_Sim/src/geography/distance.py b/LDAR_Sim/src/geography/distance.py deleted file mode 100644 index 02285b692..000000000 --- a/LDAR_Sim/src/geography/distance.py +++ /dev/null @@ -1,59 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: geography.distance -# Purpose: Calculate distance between two coordinates -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import numpy as np - - -def get_distance(lon1, lat1, lon2, lat2, calc_method): - ''' - A function that calculate different types of distance between two points - - Parameters - ---------- - lat1 : latitude 1 - lon1 : longitude 1 - lat2 : latitude 2 - lon2 : longitude 2 - calc_method : Types of distance metrics - - Returns a distance in km - - ''' - lat1 = float(lat1) - lon1 = float(lon1) - lat2 = float(lat2) - lon2 = float(lon2) - - if calc_method == "Euclidean": - d = ((lon1 - lon2)**2 + (lat1-lat2)**2)**0.5 - elif calc_method == "Haversine": - radius = 6371.0 - dlat = np.radians(lat2 - lat1) - dlon = np.radians(lon2 - lon1) - a = (np.sin(dlat / 2.0) * np.sin(dlat / 2.0) + - np.cos(np.radians(lat1)) * np.cos(np.radians(lat2)) * - np.sin(dlon / 2.0) * np.sin(dlon / 2.0)) - c = 2.0 * np.arctan2(np.sqrt(a), np.sqrt(1.0 - a)) - d = radius * c - elif calc_method == "route": - # HBD - To be added a later date - d = 100 - return d diff --git a/LDAR_Sim/src/geography/homebase.py b/LDAR_Sim/src/geography/homebase.py deleted file mode 100644 index 10752b7dc..000000000 --- a/LDAR_Sim/src/geography/homebase.py +++ /dev/null @@ -1,74 +0,0 @@ -from geography.distance import get_distance - -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: geography.homebase -# Purpose: Find nearest homebase -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# - - -def find_homebase(lon, lat, homebase_locs): - ''' - Find the nearest home base from home bases list - Parameters - ---------- - lon, and lat contains longitude and latitude of the current crew location - homebase_locs : A list that includes latitudes and longitudes of all home bases - - Returns - ------- - The latitude and longitude of nearest home base and the distance to that home base in km. - ''' - distances = [] - for lonlat in homebase_locs: - hb_lon = lonlat[0] - hb_lat = lonlat[1] - d = get_distance(lon, lat, hb_lon, hb_lat, "Haversine") - distances.append(d) - dist = min(distances) - ind = distances.index(dist) - return (homebase_locs[ind], dist) - - -def find_homebase_opt(lon1, lat1, lon2, lat2, homebase_locs): - ''' - Find the home base that nearest to both LDAR team and next visit facility. - Parameters - ---------- - lon1 and lat1 are longitude and latitude of the current location of LDAR crew - lon2 and lat2 are longitude and latitude of the next visit facility - homebase_locs : A list that includes latitudes and longitudes of all home bases - - Returns - ------- - The latitude and longitude of nearest home base and the distance to that home base in km. - ''' - xy2 = (lon2, lat2) - if xy2 in homebase_locs: - ind = homebase_locs.index(xy2) - homebase_locs.pop(ind) - D = [] - for xy in homebase_locs: - lon3 = xy[0] - lat3 = xy[1] - d1 = get_distance(lon1, lat1, lon3, lat3, "Haversine") - d2 = get_distance(lon1, lat1, lon2, lat2, "Haversine") - d = d1 + d2 - D.append(d) - dist = min(D) - ind = D.index(dist) - return (homebase_locs[ind], dist) diff --git a/LDAR_Sim/src/geography/vector.py b/LDAR_Sim/src/geography/vector.py deleted file mode 100644 index fb3938848..000000000 --- a/LDAR_Sim/src/geography/vector.py +++ /dev/null @@ -1,53 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: geography.vector -# Purpose: Various vector operations -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# - -def grid_contains_point(point_coord, grid_list_coord): - """ Identify if a point is within a grid of coordinates - - Args: - point_coord ([lat,lon]): Coordinates of a point - grid_list_coord (list): List of grid centroids - - Returns: - tuple: (boolean) is contained in point , and an exit message if false - """ - is_contained = True - exit_msg = None - if float(point_coord[0]) > max(grid_list_coord[0]): - exit_msg = 'Simulation terminated: One or more sites is too ' + \ - 'far North and is outside the spatial bounds of ' + \ - 'your grid data!' - is_contained = False - if float(point_coord[0]) < min(grid_list_coord[0]): - exit_msg = 'Simulation terminated: One or more sites is too ' + \ - 'far South and is outside the spatial bounds of ' + \ - 'your grid data!' - is_contained = False - if float(point_coord[1]) > max(grid_list_coord[1]): - exit_msg = 'Simulation terminated: One or more sites is too ' + \ - 'far East and is outside the spatial bounds of ' + \ - 'your grid data!' - is_contained = False - if float(point_coord[1]) < min(grid_list_coord[1]): - exit_msg = 'Simulation terminated: One or more sites is too ' + \ - 'far West and is outside the spatial bounds of ' + \ - 'your grid data!' - is_contained = False - return is_contained, exit_msg diff --git a/LDAR_Sim/src/initialization/args.py b/LDAR_Sim/src/initialization/args.py index 15a260452..51db5800d 100644 --- a/LDAR_Sim/src/initialization/args.py +++ b/LDAR_Sim/src/initialization/args.py @@ -3,7 +3,6 @@ # File: LDAR-Sim initialization.args # Purpose: Handle program input arguments # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,25 +18,31 @@ # # ------------------------------------------------------------------------------ +import logging import os import sys from argparse import ArgumentParser, RawTextHelpFormatter from pathlib import Path +from constants.error_messages import Input_Processing_Messages as ipm +from constants.general_const import File_Extension_Constants as fc +from constants.output_messages import InputHelpText as iht def get_abs_path(path, ref_folder=None): - """ Get the absolute path of a file from the reference folder + """Get the absolute path of a file from the reference folder If none is specified, use the current working directory Args: path (string): relative (or absolute) path to a file ref_folder (Path, optional): reference folder. Defaults to None. """ + def sel_parent(p_folder): return p_folder.parent + if ref_folder is None: ref_folder = Path(os.getcwd()) - n_pars = len(path) - len(path.lstrip('.')) + n_pars = len(path) - len(path.lstrip(".")) if n_pars > 0: n_pars -= 1 mod_rel_path = path[n_pars:] @@ -50,39 +55,131 @@ def sel_parent(p_folder): def files_from_args(ref_path): - ''' + """ Look for parameter files supplied as arguments - if parameter files are supplied as arguments, proceed to parse and type check input parameter type with the input manager. - The program will will also accept flagged input directory , (-P or --in_dir) - ''' + The program will also accept flagged input directory , (-P or --in_dir) + """ parser = ArgumentParser(formatter_class=RawTextHelpFormatter) # ---Declare input arguments--- parser.add_argument( - 'in_files', type=str, nargs='*', - help='Input files, seperate with space, can be absolute path or relative to' + - 'root directory (LDAR_Sim). All files should have yaml, yml, or json extensions \n' + - 'ie. python ldar_sim_main.py ./file1.json c:/path/to/file/file2.json') + "in_files", + type=str, + nargs="*", + help=iht.INPUT_FILE_HELP_TEXT, + ) parser.add_argument( - "-P", "--in_dir", - help='Input Directory, folder containing input files, will input all files within' + - 'folder that have yaml, yml or json extensions \n' + - 'ie. python ldar_sim_main.py --in_dir ./folder_with_infiles') - args = parser.parse_args() + "-P", + "--in_dir", + help=iht.INPUT_DIR_HELP_TEXT, + ) + parser.add_argument( + "-X", + "--out_dir", + help=iht.OUTPUT_DIR_HELP_TEXT, + ) + parser.add_argument( + "-D", "--debug", action="store_true", help=iht.DEBUG_HELP_TEXT, default=False + ) + args = parser.parse_args() if args.in_dir is not None: # if an input directory is specified, get all files within that are in the directory # Get all yaml or json files in specified folder parameter_files = [ get_abs_path(args.in_dir, ref_path) / "{}".format(f) for f in os.listdir(get_abs_path(args.in_dir, ref_path)) - if ".yaml" in f or ".yml" in f or ".json" in f] + if fc.YML in f or fc.YAML in f or fc.JSON in f + ] else: parameter_files = [ get_abs_path(f, ref_path) for f in args.in_files - if ".yaml" in f or ".yml" in f or ".json" in f] + if fc.YAML in f or fc.YML in f or fc.JSON in f + ] + + if len(parameter_files) < 1: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.MISSING_ARGUMENT_ERROR) + sys.exit() + if args.out_dir is not None: + out_dir = get_abs_path(args.out_dir, ref_path) + return {"parameter_files": parameter_files, "out_dir": str(out_dir)} + + return parameter_files, args.debug + + +def files_from_path(in_path): + if in_path is not None: + # if an input directory is specified, get all files within that are in the directory + # Get all yaml or json files in specified folder + parameter_files = [ + in_path / "{}".format(f) + for f in os.listdir(in_path) + if fc.YAML in f or fc.YML in f or fc.JSON in f + ] if len(parameter_files) < 1: - print('Please provide at least one input argument') + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.MISSING_ARGUMENT_ERROR) sys.exit() + return parameter_files + + +def files_from_args_sens(ref_path): + """ + Look for parameter files supplied as arguments - if parameter files are supplied as + arguments, proceed to parse and type check input parameter type with the input manager. + The program will also accept flagged input directory , (-P or --in_dir) + """ + parser = ArgumentParser(formatter_class=RawTextHelpFormatter) + # ---Declare input arguments--- + parser.add_argument( + "in_files", + type=str, + nargs="*", + help=iht.INPUT_FILE_HELP_TEXT, + ) + parser.add_argument( + "-P", + "--in_dir", + help=iht.INPUT_DIR_HELP_TEXT, + ) + parser.add_argument( + "-X", + "--out_dir", + help=iht.OUTPUT_DIR_HELP_TEXT, + ) + parser.add_argument( + "-S", + "--sensitivity_info", + help=iht.SENSITIVITY_INFO_HELP_TEXT, + ) + + args = parser.parse_args() + + if args.in_dir is not None: + # if an input directory is specified, get all files within that are in the directory + # Get all yaml or json files in specified folder + parameter_files = [ + get_abs_path(args.in_dir, ref_path) / "{}".format(f) + for f in os.listdir(get_abs_path(args.in_dir, ref_path)) + if fc.YML in f or fc.YAML in f or fc.JSON in f + ] + else: + parameter_files = [ + get_abs_path(f, ref_path) + for f in args.in_files + if fc.YAML in f or fc.YML in f or fc.JSON in f + ] + + if len(parameter_files) < 1: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.MISSING_ARGUMENT_ERROR) + sys.exit() + if args.out_dir is not None: + out_dir = get_abs_path(args.out_dir, ref_path) + return {"parameter_files": parameter_files, "out_dir": str(out_dir)} + + return parameter_files, args.sensitivity_info diff --git a/LDAR_Sim/src/initialization/campaigns.py b/LDAR_Sim/src/initialization/campaigns.py deleted file mode 100644 index 1ce886682..000000000 --- a/LDAR_Sim/src/initialization/campaigns.py +++ /dev/null @@ -1,88 +0,0 @@ - -from math import floor -from numpy import zeros -# --- initialize Campaigns --- - - -def _add_method_campaign(campaign_s_t, d_per_campaign, timesteps, n_sites, m_name): - n_campaigns = floor(timesteps/d_per_campaign) - return campaign_s_t.update( - { - m_name: { - 'current_campaign': 0, - 'n_campaigns': n_campaigns, - 'ts_start': [c*d_per_campaign for c in range(0, n_campaigns)], - 'n_sites': n_sites, - 'n_sites_screened': zeros(n_campaigns, dtype=int), - 'n_sites_surveyed': zeros(n_campaigns, dtype=int), - 'n_flags': zeros(n_campaigns, dtype=int), - 'n_tags': zeros(n_campaigns, dtype=int), - 'n_repairs': zeros(n_campaigns, dtype=int) - } - }) - - -def init_campaigns(n_subtype_rs, sites_per_subtype, timesteps): - """ Initialize campaigns by going through all site subtypes, and all - methods, and setting up campaign periods for each. IF subtypes have - one or more scheduled method with a single rs value, all unscheduled - methods ie. OGI_FU and natural will have the same schedule. - - Args: - n_subtype_rs (dict): dict of dicts where key is subtype and val is a dict with - key as method and val of the RS associated with the method/subtype. - If no single RS value for subtype set to None. - If method is un-scheduled (OGI-FU or Natural) set to -1. - sites_per_subtype (dict): dict where key is subtype and val is number of sites in - in subtype. - timesteps (integer): [description] - - Returns: - dict: campaign object. Where campaign['subtype_code]['method'] = { - 'current_campaign': 0, - 'n_campaigns': n_campaigns, - 'ts_start': [c*d_per_campaign for c in range(0, n_campaigns)], - 'n_sites': n_sites, - 'n_sites_screened': zeros(n_campaigns, dtype=int), - 'n_sites_surveyed': zeros(n_campaigns, dtype=int), - 'n_flags': zeros(n_campaigns, dtype=int), - 'n_tags': zeros(n_campaigns, dtype=int), - 'n_repairs': zeros(n_campaigns, dtype=int) - } - """ - campaigns = {} - for s_t, s_vals in n_subtype_rs.items(): - ref_day_per_campaign = None - has_one_campaign = True - campaigns.update({s_t: {}}) - non_sched_meths = [] - for m_idx, m_rs in s_vals.items(): - if m_rs != -1: - if m_rs is not None and m_rs != 0: - d_per_campaign = int(floor(365/m_rs)) - if has_one_campaign is True: - if ref_day_per_campaign is None: - ref_day_per_campaign = d_per_campaign - elif ref_day_per_campaign != d_per_campaign: - has_one_campaign = False - else: - # If campaign lengths are not set or vary, set the n of campaigns to annual - has_one_campaign = False - d_per_campaign = 365 - _add_method_campaign(campaigns[s_t], d_per_campaign, timesteps, - sites_per_subtype[s_t], m_idx) - else: - non_sched_meths.append(m_idx) - - # Add non-scheduled methods - # if there is a only one RS value for all sites and methods is subtype then - # set non-scheduled methods to havethe asame survey period - for m in non_sched_meths: - if has_one_campaign and ref_day_per_campaign is not None: - d_per_campaign = ref_day_per_campaign - else: - d_per_campaign = 365 - _add_method_campaign(campaigns[s_t], d_per_campaign, timesteps, - sites_per_subtype[s_t], m) - - return campaigns diff --git a/LDAR_Sim/src/initialization/checks.py b/LDAR_Sim/src/initialization/checks.py deleted file mode 100644 index 091f7b31d..000000000 --- a/LDAR_Sim/src/initialization/checks.py +++ /dev/null @@ -1,6 +0,0 @@ -def for_program(trg, programs): - has_trg = True - if len([p['program_name'] for p in programs if p['program_name'] == trg]) < 1: - print('Missing {} program...continuing'.format(trg)) - has_trg = False - return has_trg diff --git a/LDAR_Sim/src/initialization/initialize_emissions.py b/LDAR_Sim/src/initialization/initialize_emissions.py new file mode 100644 index 000000000..84e984695 --- /dev/null +++ b/LDAR_Sim/src/initialization/initialize_emissions.py @@ -0,0 +1,120 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: initialize_emissions +Purpose: Module for initializing emissions + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import logging +from pathlib import Path +import pickle +import sys +from datetime import date +import numpy as np +from virtual_world.infrastructure import Infrastructure +from initialization.preseed import gen_seed_timeseries +from constants.file_name_constants import Generator_Files +from constants.output_messages import RuntimeMessages as rm +from constants.error_messages import Input_Processing_Messages as ipm + + +def initialize_emissions( + n_sims: int, + preseed: bool, + emis_preseed_val: list[int], + hash_file_exist: bool, + infrastructure: Infrastructure, + start_date: date, + end_date: date, + generator_dir: Path, + pre_simulation_emissions: bool, + force_remake: bool = False, +): + n_sim_loc = generator_dir / Generator_Files.N_SIM_SAVE_FILE + n_simulation_saved: int = 0 + # Store params used to generate the pickle files for change detection + if not hash_file_exist or force_remake: + # Generate emissions for all simulation sets + for i in range(n_sims): + if preseed: + np.random.seed(emis_preseed_val[i]) + emissions: dict = {} + emis_file_loc = generator_dir / Generator_Files.GEN_INFRA_EMISS.format(i=i) + print(rm.GEN_EMISS.format(i=i)) + emissions.update( + infrastructure.generate_emissions( + sim_start_date=start_date, + sim_end_date=end_date, + sim_number=i, + pre_simulation_emissions=pre_simulation_emissions, + ) + ) + with open(emis_file_loc, "wb") as f: + pickle.dump(emissions, f) + + with open(n_sim_loc, "wb") as f: + pickle.dump(n_sims, f) + else: + try: + with open(n_sim_loc, "rb") as f: + n_simulation_saved = pickle.load(f) + except FileNotFoundError: + # Handle the case when the file is missing + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.GENERATOR_ERROR.format(file=Generator_Files.N_SIM_SAVE_FILE)) + sys.exit() + + if n_simulation_saved < n_sims: + with open(n_sim_loc, "wb") as f: + pickle.dump(n_sims, f) + + # More simulations are required. Generated emissions can still be re-used, + # but it is necessary to generate more emissions scenarios for the extra simulations + # Generate emissions for remaining simulation sets + for i in range(n_simulation_saved, n_sims): + if preseed: + np.random.seed(emis_preseed_val[i]) + print(rm.GEN_EMISS.format(i=i)) + emis_file_loc = generator_dir / Generator_Files.GEN_INFRA_EMISS.format(i=i) + emissions: dict = {} + emissions.update( + infrastructure.generate_emissions( + sim_start_date=start_date, + sim_end_date=end_date, + sim_number=i, + pre_simulation_emissions=pre_simulation_emissions, + ) + ) + with open(emis_file_loc, "wb") as f: + pickle.dump(emissions, f) + + if preseed: + seed_timeseries = gen_seed_timeseries( + sim_end_date=end_date, sim_start_date=start_date, gen_dir=generator_dir + ) + else: + seed_timeseries = None + return seed_timeseries + + +def read_in_emissions(infrastructure: Infrastructure, generator_dir: Path, sim_numb: int): + # Load emissions into the pregenerated infrastructure + emissions: dict = {} + emis_file_loc = generator_dir / Generator_Files.GEN_INFRA_EMISS.format(i=sim_numb) + with open(emis_file_loc, "rb") as f: + emissions: dict = pickle.load(f) + infrastructure.set_pregen_emissions(emissions[sim_numb], sim_numb) + return infrastructure diff --git a/LDAR_Sim/src/initialization/initialize_infrastructure.py b/LDAR_Sim/src/initialization/initialize_infrastructure.py new file mode 100644 index 000000000..f1d2f9060 --- /dev/null +++ b/LDAR_Sim/src/initialization/initialize_infrastructure.py @@ -0,0 +1,182 @@ +import os +import pickle +from virtual_world.infrastructure import Infrastructure +import hashlib +import json +import numpy as np +from constants.file_name_constants import Generator_Files +import constants.param_default_const as pc +from constants.output_messages import RuntimeMessages as rm + + +def hash_file(file_path) -> str: + # Construct the hasher object + hasher: hashlib._Hash = hashlib.md5() + + # Open the file to hash + with open(file_path, "rb") as f: + # Add bytes from the file to the hasher chunk by chunk + for chunk in iter(lambda: f.read(4096), b""): + hasher.update(chunk) + # Return the string containing the hex representation of the hash + return hasher.hexdigest() + + +def hash_dict(in_dict) -> str: + # Convert the dictionary to a string after sorting it by keys. + # This ensure the same dictionary will produce the same string + json_str = json.dumps(in_dict, sort_keys=True) + # Construct the hasher object + hasher: hashlib._Hash = hashlib.md5() + # Add the bytes of the string to the hasher + hasher.update(json_str.encode("utf-8")) + # Return the string containing the hex representation of the hash + return hasher.hexdigest() + + +def initialize_infrastructure( + methods, + programs, + virtual_world, + generator_dir, + in_dir, + preseed, + preseed_val, + force_remake, +) -> Infrastructure: + + if not os.path.exists(generator_dir): + os.mkdir(generator_dir) + + # Generate Infrastructure for all simulations. + # If previously generated infrastructure exists, use it instead. + hash_file_loc = generator_dir / Generator_Files.HASH_FILE + infra_file_loc = generator_dir / Generator_Files.INFRA_FILE + + # Generate md5 hashes for files that can contain infrastructure defining information. + # A md5 hash is a unique* number + # (Different files can get the same hash with md5 hashing but it is very uncommon) + # representing a set of bytes (The contents of any file). + # By Saving these and comparing them to previously saved values, + # this allows us to know if the inputs that influence infrastructure have changed so that + # we can generate new Infrastructure instead of using the old one in that case. + print(rm.HASHING) + sites_file_hash: str = hash_file( + in_dir / virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.SITE] + ) + site_type_file_hash: str = ( + hash_file( + in_dir / virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.SITE_TYPE] + ) + if virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.SITE_TYPE] + is not None + else None + ) + equip_group_file_hash: str = ( + hash_file( + in_dir / virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.EQUIP] + ) + if virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.EQUIP] is not None + else None + ) + sources_file_hash: str = ( + hash_file( + in_dir / virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.SOURCE] + ) + if virtual_world[pc.Virtual_World_Params.INFRA][pc.Virtual_World_Params.SOURCE] is not None + else None + ) + virtual_world_hash: str = hash_dict(virtual_world) + program_hash: str = hash_dict(programs) + print(rm.HASHING_COMPLETE) + + if not os.path.isfile(hash_file_loc) or not os.path.isfile(infra_file_loc) or force_remake: + # No previously generated Infrastructure found, generate new Infrastructure + print(rm.GEN_INFRA) + if preseed: + np.random.seed(preseed_val[0]) + + infrastructure: Infrastructure = Infrastructure( + virtual_world=virtual_world, + methods=methods, + in_dir=in_dir, + ) + + # Save the generated Infrastructure and the input file hashes and the virtual world hash. + with open(hash_file_loc, "wb") as f: + pickle.dump( + { + pc.Virtual_World_Params.SITE: sites_file_hash, + pc.Virtual_World_Params.SITE_TYPE: site_type_file_hash, + pc.Virtual_World_Params.EQUIP: equip_group_file_hash, + pc.Virtual_World_Params.SOURCE: sources_file_hash, + pc.Levels.VIRTUAL: virtual_world_hash, + pc.Levels.PROGRAM: program_hash, + }, + f, + ) + with open(infra_file_loc, "wb") as f: + pickle.dump({pc.Virtual_World_Params.INFRA: infrastructure}, f) + hash_file_exist = False + else: + # Read in all the saved hashes from the infrastructure used to generate + # the previously generated sites. + with open(hash_file_loc, "rb") as f: + gen_infra_hash_dict = pickle.load(f) + gen_sites_file_hash: str = gen_infra_hash_dict[pc.Virtual_World_Params.SITE] + gen_site_type_file_hash: str = gen_infra_hash_dict[pc.Virtual_World_Params.SITE_TYPE] + gen_equip_group_file_hash: str = gen_infra_hash_dict[pc.Virtual_World_Params.EQUIP] + gen_sources_file_hash: str = gen_infra_hash_dict[pc.Virtual_World_Params.SOURCE] + gen_virtual_world_hash: str = gen_infra_hash_dict[pc.Levels.VIRTUAL] + gen_program_hash: str = gen_infra_hash_dict[pc.Levels.PROGRAM] + + # Check if all previous hashes match current hashes + hashes_match: bool = ( + gen_sites_file_hash == sites_file_hash + and gen_site_type_file_hash == site_type_file_hash + and gen_equip_group_file_hash == equip_group_file_hash + and gen_sources_file_hash == sources_file_hash + and gen_virtual_world_hash == virtual_world_hash + and gen_program_hash == program_hash + ) + + # Determine what to do next based on if all current hashes match previous hashes + if hashes_match: + # The hashes match, meaning it's okay to reuse the previously generated infrastructure, + # and the previously generated emissions + with open(infra_file_loc, "rb") as f: + infrastructure = pickle.load(f)[pc.Virtual_World_Params.INFRA] + hash_file_exist = True + else: + # The hashes do not match, + # meaning something has changed with the infrastructure or virtual world. + # Either way, the sites need to be generated anew. + print(rm.GEN_INFRA) + + if preseed: + np.random.seed(preseed_val[0]) + + infrastructure: Infrastructure = Infrastructure( + virtual_world=virtual_world, + methods=methods, + in_dir=in_dir, + ) + # Save the generated Infrastructure, + # the input file hashes and the virtual world hash. + with open(hash_file_loc, "wb") as f: + pickle.dump( + { + pc.Virtual_World_Params.SITE: sites_file_hash, + pc.Virtual_World_Params.SITE_TYPE: site_type_file_hash, + pc.Virtual_World_Params.EQUIP: equip_group_file_hash, + pc.Virtual_World_Params.SOURCE: sources_file_hash, + pc.Levels.VIRTUAL: virtual_world_hash, + pc.Levels.PROGRAM: program_hash, + }, + f, + ) + with open(infra_file_loc, "wb") as f: + pickle.dump({pc.Virtual_World_Params.INFRA: infrastructure}, f) + + hash_file_exist = False + return infrastructure, hash_file_exist diff --git a/LDAR_Sim/src/initialization/input_manager.py b/LDAR_Sim/src/initialization/input_manager.py deleted file mode 100644 index 681e321d9..000000000 --- a/LDAR_Sim/src/initialization/input_manager.py +++ /dev/null @@ -1,259 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim input manager -# Purpose: Interface for managing, validating, and otherwise dealing with parameters -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import copy -import json -import os -import sys -from pathlib import Path - -import yaml -from utils.check_parameter_types import check_types - - -class InputManager: - def __init__(self): - """ Constructor creates a lookup of method defaults to run validation against - """ - g_param_file = './src/default_parameters/g_default.yml' - with open(g_param_file, 'r') as f: - default_global_parameters = yaml.load(f.read(), Loader=yaml.SafeLoader) - self.simulation_parameters = copy.deepcopy(default_global_parameters) - # Simulation parameter are parameters that are set up for this simulation - return - - def read_and_validate_parameters(self, parameter_filenames): - """Method to read and validate parameters - :param parameter_filenames: a list of paths to parameter files - :return returns fully validated parameters dictionary for simulation in LDAR-Sim - """ - raw_parameters = self.read_parameter_files(parameter_filenames) - self.parse_parameters(raw_parameters) - - # Add extra guards for other parts of the code that concatenate - # strings to construct file paths, and expect trailing slashes - self.remove_type_placeholders(self.simulation_parameters) - return(copy.deepcopy(self.simulation_parameters)) - - def write_parameters(self, filename): - """Method to write simulation parameters to the file system - :param filename: filename to write the parameters to - """ - with open(filename, 'w') as f: - f.write(yaml.dump(self.simulation_parameters, Dumper=NoAliasDumper)) - - def read_parameter_files(self, parameter_filenames): - """Method to read a collection of parameter files and perform any mapping prior to - validation. - :param parameter_filenames: a list of paths to parameter files - :return returns a list of parameter dictionaries - """ - # Read in the parameter files - new_parameters_list = [] - for parameter_filename in parameter_filenames: - new_parameters_list.append(self.read_parameter_file(parameter_filename)) - - # Perform any mapping, optionally accumulating mined global parameters - global_parameters = {} - for i in range(len(new_parameters_list)): - new_parameters_list[i], mined_global_parameters = \ - self.map_parameters(new_parameters_list[i]) - global_parameters.update(mined_global_parameters) - - # Append the mined global parameters for installation after all other parameter updates - if len(global_parameters) > 0: - global_parameters['parameter_level'] = 'global' - new_parameters_list.append(global_parameters) - - return(new_parameters_list) - - def read_parameter_file(self, filename): - """Method to read a single parameter file from a filename. This method can be extended to - address different file formats or mappings. - :param filename: the path to the parameter file - :return: dictionary of parameters read from the parameter file - """ - # Get File location - param_file = Path(filename) - extension = param_file.suffix - - new_parameters = {} - - if not os.path.exists(param_file): - print('Parameter file ' + str(param_file) + ' does not exist') - if not param_file.is_absolute(): - print('Note that relative file paths must be relative to the root directory ' - '(see User Manual)') - sys.exit() - - with open(param_file, 'r') as f: - print('Reading ' + filename.name) - if extension == '.json': - new_parameters = json.loads(f.read()) - elif extension == '.yaml' or extension == '.yml': - new_parameters = yaml.load(f.read(), Loader=yaml.SafeLoader) - else: - sys.exit('Invalid parameter file format: ' + filename) - - return(new_parameters) - - def map_parameters(self, parameters): - """Function to map parameters from older versions to the present version, all mappings are - externally specified in the relevant function. - :param parameters = the input parameter dictionary - :return returns the compliant parameters dictionary, and optionally mined global parameters - """ - if 'version' not in parameters: - print('Warning: interpreting parameters as version 2.0 because version key was missing') - parameters['version'] = '2.0' - - # address all parameter mapping, the input_mapper_v1 is available as a template - mined_global_parameters = {} - # if parameters['version'] == '1.0': - # parameters, mined_global_parameters = input_mapper_v1(parameters) - return(parameters, mined_global_parameters) - - def parse_parameters(self, new_parameters_list): - """Method to parse and validate new parameters, perform type checking, and organize for - simulation. - - Programs are then addressed, consecutively adding them in, calling in any methods available - in the method pool. - - :param new_parameters_list: a list of new parameter dictionaries - """ - programs = {} - method_pool = {} - for new_parameters in new_parameters_list: - # Address unsupplied parameter level by defaulting it as global - if 'parameter_level' not in new_parameters: - new_parameters['parameter_level'] = 'global' - print('Warning: parameter_level should be supplied to parameter files, LDAR-Sim ' - 'interprets parameter files as global if unspecified') - - if new_parameters['parameter_level'] == 'global': - # Extract programs supplied in global parameter files to build programs list - if 'programs' in new_parameters: - if len(new_parameters['programs']) > 0: - programs = programs + new_parameters.pop('programs') - - check_types(self.simulation_parameters, new_parameters, omit_keys=['programs']) - self.simulation_parameters.update(new_parameters) - - elif new_parameters['parameter_level'] == 'program': - if 'default_parameters' not in new_parameters: - def_file = 'p_default.yml' - else: - def_file = new_parameters['default_parameters'] - p_param_file = './src/default_parameters/{}'.format(def_file) - with open(p_param_file, 'r') as f: - default_program_parameters = yaml.load(f.read(), Loader=yaml.SafeLoader) - check_types(default_program_parameters, new_parameters, omit_keys=['methods']) - # Copy all default program parameters to build upon by calling update, then append - new_program = copy.deepcopy(default_program_parameters) - # HBD - Should be able to change single item in a dict and not he entire dict - self.retain_update(new_program, new_parameters) - programs.update({new_program['program_name']: new_program}) - - elif new_parameters['parameter_level'] == 'method': - # Create method pool entry that is referenced by the label - method_label = new_parameters['label'] - # self.retain_update(method_pool[method_label], new_parameters) - method_pool.update({method_label: new_parameters}) - - else: - sys.exit('Parameter_level of ' + str(new_parameters['parameter_level']) + - ' is not possible to parse') - - # Double check there is at least 1 program - if len(programs) == 0: - sys.exit('No programs are supplied') - - # Second, install the programs, checking for specified children methods - for p_idx, program in programs.items(): - # Find any orphaned methods that can be installed in this program - if 'method_labels' in program and program['method_labels'] is not None: - for method_label in program['method_labels']: - method_found = False - for i in method_pool: - if method_label == i: - programs[p_idx]['methods'].update({i: copy.deepcopy(method_pool[i])}) - method_found = True - - if not method_found: - print('Warning, the following method was specified by not supplied ' + - method_label) - - # Next, perform type checking and updating from default module parameters, even for - # methods pre-specified - for midx, method in program['methods'].items(): - if 'default_parameters' not in method: - def_file = 'm_default.yml' - else: - def_file = new_parameters['default_parameters'] - m_param_file = './src/default_parameters/{}'.format(def_file) - with open(m_param_file, 'r') as f: - default_module = yaml.load(f.read(), Loader=yaml.SafeLoader) - check_types( - default_module, - method, - omit_keys=['default_parameters']) - self.retain_update(default_module, method) - programs[p_idx]['methods'][midx] = default_module - - # Finally, manually append some keys from globals that are required to be in the program - # parameters - programs[p_idx]['start_date'] = self.simulation_parameters['start_date'] - programs[p_idx]['end_date'] = self.simulation_parameters['end_date'] - - # Third, install the programs into the simulation parameters - self.simulation_parameters['programs'] = programs - - def retain_update(self, obj, new_parameters): - for idx, param in new_parameters.items(): - if isinstance(param, dict): - self.retain_update(obj[idx], param) - else: - obj.update({idx: param}) - return - - def remove_type_placeholders(self, obj): - placeholders = ['_placeholder_int_', '_placeholder_float_', '_placeholder_str_'] - if isinstance(obj, list): - iterator = enumerate(obj) - elif isinstance(obj, dict): - iterator = obj.items() - for idx, param in iterator: - if param in placeholders: - obj[idx] = None - # special case, empty list - elif isinstance(param, (list, tuple)) \ - and len(param) == 1 and (param[0] in placeholders): - obj[idx] = [] - elif isinstance(param, (dict, list)): - self.remove_type_placeholders(obj[idx]) - return - - -class NoAliasDumper(yaml.SafeDumper): - - def ignore_aliases(self, data): - return True diff --git a/LDAR_Sim/src/initialization/input_mapper_v1.py b/LDAR_Sim/src/initialization/input_mapper_v1.py deleted file mode 100644 index 8ce201a1d..000000000 --- a/LDAR_Sim/src/initialization/input_mapper_v1.py +++ /dev/null @@ -1,110 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim input mapper sample -# Purpose: Example input mapper -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -def input_mapper_v1(parameters): - """Function to perform all input mapping from version 1.0 parameter files to presently compliant - parameter files. This is necessary to ensure reverse compatibility - to allow older parameter - files to run properly. - - **** THIS IS AN EXAMPLE FILE THAT IS PROVIDED AS A TEMPLATE **** - - This function is a series of hooks that fall into several categories: - 1) Construction hooks: these hooks construct newer parameters from older parameters. This is - necessary if parameters were depreciated in the newest version of the model, but relied upon in - older versions. For example, newer versions of the program may simply allow specification of a - start and end date, but not include specification of the number of timesteps. To allow this, a - construction hook could create start and end date from the number of timesteps using any - necessary rules to maintain compatibility. - - 2) Destruction hooks: these hooks destruct parameters that are no longer in the default set of - parameters in the model. To continue the above example, if the present version of the model - does not use number of timesteps, and the number of timesteps is no longer specified in the - default parameter file - that key should be removed. The issue here is without destruction of - depreciated parameters - this parameter file will fail validation. Of course, destruction must - be called AFTER construction so the information in the depreciated parameters is used to map - to the new parameters before being deleted! - - 3) Recalculation hooks: these hooks recalculate variables or map the values. For example, if - the units have changed, but the key has not - these hooks are necessary to recalculate the new - units to be compliant with the present version of the model. If the older version of the model - had a spelling mistake in a string specification, this type of hook would map the parameters. - Several examples: - - # map a old spelling mistake properly - the present version of LDAR Sim has corrected the - # spelling mistake but old parameter files continue to use the misspelled value - if parameters['calculation_method'] == 'categoricle': - parameters['calculation_method'] = 'categorical' - - # map the leak rate parameter from one unit to another, the newest version uses a different - # unit, where 0.003332 is the conversion factor - parameters['leak_rate] = parameters['leak_rate'] * 0.003332 - - 4) Key-change hooks: these hooks change the key name to a new key name to map the old name to - the new name. - - :param parameters = a dictionary of parameters that must be mapped to a compliant version - :return returns a model compliant parameter file dictionary and global parameter file (see notes - in code). - - In cases where the global parameters are not returned, the global parameters are returned as an - empty dictionary - """ - # ---------------------------------------------------------------------------------------------- - # 1. Construction hooks - # NOTES: Version 1.0 parameter files used to create global parameters by pulling some parameters - # from the P_ref program. Thus, this function returns global parameters as well as the - # parameters dictionary under analysis. There were no global parameters in v1.0. They - # were defined inline in the code. - - # Version 1.0 files are all program files - # if 'parameter_level' not in parameters: - # parameters['parameter_level'] = 'program' - - # Set version - # if 'version' not in parameters: - # parameters['version'] = '1.0' - - # Check if this is P_ref, if so, mine the global parameters - mined_global_parameters = {} - # parameters_to_make_global = ['n_simulations', 'timesteps', 'start_year', 'weather_file', - # 'print_from_simulations', 'write_data'] - # if parameters['program_name'] == 'P_ref': - # for i in parameters_to_make_global: - # mined_global_parameters[i] = parameters[i] - - # Construct a programs key - # mined_global_parameters['programs'] = [] - - # ---------------------------------------------------------------------------------------------- - # 2. Destruction hooks - # Delete the parameters that are now globals from this program definition - these do nothing - # for i in parameters_to_make_global: - # _ = parameters.pop(i) - - # ---------------------------------------------------------------------------------------------- - # 3. Recalculation hooks - pass - - # ---------------------------------------------------------------------------------------------- - # 4. Key-change hooks - pass - - return(parameters, mined_global_parameters) diff --git a/LDAR_Sim/src/initialization/leaks.py b/LDAR_Sim/src/initialization/leaks.py deleted file mode 100644 index 9d9bf5a19..000000000 --- a/LDAR_Sim/src/initialization/leaks.py +++ /dev/null @@ -1,120 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim initialization.leaks -# Purpose: Generate Leaks, Generate initial leaks and leak timeseries -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from datetime import datetime, timedelta - -from numpy import random -from utils.distributions import leak_rvs - - -def generate_leak(program, site, start_date, leak_count, days_active=0): - """ Generate a single leak at a site - - Args: - program (dict): Program parameter dictionary - site (dict): Site parameter and variable dictionary - start_date (datetime): Leak start date - leak_count (integer): Number of leaks at site, used for creating id - days_active (int, optional): Days the leak has been active. Defaults to 0. - - Returns: - dict: Leak object - """ - if program['emissions']['leak_file'] \ - and program['emissions']['leak_file_use'] == 'sample': - leak_rate = random.choice(program['emissions']['empirical_leaks']) - else: - leak_rate = leak_rvs( - site['leak_rate_dist'], - program['emissions']['max_leak_rate'], - site['leak_rate_units']) - return { - 'leak_ID': '{}_{}'.format(site['facility_ID'], str(leak_count).zfill(10)), - 'facility_ID': str(site['facility_ID']), - 'equipment_group': random.randint(1, int(site['equipment_groups'])+1), - 'rate': leak_rate, - 'lat': float(site['lat']), - 'lon': float(site['lon']), - 'status': 'active', - 'days_active': days_active, - 'days_active_prog_start': days_active, - 'tagged': False, - 'component': 'unknown', - 'date_began': start_date, - 'date_tagged': None, - 'tagged_by_company': None, - 'tagged_by_crew': None, - 'init_detect_by': None, - 'init_detect_date': None, - 'requires_shutdown': False, - 'date_repaired': None, - 'repair_delay': None, - } - - -def generate_leak_timeseries(program, site, leak_count=0): - """ Generate a time series of leaks for a single site - - Args: - program (dict): Program parameter dictionary - site (dict): Site parameter and variable dictionary - leak_count (integer): Number of leaks at site, used for creating id - - Returns: - list: Timeseries of leaks at a site. None is a placeholder for days without leaks - """ - # Get leak timeseries - start_date = datetime(*program['start_date']) - n_timesteps = (datetime(*program['end_date'])-start_date).days - site_timeseries = [] - for t in range(n_timesteps): - if random.binomial(1, program['emissions']['LPR']): - cur_dt = start_date + timedelta(days=t) - site['cum_leaks'] += 1 - site_timeseries.append(generate_leak(program, site, cur_dt, site['cum_leaks'])) - else: - site_timeseries.append(None) - return site_timeseries - - -def generate_initial_leaks(program, site): - """ Generate initial leaks at a site - - Args: - program (dict): Program parameter dictionary - site (dict): Site parameter and variable dictionary - - Returns: - list: List of leaks at a site - """ - # Get distribit - n_leaks = random.binomial(program['NRd'], program['emissions']['LPR']) - prog_start_date = datetime(*program['start_date']) - initial_site_leaks = [] - site.update({'initial_leaks': n_leaks, 'cum_leaks': n_leaks}) - leak_count = 0 - for leak in range(n_leaks): - leak_count += 1 - days_active = random.randint(0, high=program['NRd']) - leak_start_date = prog_start_date - timedelta(days=days_active) - initial_site_leaks.append( - generate_leak(program, site, leak_start_date, leak_count, days_active)) - return initial_site_leaks diff --git a/LDAR_Sim/src/initialization/preseed.py b/LDAR_Sim/src/initialization/preseed.py index c37cbe02a..01cc178ea 100644 --- a/LDAR_Sim/src/initialization/preseed.py +++ b/LDAR_Sim/src/initialization/preseed.py @@ -3,7 +3,6 @@ # File: LDAR-Sim initialization.preseed # Purpose: Generate a timeseries of integers for preseeding random functions # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,11 +18,73 @@ # # ------------------------------------------------------------------------------ -import random -from datetime import datetime +import numpy as np +from datetime import date, timedelta +import pickle +import os +from constants.file_name_constants import Generator_Files +from constants.output_messages import RuntimeMessages -def gen_seed_timeseries(params): - start_date = datetime(*params['start_date']) - n_timesteps = (datetime(*params['end_date'])-start_date).days - return [random.randrange(1, 50, 1) for i in range(n_timesteps)] +def gen_seed_timeseries( + sim_start_date: date, sim_end_date: date, gen_dir, force_remake: bool = False +) -> list[int]: + seed_ts_dict: dict[date, int] = {} + preseed_loc = gen_dir / Generator_Files.PRESEED_FILE + current_date = sim_start_date + + if os.path.isfile(preseed_loc) and not force_remake: + seed_ts_dict = get_seed_timeseries(gen_dir) + # check that the sim length matches + if (sim_end_date - sim_start_date).days + 1 == len(seed_ts_dict): + return seed_ts_dict + print(RuntimeMessages.GEN_PRESEED) + while current_date <= sim_end_date: + seed_ts_dict[current_date] = np.random.randint(0, 255) + current_date += timedelta(days=1) + with open(preseed_loc, "wb") as f: + pickle.dump(seed_ts_dict, f) + + return seed_ts_dict + + +def get_seed_timeseries(gen_dir) -> list[int]: + preseed_loc = gen_dir / Generator_Files.PRESEED_FILE + with open(preseed_loc, "rb") as f: + seed_ts = pickle.load(f) + return seed_ts + + +def gen_seed_emis(n_sim: int, gen_dir) -> tuple[list[int], bool]: + preseed_val: list[int] = [] + preseed_loc = gen_dir / Generator_Files.EMISSION_PRESEED_FILE + force_remake = False + if not os.path.exists(gen_dir): + force_remake = True + os.mkdir(gen_dir) + + if os.path.isfile(preseed_loc): + preseed_val = get_emis_seed(gen_dir) + if len(preseed_val) < n_sim: + print(RuntimeMessages.GEN_ADD_PRESEED_EMISS) + for i in range(len(preseed_val), n_sim): + emis_preseed: int = np.random.randint(0, 255) + preseed_val.append(emis_preseed) + with open(preseed_loc, "wb") as f: + pickle.dump(preseed_val, f) + else: + print(RuntimeMessages.GEN_PRESEED_EMISS) + force_remake = True + for i in range(n_sim): + emis_preseed: int = np.random.randint(0, 255) + preseed_val.append(emis_preseed) + with open(preseed_loc, "wb") as f: + pickle.dump(preseed_val, f) + return preseed_val, force_remake + + +def get_emis_seed(gen_dir) -> list[int]: + preseed_loc = gen_dir / Generator_Files.EMISSION_PRESEED_FILE + with open(preseed_loc, "rb") as f: + emis_seed = pickle.load(f) + return emis_seed diff --git a/LDAR_Sim/src/initialization/sims.py b/LDAR_Sim/src/initialization/sims.py deleted file mode 100644 index 439284052..000000000 --- a/LDAR_Sim/src/initialization/sims.py +++ /dev/null @@ -1,87 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim initialization.sims -# Purpose: Create and package simulations -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - - -import os -import pickle -from copy import deepcopy - -from initialization.preseed import gen_seed_timeseries -from initialization.sites import generate_sites, regenerate_sites - - -def create_sims(sim_params, programs, generator_dir, in_dir, out_dir, input_manager): - # Store params used to generate the pickle files for change detection - n_simulations = sim_params['n_simulations'] - pregen_leaks = sim_params['pregenerate_leaks'] - preseed_random = sim_params['preseed_random'] - base_prog = sim_params['baseline_program'] - simulations = [] - for i in range(n_simulations): - if pregen_leaks: - file_loc = generator_dir / "pregen_{}_{}.p".format(i, base_prog) - # If there is no pregenerated file for the program - if not os.path.isfile(file_loc): - sites, leak_timeseries, initial_leaks = generate_sites(programs[base_prog], in_dir) - else: - sites, leak_timeseries, initial_leaks = [], [], [] - if preseed_random: - seed_timeseries = gen_seed_timeseries(sim_params) - else: - seed_timeseries = None - for pidx, p in programs.items(): - if pregen_leaks: - file_loc = generator_dir / "pregen_{}_{}.p".format(i, pidx) - if os.path.isfile(file_loc): - # If there is a pregenerated file for the program - generated_data = pickle.load(open(file_loc, "rb")) - sites = generated_data['sites'] - leak_timeseries = generated_data['leak_timeseries'] - initial_leaks = generated_data['initial_leaks'] - seed_timeseries = generated_data['seed_timeseries'] - else: - # Different programs can have different site level parameters ie survey - # frequency,so re-evaluate selected sites with new parameters - sites = regenerate_sites(programs[pidx], sites, in_dir) - pickle.dump({ - 'sites': sites, 'leak_timeseries': leak_timeseries, - 'initial_leaks': initial_leaks, 'seed_timeseries': seed_timeseries}, - open(file_loc, "wb")) - else: - sites = [] - - opening_message = "Simulating program: {} ; simulation {} of {}".format( - pidx, i + 1, n_simulations - ) - simulations.append( - [{'i': i, 'program': deepcopy(programs[pidx]), - 'globals':sim_params, - 'input_directory': in_dir, - 'output_directory':out_dir, - 'opening_message': opening_message, - 'pregenerate_leaks': pregen_leaks, - 'print_from_simulation': sim_params['print_from_simulations'], - 'sites': sites, - 'leak_timeseries': leak_timeseries, - 'initial_leaks': initial_leaks, - 'seed_timeseries': seed_timeseries, - }]) - return simulations diff --git a/LDAR_Sim/src/initialization/sites.py b/LDAR_Sim/src/initialization/sites.py deleted file mode 100644 index 0f799b20b..000000000 --- a/LDAR_Sim/src/initialization/sites.py +++ /dev/null @@ -1,159 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim initialization.sites -# Purpose: Pregenerate sites and regenerate sites -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import copy -import fnmatch -import os -import pickle -import random - -import numpy as np -import pandas as pd -from initialization.leaks import (generate_initial_leaks, - generate_leak_timeseries) -from utils.distributions import fit_dist, unpackage_dist - - -def init_generator_files(generator_dir, sim_params, in_dir, baseline_prog): - sites_file = baseline_prog['infrastructure_file'] - sites_in = pd.read_csv(in_dir / sites_file) - sim_sites = sites_in.to_dict('records') - if not os.path.exists(generator_dir): - os.mkdir(generator_dir) - gen_files = fnmatch.filter(os.listdir(generator_dir), '*.p') - if len(gen_files) > 0: - try: - old_sites = pickle.load(open(generator_dir / 'sites.p', "rb")) - old_params = pickle.load(open(generator_dir / 'params.p', "rb")) - except FileNotFoundError: - old_sites = None - old_params = None - # Check to see if params used to generate the pickle files have changed - if old_params != sim_params or old_sites != sim_sites: - for file in gen_files: - os.remove(generator_dir / file) - pickle.dump(sim_sites, open(generator_dir / 'sites.p', "wb")) - pickle.dump(sim_params, open(generator_dir / 'params.p', "wb")) - - -def get_subtype_dist(program, wd): - # Get Sub_type data - if program['emissions']['subtype_leak_dist_file']: - subtypes = pd.read_csv( - wd / program['emissions']['subtype_leak_dist_file'], - index_col='subtype_code') - program['subtypes'] = subtypes.to_dict('index') - for st in program['subtypes']: - program['subtypes'][st]['leak_rate_units'] = program['emissions']['units'] - unpackage_dist(program) - elif program['emissions']['leak_file_use'] == 'fit': - program['subtypes'] = {0: { - 'leak_rate_dist': fit_dist( - samples=program['empirical_leaks'], - dist_type='lognorm'), - 'leak_rate_units': ['gram', 'second']}} - elif not program['emissions']['subtype_leak_dist_file']: - program['subtypes'] = {0: { - 'dist_type': program['emissions']['leak_dist_type'], - 'dist_scale': program['emissions']['leak_dist_params'][0], - 'dist_shape': program['emissions']['leak_dist_params'][1:], - 'leak_rate_units': program['emissions']['units']}} - unpackage_dist(program) - - -def generate_sites(program, in_dir): - """[summary] - - Args: - program ([type]): [description] - in_dir ([type]): [description] - - Returns: - [type]: [description] - """ - # Read in the sites as a list of dictionaries - sites_in = pd.read_csv(in_dir / program['infrastructure_file']) - sites = sites_in.to_dict('records') - - # Sample sites and shuffle - n_samples = program['site_samples'] - if n_samples is None: - n_samples = len(sites) - # even if n_samples is None, the sample function is still used to shuffle - sites = random.sample(sites, n_samples) - - # Get subtype Times - if program['subtype_times_file'] is not None: - subtypes_times_f = pd.read_csv( - in_dir / program['subtype_times_file'], - index_col='subtype_code') - subtypes_times = subtypes_times_f.to_dict('index') - for site in sites: - subtype_time = subtypes_times[site['subtype_code']] - site.update(subtype_time) - - # Get leaks from file - if program['emissions']['leak_file'] is not None: - program['emissions']['empirical_leaks'] = np.array( - pd.read_csv(in_dir / program['emissions']['leak_file']).iloc[:, 0]) - - get_subtype_dist(program, in_dir) - - leak_timeseries = {} - initial_leaks = {} - # Additional variable(s) for each site - for site in sites: - # Add a distribution and unit for each leak - if len(program['subtypes']) > 1: - # Get all keys from subtypes - for col in program['subtypes'][next(iter(program['subtypes']))]: - site[col] = program['subtypes'][int(site['subtype_code'])][col] - elif len(program['subtypes']) > 0: - site.update(program['subtypes'][0]) - - initial_site_leaks = generate_initial_leaks(program, site) - initial_leaks.update({site['facility_ID']: initial_site_leaks}) - site_timeseries = generate_leak_timeseries(program, site) - leak_timeseries.update({site['facility_ID']: site_timeseries}) - return sites, leak_timeseries, initial_leaks - - -def regenerate_sites(program, prog_0_sites, in_dir): - ''' - Regenerate sites allows site level parameters to update on pregenerated - sites. This is necessary when programs have different site level params - for example, the survey frequency or survey time could be different. - ''' - # Read in the sites as a list of dictionaries - sites_in = pd.read_csv(in_dir / program['infrastructure_file'], index_col='facility_ID') - # Add facility ID back into object - sites_in['facility_ID'] = sites_in.index - sites = sites_in.to_dict('index') - out_sites = [] - for site_or in prog_0_sites: - s_idx = site_or['facility_ID'] - new_site = copy.deepcopy(sites[s_idx]) - new_site.update({'cum_leaks': site_or['cum_leaks'], - 'initial_leaks': site_or['initial_leaks'], - 'leak_rate_dist': site_or['leak_rate_dist'], - 'leak_rate_units': site_or['leak_rate_units']}) - out_sites.append(new_site) - return out_sites diff --git a/LDAR_Sim/src/initialization/update_methods.py b/LDAR_Sim/src/initialization/update_methods.py deleted file mode 100644 index 87b463860..000000000 --- a/LDAR_Sim/src/initialization/update_methods.py +++ /dev/null @@ -1,99 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim initialization.update_methods -# Purpose: Estimate number of crews, and number of sites a crew can survey in a day -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# - -# from scipy.stats import nanmean -from math import ceil, floor, radians - -from numpy import array as np_arr -from numpy import average, diag_indices_from, nan, nanmean -from numpy.random import choice -from sklearn.metrics.pairwise import haversine_distances - - -def est_n_crews(m, sites): - """ Estimate the number of mobile crews required to survey all sites within a campaign. This - function will find estimate number of crews based on an estimate of sites per day a single - crew is able to accomplish. If the function fails (usually non mobile method) n_crews of 1 - will be returned. - - Args: - m (dict): method parameters - sites (dict): site dictionary - Returns: - int: number of working crews. - """ - m_name = m['label'] - avg_sites_per_day = est_site_p_day(m, sites) - try: - avg_days_per_campaign = ceil(average([365 / s['{}_RS'.format(m_name)] for s in sites])) - n_crews = ceil(len(sites)/(avg_sites_per_day*avg_days_per_campaign)) - except KeyError: - n_crews = 1 - return n_crews - - -def est_site_p_day(m, sites): - """ - Estimate the number of sites a crew can survey in a day based on the average survey time - , time between sites and the max workday. - Args: - m (dict): method parameters - sites (dict): site dictionary - Returns: - int:estimated sites per day per crew. - """ - def _s_per_day(s): - ''' - Estimates the number of sites a crew can do in a day. Takes the number of minutes in a - day, subtracts the time required from a site at the end of a day. Then divides by - the the time required to travel to a site and complete LDAR work at a site. - ''' - workday_aj = work_mins - int(choice(m['t_bw_sites']['vals'])) - t_per_site = int(choice(m['t_bw_sites']['vals'])) + int(s['{}_time'.format(m_name)]) - return workday_aj / t_per_site - m_name = m['label'] - work_mins = m['max_workday']*60 - try: - est_val = floor(average([_s_per_day(s) for s in sites])) - except KeyError: - est_val = 1 - return est_val - - -def est_t_bw_sites(m, sites): - """ Estimate t_bw_sites for mobile deployments with routeplanning enabled - in minutes. Calculates the distances between all sites, then divides - by the average travel speed. - Args: - m (dict): method parameters - sites (dict): site dictionary - - Returns: - list(ints): travel time between sites in minutes - """ - site_rads = [[radians(site['lat']), radians(site['lon'])] for site in sites] - # Calc distance matrix between all points and convert to KM - dist_mat = np_arr(haversine_distances(site_rads)*6371000/1000) - # Diagonals are the distance between a point and itself. Exclude from avg - dist_mat[diag_indices_from(dist_mat)] = nan - avg_dist_bw_sites = nanmean(dist_mat) - avg_speed = average(m['scheduling']['travel_speeds']) - # Convert to minutes, returns as a list to conform with t_bw_sites var - return [int(ceil((avg_speed/avg_dist_bw_sites)*60))] diff --git a/LDAR_Sim/src/methods/funcs.py b/LDAR_Sim/src/initialization/versioning.py similarity index 58% rename from LDAR_Sim/src/methods/funcs.py rename to LDAR_Sim/src/initialization/versioning.py index fdf9edd43..6ccfa7a9c 100644 --- a/LDAR_Sim/src/methods/funcs.py +++ b/LDAR_Sim/src/initialization/versioning.py @@ -1,9 +1,8 @@ # ------------------------------------------------------------------------------ # Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim main -# Purpose: Interface for parameterizing and running LDAR-Sim. +# File: initialization.versioning +# Purpose: Checks for the versions of the parameter files # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,16 +18,17 @@ # # ------------------------------------------------------------------------------ -import numpy as np +def check_major_version(version_string, major_version): + try: + major_part, _ = map(int, version_string.split(".")) + major_version = int(major_version) -def measured_rate(true_rate, QE): - quant_error = np.random.normal(0, QE) - measured_rate = None - if quant_error >= 0: - measured_rate = true_rate + true_rate * quant_error - if quant_error < 0: - denom = abs(quant_error - 1) - measured_rate = true_rate / denom - - return measured_rate + if major_part < major_version: + return -1 + elif major_part == major_version: + return 0 + else: + return 1 + except ValueError: + return False diff --git a/LDAR_Sim/src/ldar_sim.py b/LDAR_Sim/src/ldar_sim.py index 434d84198..89fb7d0ef 100644 --- a/LDAR_Sim/src/ldar_sim.py +++ b/LDAR_Sim/src/ldar_sim.py @@ -3,7 +3,6 @@ # File: LDAR-Sim # Purpose: Primary module of LDAR-Sim # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -20,513 +19,113 @@ # ------------------------------------------------------------------------------ -import datetime -import random -import sys -import warnings - -import numpy as np +from pathlib import WindowsPath +from typing import Any import pandas as pd -from math import floor, ceil -from weather.daylight_calculator import DaylightCalculatorAve -from geography.vector import grid_contains_point -from initialization.leaks import generate_initial_leaks, generate_leak -from initialization.sites import generate_sites -from initialization.update_methods import (est_n_crews, est_site_p_day, - est_t_bw_sites) -from methods.company import BaseCompany -from numpy.random import binomial, choice -from out_processing.plotter import make_plots -from utils.attribution import update_tag -from utils.distributions import leak_rvs +import numpy as np -warnings.filterwarnings("ignore", category=np.VisibleDeprecationWarning) +from file_processing.output_processing.program_output_manager import ProgramOutputManager +from virtual_world.infrastructure import Infrastructure +from time_counter import TimeCounter +from programs.program import Program +from file_processing.output_processing.output_utils import ( + EmisInfo, + TsEmisData, + TsMethodData, +) +from constants.output_file_constants import ( + EMIS_DATA_FINAL_COL_ORDER, + TIMESERIES_COL_ACCESSORS as tca, +) +from constants.output_messages import RuntimeMessages as rm +from constants.param_default_const import Virtual_World_Params as vp class LdarSim: - def __init__(self, global_params, state, params, timeseries): + SIMULATION_NAME_STR = "{program}_{sim_number}" + + def __init__( + self, + sim_number: int, + simulation_settings, + virtual_world, + output_config, + program: Program, + infrastructure: Infrastructure, + input_dir: WindowsPath, + output_dir: WindowsPath, + preseed_timeseries, + prog_measured_df, + ): """ Construct the simulation. """ - - self.state = state - self.global_params = global_params - self.parameters = params - self.timeseries = timeseries - self.active_leaks = [] - - # --- state variables --- - self.state['campaigns'] = {} - state['candidate_flags'] = {} - # Read in data files - if params['emissions']['leak_file'] is not None: - state['empirical_leaks'] = np.array(pd.read_csv( - params['input_directory'] / params['emissions']['leak_file'])) - if params['emissions']['vent_file'] is not None: - state['empirical_sites'] = np.array(pd.read_csv( - params['input_directory'] / params['emissions']['vent_file'])) - if params['economics']['repair_costs']['file'] is not None: - params['economics']['repair_costs']['vals'] = np.array(pd.read_csv( - params['input_directory'] / params['economics']['repair_costs']['file'])) - # Read in the sites as a list of dictionaries - if len(state['sites']) < 1: - state['sites'], _, _ = generate_sites(params, params['input_directory']) - state['max_leak_rate'] = params['emissions']['max_leak_rate'] - state['t'].set_UTC_offset(state['sites']) - - # Sample sites if they havent been provided from pregeneration step - if not params['pregenerate_leaks']: - if params['site_samples'] is not None: - state['sites'] = random.sample( - state['sites'], - params['site_samples']) - if params['subtype_times_file'] is not None: - subtype_times_file = pd.read_csv( - params['input_directory'] / params['subtype_times_file']) - cols_to_add = subtype_times_file.columns[1:].tolist() - for col in cols_to_add: - for site in state['sites']: - site[col] = subtype_times_file.loc[subtype_times_file['subtype_code'] == - int(site['subtype_code']), col].iloc[0] - # Shuffle all the entries to randomize order for identical 't_Since_last_LDAR' values - random.shuffle(state['sites']) - - n_subtype_rs = {} - n_screening_rs_sets = {} - sites_per_subtype = {} - # Additional variable(s) for each site - for site in state['sites']: - if site['subtype_code'] not in n_subtype_rs: - n_subtype_rs.update({site['subtype_code']: {'natural': -1}}) - sites_per_subtype.update({site['subtype_code']: 0}) - add_subtype = True - else: - add_subtype = False - sites_per_subtype[site['subtype_code']] += 1 - n_rs = n_subtype_rs[site['subtype_code']] - for m_label, m_obj in params['methods'].items(): - # Site parameter overwrite of RS and Time (used for sensitivity analysis) - m_RS = '{}_RS'.format(m_label) - if m_obj['RS'] is not None: - site[m_RS] = m_obj['RS'] - if m_RS in site and m_obj['measurement_scale'] != 'component': - if m_label not in n_screening_rs_sets: - n_screening_rs_sets.update({m_label: site[m_RS]}) - elif n_screening_rs_sets[m_label] != site[m_RS]: - n_screening_rs_sets.update({m_label: "varies"}) - - m_time = '{}_time'.format(m_label) - if m_obj['time'] is not None: - site[m_time] = m_obj['time'] - if add_subtype: - if m_RS in site: - # if scheduled capture the RS value - n_subtype_rs[site['subtype_code']].update({m_label: site[m_RS]}) - else: - # If set rs value to -1 (used for tracking later) - n_subtype_rs[site['subtype_code']].update({m_label: -1}) - # If the value changes set to None - elif m_RS in site and (n_rs[m_label] != site[m_RS] or n_rs[m_label] is None): - n_subtype_rs[site['subtype_code']].update({m_label: None}) - # Get min interval based on RS. a 95% ajustment is used to add a grace period - # prior to the next campaign period were surveys can start earlier - # Calculate the site minimum interval - if m_RS in site and site[m_RS] != 0: - site['{}_min_int'.format(m_label)] = floor(365/site[m_RS]) # *0.95 - # Automatically assign 1 crew to followup if left unspecified - elif m_obj['n_crews'] is None: - m_obj['n_crews'] = 1 - if params['pregenerate_leaks']: - initial_leaks = params['initial_leaks'][site['facility_ID']] - n_leaks = len(params['initial_leaks'][site['facility_ID']]) - else: - initial_leaks = generate_initial_leaks(params, site) - n_leaks = len(initial_leaks) - site.update({ - 'total_emissions_kg': 0, - 'active_leaks': initial_leaks, - 'repaired_leaks': [], - 'tags': [], - 'initial_leak_cnt': n_leaks, - 'currently_flagged': False, - 'flagged_by': None, - 'date_flagged': None, - 'crew_ID': None, - 'lat_index': min( - range(len(state['weather'].latitude)), - key=lambda i: abs(state['weather'].latitude[i] - float(site['lat']))), - 'lon_index': min( - range(len(state['weather'].longitude)), - key=lambda i: abs(state['weather'].longitude[i] - float(site['lon']) % 360)) - }) - - in_grid, exit_msg = grid_contains_point( - [site['lat'], site['lon']], - [state['weather'].latitude, state['weather'].longitude]) - if not in_grid: - sys.exit(exit_msg) - n_sites = len(state['sites']) - - # Setup Campaigns - - for midx, rs in n_screening_rs_sets.items(): - meth = params['methods'][midx] - if rs != "varies" or meth['follow_up']['min_followup_type'] == 'annual': - if meth['follow_up']['min_followup_type'] == 'campaign': - days_in_campaign = int(floor(365/rs)) - else: - days_in_campaign = 365 - n_campaigns = int(ceil(params['timesteps']/days_in_campaign)+1) - min_followups = meth['follow_up']['min_followups'] - min_FU_d_to_end = meth['follow_up'][ - 'min_followup_days_to_end'] - if len(min_followups) == 0: - # Visit all sites - min_followups_sites = np.zeros(n_campaigns) - elif len(min_followups) == 1: - # apply value to all campaigns - min_followups_sites = np.ones(n_campaigns)*min_followups[0]*n_sites - else: - reps = int(ceil(n_campaigns/len(min_followups))) - min_followups_sites = np.tile(np.array(min_followups) * n_sites, reps) - - self.state['campaigns'].update( - {midx: - { - 'n_days': days_in_campaign, - 'min_followups': min_followups_sites, - 'n_campaigns': n_campaigns, - 'current_campaign': 0, - 'schedule': [cnt*days_in_campaign - for cnt in range(n_campaigns)], - 'min_FU_check': min_FU_d_to_end, - 'FU_check_ts': days_in_campaign-min_FU_d_to_end, - 'sites_followed_up': set([]) - } - }) - - # --- timeseries variables --- - timeseries['total_daily_cost'] = np.zeros(params['timesteps']) - timeseries['repair_cost'] = np.zeros(params['timesteps']) - timeseries['verification_cost'] = np.zeros(params['timesteps']) - timeseries['natural_redund_tags'] = np.zeros(self.parameters['timesteps']) - timeseries['natural_n_tags'] = np.zeros(self.parameters['timesteps']) - timeseries['new_leaks'] = np.zeros(self.parameters['timesteps']) - timeseries['cum_repaired_leaks'] = np.zeros(self.parameters['timesteps']) - timeseries['daily_emissions_kg'] = np.zeros(self.parameters['timesteps']) - timeseries['n_tags'] = np.zeros(self.parameters['timesteps']) - timeseries['rolling_cost_estimate'] = np.zeros(self.parameters['timesteps']) - - # Initialize method(s) to be used; append to state - calculate_daylight = False - for m_label, m_obj in params['methods'].items(): - # Update method parameters - m_obj_wr = params['methods'][m_label] - if m_obj['scheduling']['route_planning']: - m_obj_wr['t_bw_sites']['vals'] = est_t_bw_sites(m_obj, state['sites']) - if m_obj['n_crews'] is None: - m_obj_wr['n_crews'] = est_n_crews(m_obj, state['sites']) - m_obj_wr['est_site_p_day'] = est_site_p_day(m_obj, state['sites']) - if m_obj['t_bw_sites']['file'] is not None: - m_obj_wr['t_bw_sites']['vals'] = np.array(pd.read_csv( - params['input_directory'] / m_obj['t_bw_sites']['file']).iloc[:, 0]) - if m_obj['consider_daylight']: - calculate_daylight = True - try: - state['methods'].append( - BaseCompany(state, params, m_obj, timeseries, m_label)) - except AttributeError: - print('Cannot add this method: ' + m_label) - - # Initialize daylight - if calculate_daylight: - state['daylight'] = DaylightCalculatorAve(state, params) - - # If working without methods (operator only), need to get the first day going - if not bool(params['methods']): - state['t'].current_date = state['t'].current_date.replace(hour=1) - - # Initialize empirical distribution of vented emissions - if params['emissions']['consider_venting']: - state['empirical_vents'] = [] - - # Run Monte Carlo simulations to get distribution of vented emissions - for i in range(1000): - n_mc_leaks = random.choice(range(20)) - mc_leaks = [] - for leak in range(n_mc_leaks): - if params['emissions']['leak_file'] is not None: - leaksize = random.choice(state['empirical_leaks']) - else: - leaksize = leak_rvs( - site['leak_rate_dist'], - params['emissions']['max_leak_rate'], - site['leak_rate_units']) - mc_leaks.append(leaksize) - - mc_leak_total = sum(mc_leaks) - mc_site_total = random.choice(state['empirical_sites']) - mc_vent_total = mc_site_total - mc_leak_total - state['empirical_vents'].append(mc_vent_total) - - # Change negatives to zero - state['empirical_vents'] = [0 if i < 0 else i for i in state['empirical_vents']] - - # HBD this is sooooo hacky Repair time seems like its wron - if len(self.state['campaigns']) > 0: - self.parameters['methods'].update({ - 'makeup': { - 'reporting_delay': 0} - }) + self._tc: TimeCounter = TimeCounter( + virtual_world[vp.START_DATE], virtual_world[vp.END_DATE] + ) + self._sim_number: int = sim_number + self._infrastructure: Infrastructure = infrastructure + # TODO remove if unused + self.simulation_settings = simulation_settings + self._program: Program = program + + self._input_dir: WindowsPath = input_dir + self._measured_tf_df = prog_measured_df + self.name_str: str = self.SIMULATION_NAME_STR.format( + program=program.name, sim_number=sim_number + ) + self._output_manager: ProgramOutputManager = ProgramOutputManager( + path=output_dir / program.name, + name_str=self.name_str, + method_names=program.method_names, + output_config=output_config, + ) + if preseed_timeseries is not None: + self._preseed = True + self._preseed_ts = preseed_timeseries + else: + self._preseed = False return - def update(self): - """ - this rolls the model forward one timestep - returns nothing - """ - - self.update_state() # Update state of sites and leaks - self.add_leaks() # Add leaks to the leak pool - self.deploy_crews() # Find leaks - self.repair_leaks() # Repair leaks - self.report() # Assemble any reporting about model state - - # After reporting update campaign - - return - - def update_state(self): - """ - update the state of active leaks - """ - # Set Check and update campaigns - cur_ts = self.state['t'].current_timestep - if len(self.state['campaigns']) > 0: - for midx, cpgn in self.state['campaigns'].items(): - next_camp_start = cpgn['schedule'][cpgn['current_campaign']+1] - if cpgn['current_campaign'] < cpgn['n_campaigns'] \ - and cur_ts > next_camp_start: - # Move to next Campaign - self.state['campaigns'][midx].update({ - 'sites_followed_up': set([]), - 'current_campaign': cpgn['current_campaign']+1, - 'FU_check_ts': next_camp_start + ( - cpgn['n_days'] - cpgn['min_FU_check'] - ), - }) - if cur_ts == cpgn['FU_check_ts']: - # Move flag sites - FU_sites = [s for s in self.state['sites'] - if s['facility_ID'] in cpgn['sites_followed_up']] - Non_FU_sites = [s for s in self.state['sites'] - if s['facility_ID'] not in cpgn['sites_followed_up']] - makeup_cnt = cpgn['min_followups'][cpgn['current_campaign']] - len(FU_sites) - if makeup_cnt < 0: - makeup_cnt = 0 - flag_sites = random.sample(Non_FU_sites, int(makeup_cnt)) - for site in flag_sites: - site['currently_flagged'] = True - site['date_flagged'] = self.state['t'].current_date - site['flagged_by'] = 'makeup' - - self.active_leaks = [] - - for site in self.state['sites']: - for leak in site['active_leaks']: - leak['days_active'] += 1 - self.active_leaks.append(leak) - - # Tag by natural if leak is due for NR - if leak['days_active'] == self.parameters['NRd']: - update_tag(leak, site, self.timeseries, self.state['t'], 'natural') - - self.timeseries['active_leaks'].append(len(self.active_leaks)) - self.timeseries['datetime'].append(self.state['t'].current_date) - # - - def add_leaks(self): - """ - add new leaks to the leak pool - """ - # First, determine whether each site gets a new leak or not - params = self.parameters - for site in self.state['sites']: - new_leak = None - sidx = site['facility_ID'] - if params['pregenerate_leaks']: - new_leak = params['leak_timeseries'][sidx][self.state['t'].current_timestep] - elif binomial(1, self.parameters['emissions']['LPR']): - new_leak = generate_leak( - params, site, self.state['t'].current_date, site['cum_leaks']) - if new_leak is not None: - site.update({'n_new_leaks': 1}) - site['cum_leaks'] += 1 - site['active_leaks'].append(new_leak) - else: - site.update({'n_new_leaks': 0}) - return - - def deploy_crews(self): - """ - Loop over all your methods in the simulation and ask them to find some leaks. - """ - - for m in self.state['methods']: - m.deploy_crews() - - return - - def repair_leaks(self): - """ - Repair tagged leaks and remove from tag pool. - """ - cur_date = self.state['t'].current_date - params = self.parameters - timeseries = self.timeseries - state = self.state - for site in state['sites']: - has_repairs = False - for lidx, lk in enumerate(site['active_leaks']): - repair = False - if lk['tagged']: - # if company is natural then repair immediately - if lk['tagged_by_company'] == 'natural': - repair = True - elif (cur_date - lk['date_tagged']).days \ - >= (params['repair_delay'] - + params['methods'][lk['tagged_by_company']]['reporting_delay']): - repair = True - - # Repair Leaks - if repair: - has_repairs = True - lk['status'] = 'repaired' - lk['date_repaired'] = state['t'].current_date - lk['repair_delay'] = (lk['date_repaired'] - lk['date_tagged']).days - repair_cost = int(choice(params['economics']['repair_costs']['vals'])) - timeseries['repair_cost'][state['t'].current_timestep] += repair_cost - timeseries['verification_cost'][ - state['t'].current_timestep] += params['economics']['verification_cost'] - timeseries['total_daily_cost'][state['t'].current_timestep] \ - += repair_cost + params['economics']['verification_cost'] - # Update site leaks - if has_repairs: - site['repaired_leaks'] += [lk for lk in site['active_leaks'] - if lk['status'] == 'repaired'] - site['active_leaks'] = [lk for lk in site['active_leaks'] - if lk['status'] != 'repaired'] - - return - - def report(self): - """ - Daily reporting of leaks, repairs, and emissions. - """ - timeseries = self.timeseries - state = self.state - new_leaks = 0 - n_tags = 0 - cum_repaired_leaks = 0 - daily_emissions_kg = 0 - # Update timeseries - for site in state['sites']: - new_leaks += site['n_new_leaks'] - cum_repaired_leaks += len(site['repaired_leaks']) - n_tags += site['n_new_leaks'] - # convert g/s to kg/day - daily_emissions_kg += sum([lk['rate'] for lk in site['active_leaks']]) * 86.4 - cur_ts = [state['t'].current_timestep] - timeseries['new_leaks'][cur_ts] = new_leaks - timeseries['cum_repaired_leaks'][cur_ts] = cum_repaired_leaks - timeseries['daily_emissions_kg'][cur_ts] = daily_emissions_kg - timeseries['rolling_cost_estimate'][cur_ts] = sum(timeseries['total_daily_cost']) \ - / (len(timeseries['rolling_cost_estimate']) + 1) * 365 / 200 - timeseries['n_tags'][state['t'].current_timestep] = n_tags - return - - def finalize(self): - """ - Compile and write output files. - """ - params = self.parameters - leaks = [] - if self.global_params['write_data']: - # Attribute individual leak emissions to site totals - for site in self.state['sites']: - site['active_leak_cnt'] = len(site['active_leaks']) - site['repaired_leak_cnt'] = len(site['repaired_leaks']) - site['active_leak_emis'] = sum([ - (lk['days_active'] - lk['days_active_prog_start']) * lk['rate'] * 86.4 - for lk in site['active_leaks']]) - site['repaired_leak_emis'] = sum([ - (lk['days_active'] - lk['days_active_prog_start']) * lk['rate'] * 86.4 - for lk in site['repaired_leaks']]) - site['total_emissions_kg'] = site['active_leak_emis'] + site['repaired_leak_emis'] - - leaks += site['active_leaks'] + site['repaired_leaks'] - del site['n_new_leaks'] - - leak_df = pd.DataFrame(leaks) - time_df = pd.DataFrame(self.timeseries) - site_df = pd.DataFrame(self.state['sites']) - - # Create some new variables for plotting - site_df['cum_frac_sites'] = list(site_df.index) - site_df['cum_frac_sites'] = site_df['cum_frac_sites'] / max(site_df['cum_frac_sites']) - site_df['cum_frac_emissions'] = np.cumsum( - sorted(site_df['total_emissions_kg'], reverse=True)) - site_df['cum_frac_emissions'] = site_df['cum_frac_emissions'] \ - / max(site_df['cum_frac_emissions']) - site_df['mean_rate_kg_day'] = site_df['total_emissions_kg'] / params['timesteps'] - leaks_active = leak_df[leak_df.status != 'repaired'] \ - .sort_values('rate', ascending=False) - leaks_repaired = leak_df[leak_df.status == 'repaired'] \ - .sort_values('rate', ascending=False) - - leaks_active['cum_frac_leaks'] = list(np.linspace(0, 1, len(leaks_active))) - leaks_active['cum_rate'] = np.cumsum(leaks_active['rate']) - leaks_active['cum_frac_rate'] = leaks_active['cum_rate'] / max(leaks_active['cum_rate']) - - if len(leaks_repaired) > 0: - leaks_repaired['cum_frac_leaks'] = list(np.linspace(0, 1, len(leaks_repaired))) - leaks_repaired['cum_rate'] = np.cumsum(leaks_repaired['rate']) - leaks_repaired['cum_frac_rate'] = leaks_repaired['cum_rate'] \ - / max(leaks_repaired['cum_rate']) - - leak_df = leaks_active.append(leaks_repaired) - - # Write csv files - leak_df.to_csv( - params['output_directory'] - / 'leaks_output_{}.csv'.format(params['simulation']), index=False) - time_df.to_csv( - params['output_directory'] - / 'timeseries_output_{}.csv'.format(params['simulation']), index=False) - - site_df.to_csv( - params['output_directory'] - / 'sites_output_{}.csv'.format(params['simulation']), index=False) - - # Write metadata - f_name = params['output_directory'] / "metadata_{}.txt".format(params['simulation']) - metadata = open(f_name, 'w') - metadata.write(str(params) + '\n' + str(datetime.datetime.now())) - metadata.close() - - # Make plots - if self.global_params['make_plots']: - make_plots( - leak_df, time_df, site_df, params['simulation'], - params['output_directory']) - - sim_summary = { - 'meta': params, - 'leaks': leak_df, - 'timeseries': time_df, - 'sites': site_df, - 'program_name': params['program_name'], - 'p_params': params, - } - - return(sim_summary) + def run_simulation(self): + ts_columns = self._output_manager._init_ts_columns() + timeseries = pd.DataFrame(columns=ts_columns) + total_emissions_count: int = 0 + first_day: bool = True + while not self._tc.at_simulation_end(): + if self._preseed: + np.random.seed(self._preseed_ts[self._tc.current_date]) + new_row: dict[str, Any] = self._output_manager._init_ts_row(self._tc.current_date) + new_row[tca.NEW_LEAKS] = self._infrastructure.activate_emissions( + self._tc.current_date, self._sim_number + ) + total_emissions_count += new_row[tca.NEW_LEAKS] + ts_methods_info: list[TsMethodData] = self._program.do_daily_program_deployment() + ts_emis_rep_info: EmisInfo = EmisInfo() + ts_emis_info: TsEmisData = self._infrastructure.update_emissions_state(ts_emis_rep_info) + self._output_manager._update_ts_row_w_emis_info( + new_row=new_row, ts_emis_info=ts_emis_info, ts_emis_rep_info=ts_emis_rep_info + ) + self._output_manager._update_ts_row_w_methods_info( + new_row=new_row, ts_methods_info=ts_methods_info, include_upfront_cost=first_day + ) + first_day = False + + timeseries.loc[len(timeseries)] = new_row + self._program.update_date() + self._tc.next_day() + + print(rm.SUMMARIZE_PROG.format(prog_name=self._program.name)) + overall_emission_data: pd.DataFrame = pd.DataFrame( + columns=EMIS_DATA_FINAL_COL_ORDER, index=range(total_emissions_count) + ) + self._infrastructure.gen_summary_emis_data(overall_emission_data, self._tc._end_date) + + self._output_manager.summarize_program_outputs( + overall_emission_data, + timeseries, + self._tc._start_date, + self._tc._end_date, + self._program, + self._measured_tf_df, + ) diff --git a/LDAR_Sim/src/ldar_sim_main.py b/LDAR_Sim/src/ldar_sim_main.py deleted file mode 100644 index 146b5de71..000000000 --- a/LDAR_Sim/src/ldar_sim_main.py +++ /dev/null @@ -1,127 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR-Sim main -# Purpose: Interface for parameterizing and running LDAR-Sim. -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - - -import datetime -import json -import multiprocessing as mp -import os -import shutil -from pathlib import Path - -from economics.cost_mitigation import cost_mitigation -from initialization.args import files_from_args, get_abs_path -from initialization.input_manager import InputManager -from initialization.sims import create_sims -from initialization.sites import init_generator_files -from ldar_sim_run import ldar_sim_run -from out_processing.batch_reporting import BatchReporting -from out_processing.prog_table import generate as gen_prog_table -from utils.generic_functions import check_ERA5_file - -opening_msg = """ -You are running LDAR-Sim version 2.0 an open sourced software (MIT) license. -It is continually being developed by the University of Calgary's Intelligent -Methane Monitoring and Management System (IM3S) Group. -Provide any issues, comments, questions, or recommendations to the IM3S by -adding an issue to https://github.com/LDAR-Sim/LDAR_Sim.git. - -""" - -if __name__ == '__main__': - print(opening_msg) - - # Get route directory , which is parent folder of ldar_sim_main file - # Set current working directory directory to root directory - root_dir = Path(os.path.dirname(os.path.realpath(__file__))).parent - os.chdir(root_dir) - - # --- Retrieve input parameters and parse --- - parameter_filenames = files_from_args(root_dir) - input_manager = InputManager() - sim_params = input_manager.read_and_validate_parameters(parameter_filenames) - - # --- Assign local variabls - ref_program = sim_params['reference_program'] - base_program = sim_params['baseline_program'] - in_dir = get_abs_path(sim_params['input_directory']) - out_dir = get_abs_path(sim_params['output_directory']) - programs = sim_params.pop('programs') - - # --- Run Checks ---- - check_ERA5_file(in_dir, programs) - has_ref = ref_program in programs - has_base = base_program in programs - - # --- Setup Output folder - if os.path.exists(out_dir): - shutil.rmtree(out_dir) - os.makedirs(out_dir) - input_manager.write_parameters(out_dir / 'parameters.yaml') - - # If leak generator is used and there are generated files, user is prompted - # to use files, If they say no, the files will be removed - if sim_params['pregenerate_leaks']: - generator_dir = in_dir / "generator" - init_generator_files( - generator_dir, input_manager.simulation_parameters, in_dir, programs[base_program]) - else: - generator_dir = None - # --- Create simulations --- - simulations = create_sims(sim_params, programs, generator_dir, in_dir, out_dir, input_manager) - - # --- Run simulations (in parallel) -- - with mp.Pool(processes=sim_params['n_processes']) as p: - sim_outputs = p.starmap(ldar_sim_run, simulations) - - # ---- Generate Outputs ---- - - # Do batch reporting - print("....Generating output data") - if sim_params['write_data']: - # Create a data object... - if has_ref & has_base: - print("....Generating cost mitigation outputs") - cost_mitigation = cost_mitigation(sim_outputs, ref_program, base_program, out_dir) - reporting_data = BatchReporting( - out_dir, sim_params['start_date'], ref_program, base_program) - if sim_params['n_simulations'] > 1: - reporting_data.program_report() - if len(programs) > 1: - print("....Generating program comparison plots") - reporting_data.batch_report() - reporting_data.batch_plots() - else: - print('No reference or base program input...skipping batch reporting and economics.') - - # Generate output table - print("....Exporting summary statistic tables") - out_prog_table = gen_prog_table(sim_outputs, base_program, programs) - - with open(out_dir / 'prog_table.json', 'w') as fp: - json.dump(out_prog_table, fp) - - # Write program metadata - metadata = open(out_dir / '_metadata.txt', 'w') - metadata.write(str(programs) + '\n' + - str(datetime.datetime.now())) - - metadata.close() diff --git a/LDAR_Sim/src/ldar_sim_run.py b/LDAR_Sim/src/ldar_sim_run.py index 354befc44..72f9787c1 100644 --- a/LDAR_Sim/src/ldar_sim_run.py +++ b/LDAR_Sim/src/ldar_sim_run.py @@ -3,7 +3,6 @@ # File: LDAR-Sim run # Purpose: Main simulation sequence # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -14,113 +13,96 @@ # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the # MIT License for more details. -import copy -import gc + # You should have received a copy of the MIT License # along with this program. If not, see . # # ------------------------------------------------------------------------------ +import cProfile +import logging import os -import random as rand import sys -from datetime import datetime, timedelta - -from initialization.sites import get_subtype_dist -from numpy import random as np_rand -from stdout_redirect import stdout_redirect -from time_counter import TimeCounter -from weather.weather_lookup import WeatherLookup as WL -from weather.weather_lookup_hourly import WeatherLookup as WL_h - -from ldar_sim import LdarSim - - -def ldar_sim_run(simulation): - """ - The ldar sim run function takes a simulation dictionary - simulation = a dictionary of simulation parameters necessary to run LDAR-Sim - """ - # i = simulation['i'] - simulation = copy.deepcopy(simulation) - parameters = simulation['program'] - parameters['input_directory'] = simulation['input_directory'] - parameters['output_directory'] = simulation['output_directory'] / parameters['program_name'] - parameters['pregenerate_leaks'] = simulation['pregenerate_leaks'] - parameters['leak_timeseries'] = simulation['leak_timeseries'] - parameters['initial_leaks'] = simulation['initial_leaks'] - parameters['seed_timeseries'] = simulation['seed_timeseries'] - parameters['sites'] = simulation['sites'] - global_params = simulation['globals'] - - if not os.path.exists(parameters['output_directory']): - try: - os.makedirs(parameters['output_directory']) - except Exception: - pass - - logfile = open(parameters['output_directory'] / 'logfile.txt', 'w') - if 'print_from_simulation' not in simulation or simulation['print_from_simulation']: - sys.stdout = stdout_redirect([sys.stdout, logfile]) - else: - sys.stdout = stdout_redirect([logfile]) - gc.collect() - print(simulation['opening_message']) - parameters['simulation'] = str(simulation['i']) - - # --------- Leak distributions ------------- - if len(parameters['leak_timeseries']) < 1: - get_subtype_dist(parameters, parameters['input_directory']) - - # -------------------------------------- - # --- Initialize dynamic model state --- - state = { - 't': None, - 'operator': None, # operator gets assigned during initialization - 'methods': [], # list of methods in action - 'sites': parameters['sites'], # sites in the simulation - 'flags': [], # list of sites flagged for follow-up - # 'leaks': [], # list of all current leaks - 'tags': [], # leaks that have been tagged for repair - 'weather': None, # weather gets assigned during initialization - 'daylight': None, # daylight hours calculated during initialization - # 'init_leaks': [], # the initial leaks generated at timestep 1 - 'empirical_vents': [0], # vent distribution created during initialization - 'max_leak_rate': None, # the largest leak in the input file - } - - # ------------------------Initialize timeseries data---------------------------- - - timeseries = { - 'datetime': [], - 'active_leaks': [], - 'new_leaks': [], - 'n_tags': [], - 'rolling_cost_estimate': [], - 'cum_repaired_leaks': [], - 'daily_emissions_kg': [] - } - - # -----------------------------Run simulations---------------------------------- - - # Initialize objects - if 'weather_is_hourly' in parameters and parameters['weather_is_hourly']: - state['weather'] = WL_h(state, parameters) +from datetime import datetime +from pathlib import Path + +from constants.file_processing_const import IOLocationConstants as io_loc +from constants.output_messages import RuntimeMessages as rm +from file_processing.input_processing.input_manager import InputManager +from initialization.args import files_from_args +from log_utils.logging_config import setup_error_logging +from simulation.simulation_manager import SimulationManager + + +def run_ldar_sim(parameter_filenames, DEBUG=False): + try: + + input_manager = InputManager() + + simulation_manager: SimulationManager = SimulationManager( + input_manager=input_manager, parameter_filenames=parameter_filenames + ) + + simulation_manager.check_inputs() + + simulation_manager.initialize_outputs(input_manager, setup_output_logging=True) + + simulation_manager.check_generator_files() + + simulation_manager.setup_infrastructure() + + simulation_manager.setup_emissions() + + simulation_manager.setup_weather() + + simulation_manager.setup_daylight() + + simulation_manager.run_simulations(DEBUG=DEBUG) + + simulation_manager.generate_summary_results() + + except Exception as e: + logger: logging.Logger = logging.getLogger(__name__) + logger.exception(rm.SIMULATION_ERROR) + raise e + + +def setup_logging(root_dir: Path) -> None: + # Setup log folder + log_folder: Path = root_dir / io_loc.LOG_FOLDER + if not os.path.exists(log_folder): + os.makedirs(log_folder) + + timestamp: str = datetime.now().strftime("%Y-%m-%d_%H-%M") + + setup_error_logging( + log_folder=log_folder, + timestamp=timestamp, + log_to_file=True, + log_to_console=True, + ) + + +if __name__ == "__main__": + + print(rm.OPENING_MSG) + + root_dir: Path = Path(__file__).resolve().parent.parent + os.chdir(root_dir) + + setup_logging(root_dir) + + src_dir: Path = root_dir / "src" + sys.path.insert(1, str(src_dir)) + + # -- Retrieve input parameters from commandline argument and parse -- + parameter_filenames, _DEBUG = files_from_args(root_dir) + + if _DEBUG: + print(rm.DEBUG_MODE_ON) + cProfile.run( + "run_ldar_sim(parameter_filenames, _DEBUG)", + "../Benchmarking/benchmark1_results", + "cumulative", + ) else: - state['weather'] = WL(state, parameters) - state['t'] = TimeCounter(parameters) - parameters.update({'timesteps': state['t'].timesteps}) - sim = LdarSim(global_params, state, parameters, timeseries) - start_date = datetime(*parameters['start_date']) - # Loop through timeseries - for ts in range(state['t'].timesteps): - state['t'].current_timestep = ts - state['t'].current_date = start_date + timedelta(days=ts) - if parameters['seed_timeseries']: - np_rand.seed(parameters['seed_timeseries'][state['t'].current_timestep]) - rand.seed(parameters['seed_timeseries'][state['t'].current_timestep]) - sim.update() - - # Clean up and write files - sim_summary = sim.finalize() - logfile.close() - return (sim_summary) + run_ldar_sim(parameter_filenames, _DEBUG) diff --git a/LDAR_Sim/src/ldar_sim_sens.py b/LDAR_Sim/src/ldar_sim_sens.py deleted file mode 100644 index d28bd3792..000000000 --- a/LDAR_Sim/src/ldar_sim_sens.py +++ /dev/null @@ -1,207 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: LDAR_sim_sens -# Purpose: Sensitivity analysis wrapper -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -import copy -import multiprocessing as mp -import os -import shutil -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -from pathlib import Path - -import pandas as pd -from initialization.args import files_from_args -from initialization.input_manager import InputManager -from initialization.preseed import gen_seed_timeseries -from initialization.sites import generate_sites, regenerate_sites -from ldar_sim_run import ldar_sim_run -from scipy.stats import ks_2samp -from utils.generic_functions import check_ERA5_file -from utils.result_processing import get_referenced_dataframe -from utils.sensitivity import (generate_sens_prog_set, generate_violin, - group_timeseries, set_from_keylist, - yaml_to_dict) - - -def run_programs(programs, n_simulations, output_directory): - """ Setup and run simulations - - Args: - programs (list): list of program objects - n_simulations (int): number of simulations for each program - output_directory (pathlib object): Output directory - - Returns: - list: Output results from Simulations. Each simulation will include - timeseries, sites, leaks, and meta (data) dictionaries. - """ - simulations = [] - for i in range(n_simulations): - if pregen_leaks: - sites, leak_timeseries, initial_leaks = generate_sites( - programs[0], input_directory) - else: - sites = [], leak_timeseries = [], initial_leaks = [] - if preseed_random: - seed_timeseries = gen_seed_timeseries(simulation_parameters) - else: - seed_timeseries = None - for j in range(len(programs)): - if pregen_leaks: - # Because changing the parameters, can change leak sizes, and counts, - # the leaks are regenerated at the initial generated sites, for each - # program - sites = regenerate_sites(programs[j], sites, input_directory) - opening_message = "Simulating program {} of {} ; simulation {} of {}".format( - j + 1, len(programs), i + 1, n_simulations - ) - simulations.append( - [{'i': i, 'program': copy.deepcopy(programs[j]), - 'globals':simulation_parameters, - 'input_directory': input_directory, - 'output_directory':output_directory, - 'opening_message': opening_message, - 'pregenerate_leaks': pregen_leaks, - 'print_from_simulation': print_from_simulations, - 'sites': sites, - 'leak_timeseries': leak_timeseries, - 'initial_leaks': initial_leaks, - 'seed_timeseries': seed_timeseries, - }]) - - # Perform simulations in parallel - with mp.Pool(processes=n_processes) as p: - res = p.starmap(ldar_sim_run, simulations) - - # Write metadata to file - # metadata = open(output_directory / 'metadata.txt', 'w') - # metadata.write(str(programs) + '\n' + str(datetime.datetime.now())) - # metadata.close() - return res - - -# ------- Run Program -------- -if __name__ == '__main__': - # Initialize programs and variables - root_dir = Path(os.path.dirname(os.path.realpath(__file__))).parent - parameter_filenames = files_from_args(root_dir) - print('LDAR-Sim using parameters supplied as arguments') - input_manager = InputManager(root_dir) - simulation_parameters = input_manager.read_and_validate_parameters(parameter_filenames) - - input_directory = simulation_parameters['input_directory'] - output_directory = simulation_parameters['output_directory'] - programs = simulation_parameters.pop('programs') - n_processes = simulation_parameters['n_processes'] - print_from_simulations = simulation_parameters['print_from_simulations'] - n_simulations = simulation_parameters['n_simulations'] - ref_program = simulation_parameters['reference_program'] - write_data = simulation_parameters['write_data'] - start_date = simulation_parameters['start_date'] - pregen_leaks = simulation_parameters['pregenerate_leaks'] - preseed_random = simulation_parameters['preseed_random'] - - # Check whether ERA5 data is already in the working directory and download data if not - for p in programs: - check_ERA5_file(input_directory, p['weather_file']) - # Initialize Sensitivity Parameters - sens_parameters = yaml_to_dict(input_directory / 'sens_vars.yaml') - # Z vars add new sets of programs to each group of programs - # X vars will run new sets of programs - sens_z_var = sens_parameters['sens_z_var'] - programs = generate_sens_prog_set(sens_z_var, programs) - sens_x_vars = sens_parameters['sens_x_vars'] - stat_columns = sens_parameters['stat_columns'] - - if not os.path.exists(output_directory): - os.makedirs(output_directory) - - # ----------Run Program Routine------------- - all_progs = [] - if not sens_x_vars: - # If prog_var_manip is unused run program with parameters in Program Files - programs, n_simulations, output_directory, - sites = [], leak_timeseries = [], initial_leaks = [] - all_progs['base'] = run_programs( - programs, ref_program, n_simulations, write_data, output_directory) - else: - # - for x_var in sens_x_vars: - sim_progs = [] - var_paths = [path.split(".") for path in x_var['paths']] - # Get program names and the their associated index in programs object - key = var_paths[0][-1] - # Create output folder for the sensitivity variable - pset_output_dir = output_directory/'sens'/'{}'.format(key) - if pset_output_dir.exists() and pset_output_dir.is_dir(): - shutil.rmtree(pset_output_dir) - os.makedirs(pset_output_dir) - # Run the program sets with each value of sens_x_var - for val in x_var['vals']: - munip_progs = copy.deepcopy(programs) - for path in var_paths: - for (idx, p) in enumerate(munip_progs): - # Update the x_var value for each program __all can also be used to - # refer to all programs. - if p["orig_program_name"] == path[0] or path[0].lower() == '__all': - set_from_keylist(munip_progs[idx], path[1:], val) - - # Generate output folder if it doesnt exist - prog_outdir = output_directory / '{}/{}/'.format(key, val) - if not os.path.exists(prog_outdir): - os.makedirs(prog_outdir) - - # Run Program - print('------ running {} : {} --------'.format(path, val)) - prog_results = run_programs(munip_progs, n_simulations, prog_outdir) - for prog in prog_results: - prog.update({'key_x': key, 'value_x': val}) - sim_progs += prog_results - - # This will calculate the emissions ratio and the cost difference and - # and generate pandas data frams that include those added columns - alt_ts = get_referenced_dataframe( - sim_progs, - [['daily_emissions_kg', 'emis_rat', 'rat'], - ['total_daily_cost', 'cost_diff', 'diff']], - ref_program) - - # Split up dataframe into multiple frames, by the sensitivity variable - # this is required for plotting and estimating the KS p_vals - group_ts = group_timeseries(alt_ts, 'value_x') - # Group the time series - group_prog = alt_ts.groupby(['program_name', 'key_x', 'value_x']) - for col in stat_columns: - generate_violin(group_ts, col['column'], col['description'], pset_output_dir) - # Generate descriptive statistics on each input column and save to file - pgroup_desc_stats = group_prog[col['column']].describe().reset_index() - pgroup_desc_stats = pgroup_desc_stats.merge( - group_prog[col['column']].quantile(0.95).reset_index().rename( - columns={col['column']: "95%"})) - pgroup_desc_stats.to_csv( - pset_output_dir / 'desc_{}.csv'.format(col['column']), index=False) - # Run a Kolmogorov–Smirnov test between each distribution - ks_mat = { - k_x: { - k_y: ks_2samp( - group_ts[k_x][col['column']], - group_ts[k_y][col['column']]).pvalue - for k_y, _ in group_ts.items()} - for k_x, _ in group_ts.items()} - ks_df = pd.DataFrame(ks_mat) - ks_df.to_csv(pset_output_dir/'ks_pval_mat_{}.csv'.format(col['column'])) diff --git a/LDAR_Sim/src/ldar_sim_sensitivity_analysis.py b/LDAR_Sim/src/ldar_sim_sensitivity_analysis.py new file mode 100644 index 000000000..bee22e288 --- /dev/null +++ b/LDAR_Sim/src/ldar_sim_sensitivity_analysis.py @@ -0,0 +1,67 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: ldar_sim_sensitivity_analysis.py +# Purpose: Script to run LDAR-Sim sensitivity analysis. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import os +import sys +from pathlib import Path + +import sensitivity_analysis.parameter_variator +import sensitivity_analysis.sensitivity_processing +from constants.output_messages import RuntimeMessages as rm +from file_processing.input_processing.input_manager import InputManager +from initialization.args import files_from_args_sens # TODO: move this over to input_processing? +from simulation.sensitivity_simulation_manager import SensitivitySimulationManager + + +def run_ldar_sim_sensitivity(parameter_filenames: list[str], sens_info: dict): + + input_manager = InputManager() + + simulation_manager: SensitivitySimulationManager = SensitivitySimulationManager( + input_manager=input_manager, parameter_filenames=parameter_filenames + ) + + simulation_manager.generate_parameters_holder() + + simulation_manager.setup_for_sensitivity_analysis(sens_info) + + simulation_manager.run_sensitivity_analysis() + + simulation_manager.generate_sensitive_analysis_results() + + +if __name__ == "__main__": + print(rm.OPENING_MSG) + + root_dir: Path = Path(__file__).resolve().parent.parent + os.chdir(root_dir) + + src_dir: Path = root_dir / "src" + sys.path.insert(1, str(src_dir)) + + # -- Retrieve input parameters from commandline argument and parse -- + parameter_filenames, sens_info_file_path = files_from_args_sens(root_dir) + + sensitivity_info: dict = sensitivity_analysis.sensitivity_processing.get_sensitivity_info( + root_dir, sens_info_file_path, parameter_filenames + ) + + run_ldar_sim_sensitivity(parameter_filenames, sensitivity_info) diff --git a/LDAR_Sim/src/initialization/vents.py b/LDAR_Sim/src/log_utils/__init__.py similarity index 100% rename from LDAR_Sim/src/initialization/vents.py rename to LDAR_Sim/src/log_utils/__init__.py diff --git a/LDAR_Sim/src/log_utils/logging_config.py b/LDAR_Sim/src/log_utils/logging_config.py new file mode 100644 index 000000000..b4826eb95 --- /dev/null +++ b/LDAR_Sim/src/log_utils/logging_config.py @@ -0,0 +1,78 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: logging_config.py +Purpose: Contains functions to configure logging for LDAR-Sim. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import logging +import os +import sys +from pathlib import Path + +from constants.file_processing_const import IOLocationConstants as io_loc + + +def setup_error_logging( + log_folder: Path, + timestamp: str, + log_to_file: bool = True, + log_to_console: bool = True, +) -> None: + # Get the root logger + logger: logging.Logger = logging.getLogger() + + # If log to file is enabled, create a file handler and add it to the logger + if log_to_file: + error_file_handler: logging.FileHandler = logging.FileHandler( + log_folder / f"{timestamp}_error.log" + ) + error_file_handler.setLevel(logging.ERROR) + error_file_logging_format: logging.Formatter = logging.Formatter( + "%(asctime)s - %(name)s - %(levelname)s: %(message)s" + ) + error_file_handler.setFormatter(error_file_logging_format) + logger.addHandler(error_file_handler) + + # If log to console is enabled, create a stream handler and add it to the logger + if log_to_console: + error_stream_handler: logging.StreamHandler = logging.StreamHandler(sys.stderr) + error_stream_handler.setLevel(logging.ERROR) + error_stream_logging_format: logging.Formatter = logging.Formatter( + "%(levelname)s: %(message)s" + ) + error_stream_handler.setFormatter(error_stream_logging_format) + logger.addHandler(error_stream_handler) + + +def setup_logging_to_output(output_folder: Path) -> None: + # Get the root logger + logger: logging.Logger = logging.getLogger() + + # Check if log folder exists, if not create it + log_folder: Path = output_folder / io_loc.LOG_FOLDER + + if not log_folder.exists(): + os.mkdir(log_folder) + + # Add a new file handler to the logger + output_error_file_handler: logging.FileHandler = logging.FileHandler(log_folder / "error.log") + output_error_file_handler.setLevel(logging.ERROR) + error_file_logging_format: logging.Formatter = logging.Formatter( + "%(asctime)s - %(name)s - %(levelname)s: %(message)s" + ) + output_error_file_handler.setFormatter(error_file_logging_format) + logger.addHandler(output_error_file_handler) diff --git a/LDAR_Sim/src/methods/company.py b/LDAR_Sim/src/methods/company.py deleted file mode 100644 index 8ae58b4db..000000000 --- a/LDAR_Sim/src/methods/company.py +++ /dev/null @@ -1,312 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.company -# Purpose: Initialize companies, generate crews, deploy crews and reporting -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import math -from datetime import timedelta -from importlib import import_module - -import numpy as np -from methods.deployment.generic_funcs import get_deployment_dates -from utils.attribution import update_flag -from utils.generic_functions import get_prop_rate - - -class BaseCompany: - """ Base companies are used by methods to generate crews, company-level scheduling, - deploy crews, flag sites and carry out reporting. - """ - - def __init__(self, state, parameters, config, timeseries, module_name): - """ - Initialize a company to manage the crews (e.g. a contracting company). - - """ - self.name, self.state, = config['label'], state - self.parameters = parameters - self.config = config - self.timeseries = timeseries - self.site_watchlist = {} - self.crews = [] - deploy_mod = import_module('methods.deployment.{}_company'.format( - self.config['deployment_type'].lower())) - Schedule = getattr(deploy_mod, 'Schedule') - self.schedule = Schedule(config, parameters, state) - self.deployment_years, self.deployment_months = get_deployment_dates(config, state) - self.deployment_days = self.state['weather'].deployment_days( - method_name=self.name, - config=config, - start_date=self.state['t'].start_date, - start_work_hour=8, # Start hour in day - consider_weather=parameters['consider_weather']) - - # --- init time series --- - n_ts = parameters['timesteps'] - self.timeseries['{}_prop_sites_avail'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_cost'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_sites_visited'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_travel_time'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_survey_time'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_redund_tags'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_missed_leaks'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_sites_vis_w_leaks'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_eff_flags'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_n_tags'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_flags_redund1'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_flags_redund2'.format(self.name)] = np.zeros(n_ts) - self.timeseries['{}_flag_wo_vent'.format(self.name)] = np.zeros(n_ts) - - if self.config["measurement_scale"] != 'component': - # Assign the correct follow-up threshold - if self.config['follow_up']['threshold_type'] == "absolute": - self.config['follow_up']['thresh'] = self.config['follow_up']['threshold'] - elif self.config['follow_up']['threshold_type'] == "proportion": - self.config['follow_up']['thresh'] = get_prop_rate( - self.config['follow_up']['proportion'], - self.state['empirical_leaks']) - else: - print('Follow-up thresh type not recognized. Must be "absolute" or "proportion".') - - # ---Init 2D matrices to store deployment day (DD) counts and MCBs --- - self.DD_map = np.zeros( - (len(self.state['weather'].longitude), - len(self.state['weather'].latitude))) - self.MCB_map = np.zeros( - (len(self.state['weather'].longitude), - len(self.state['weather'].latitude))) - - # --- init site specific variables --- - for site in self.state['sites']: - survey_min_interval = '{}_min_int'.format(self.name) - if survey_min_interval in site: - t_since_last_LDAR = site[survey_min_interval] - else: - t_since_last_LDAR = 0 - site.update({'{}_t_since_last_LDAR'.format(self.name): t_since_last_LDAR}) - site.update({'{}_surveys_conducted'.format(self.name): 0}) - site.update({'{}_attempted_today?'.format(self.name): False}) - site.update({'{}_surveys_done_this_year'.format(self.name): 0}) - site.update({'{}_missed_leaks'.format(self.name): 0}) - - make_crew_loc = import_module('methods.deployment.{}_company'.format( - self.config['deployment_type'].lower())) - make_crews = getattr(make_crew_loc, 'make_crews') - make_crews(self.crews, config, state, parameters, timeseries, self.deployment_days) - for idx, cnt in enumerate(self.crews): - self.timeseries['{}_cost'.format(self.name)][self.state['t'].current_timestep] += \ - self.config['cost']['upfront'] - - self.schedule.assign_agents() - - def deploy_crews(self): - """ - The company tells all the crews to get to work. - """ - # NOTE: crew checks weather conditions at start of the day - c_date = self.state['t'].current_date - if c_date.month in self.deployment_months and c_date.year in self.deployment_years: - self.candidate_flags = [] - if self.config['is_follow_up']: - site_pool = self.state['flags'] - else: - site_pool = self.state['sites'] - # Get sites that are ready for survey - site_pool = self.schedule.get_due_sites(site_pool) - # Get number of crews working that day based on number of sites ready for visit - if self.config['deployment_type'] == 'stationary': - # assume all crews/sensors are working - n_working_crews = len(self.crews) - else: - n_working_crews = self.schedule.get_working_crews(site_pool, self.config['n_crews']) - for idx in range(n_working_crews): - # Triage sites to crew - crew_site_list = self.schedule.get_crew_site_list(site_pool, idx, - n_working_crews, self.crews) - # Send crew to site - if len(crew_site_list) > 0: - self.crews[idx].work_a_day(crew_site_list, self.candidate_flags) - if len(self.candidate_flags) > 0: - self.candidates_to_watchlist() - - # Calculate proportion sites available based on weather of site - available_sites = sum([1 for site in self.state['sites'] - if self.deployment_days[site['lon_index'], site['lat_index'], - self.state['t'].current_timestep]]) - prop_avail = available_sites / len(self.state['sites']) - self.timeseries['{}_prop_sites_avail'.format( - self.name)][self.state['t'].current_timestep] = prop_avail - else: - self.timeseries['{}_prop_sites_avail'.format( - self.name)][self.state['t'].current_timestep] = 0 - - # Update time series stats - - days_since_LDAR = '{}_t_since_last_LDAR'.format(self.name) - attempted_today = '{}_attempted_today?'.format(self.name) - sites_this_year = '{}_surveys_done_this_year'.format(self.name) - for site in self.state['sites']: - site[days_since_LDAR] += 1 - site[attempted_today] = False - if self.state['t'].current_date.day == 1 \ - and self.state['t'].current_date.month == 1: - site[sites_this_year] = 0 - - # Daily check of watchlist - if len(self.site_watchlist) > 0: - self.flag_sites() - - # Update followup specific parameters - if self.config['is_follow_up']: - self.state['flags'] = [site['facility_ID'] for site in self.state['sites'] - if site['currently_flagged']] - return - - def candidates_to_watchlist(self): - """ - Add candidate sites to watchlist, and calculate a site emission rate if there are - multiple emissions measurements.The watchlist allows companies to keep track of - canditate site surveys. This is utilized by a company when a follow_up_delay - is greater than zero, as multiple surveys can be done for each site before a site - is flagged. - - If an instant repair threshold is utilized and a sites emissions rate is greater than - the instant followup threshold, the site will be immediately flagged. - - """ - site_wl = self.site_watchlist - - # Go through Each Candidate site, and add it to the watchlist - # A watchlist keeps track of sites with leaks that have not yet been flagged - for site in self.candidate_flags: - facility_ID = site['site']['facility_ID'] - # Get instant follow-up sites and init follow-up sites based on follow_up delay - if self.config['follow_up']['instant_threshold'] \ - and site['site_measured_rate'] > self.config['follow_up']['instant_threshold']: - self.flag_site(site) - # Remove the site from the watchlist if it needs an instant followup - if facility_ID in site_wl: - site_wl.pop(facility_ID) - elif facility_ID not in site_wl: - site_wl.update( - {facility_ID: { - 'site': site['site'], - 'dates': [self.state['t'].current_date], - 'measured_emis_rates': [site['site_measured_rate']], - 'measured_vent_rates': [site['vent_rate']], - 'site_measured_rate': site['site_measured_rate'], - 'vent_rate': site['vent_rate'] - }}) - else: - site_wl[facility_ID]['dates'].append(self.state['t'].current_date) - site_wl[facility_ID]['measured_emis_rates'].append(site['site_measured_rate']) - site_wl[facility_ID]['measured_vent_rates'].append(site['vent_rate']) - # Calculate effective emissions and vent rates - site_wl[facility_ID]['site_measured_rate'] = self.aggregate_by( - site_wl[facility_ID]['measured_emis_rates'], - self.config['follow_up']['redundancy_filter'] - ) - site_wl[facility_ID]['vent_rate'] = self.aggregate_by( - site_wl[facility_ID]['measured_vent_rates'], - self.config['follow_up']['redundancy_filter'] - ) - - # Sort Watchlist by emissions rate - # This ensures that the leakest sites are at the top of the dictionary - # so proportional site followup can be performed without resorting everyday - # within the flag_sites function. - site_wl = {k: v for k, v in sorted( - site_wl.items(), - key=lambda x: x[1]['site_measured_rate'], - reverse=True) - } - - def flag_site(self, site): - """ Flag a single site and check for leak redundancy - - Args: - site (dict): a dictionary which must have a site style dict, - (state['sites']) a site_measured_rate, and a site - vent rate - """ - self.site_watchlist.pop(site['site']['facility_ID'], None) - update_flag(self.config, site, self.timeseries, self.state['t'], self.state['campaigns'], - self.name, self.parameters['emissions']['consider_venting']) - - def flag_sites(self): - """ - Performs followup proportion and threshold checks on all sites for watchlist sites - past follow-up delay / grace period. - - """ - site_wl = self.site_watchlist - first_survey_time = min(site['dates'][0] for sidx, site in site_wl.items()) - can_flag_date = first_survey_time + timedelta(days=self.config['follow_up']['delay']) - # If the delay / grace period has passed since the first leak reported in the watchlist - # start surveys. Date is used to ignore the hour Leak was detected and focus on the day - # instead. - if self.state['t'].current_date.date() >= can_flag_date.date(): - # Get portion of sites and threshold filtered sited - if self.config['follow_up']['interaction_priority'] == 'proportion': - prop_to_flag = int(math.ceil( - len(site_wl) * self.config['follow_up']['proportion'])) - # site_wl is an ordered by leak size. - site_wl_subset = site_wl.items()[:prop_to_flag] - target_sites = [site for sdx, site in site_wl_subset - if site['site_measured_rate'] - > self.config['follow_up']['threshold']] - if self.config['follow_up']['interaction_priority'] == 'threshold': - sites_above_thresh = [site for sdx, site in site_wl.items() - if site['site_measured_rate'] - > self.config['follow_up']['threshold']] - prop_to_flag = int(math.ceil( - len(sites_above_thresh) * self.config['follow_up']['proportion'])) - target_sites = sites_above_thresh[:prop_to_flag] - # Go through all targeted sites and flag them or add them to redundant lists - for targ_site in target_sites: - self.flag_site(targ_site) - # Reset watchlist - self.site_watchlist = {} - - def aggregate_by(self, list, filter): - ''' - Gets the affective aggregated value from a list based on an input filter - Values of the filter can be 'recent', 'max', or 'mean' - - ''' - if filter == 'recent': - return list[-1] - elif filter == 'max': - return max(list) - elif filter == 'mean': - return np.average(list) - - def site_reports(self): - """ - Writes site-level deployment days (DDs) and maximum condition blackouts (MCBs) - for each site. - """ - - for site in self.state['sites']: - site['{}_prop_DDs'.format( - self.name)] = self.DD_map[site['lon_index'], site['lat_index']] - site['{}_MCB'.format( - self.name)] = self.MCB_map[site['lon_index'], site['lat_index']] - - return diff --git a/LDAR_Sim/src/methods/crew.py b/LDAR_Sim/src/methods/crew.py deleted file mode 100644 index 594aa0e38..000000000 --- a/LDAR_Sim/src/methods/crew.py +++ /dev/null @@ -1,183 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.crew -# Purpose: initialize crew, work_a_day, visit sites, and detect_emissions -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from datetime import timedelta -from importlib import import_module - -import numpy as np - - -class BaseCrew: - """ Base crws are used by methods to generate crew-level deployment and scheduling, - determine sites ready for survey, alocate sites to crews, and report on emissions. - Crew method consists of a deployment type and a sensor type which are set using - the input parameter file. - """ - - def __init__(self, state, parameters, config, timeseries, deployment_days, id, site=None): - """ - Constructs an individual crew based on defined configuration. - """ - self.state = state - self.parameters = parameters - self.config = config - self.timeseries = timeseries - self.deployment_days = deployment_days - self.itinerary = None - self.id = id - self.site = site # Used by stationary deployment methods - if len(config['scheduling']['LDAR_crew_init_location']) > 0: - self.lat = float(config['scheduling'] - ['LDAR_crew_init_location'][1]) - self.lon = float(config['scheduling'] - ['LDAR_crew_init_location'][0]) - else: - self.lat = 0 - self.lon = 0 - sched_mod = import_module('methods.deployment.{}_crew'.format( - self.config['deployment_type'].lower())) - # Get schedule based on deployment type - Schedule = getattr(sched_mod, 'Schedule') - self.schedule = Schedule(self.id, self.lat, self.lon, state, - config, parameters, deployment_days) - - if self.config['deployment_type'] == 'mobile': - self.worked_today = False - self.rollover_site = None - self.scheduling = self.config['scheduling'] - - return - - def work_a_day(self, site_pool, candidate_flags=None): - """ - Go to work and find the leaks for a given day - """ - m_name = self.config['label'] - self.worked_today = False - self.candidate_flags = candidate_flags - self.days_skipped = 0 - self.daily_cost = 0 - daily_LDAR_time = 0 - daily_travel_time = 0 - # If there are sites ready for survey - if len(site_pool) > 0: - itinerary = self.schedule.start_day(site_pool) - for site_plan in itinerary: - if site_plan['remaining_mins'] == 0: - # Only record and fix leaks on the last day of work if theres rollover - self.visit_site(site_plan['site']) - self.worked_today = True - # NOTE Mobile LDAR_mins also includes travel to site time - self.state['t'].current_date += timedelta(minutes=int(site_plan['LDAR_mins'])) - self.daily_cost += self.config['cost']['per_site'] - if self.config['deployment_type'] == 'mobile': - daily_LDAR_time += site_plan['LDAR_mins_onsite'] - daily_travel_time += site_plan['travel_to_mins'] - - # Update time series and variables and run end day if crew works - if self.worked_today: - cur_timestep = self.state['t'].current_timestep - self.schedule.end_day(site_pool, itinerary) - # n_hours = - self.daily_cost += self.config['cost']['per_hour'] * \ - (self.state['t'].current_date.hour-self.schedule.start_hour) - self.daily_cost += self.config['cost']['per_day'] - self.timeseries['{}_cost'.format(m_name)][cur_timestep] += self.daily_cost - self.timeseries['total_daily_cost'][cur_timestep] += self.daily_cost - self.timeseries['{}_survey_time'.format(m_name)][cur_timestep] += daily_LDAR_time - if self.config['deployment_type'] == 'mobile': - self.timeseries['{}_travel_time'.format(m_name)][cur_timestep] += \ - daily_travel_time + itinerary[-1]['travel_home_mins'] - - def visit_site(self, site): - """ - Look for emissions at the chosen site. - """ - m_name = self.config['label'] - cur_ts = self.state['t'].current_timestep - site_detect_results = self.detect_emissions(site) - - if self.config['measurement_scale'].lower() == 'component': - # Remove site from flag pool if component level measurement - site.update({'currently_flagged': False}) - if site_detect_results['found_leak']: - self.timeseries['{}_sites_vis_w_leaks'.format(m_name)][cur_ts] += 1 - elif site_detect_results['found_leak']: - # all other sites flag - self.timeseries['{}_sites_vis_w_leaks'.format(m_name)][cur_ts] += 1 - self.candidate_flags.append(site_detect_results) - - # Update site - self.timeseries['{}_sites_visited'.format(m_name)][cur_ts] += 1 - site['{}_surveys_conducted'.format(m_name)] += 1 - site['{}_surveys_done_this_year'.format(m_name)] += 1 - site['{}_t_since_last_LDAR'.format(m_name)] = 0 - - def detect_emissions(self, site, *args): - """ Run module to detect leaks and tag sites - Returns: - dict: { - 'site': site, - '*args': Various sensor parameters, see user manual for more info. - } - """ - m_name = self.config['label'] - covered_leaks = [] - is_sp_covered = True - covered_site_rate = 0 - site_rate = 0 - covered_equipment_rates = [0] * int(site['equipment_groups']) - equipment_rates = [0] * int(site['equipment_groups']) - for leak in site['active_leaks']: - # Check to see if leak is spatially covered - if '{}_sp_covered' not in leak: - is_sp_covered = np.random.binomial(1, self.config['coverage']['spatial']) - leak['{}_sp_covered'.format(m_name)] = is_sp_covered - if leak['{}_sp_covered'.format(m_name)]: - # Check to see if leak is temporally covered - if np.random.binomial(1, self.config['coverage']['temporal']): - covered_leaks.append(leak) - covered_site_rate += leak['rate'] - covered_equipment_rates[leak['equipment_group']-1] += leak['rate'] - site_rate += leak['rate'] - equipment_rates[leak['equipment_group']-1] += leak['rate'] - # Get the type of sensor, and call the the detect emissions function for sensor - # Aggregate true emissions to equipment and site level; get list of leaks present - - # Add vented emissions - venting = 0 - if self.parameters['emissions']['consider_venting']: - venting = self.state['empirical_vents'][ - np.random.randint(0, len(self.state['empirical_vents']))] - covered_site_rate += venting - site_rate += venting - for rate in range(len(covered_equipment_rates)): - covered_equipment_rates[rate] += venting/int(site['equipment_groups']) - equipment_rates[rate] += venting/int(site['equipment_groups']) - # Import module. If none is specified use method.sensors.{method_type} - if self.config['sensor']['mod_loc'] is None: - sensor_mod = import_module( - 'methods.sensors.{}'.format(self.config['sensor']['type'])) - else: - sensor_mod = import_module(self.config['sensor']['mod_loc']) - detect_emis_sensor = getattr(sensor_mod, 'detect_emissions') - return detect_emis_sensor(self, site, covered_leaks, covered_equipment_rates, - covered_site_rate, site_rate, venting, equipment_rates) diff --git a/LDAR_Sim/src/methods/deployment/generic_funcs.py b/LDAR_Sim/src/methods/deployment/generic_funcs.py deleted file mode 100644 index 5a344b9ff..000000000 --- a/LDAR_Sim/src/methods/deployment/generic_funcs.py +++ /dev/null @@ -1,59 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.generic_funcs -# Purpose: Commonly used schedule class methods for crew and companies -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -def get_work_hours(config, state): - """ Get hours in day the crew is able to work - """ - if config['consider_daylight']: - daylight_hours = state['daylight'].get_daylight( - state['t'].current_timestep) - if daylight_hours <= config['max_workday']: - work_hours = daylight_hours - elif daylight_hours > config['max_workday']: - work_hours = config['max_workday'] - else: - work_hours = config['max_workday'] - - if work_hours < 24 and work_hours != 0: - start_hour = (24 - work_hours) / 2 - end_hour = start_hour + work_hours - - return work_hours, start_hour, end_hour - - -def get_deployment_dates(config, state): - """ Using input parameters get the range of years and months available - for company/ crew deployment. If non are specified, set to the - number of years within simulation and all months. defaults to - All years within simulation and all months if not specified. - """ - # if user does not specify deployment interval, set to all months/years - if len(config['scheduling']['deployment_years']) > 0: - deployment_years = config['scheduling']['deployment_years'] - else: - deployment_years = list( - range(state['t'].start_date.year, state['t'].end_date.year+1)) - - if len(config['scheduling']['deployment_months']) > 0: - deployment_months = config['scheduling']['deployment_months'] - else: - deployment_months = list(range(1, 13)) - return deployment_years, deployment_months diff --git a/LDAR_Sim/src/methods/deployment/mobile_company.py b/LDAR_Sim/src/methods/deployment/mobile_company.py deleted file mode 100644 index b1bff5330..000000000 --- a/LDAR_Sim/src/methods/deployment/mobile_company.py +++ /dev/null @@ -1,169 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.mobile_company -# Purpose: Mobile company specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import math - -import numpy as np -import pandas as pd -from methods.crew import BaseCrew -from sklearn.cluster import KMeans - - -def make_crews(crews, config, state, parameters, timeseries, deployment_days): - """ Generate crews using BaseCrew class. - - Args: - crews (list): List of crews - config (dict): Method parameters - state (dict): Current state of LDAR-Sim - parameters (dict): Program parameters - timeseries (dict): Timeseries - deployment_days (list): days method can be deployed based on weather - - --- Required in module.company.BaseCompany --- - """ - for i in range(config['n_crews']): - crews.append(BaseCrew(state, parameters, config, - timeseries, deployment_days, id=i + 1)) - - -class Schedule(): - def __init__(self, config, parameters, state): - self.parameters = parameters - self.config = config - self.state = state - - def assign_agents(self): - """ If route planning is enabled, use k-means clustering to split site into N clusters - N equals to the number of crews. - - The goal is to improve the coordiation of LDAR crews when there are - more than one crew. The crews will only visit the site corresponding to their IDs. - e.g., crew_ID 0 will only visit site in cluter 0 - - This functionality is only used when geography and route_planning are both enabled. - - Returns: - create a crew_ID related label for each site - """ - if self.config['scheduling']['route_planning']: - # Use clustering analysis to assign facilities to each agent, - # if 2+ agents are available - if self.config['n_crews'] > 1: - lats = [] - lons = [] - ID = [] - for site in self.state['sites']: - ID.append(site['facility_ID']) - lats.append(site['lat']) - lons.append(site['lon']) - # a temporary dataframe creafed for storing ID, coordiates of sites - sdf = pd.DataFrame({"ID": ID, 'lon': lons, 'lat': lats}) - locs = sdf[['lat', 'lon']].values - num = self.config['n_crews'] - # run K-means clustering by using dataframe - kmeans = KMeans(n_clusters=num, random_state=0).fit(locs) - label = kmeans.labels_ - else: - label = np.zeros(len(self.state['sites'])) - - for i in range(len(self.state['sites'])): - self.state['sites'][i]['crew_ID'] = label[i] - - def get_due_sites(self, site_pool): - """ Retrieve a site list of sites due for screen / survey - - If the method is a followup, return sites that have passed - that have passed the reporting delay window. - - If the method is not followup return sites that have passed - the minimum survey interval, and that still require surveys - in the current year. - - Args: - site_pool (dict): List of sites - Returns: - out_sites (dict): List of sites ready for survey. - """ - name = self.config['label'] - days_since_LDAR = '{}_t_since_last_LDAR'.format(name) - survey_done_this_year = '{}_surveys_done_this_year'.format(name) - survey_min_interval = '{}_min_int'.format(name) - survey_frequency = '{}_RS'.format(name) - meth = self.parameters['methods'] - - if self.config['is_follow_up']: - # filter then sort - out_sites = list( - sorted((s for s in self.state['sites'] - if s['facility_ID'] in site_pool - and ((self.state['t'].current_date - s['date_flagged']).days - >= meth[s['flagged_by']]['reporting_delay'])), - key=lambda x: x[days_since_LDAR], reverse=True)) - else: - days_since_LDAR = '{}_t_since_last_LDAR'.format(name) - # filter then sort - out_sites = list( - sorted((s for s in site_pool - if s[survey_done_this_year] < int(s[survey_frequency]) - and s[days_since_LDAR] >= int(s[survey_min_interval])), - key=lambda x: x[days_since_LDAR], reverse=True)) - return out_sites - - def get_working_crews(self, site_pool, n_crews): - """ Get number of working crews that day. Based on estimate - that a crew can do 3 sites per day. - Args: - site_pool (dict): List of sites - n_crews (int): Number of crews - - Returns: - int: Number of crews to deploy that day. - """ - n_sites = len(site_pool) - n_working_crews = math.ceil(n_sites/self.config['est_site_p_day']) - # cap working crews at max number of crews - if n_working_crews > n_crews: - n_working_crews = n_crews - return n_working_crews - - def get_crew_site_list(self, site_pool, crew_ID, n_crews, crews=None): - """ This function divies the site pool among all crews. Ordering - of sites is not changed by function. - Args: - site_pool (dict): List of sites - crew_num (int): Integer index of crew - n_crews (int): Number of crews - crews (dict): List of crew instances- not used in mobile but - required for other methods - - Returns: - dict: Crew site list (subset of site_pool) - """ - if self.config['scheduling']['route_planning']: - # divies the site pool based on clustering analysis - crew_site_list = [site for site in site_pool if site['crew_ID'] == crew_ID] - else: - # This offsets by the crew number and increments by the - # number of crews, n_crews= 3 , site_pool = [site[0], site[3], site[6]...] - if len(site_pool) > 0: - crew_site_list = site_pool[crew_ID::n_crews] - return crew_site_list diff --git a/LDAR_Sim/src/methods/deployment/mobile_crew.py b/LDAR_Sim/src/methods/deployment/mobile_crew.py deleted file mode 100644 index 9e9d9b784..000000000 --- a/LDAR_Sim/src/methods/deployment/mobile_crew.py +++ /dev/null @@ -1,366 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.mobile_crew -# Purpose: Mobile crew specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - - -from datetime import timedelta - -import numpy as np -import pandas as pd -from geography.distance import get_distance -from geography.homebase import find_homebase, find_homebase_opt -from methods.deployment.generic_funcs import get_work_hours - - -class Schedule(): - - def __init__(self, id, lat, lon, state, config, parameters, deployment_days, home_bases=None): - self.parameters = parameters - self.config = config - self.state = state - self.deployment_days = deployment_days - self.crew_lat = lat - self.crew_lon = lon - self.work_hours = None - self.start_hour = None - self.end_hour = None - self.allowed_end_time = None - self.last_site_travel_home_min = None - self.rollover = None # (rollover_site_plan) - self.travel_all_day = False - self.scheduling = self.config['scheduling'] - # define a list of home bases for crew and redefine the the initial location of crew - if self.scheduling['route_planning']: - hb_file = self.parameters['input_directory'] / self.scheduling['home_bases_files'] - HB = pd.read_csv(hb_file, sep=',') - self.crew_lon = self.scheduling['LDAR_crew_init_location'][0] - self.crew_lat = self.scheduling['LDAR_crew_init_location'][1] - self.home_bases = list(zip(HB['lon'], HB['lat'])) - - def start_day(self, site_pool): - """ Start day method. Initialize time to account for work hours, and set - the crews location. The site pool , or sites that are ready for survey - are passed from the company to the crew in the order of neglect. Here, - the crew estimates the time required to travel and perform survey for - sites, and sets an itinerary or list of site plans. - - If route planning is enabled, the itinerary is optimized by travel times - regardless of neglect. If not enabled, the itinerary is set by filling - the day with available sites in the order provided by the company. - - Args: - site_pool (list): List of sites ready for survey. - - Returns: - list: Daily itinerary: - {'site': (dict), - 'go_to_site: (boolean), - 'LDAR_mins': (int) travel to and work-onsite mins, - 'travel_to_mins': (int) travel to mins, - 'travel_home_mins': (int) travel_home_mins, - 'remaining_mins':(int) minutes remaining in survey at site - } - """ - - start_lon, start_lat = self.crew_lon, self.crew_lat - site_plans_today = [] - self.travel_all_day = False - self.work_hours, self.start_hour, self.end_hour = get_work_hours(self.config, self.state) - self.state['t'].current_date = self.state['t'].current_date.replace( - hour=int(self.start_hour)) # Set start of work - est_mins_remaining = (self.end_hour - self.start_hour)*60 - - # ---- Go through Sites and get travel times ---- - # 1) Route Planning - add them to a temporary site plan list. - # Choose site from site plan list based on travel time. - # Remove choosen site from site pool, then get new travel - # times and repeat (using while loop). - # 2) No Route Planning - Fill the day with sites visits and - # return the days site plan. - - exit_flag = True - site_cnt = 0 - # While loop is only needed for - while est_mins_remaining > 0 and len(site_pool) > 0: - site_plans_tmp = [] - for sidx, site in enumerate(site_pool): - site_cnt += 1 - site_plan = self.plan_visit(site, est_mins_remaining=est_mins_remaining) - # site plans are dicts that include site, LDAR_minsand go_to_site keys. - # Site plan can be empty if weather does not permit travel - if site_plan and site_plan['go_to_site']: - if self.config['scheduling']['route_planning']: - site_plans_tmp.append(site_plan) - else: - # The site order will not change if route_planning is not used - site_plans_today.append(site_plan) - est_mins_remaining -= site_plan['LDAR_mins'] - # # The following will allow the program to keep trying sites - # # even after one has failed, in case there is another site - # # that mets the criterea - # if est_mins_remaining <= 0: - # # if the day has been filled with surveys exit for and while - # # loop - # exit_flag = True - # break - exit_flag = False - else: - exit_flag = True - break - - # If there is no route planning and the day has been filled with surveys - # or all of the sites have been checked, exit the while loop - if not self.config['scheduling']['route_planning'] \ - and (exit_flag or sidx == len(site_pool) - 1): - break - - # if a crew has sites they can go to then choose site from list - if self.config['scheduling']['route_planning']: - if len(site_plans_tmp) > 0: - # choose a site to visit (rollover site, route planning site - # or longest time without survey) - site_plan = self.choose_site(site_plans_tmp) - site_plans_today.append(site_plan) - est_mins_remaining -= site_plan['LDAR_mins'] - site_ID = site_plan['site']['facility_ID'] - # remove choosen site from site pool - site_pool = [s for s in site_pool if s['facility_ID'] != site_ID] - self.crew_lon = site_plan['site']['lon'] - self.crew_lat = site_plan['site']['lat'] - else: - break - # ----------------------------- - - # add a site to the rollover list if there are still remainin mins in survey - if len(site_plans_today) > 0: - if site_plans_today[-1]['remaining_mins'] > 0: - self.rollover = site_plans_today[-1] - else: - self.travel_all_day = True - # The crew does not actually travel this is only done for planning purposes - self.crew_lon, self.crew_lat = start_lon, start_lat - - return site_plans_today - - def end_day(self, site_pool, itinerary): - """ Travel home; update time to travel to homebase - """ - if self.config['scheduling']['route_planning']: - if self.travel_all_day: - self.next_travel_all_day_site = site_pool[0] - self.choose_accommodation(site=self.next_travel_all_day_site) - else: - self.choose_accommodation() - elif len(itinerary) > 0: - self.state['t'].current_date += timedelta( - minutes=int(itinerary[-1]['travel_home_mins'])) - - def plan_visit(self, site, next_site=None, est_mins_remaining=None): - """ Check survey and travel times and see if there is enough time - to go to site. If a site survey was started on a previous day - the amount of minutes rolled over will be used for survey time. - - Args: - site (dict): single site - next_site (dict): single site used for estimating next - - Returns: - { - 'site': same as input - 'go_to_site': whether there is enough time to go to site - 'travel_to_mins': travel time in minutes - 'travel_home_mins': travel time in minutes - 'LDAR_mins_onsite': minutes onsite - 'LDAR_mins': travel to and survey time (excludes travel home time) - 'remaining_mins': minutes left in survey - } - """ - name = self.config['label'] - site['{}_attempted_today?'.format(name)] = True - - # Check weather conditions - if self.parameters['consider_weather'] \ - and not self.deployment_days[site['lon_index'], site['lat_index'], - self.state['t'].current_timestep]: - return None - if self.rollover: - if site['facility_ID'] == self.rollover['site']['facility_ID']: - # Remove facility from rollover list, and retrieve remaining survey minutes - LDAR_mins = self.rollover['remaining_mins'] - else: - LDAR_mins = int(site['{}_time'.format(name)]) - else: - # Get survey minutes - LDAR_mins = int(site['{}_time'.format(name)]) - # Get travel time minutes, and check if there is enough time. - travel_to_plan = self.upd_travel_time_loc(next_loc=site) - travel_home_plan = self.upd_travel_time_loc(next_loc=next_site, is_homebase=True) - survey_times = self.check_visit_time( - LDAR_mins, - travel_to_plan['travel_time'], - travel_home_plan['travel_time'], - est_mins_remaining) - return { - 'site': site, - 'go_to_site': survey_times['go_to_site'], - 'travel_to_mins': travel_to_plan['travel_time'], - 'travel_home_mins': travel_home_plan['travel_time'], - 'LDAR_mins_onsite': survey_times['LDAR_mins_onsite'], - # mins is LDAR + Travel to time. Home time is called at end of day - 'LDAR_mins': survey_times['LDAR_mins'], - 'remaining_mins': survey_times['remaining_mins'], - } - - def upd_travel_time_loc(self, next_loc=None, is_homebase=False): - """ Get travel time to next location and next homebase - - Args: - next_loc (dict, optional): next site. Defaults to None. - is_homebase (bool, optional): If next site is a homebase. Defaults to False. - - Returns: - dict: { - 'travel_time': time in minutes to trave between current site and crews - current location - 'next_site': next location the crew will travel to. - } - """ - if self.config['scheduling']['route_planning']: - # start day by reading the location of the LDAR team - # find nearest home base - if is_homebase and next_loc: - next_loc, distance = find_homebase_opt( - self.crew_lon, self.crew_lat, - next_loc['lon'], next_loc['lat'], self.home_bases) - elif is_homebase and not next_loc: - next_loc, distance = find_homebase( - self.crew_lon, self.crew_lat, self.home_bases) - else: - distance = get_distance( - self.crew_lon, self.crew_lat, - next_loc['lon'], next_loc['lat'], "Haversine") - - speed = np.random.choice(self.config['scheduling']['travel_speeds']) - travel_time = (distance/speed)*60 - # ---------------------------------------------------------- - else: - travel_time = np.random.choice(self.config['t_bw_sites']['vals']) - # returned dictionary - out_dict = { - 'travel_time': travel_time, - 'next_loc': next_loc, - } - return out_dict - - def check_visit_time(self, survey_mins, travel_to_mins, - travel_home_mins, mins_left_in_day=None): - """Check the survey and travel times, determine if there is enough - time to go to site. - - Args: - survey_mins (float): minutes required to perform or finish survey - travel_to_mins (float): minutes required to travel to site - travel_home_mins (float): minutes required to travel home from site - - Returns: - dict: 'go_to_site' (boolean): go_to_site, - 'LDAR_mins_onsite' (minutes): survey time today, - 'travel_to_mins' (minutes): travel time to site, - 'travel_home_mins' (minutes): travel time from site, - 'remaining_mins' (minutes): minutes left in survey that can be rolled over - to another day, - """ - if travel_to_mins >= mins_left_in_day: - # Not enough time to travel to site - go_to_site = False - LDAR_mins_onsite = 0 - else: - go_to_site = True - if (travel_to_mins + survey_mins) > mins_left_in_day: - LDAR_mins_onsite = mins_left_in_day - travel_to_mins - else: - LDAR_mins_onsite = survey_mins - - remaining_mins = survey_mins - LDAR_mins_onsite - LDAR_mins = travel_to_mins + LDAR_mins_onsite - if go_to_site: - self.last_site_travel_home_min = travel_home_mins - out_dict = { - 'LDAR_mins': LDAR_mins, - 'go_to_site': go_to_site, - 'LDAR_mins_onsite': LDAR_mins_onsite, - 'travel_to_mins': travel_to_mins, - 'travel_home_mins': travel_home_mins, - 'remaining_mins': remaining_mins, - } - return out_dict - # --------------------------------------------- - - def choose_site(self, site_plans): - """Choose the next visit site based on travel time - - Args: - site_plans: a list of travel plan dictionary output from plan_visit() - - Returns: - A dictionary (travel plan) of the selected site - """ - if self.rollover: - site_plan = self.rollover - - # route planning -> find the nearest site - if self.config['scheduling']['route_planning']: - # sort the list based on travel time - sorted_site_plans = sorted( - site_plans, key=lambda k: k['travel_to_mins']) - # first site plan in the sorted list has minimum travel time - site_plan = sorted_site_plans[0] - - else: - # else just need 1st site to visit - site_plan = site_plans[0] - return site_plan - - # ------------------------------------------------ - def choose_accommodation(self, site=None): - """choose the home base for crew - - Args: - site: if site is defined, then choose the home base that close to both current - location and next site - Returns: - - """ - if self.config['scheduling']['route_planning']: - if site: - # today needs to travel all day - hb = self.upd_travel_time_loc(next_loc=site, is_homebase=True) - - else: - # if not means crew need to travel all the way to reach the next site - hb = self.upd_travel_time_loc(is_homebase=True) - - self.crew_lon = hb['next_loc'][0] - self.crew_lat = hb['next_loc'][1] - self.last_site_travel_home_min = hb['travel_time'] - else: - # travel time is sampled if not active route_planning - self.last_site_travel_home_min = np.random.choice( - self.config['t_bw_sites']['vals']) diff --git a/LDAR_Sim/src/methods/deployment/orbit_company.py b/LDAR_Sim/src/methods/deployment/orbit_company.py deleted file mode 100644 index 2c05a7bed..000000000 --- a/LDAR_Sim/src/methods/deployment/orbit_company.py +++ /dev/null @@ -1,63 +0,0 @@ - -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.orbit_company -# Purpose: Orbit company specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -from methods.crew import BaseCrew - - -def make_crews(crews, config, state, parameters, timeseries, deployment_days): - """ Generate crews using BaseCrew class. - - Args: - crews (list): List of crews - config (dict): Method parameters - state (dict): Current state of LDAR-Sim - parameters (dict): Program parameters - timeseries (dict): Timeseries - deployment_days (list): days method can be deployed based on weather - - --- Required in module.company.BaseCompany --- - """ - for i in range(config['n_crews']): - crews.append(BaseCrew(state, parameters, config, - timeseries, deployment_days, id=i + 1)) - - -class Schedule(): - def __init__(self, config, parameters, state): - self.parameters = parameters - self.config = config - self.state = state - - def get_due_sites(self, site_pool): - return site_pool - - def assign_agents(self): - ''' - can be used to assign sites to two different satellites in the future - for exmaple, GHG-Sat1 and GHG-Sat2 work together - ''' - return - - def get_working_crews(self, site_pool, n_crews): - return n_crews - - def get_crew_site_list(self, site_pool, crew_num, n_crews, crews=None): - return site_pool diff --git a/LDAR_Sim/src/methods/deployment/orbit_crew.py b/LDAR_Sim/src/methods/deployment/orbit_crew.py deleted file mode 100644 index d144f95f3..000000000 --- a/LDAR_Sim/src/methods/deployment/orbit_crew.py +++ /dev/null @@ -1,217 +0,0 @@ - -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.orbit_crew -# Purpose: Orbit company specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from datetime import timedelta - -import netCDF4 as nc -import numpy as np -from orbit_predictor.sources import get_predictor_from_tle_lines -from shapely import speedups -from shapely.geometry import Point -from utils.generic_functions import (geo_idx, init_orbit_poly, - quick_cal_daylight) - -speedups.disable() - - -class Schedule(): - def __init__(self, id, lat, lon, state, config, parameters, deployment_days, home_bases=None): - self.parameters = parameters - self.config = config - self.state = state - self.deployment_days = deployment_days - self.crew_lat = lat - self.crew_lon = lon - self.work_hours = 24 - self.start_hour = 0 - self.end_hour = 23 - self.allowed_end_time = None - - # extract cloud cover data - input_directory = self.parameters['input_directory'] - cloud = self.parameters['weather_file'] - Dataset = nc.Dataset(input_directory / cloud, 'r') - self.cloudcover = Dataset.variables['tcc'][:] - Dataset.close() - # obtain TLE file path - self.sat = self.config['TLE_label'] - self.tlefile = self.config['TLE_file'] - - self.get_orbit_predictor() - self.get_orbit_path() - - def start_day(self, site_pool): - '''Start day method. Initialize time to accounty for work hours. The - site pool that are ready for survey are passed from the company to - the satellite to filter out sites that are not viewable, covered - by clound, and don't have daylight. - ''' - # Set start of work, satellite can work 24 hours per day - self.state['t'].current_date = self.state['t'].current_date.replace( - hour=int(1)) - - # find out the site that can be seen by satellite - viewable_sites = self.calc_viewable_sites(site_pool) - if len(viewable_sites) == 0: - self.worked_today = False - daily_site_plans = [] - # check daylight and cloud_cover for each site inside the site pool - else: - daily_site_plans = [] - for site in viewable_sites: - sat_dl, sat_cc = self.assess_weather(site) - if (sat_dl and sat_cc) or not self.parameters['consider_weather']: - plan = self.plan_visit(site) - daily_site_plans.append(plan) - - return daily_site_plans - - def plan_visit(self, site): - '''create a visit plan for satellite, the go_to_site - are always true if site passed from start_day. - We assume the survey time and travel time for Satellite is 0 mins - Args: - site: a site - Returns: - list: Daily itinerary: - {'site':(dict), - 'go_to_site': (boolean), - 'LDAR_mins': (int) travel to and work-onsite mins, - 'remaining_mins':(int) minutes remaining in survey at site, - } - ''' - return { - 'site': site, - 'go_to_site': True, - 'LDAR_mins': 0, - 'remaining_mins': 0, - } - - def calc_viewable_sites(self, site_pool): - """Generic utility function to check whether a satellite can see - a given patch of ground. Returns True to denote the satellite - can see the location and False otherwise. - Args: - site: a site - - Returns: - valid_site: boolean - """ - valid_site = [] - # ind = 0 - sat_date = self.sat_date - path = self.orbit_path - date = self.state['t'].current_date.date() - # find daily pathes - DP = path[sat_date == date] - for s in site_pool: - fac_lat = np.float16(s['lat']) - fac_lon = np.float16(s['lon']) - PT = Point(fac_lon, fac_lat) - for dp in DP: - if dp.contains(PT): - valid_site.append(s) - break - return valid_site - - def assess_weather(self, site): - """Check whether the site is covered by clound or have enough daylight - Args: - site: a site - - Returns: - valid_site: boolean - """ - - site_lat = np.float16(site['lat']) - site_lon = np.float16(site['lon']) - - lat_idx = geo_idx(site_lat, self.state['weather'].latitude) - lon_idx = geo_idx(site_lon, self.state['weather'].longitude) - ti = self.state['t'].current_timestep - - # check daylight - date = self.state['t'].current_date - sr, ss = quick_cal_daylight(date, site_lat, site_lon) - - if sr <= self.state['t'].current_date.hour <= ss: - sat_daylight = True - else: - sat_daylight = False - # check cloud cover - - CC = self.cloudcover[ti, lat_idx, lon_idx] * 100 - CC = round(CC) - arr = np.zeros(100) - arr[:CC] = 1 - np.random.shuffle(arr) - - if np.random.choice(arr, 1)[0] == 0: - sat_cc = True - else: - sat_cc = False - - return (sat_daylight, sat_cc) - - def get_orbit_predictor(self): - """ Get the orbit predictor of satellite based on - TLE file and satellite name specified in the input parameter. - """ - # build a satellite orbit object - input_directory = self.parameters['input_directory'] - TLEs = [] - with open(input_directory / self.tlefile) as f: - for line in f: - TLEs.append(line.rstrip()) - i = 0 - for x in TLEs: - if x == self.sat: - break - i += 1 - TLE_LINES = (TLEs[i+1], TLEs[i+2]) - self.predictor = get_predictor_from_tle_lines(TLE_LINES) - return - - def get_orbit_path(self): - '''Get the orbit path polygon for a time interval based on - orbit predictor of a satellite. - ''' - # initiate the orbit path - T1 = self.state['t'].start_date - T2 = self.state['t'].end_date - # calculate the orbit path polygon for satellite - self.sat_datetime, self.orbit_path = init_orbit_poly( - self.predictor, T1, T2, 15) - self.sat_date = [d.date() for d in self.sat_datetime] - - self.sat_date = np.array(self.sat_date) - self.orbit_path = np.array(self.orbit_path) - - return - - def update_schedule(self, work_mins): - '''Update the time - ''' - self.state['t'].current_date += timedelta(minutes=int(work_mins)) - - def end_day(self, site_pool, itinerary): - return diff --git a/LDAR_Sim/src/methods/deployment/stationary_company.py b/LDAR_Sim/src/methods/deployment/stationary_company.py deleted file mode 100644 index beb9659ce..000000000 --- a/LDAR_Sim/src/methods/deployment/stationary_company.py +++ /dev/null @@ -1,107 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.stationary_company -# Purpose: Stationary_company company specific deployment classes and -# methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Thomas Fox, Mozhou Gao, Thomas Barchyn, Chris Hugenholtz -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from methods.crew import BaseCrew - - -def make_crews(crews, config, state, parameters, timeseries, deployment_days): - """ Generate crews using BaseCrew class. - - Args: - crews (list): List of crews - config (dict): Method parameters - state (dict): Current state of LDAR-Sim - parameters (dict): Program parameters - timeseries (dict): Timeseries - deployment_days (list): days method can be deployed based on weather - - --- Required in module.company.BaseCompany --- - """ - for site in state['sites']: - if config['measurement_scale'] == "equipment": # This may change in the future - # n_fixed = int(site['fixed_sensors']) - pass - else: - pass - # n_fixed = int(site['fixed_sensors']) - # HBD right now this can only handle one crew per site - n_fixed = 1 - for i in range(n_fixed): - crew_ID = str(site['facility_ID']) + '-' + str(i + 1) - # Will only accept the first crew assigned to site - if not site['crew_ID']: - # assign agents - site.update({'crew_ID': crew_ID}) - crews.append( - BaseCrew( - state, - parameters, - config, - timeseries, - deployment_days, - id=crew_ID, - site=site - )) - - -class Schedule(): - - def __init__(self, config, parameters, state): - self.parameters = parameters - self.config = config - self.state = state - - def assign_agents(self): - """ assign agents to sites. - Stationary agents are assigned in make crew function - - --- Required in module.company.BaseCompany --- - """ - pass - - def get_due_sites(self, site_pool): - """ Retrieve a site list of sites due for screen / survey. - Stationary companies - Args: - site_pool (dict): List of sites - Returns: - site_pool (dict): List of sites ready for survey. - - --- Required in module.company.BaseCompany --- - """ - return site_pool - - def get_crew_site_list(self, site_pool, crew_idx, n_crews, crews=None): - """ Allocates site pool among all crews. Ordering of sites is not - changed by function. Stationary sites return only sites that - have are assigned the crew id. - Args: - site_pool (dict): List of sites - crew_num (int): Integer index of crew - n_crews (int): Number of crews - - Returns: - dict: Crew site list (subset of site_pool) - - --- Required in module.company.BaseCompany --- - """ - return [crews[crew_idx].site] diff --git a/LDAR_Sim/src/methods/deployment/stationary_crew.py b/LDAR_Sim/src/methods/deployment/stationary_crew.py deleted file mode 100644 index b7bd37b2b..000000000 --- a/LDAR_Sim/src/methods/deployment/stationary_crew.py +++ /dev/null @@ -1,71 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.stationary_crew -# Purpose: Stationary crew specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Thomas Fox, Mozhou Gao, Thomas Barchyn, Chris Hugenholtz -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - - -class Schedule(): - def __init__(self, id, lat, lon, state, config, parameters, deployment_days, home_bases=None): - self.parameters = parameters - self.config = config - self.state = state - self.deployment_days = deployment_days - self.work_hours = 24 - self.start_hour = 0 - self.end_hour = 23 - self.scheduling = self.config['scheduling'] - - def start_day(self, site_pool): - """ Start day method. Get daily itinerary for crew. - - Args: - site_pool (list): List of sites ready for survey. - - Returns: - list: daily itinerary: - {'site': (dict), - 'go_to_site: (boolean), - 'LDAR_mins': (int) Always zero for Stationary - 'remaining_mins':(int) Always zero for Stationary - } - """ - name = self.config['label'] - itinerary = [] - for site in site_pool: - site['{}_attempted_today?'.format(name)] = True - # Check weather conditions - if not self.parameters['consider_weather'] \ - or self.deployment_days[site['lon_index'], site['lat_index'], - self.state['t'].current_timestep]: - site_plan = { - 'site': site, - 'go_to_site': True, - # Stationary has no set LDAR minutes - 'LDAR_mins': 0, - 'remaining_mins': 0, - } - itinerary.append(site_plan) - return itinerary - - def end_day(self, site_pool, itinerary): - """ End day function - """ - self.state['t'].current_date = self.state['t'].current_date.replace( - hour=int(self.end_hour)) - return diff --git a/LDAR_Sim/src/methods/deployment/template_company.py b/LDAR_Sim/src/methods/deployment/template_company.py deleted file mode 100644 index 1c1f21a67..000000000 --- a/LDAR_Sim/src/methods/deployment/template_company.py +++ /dev/null @@ -1,89 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.template_company -# Purpose: Template company specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - - -from methods.crew import BaseCrew - - -def make_crews(crews, config, state, parameters, timeseries, deployment_days): - """ Generate crews using BaseCrew class. - - Args: - crews (list): List of crews - config (dict): Method parameters - state (dict): Current state of LDAR-Sim - parameters (dict): Program parameters - timeseries (dict): Timeseries - deployment_days (list): days method can be deployed based on weather - - --- Required in module.company.BaseCompany --- - """ - for i in range(config['n_crews']): - crews.append(BaseCrew(state, parameters, config, - timeseries, deployment_days, id=i + 1)) - - -class Schedule(): - def __init__(self, config, parameters, state): - self.parameters = parameters - self.config = config - self.state = state - - def assign_agents(self): - """ assign agents to sites. - --- Required in module.company.BaseCompany --- - """ - - def get_due_sites(self, site_pool): - """ Retrieve a site list of sites due for screen / survey - Args: - site_pool (dict): List of sites - Returns: - site_pool (dict): List of sites ready for survey. - """ - return site_pool - - def get_working_crews(self, site_pool, n_crews): - """ Get number of working crews that day. Based on estimate - that a crew ccan do 3 sites per day. - Args: - site_pool (dict): List of sites - n_crews (int): Number of crews - sites_per_crew (int, optional): Number of sites a crew can survey in a day. - Defaults to 3. - - Returns: - int: Number of crews to deploy that day. - """ - return n_crews - - def get_crew_site_list(self, site_pool, crew_ID, n_crews, crews=None): - """ Allocates site pool among all crews. Ordering - of sites is not changed by function. - Args: - site_pool (dict): List of sites - crew_num (int): Integer index of crew - n_crews (int): Number of crews - - Returns: - dict: Crew site list (subset of site_pool) - """ - return # crew_site_list diff --git a/LDAR_Sim/src/methods/deployment/template_crew.py b/LDAR_Sim/src/methods/deployment/template_crew.py deleted file mode 100644 index a72861ec4..000000000 --- a/LDAR_Sim/src/methods/deployment/template_crew.py +++ /dev/null @@ -1,58 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.template_crew -# Purpose: Template crew specific deployment classes and methods (ie. Scheduling) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - - -class Schedule(): - - def __init__(self, id, lat, lon, state, config, parameters, deployment_days, home_bases=None): - self.parameters = parameters - self.config = config - self.state = state - self.deployment_days = deployment_days - self.crew_lat = lat - self.crew_lon = lon - self.work_hours = None - self.start_hour = None - self.end_hour = None - self.allowed_end_time = None - self.scheduling = self.config['scheduling'] - # define a list of home bases for crew and redefine the the initial location of crew - - def start_day(self, site_pool): - """ Start day method. Get daily itinerary for crew. Can include other functions - i.e. initialize time to account for work hours, and set the crews location. - Args: - site_pool (list): List of sites ready for survey. - - Returns: - list: daily itinerary: - {'site': (dict), - 'go_to_site: (boolean), - 'LDAR_mins': (int) work-onsite mins, - 'remaining_mins':(int) minutes remaining in survey at site - } - """ - return # itinerary - - def end_day(self, site_pool): - """ End day function - """ - self.update_schedule(self.last_site_travel_home_min) diff --git a/LDAR_Sim/src/methods/sensors/OGI_camera_rk.py b/LDAR_Sim/src/methods/sensors/OGI_camera_rk.py deleted file mode 100644 index ca1549b74..000000000 --- a/LDAR_Sim/src/methods/sensors/OGI_camera_rk.py +++ /dev/null @@ -1,90 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.OGI_camera_rk -# Purpose: OGI company specific deployment classes and methods based on RK (2018) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import math -import numpy as np -from methods.funcs import measured_rate -from utils.attribution import update_tag - - -def detect_emissions(self, site, covered_leaks, covered_equipment_rates, covered_site_rate, - site_rate, venting, equipment_rates): - """ OGI camera method based on Ravikumar 2018 - - Args: - site (site obj): Site in which crew is working at - covered_leaks (list): list of leak objects that can be detected by the crew - covered_equipment_rates (list): list of equipment leak rates that can be - detected by the crew - covered_site_rate (float): total site emissions from leaks that are observable - from a crew - site_rate (float): total site emissions from leaks all leaks at site - venting (float): total site emissions from venting - equipment_rates (list): list of equipment leak rates for each equipment group - - Returns: - site report (dict): - site (site obj): same as input - leaks_present (list): same as covered leaks input - site_true_rate (float): same as site_rate - site_measured_rate (float): total emis from all leaks measured - equip_measured_rates (list): total of all leaks measured for each equip group - venting (float): same as input - found_leak (boolean): Did the crew find at least one leak at the site - - - """ - missed_leaks_str = '{}_missed_leaks'.format(self.config['label']) - equip_measured_rates = [] - site_measured_rate = 0 - found_leak = False - - for leak in covered_leaks: - k = np.random.normal(4.9, 0.3) - x0 = np.random.normal(self.config['sensor']['MDL'][0], self.config['sensor']['MDL'][1]) - x0 = math.log10(x0 * 3600) # Convert from g/s to g/h and take log - - if leak['rate'] == 0: - prob_detect = 0 - else: - x = math.log10(leak['rate'] * 3600) # Convert from g/s to g/h - prob_detect = 1 / (1 + math.exp(-k * (x - x0))) - - if np.random.binomial(1, prob_detect): - found_leak = True - is_new_leak = update_tag(leak, site, self.timeseries, self.state['t'], - self.config['label'], self.id) - if is_new_leak: - site_measured_rate += measured_rate(leak['rate'], self.config['sensor']['QE']) - else: - site[missed_leaks_str] += 1 - self.timeseries[missed_leaks_str][self.state['t'].current_timestep] += 1 - - site_dict = { - 'site': site, - 'leaks_present': covered_leaks, - 'site_true_rate': site_rate, - 'site_measured_rate': site_measured_rate, - 'equip_measured_rates': equip_measured_rates, - 'vent_rate': venting, - 'found_leak': found_leak, - } - return site_dict diff --git a/LDAR_Sim/src/methods/sensors/OGI_camera_zim.py b/LDAR_Sim/src/methods/sensors/OGI_camera_zim.py deleted file mode 100644 index d88727564..000000000 --- a/LDAR_Sim/src/methods/sensors/OGI_camera_zim.py +++ /dev/null @@ -1,85 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.OGI_camera_zim -# Purpose: OGI company specific deployment classes and methods based on zimmerle (2020) -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -import numpy as np -from methods.funcs import measured_rate -from utils.attribution import update_tag - - -def detect_emissions(self, site, covered_leaks, covered_equipment_rates, covered_site_rate, - site_rate, venting, equipment_rates): - """ OGI camera method based on Zimmerlie 2020 DOI 10.1021/acs.est.0c01285 - uses power function as shown in figure 2 to calculate probability of - detection using leak size and two mdl parameters are set based on which - are based on camera crew experience. - - Args: - site (site obj): Site in which crew is working at - covered_leaks (list): list of leak objects that can be detected by the crew - covered_equipment_rates (list): list of equipment leak rates that can be - detected by the crew - covered_site_rate (float): total site emissions from leaks that are observable - from a crew - site_rate (float): total site emissions from leaks all leaks at site - venting (float): total site emissions from venting - equipment_rates (list): list of equipment leak rates for each equipment group - - Returns: - site report (dict): - site (site obj): same as input - leaks_present (list): same as covered leaks input - site_true_rate (float): same as site_rate - site_measured_rate (float): total emis from all leaks measured - equip_measured_rates (list): total of all leaks measured for each equip group - venting (float): same as input - found_leak (boolean): Did the crew find at least one leak at the site - - - """ - missed_leaks_str = '{}_missed_leaks'.format(self.config['label']) - equip_measured_rates = [] - site_measured_rate = 0 - found_leak = False - mdl = self.config['sensor']['MDL'] - for leak in covered_leaks: - # factor of 187 converts g/s to scf/h - prob_detect = mdl[0] * (187*leak['rate'])**mdl[1] - if prob_detect >= 1: - prob_detect = 1 - if np.random.binomial(1, prob_detect): - found_leak = True - is_new_leak = update_tag(leak, site, self.timeseries, self.state['t'], - self.config['label'], self.id) - if is_new_leak: - site_measured_rate += measured_rate(leak['rate'], self.config['sensor']['QE']) - else: - site[missed_leaks_str] += 1 - self.timeseries[missed_leaks_str][self.state['t'].current_timestep] += 1 - - site_dict = { - 'site': site, - 'leaks_present': covered_leaks, - 'site_true_rate': site_rate, - 'site_measured_rate': site_measured_rate, - 'equip_measured_rates': equip_measured_rates, - 'vent_rate': venting, - 'found_leak': found_leak, - } - return site_dict diff --git a/LDAR_Sim/src/methods/sensors/default.py b/LDAR_Sim/src/methods/sensors/default.py deleted file mode 100644 index 06f99476b..000000000 --- a/LDAR_Sim/src/methods/sensors/default.py +++ /dev/null @@ -1,77 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.sensor.default -# Purpose: Detect emissions with a single value MDL threshold. -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -from methods.funcs import measured_rate -from utils.attribution import update_tag - - -def detect_emissions(self, site, covered_leaks, covered_equipment_rates, covered_site_rate, - site_rate, venting, equipment_rates): - - equip_measured_rates = [] - site_measured_rate = 0 - found_leak = False - n_leaks = len(covered_leaks) - missed_leaks_str = '{}_missed_leaks'.format(self.config['label']) - - if self.config["measurement_scale"] == "site": - if (covered_site_rate > self.config['sensor']['MDL'][0]): - found_leak = True - site_measured_rate = measured_rate(covered_site_rate, self.config['sensor']['QE']) - else: - site[missed_leaks_str] += n_leaks - self.timeseries[missed_leaks_str][self.state['t'].current_timestep] += n_leaks - elif self.config["measurement_scale"] == "equipment": - for rate in covered_equipment_rates: - m_rate = measured_rate(rate, self.config['sensor']['QE']) - if (m_rate > self.config['sensor']['MDL'][0]): - found_leak = True - else: - m_rate = 0 - equip_measured_rates.append(m_rate) - site_measured_rate += m_rate - if not found_leak: - site[missed_leaks_str] += n_leaks - self.timeseries[missed_leaks_str][self.state['t'].current_timestep] += n_leaks - - elif self.config["measurement_scale"] == "component": - # If measurement scale is a leak, all leaks will be tagged - for leak in covered_leaks: - if (leak['rate'] > self.config['sensor']['MDL'][0]): - found_leak = True - is_new_leak = update_tag(leak, site, self.timeseries, self.state['t'], - self.config['label'], self.id) - # Add these leaks to the 'tag pool' - if is_new_leak: - site_measured_rate += measured_rate(leak['rate'], self.config['sensor']['QE']) - else: - site[missed_leaks_str] += 1 - - # Put all necessary information in a dictionary to be assessed at end of day - site_dict = { - 'site': site, - 'leaks_present': covered_leaks, - 'site_true_rate': site_rate, - 'site_measured_rate': site_measured_rate, - 'equip_measured_rates': equip_measured_rates, - 'vent_rate': venting, - 'found_leak': found_leak, - } - return site_dict diff --git a/LDAR_Sim/src/methods/sensors/satellite.py b/LDAR_Sim/src/methods/sensors/satellite.py deleted file mode 100644 index 37f74d35a..000000000 --- a/LDAR_Sim/src/methods/sensors/satellite.py +++ /dev/null @@ -1,73 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: methods.deployment.GHGSat1 -# Purpose: GHGSat1 company specific deployment classes and methods -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import random - -import numpy as np -from utils.generic_functions import geo_idx - - -def detect_emissions(self, site, covered_leaks, covered_equipment_rates, covered_site_rate, - site_rate, venting, equipment_rates): - equip_measured_rates = [] - site_measured_rate = 0 - found_leak = False - n_leaks = len(covered_leaks) - missed_leaks_str = '{}_missed_leaks'.format(self.config['label']) - # extract the wind speed on site based on site's geo indices - site_lat = np.float16(site['lat']) - site_lon = np.float16(site['lon']) - lat_idx = geo_idx(site_lat, self.state['weather'].latitude) - lon_idx = geo_idx(site_lon, self.state['weather'].longitude) - ti = self.state['t'].current_timestep - windspeed = self.state['weather'].winds[ti, lat_idx, lon_idx] - # MDL is calculated based on wind speed and parameter - # listed in Jacob et al., 2016 - # For point source, MDL is proportion to wind speed - # when wind speed is 5km/h (1.39 m/s) MDL is 5.79 g/s - Q_min = self.config['sensor']['MDL'][0] * (self.config['sensor']['MDL'][1]/windspeed) - - # check detection - if covered_site_rate > Q_min: - # calculate the measured emission size - # Based on Table1 of Jacob et al.,2016, the precision of - # GHGSat can be off by sigma (usually between 1% to 5%) - # sample a sigma number - sigma = random.choice([0.01, 0.02, 0.03, 0.04, 0.05]) - site_measured_rate = covered_site_rate * (1 - sigma) - found_leak = True - - else: - site_dict = None - site[missed_leaks_str] += n_leaks - self.timeseries[missed_leaks_str][self.state['t'].current_timestep] += n_leaks - - site_dict = { - 'site': site, - 'leaks_present': covered_leaks, - 'site_true_rate': site_rate, - 'site_measured_rate': site_measured_rate, - 'equip_measured_rates': equip_measured_rates, - 'vent_rate': venting, - 'found_leak': found_leak, - } - - return site_dict diff --git a/LDAR_Sim/src/out_processing/batch_reporting.py b/LDAR_Sim/src/out_processing/batch_reporting.py deleted file mode 100644 index 54b5e5ad1..000000000 --- a/LDAR_Sim/src/out_processing/batch_reporting.py +++ /dev/null @@ -1,525 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: Batch reporting -# Purpose: Creates outputs across multiple programs and simulations -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import datetime -import math -import os -import warnings -from pathlib import Path - -import numpy as np -import pandas as pd -import plotnine as pn -from mizani.formatters import date_format - -warnings.simplefilter(action='ignore', category=FutureWarning) - - -class BatchReporting: - - def __init__(self, output_directory, start_date, ref_program, base_program): - """ - Prepare output csv files to glean summary statistics and plotting data. - """ - self.output_directory = output_directory - self.start_date = start_date - self.ref_program = ref_program - start_date = datetime.datetime(*start_date).strftime("%m-%d-%Y") - - self.directories = [f.name for f in os.scandir(output_directory) if f.is_dir()] - - # For each folder, build a dataframe combining all necessary files - self.all_data = [[pd.read_csv(Path(f)) for f in os.scandir(fldr) - if f.is_file() and 'timeseries' in f.name] - for fldr in os.scandir(output_directory) if fldr.is_dir()] - self.site_data = [[pd.read_csv(Path(f)) for f in os.scandir(fldr) - if f.is_file() and 'sites_output' in f.name] - for fldr in os.scandir(output_directory) if fldr.is_dir()] - - # Delete any empty lists (to enable additional folders, e.g. for sensitivity analysis) - # Get vector of dates - - dates = pd.to_datetime(self.all_data[0][0].datetime) - mask = (dates > start_date) - self.dates_trunc = dates.loc[mask] - - # Figure out the number of sites used in the simulation - # (have to do it this way because n can be sampled or not) - self.n_sites = len(self.site_data[0][0]) - - # ------- Build list of emissions dataframes ------ # - self.emission_dfs = [[] for i in range(len(self.all_data))] - for i in range(len(self.all_data)): - for j in self.all_data[i]: - self.emission_dfs[i].append(j["daily_emissions_kg"]) - self.emission_dfs[i] = pd.concat(self.emission_dfs[i], - axis=1, keys=[i for i in range(len(self.all_data[i]))]) - self.emission_dfs[i] = self.emission_dfs[i] / self.n_sites - - # New columns - self.emission_dfs[i]['program'] = self.directories[i] - - # Add dates - for i in range(len(self.emission_dfs)): - self.emission_dfs[i] = pd.concat([self.emission_dfs[i], dates], axis=1) - - # Axe spinup year - self.emission_dfs[i]['datetime'] = pd.to_datetime(self.emission_dfs[i]['datetime']) - mask = (self.emission_dfs[i]['datetime'] > start_date) - self.emission_dfs[i] = self.emission_dfs[i].loc[mask] - - # ------- Build list of active leak dataframes ------- # - self.active_leak_dfs = [[] for i in range(len(self.all_data))] - for i in range(len(self.all_data)): - for j in self.all_data[i]: - self.active_leak_dfs[i].append(j["active_leaks"]) - self.active_leak_dfs[i] = pd.concat(self.active_leak_dfs[i], axis=1, - keys=[i for i in range(len(self.all_data[i]))]) - - # New columns - self.active_leak_dfs[i]['program'] = self.directories[i] - - # Add dates - for i in range(len(self.active_leak_dfs)): - self.active_leak_dfs[i] = pd.concat([self.active_leak_dfs[i], dates], axis=1) - - # Axe spinup year - self.active_leak_dfs[i]['datetime'] = pd.to_datetime( - self.active_leak_dfs[i]['datetime']) - mask = (self.active_leak_dfs[i]['datetime'] > start_date) - self.active_leak_dfs[i] = self.active_leak_dfs[i].loc[mask] - - # ------- Build list of repaired leak dataframes ------- # - self.repair_leak_dfs = [[] for i in range(len(self.all_data))] - for i in range(len(self.all_data)): - for j in self.all_data[i]: - self.repair_leak_dfs[i].append(j["cum_repaired_leaks"]) - self.repair_leak_dfs[i] = pd.concat(self.repair_leak_dfs[i], axis=1, - keys=[i for i in range(len(self.all_data[i]))]) - - # New columns - self.repair_leak_dfs[i]['program'] = self.directories[i] - - # Add dates - for i in range(len(self.repair_leak_dfs)): - self.repair_leak_dfs[i] = pd.concat([self.repair_leak_dfs[i], dates], axis=1) - - # Axe spinup year - self.repair_leak_dfs[i]['datetime'] = pd.to_datetime( - self.repair_leak_dfs[i]['datetime']) - mask = (self.repair_leak_dfs[i]['datetime'] > start_date) - self.repair_leak_dfs[i] = self.repair_leak_dfs[i].loc[mask] - - # ------- Build list of cost dataframes ------- # - self.cost_dfs = [[] for i in range(len(self.all_data))] - for i in range(len(self.all_data)): - for j in self.all_data[i]: - self.cost_dfs[i].append(j["rolling_cost_estimate"]) - self.cost_dfs[i] = pd.concat(self.cost_dfs[i], axis=1, keys=[ - i for i in range(len(self.all_data[i]))]) - self.cost_dfs[i] = self.cost_dfs[i] - - # New columns - self.cost_dfs[i]['program'] = self.directories[i] - - # Add dates - for i in range(len(self.cost_dfs)): - self.cost_dfs[i] = pd.concat([self.cost_dfs[i], dates], axis=1) - - # Axe spinup - self.cost_dfs[i]['datetime'] = pd.to_datetime(self.cost_dfs[i]['datetime']) - mask = (self.cost_dfs[i]['datetime'] > start_date) - self.cost_dfs[i] = self.cost_dfs[i].loc[mask] - - return - - def program_report(self): - ''' - Output a spreadsheet for each program with descriptive statistics. - ''' - for i in range(len(self.active_leak_dfs)): - data = [ - {'mean': self.active_leak_dfs[i].describe().loc['50%'].mean(), - 'median': self.active_leak_dfs[i].describe().loc['50%'].median(), - 'std': self.active_leak_dfs[i].describe().loc['50%'].std(), - 'min': self.active_leak_dfs[i].describe().loc['50%'].min(), - 'max': self.active_leak_dfs[i].describe().loc['50%'].max()}, - {'mean': self.emission_dfs[i].describe().loc['50%'].mean(), - 'median': self.emission_dfs[i].describe().loc['50%'].median(), - 'std': self.emission_dfs[i].describe().loc['50%'].std(), - 'min': self.emission_dfs[i].describe().loc['50%'].min(), - 'max': self.emission_dfs[i].describe().loc['50%'].max()}, - {'mean': self.repair_leak_dfs[i].describe().loc['50%'].mean(), - 'median': self.repair_leak_dfs[i].describe().loc['50%'].median(), - 'std': self.repair_leak_dfs[i].describe().loc['50%'].std(), - 'min': self.repair_leak_dfs[i].describe().loc['50%'].min(), - 'max': self.repair_leak_dfs[i].describe().loc['50%'].max()} - ] - output_df = pd.DataFrame(data) - output_df.rename( - index={0: 'median active leaks', - 1: 'median daily emissions', - 2: 'cumulative repaired leaks'}, - inplace=True) - output_df.to_csv( - self.output_directory / '{}_descriptives.csv'.format( - self.active_leak_dfs[i]['program'].iloc[0]), index=True) - - return - - def batch_report(self): - ''' - Output a spreadsheet comparing programs. - ''' - # Read in all the descriptive files - descriptive_files = {} - for i in os.listdir(): - if i.endswith('_descriptives.csv'): - descriptive_files[i[:-17]] = pd.read_csv(i, index_col=0) - - # Separate the reference program and the programs to compare to it - ref = None - alts = {} - for i in descriptive_files: - if i == self.ref_program: - ref = descriptive_files[i] - else: - alts[i] = descriptive_files[i] - - output_df = pd.DataFrame() - - for i in alts: - dif = alts[i] - ref - dif['alt program'] = i - dif['reference'] = self.ref_program - dif['comparison'] = 'difference (alt-ref)' - - rat = alts[i] / ref - rat['alt program'] = i - rat['reference'] = self.ref_program - rat['comparison'] = 'ratio (alt/ref)' - - output_df = output_df.append([dif, rat]) - - output_df.to_csv(self.output_directory / 'program_comparisons.csv', index=True) - - return - - def batch_plots(self): - - # First, put together active leak data and output for live plotting functionality - # (no AL plot here currently) - dfs = self.active_leak_dfs - - for i in range(len(dfs)): - n_cols = dfs[i].shape[1] - dfs[i]['mean'] = dfs[i].iloc[:, 0:n_cols].mean(axis=1) - dfs[i]['std'] = dfs[i].iloc[:, 0:n_cols].std(axis=1) - dfs[i]['low'] = dfs[i].iloc[:, 0:n_cols].quantile(0.025, axis=1) - dfs[i]['high'] = dfs[i].iloc[:, 0:n_cols].quantile(0.975, axis=1) - dfs[i]['program'] = self.directories[i] - - # Move reference program to the top of the list - for i, df in enumerate(dfs): - if df['program'].iloc[0] == self.ref_program: - dfs.insert(0, dfs.pop(i)) - - # Arrange dfs for plot 1 - dfs_p1 = dfs.copy() - for i in range(len(dfs_p1)): - # Reshape - dfs_p1[i] = pd.melt(dfs_p1[i], id_vars=['datetime', 'mean', - 'std', 'low', 'high', 'program']) - - # Combine dataframes into single dataframe for plotting - df_p1 = dfs_p1[0] - for i in dfs_p1[1:]: - df_p1 = df_p1.append(i, ignore_index=True) - - # Output Emissions df for other uses (e.g. live plot) - df_p1.to_csv(self.output_directory / 'mean_active_leaks.csv', index=True) - - # Now repeat for emissions (which will actually be used for batch plotting) - dfs = self.emission_dfs - - for i in range(len(dfs)): - n_cols = dfs[i].shape[1] - dfs[i]['mean'] = dfs[i].iloc[:, 0:n_cols].mean(axis=1) - dfs[i]['std'] = dfs[i].iloc[:, 0:n_cols].std(axis=1) - dfs[i]['low'] = dfs[i].iloc[:, 0:n_cols].quantile(0.025, axis=1) - dfs[i]['high'] = dfs[i].iloc[:, 0:n_cols].quantile(0.975, axis=1) - dfs[i]['program'] = self.directories[i] - - # Move reference program to the top of the list - for i, df in enumerate(dfs): - if df['program'].iloc[0] == self.ref_program: - dfs.insert(0, dfs.pop(i)) - - # Arrange dfs for plot 1 - dfs_p1 = dfs.copy() - for i in range(len(dfs_p1)): - # Reshape - dfs_p1[i] = pd.melt(dfs_p1[i], id_vars=['datetime', 'mean', - 'std', 'low', 'high', 'program']) - - # Combine dataframes into single dataframe for plotting - df_p1 = dfs_p1[0] - for i in dfs_p1[1:]: - df_p1 = df_p1.append(i, ignore_index=True) - - # Output Emissions df for other uses (e.g. live plot) - df_p1.to_csv(self.output_directory / 'mean_emissions.csv', index=True) - - df_p1["var_prog"] = df_p1['variable'].astype(str) + df_p1['program'].astype(str) - - # Make plots from list of dataframes - one entry per dataframe - pn.theme_set(pn.theme_linedraw()) - plot1 = (pn.ggplot(None) + pn.aes('datetime', 'value', group='program') + - pn.geom_line(df_p1, pn.aes( - 'datetime', 'value', group='var_prog', colour='program'), size=0.1) + - pn.geom_line(df_p1, pn.aes('datetime', 'mean', colour='program'), size=1) + - pn.ylab('Daily emissions (kg/site)') + pn.xlab('') + - pn.scale_colour_hue(h=0.15, l=0.25, s=0.9) + - pn.scale_x_datetime(labels=date_format('%Y')) + - pn.scale_y_continuous() + - pn.aes(ymin=0) + - pn.labs(color='Program', fill='Program') + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line( - colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line( - colour='black', linewidth=1, alpha=0.5)) - ) - plot1.save(self.output_directory / 'emissions_timeseries.png', width=7, - height=3, dpi=900, verbose=False) - - boxplot = (pn.ggplot(None) + pn.aes('program', 'mean') + - pn.geom_boxplot(df_p1, pn.aes('program', 'mean', fill='program')) + - pn.ylab('Daily Emissions (kg/site)') + - pn.scale_fill_hue(h=0.15, l=0.25, s=0.9) + - pn.labs(color='program', fill='program') + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line( - colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line( - colour='black', linewidth=1, alpha=0.5)) - ) - boxplot.save(self.output_directory / 'emissions_boxplot.png', dpi=900, verbose=False) - - # Build relative mitigation plots - dfs_p2 = dfs.copy() - - for i in dfs_p2[1:]: - i['mean_dif'] = 0 - i['std_dif'] = 0 - i['mean_ratio'] = 0 - i['std_ratio'] = 0 - for j in range(len(i)): - ref_mean = dfs_p2[0].loc[dfs_p2[0].index[j], 'mean'] - ref_std = dfs_p2[0].loc[dfs_p2[0].index[j], 'std'] - alt_mean = i.loc[i.index[j], 'mean'] - alt_std = i.loc[i.index[j], 'std'] - - i.loc[i.index[j], 'mean_dif'] = alt_mean - ref_mean - i.loc[i.index[j], 'std_dif'] = math.sqrt( - math.pow(alt_std, 2) + math.pow(ref_std, 2)) - i.loc[i.index[j], 'mean_ratio'] = alt_mean / ref_mean - i.loc[i.index[j], 'std_ratio'] = math.sqrt( - math.pow((alt_std / alt_mean), 2) + math.pow((ref_std / ref_mean), 2)) - - # Build plotting dataframe - df_p2 = self.dates_trunc.copy().to_frame() - df_p2['program'] = dfs_p2[1]['program'] - df_p2['mean_dif'] = dfs_p2[1]['mean_dif'] - df_p2['std_dif'] = dfs_p2[1]['std_dif'] - df_p2['mean_ratio'] = dfs_p2[1]['mean_ratio'] - df_p2['std_ratio'] = dfs_p2[1]['std_ratio'] - - df_p2['low_dif'] = dfs_p2[1]['mean_dif'] - 2 * dfs_p2[1]['std_dif'] - df_p2['high_dif'] = dfs_p2[1]['mean_dif'] + 2 * dfs_p2[1]['std_dif'] - df_p2['low_ratio'] = dfs_p2[1]['mean_ratio'] / (dfs_p2[1] - ['mean_ratio'] + 2 * dfs_p2[1]['std_ratio']) - df_p2['high_ratio'] = dfs_p2[1]['mean_ratio'] + 2 * dfs_p2[1]['std_ratio'] - - pd.options.mode.chained_assignment = None - for i in dfs_p2[2:]: - i['low_dif'] = i['mean_dif'] - 2 * i['std_dif'] - i['high_dif'] = i['mean_dif'] + 2 * i['std_dif'] - i['low_ratio'] = i['mean_ratio'] / (i['mean_ratio'] + 2 * i['std_ratio']) - i['high_ratio'] = i['mean_ratio'] + 2 * i['std_ratio'] - short_df = i[['program', 'mean_dif', 'std_dif', 'low_dif', - 'high_dif', 'mean_ratio', 'std_ratio', 'low_ratio', 'high_ratio']] - short_df['datetime'] = np.array(self.dates_trunc) - df_p2 = df_p2.append(short_df, ignore_index=True) - - # Make plot 2 - plot2 = (pn.ggplot(None) + pn.aes('datetime', 'mean_dif', group='program') + - pn.geom_ribbon( - df_p2, pn.aes(ymin='low_dif', ymax='high_dif', fill='program'), alpha=0.2) + - pn.geom_line(df_p2, pn.aes('datetime', 'mean_dif', colour='program'), size=1) + - pn.ylab('Daily emissions difference (kg/site)') + pn.xlab('') + - pn.scale_colour_hue(h=0.15, l=0.25, s=0.9) + - pn.scale_x_datetime(labels=date_format('%Y')) + - # pn.scale_y_continuous(trans='log10') + - pn.labs(color='Program', fill='Program') + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line( - colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line( - colour='black', linewidth=1, alpha=0.5)) - ) - plot2.save(self.output_directory / 'emissions_difference.png', - width=7, height=3, dpi=900, verbose=False) - - # Make plot 3 - plot3 = (pn.ggplot(None) + pn.aes('datetime', 'mean_ratio', group='program') + - pn.geom_ribbon(df_p2, pn.aes( - ymin='low_ratio', ymax='high_ratio', fill='program'), alpha=0.2) + - pn.geom_hline(yintercept=1, size=0.5, colour='blue') + - pn.geom_line(df_p2, pn.aes('datetime', 'mean_ratio', colour='program'), size=1) + - pn.ylab('Emissions ratio') + pn.xlab('') + - pn.scale_colour_hue(h=0.15, l=0.25, s=0.9) + - pn.scale_x_datetime(labels=date_format('%Y')) + - pn.labs(color='Program', fill='Program') + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line( - colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line( - colour='black', linewidth=1, alpha=0.5)) - ) - plot3.save(self.output_directory / 'emissions_ratio.png', - width=7, height=3, dpi=900, verbose=False) - - # --------------------------------------- - # ------ Figure to compare costs ------ - dfs = self.cost_dfs - - for i in range(len(dfs)): - n_cols = dfs[i].shape[1] - dfs[i]['mean'] = dfs[i].iloc[:, 0:n_cols].mean(axis=1) - dfs[i]['std'] = dfs[i].iloc[:, 0:n_cols].std(axis=1) - dfs[i]['low'] = dfs[i].iloc[:, 0:n_cols].quantile(0.025, axis=1) - dfs[i]['high'] = dfs[i].iloc[:, 0:n_cols].quantile(0.975, axis=1) - dfs[i]['program'] = self.directories[i] - - # Move reference program to the top of the list - for i, df in enumerate(dfs): - if df['program'].iloc[0] == self.ref_program: - dfs.insert(0, dfs.pop(i)) - - # Arrange dfs for plot 1 - dfs_p1 = dfs.copy() - for i in range(len(dfs_p1)): - # Reshape - dfs_p1[i] = pd.melt(dfs_p1[i], id_vars=['datetime', 'mean', - 'std', 'low', 'high', 'program']) - - # Combine dataframes into single dataframe for plotting - df_p1 = dfs_p1[0] - for i in dfs_p1[1:]: - df_p1 = df_p1.append(i, ignore_index=True) - - # Output Emissions df for other uses (e.g. live plot) - df_p1.to_csv(self.output_directory / 'cost_estimate_temporal.csv', index=True) - - # Make plots from list of dataframes - one entry per dataframe - pn.theme_set(pn.theme_linedraw()) - plot1 = (pn.ggplot(None) + pn.aes('datetime', 'value', group='program') + - pn.geom_ribbon(df_p1, pn.aes(ymin='low', ymax='high', fill='program'), alpha=0.2) + - pn.geom_line(df_p1, pn.aes('datetime', 'mean', colour='program'), size=1) + - pn.ylab('Estimated cost per facility') + pn.xlab('') + - pn.scale_colour_hue(h=0.15, l=0.25, s=0.9) + - pn.scale_x_datetime(labels=date_format('%Y')) + - # pn.scale_y_continuous(trans='log10') + - pn.labs(color='Program', fill='Program') + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line( - colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line( - colour='black', linewidth=1, alpha=0.5)) - ) - plot1.save(self.output_directory / 'cost_estimate_temporal.png', - width=7, height=3, dpi=900, verbose=False) - - ######################################## - # Cost breakdown by program and method - method_lists = [] - for i in range(len(self.directories)): - df = pd.read_csv( - self.output_directory / self.directories[i] / "timeseries_output_0.csv") - df = df.filter(regex='cost$', axis=1) - df = df.drop(columns=["total_daily_cost"]) - method_lists.append(list(df)) - - costs = [[] for i in range(len(self.all_data))] - for i in range(len(self.all_data)): - for j in range(len(self.all_data[i])): - simcosts = [] - for k in range(len(method_lists[i])): - timesteps = len(self.all_data[i][j][method_lists[i][k]]) - simcosts.append( - (sum(self.all_data[i][j][method_lists[i][k]])/timesteps/self.n_sites)*365) - costs[i].append(simcosts) - - rows_list = [] - for i in range(len(costs)): - df_temp = pd.DataFrame(costs[i]) - for j in range(len(df_temp.columns)): - dict = {} - dict.update({'Program': self.directories[i]}) - dict.update({'Mean Cost': round(df_temp.iloc[:, j].mean())}) - dict.update({'St. Dev.': df_temp.iloc[:, j].std()}) - dict.update({'Method': method_lists[i][j].replace('_cost', '')}) - rows_list.append(dict) - df = pd.DataFrame(rows_list) - - # Output Emissions df for other uses - df.to_csv(self.output_directory / 'cost_comparison.csv', index=True) - - plot = ( - pn.ggplot( - df, pn.aes( - x='Program', y='Mean Cost', fill='Method', label='Mean Cost')) + - pn.geom_bar(stat="identity") + pn.ylab('Cost per Site per Year') + pn.xlab('Program') + - pn.scale_fill_hue(h=0.15, l=0.25, s=0.9) + - # pn.geom_text(size=15, position=pn.position_stack(vjust=0.5)) + - pn.theme( - panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line( - colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line( - colour='black', linewidth=1, alpha=0.5))) - plot.save(self.output_directory / 'cost_comparison.png', - width=7, height=3, dpi=900, verbose=False) - - return diff --git a/LDAR_Sim/src/out_processing/clean_results.py b/LDAR_Sim/src/out_processing/clean_results.py deleted file mode 100644 index b660413e2..000000000 --- a/LDAR_Sim/src/out_processing/clean_results.py +++ /dev/null @@ -1,155 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: out_processing.clean_results -# Purpose: Cleans output simulation data and provides functions for processing results -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from pandas import concat, DataFrame - - -def clean_sim_df(sim_results, df, index='index', params=[], aggregate=True, add_meta_cols=[]): - """ Cleans the raw sim results to create a single datatable containing all data for all programs - and simulations (unless aggregate is set to true then values will be averaged for all sims). - This function can be used to rename columns, set output column types, and scale values. - - Args: - sim_results (dict): results from simulations - df (string): dataframe to interprete, can be "leaks", "sites", or "timeseries" - index (str, optional): The index column of the timeseries. Defaults to 'index'. - params (list, optional): List of dicts of mapped columns to include. Defaults to []. - dict should have: - 'in' (name of existing column) ie. 'total_emissions_kg' - 'out': (name of output column) ie. 'emis_kg' - 'type': output column type. ie. float, - 'xfac': A scalar which can be used to scale the output value - of a column - - aggregate (bool, optional): Will averaged the values across all. Defaults to True. - add_meta_cols (list, optional): List of dicts can be used to add a single value as a - column . Defaults to []. - dict should have: - 'in' (name of existing column) ie. 'NRd' - 'out': (name of output column) ie. 'natural_repair_days' - 'type': output column type. ie. int, - - Returns: - panda dataframe: Cleaned dataframe, which includes data from all simulations. - """ - p_arr = [] - meta_cols = [ - {'in': 'simulation', 'out': 'sim', 'type': int}, - {'in': 'program_name', 'out': 'program_name', 'type': str}, - ] + add_meta_cols - if len(params) > 0: - p_cols = [c['in'] for c in params] - # in_cols = [m['in'] for m in params] - for sim in sim_results: - if len(params) > 0: - copy_cols = set(list(sim[df].columns)).intersection(set(p_cols)) - p_obj = sim[df].copy()[copy_cols] - else: - p_obj = sim[df].copy() - if index not in p_obj.columns: - p_obj[index] = p_obj.index - p_obj = p_obj.set_index(index) - # --- Add metadata -- - for col in meta_cols: - p_obj[col['out']] = col['type'](sim['meta'][col['in']]) - - p_arr.append(p_obj) - # combine and condition all simulation outputs - prog_objs = concat(p_arr).reset_index() - prog_objs = prog_objs.astype({obj['in']: obj['type'] for obj in params if 'type' in obj}) - prog_objs = prog_objs.rename(columns={obj['in']: obj['out'] for obj in params}) - for m in params: - if 'xfac' in m and m['xfac'] != 1: - prog_objs[m['out']] = prog_objs[m['out']]*m['xfac'] - prog_objs = prog_objs.astype({obj['out']: obj['type'] for obj in params if 'type' in obj}) - if aggregate: - # This will average values from different sims - prog_objs = prog_objs.groupby([index, 'program_name']).mean().reset_index() - # split up dataframe into list of dataframs by program name - return prog_objs - - -def agg_flatten(df, group_by, agg_cols=None, agg_types=["mean"], - prefix=None, include_col_name=True, include_agg_name=False): - """Aggregate and flatten a dataframe. Flattening will handle the indexes - and column names when this function is called with multipe agg_types - and with multiple agg columns. Allows multiple aggregation methods defined - by three parameters (incude_col_name, include_agg_name and prefix). - - example: - data = [ - {'cat': 1, 'type', 1 'value': '5'}, - {'cat': 1, 'type', 2 'value': '4'}, - {'cat': 2, 'type', 1 'value': '10'}, - {'cat': 2, 'type', 2 'value': '9'}, - {'cat': 3, 'type', 1 'value': '1'}, - {'cat': 3, 'type', 2 'value': '0'}, - ] - - df = pd.DataFrame.from_records(data) - - x = agg_flatten(df, ['cat', agg_cols=['value'], agg_types=["mean"], - prefix='fun', include_col_name=True, include_agg_name=True) - - x = cat fun_val_mean - 1 4.5 - 2 9.5 - 3 0.5 - - - Args: - df (Pandas Dataframe): Target Dataframe - group_by (list): list of columnns to groupby (see pandas .group_by function) - agg_cols (list): list of columns to perform aggregation on. - agg_types (list): list of functions used for aggregation.(see pandas .agg function) - - common functions 'mean', numpy.median, 'sum', 'count' - prefix (string, optional): A prefix that is assigned to all agg_cols. Defaults to None. - ie. if agg_cols = ['ID', 'shape'] and prefix = 'fun' then - the output columns will include 'fun_ID', 'fun_shape'. - does not apply on the group by columns - include_col_name (bool, optional): Include original column name. Defaults to True. - include_agg_name (bool, optional): Include the aggregation name. Defaults to False. - - - Returns: - Pandas Dataframe: aggregated and flattened df. - """ - if agg_cols is not None: - out_df = DataFrame(df[group_by+agg_cols]) \ - .groupby(group_by) \ - .aggregate(agg_types) - else: - out_df = df.groupby(group_by).aggregate(agg_types) - if include_col_name and not include_agg_name: - out_df.columns = [col[0] for col in out_df.columns] - elif include_col_name and include_agg_name: - out_df.columns = ['_'.join(col) for col in out_df.columns] - elif not include_col_name and include_agg_name: - out_df.columns = out_df.columns.droplevel(0) - tmp_cols = [] - if prefix is not None: - for col in out_df.columns: - if col not in group_by: - tmp_cols.append("{}_{}".format(prefix, col)) - else: - tmp_cols.append(col) - out_df.columns = tmp_cols - return out_df.reset_index(group_by) diff --git a/LDAR_Sim/src/out_processing/meth_table.py b/LDAR_Sim/src/out_processing/meth_table.py deleted file mode 100644 index b57f19cd4..000000000 --- a/LDAR_Sim/src/out_processing/meth_table.py +++ /dev/null @@ -1,120 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: out_processing.prog_table -# Purpose: Generate output program table for web app -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from pandas import concat, DataFrame -from out_processing.clean_results import clean_sim_df, agg_flatten - - -def generate(sim_results, programs): - """ Generate output table for web app. This includes the following columnns: - 'program_name', 'sim', 'emis_kg_day_site_med', 'act_leaks_day_site_med', - 'mit_vol_tco2e', 'mit_vol_perc', 'cost', 'cost_mit_vol_tco2e', - 'nat_leak_repair_count', 'emis_nat_perc' - Args: - sim_results (dict): simulation outputs - baseline_program (string): Name of the Baseline program - - Returns: - [dict]: Program summary statistics including: - 'program_name', 'sim', 'emis_kg_day_site_med', 'act_leaks_day_site_med', - 'mit_vol_tco2e', 'mit_vol_perc', 'cost', 'cost_mit_vol_tco2e', - 'nat_leak_repair_count', 'emis_nat_perc' - """ - targ_cols_pointer = [ - '_sites_visited', - '_eff_flags', - '_missed_leaks', - '_n_tags', - '_sites_vis_w_leaks'] - out_cols_pointer = [ - '_sites_visited', - '_eff_flags', - '_missed_leaks', - '_n_tags', - '_sites_vis_w_leaks', - '_flag_rate', - '_tag_rate'] - - ps_idx = ['program_name', 'sim'] # aggregation filter - - all_meth_cols = set() - all_meths = set() - - # Get unique methods and unique Column names - for pidx, p in programs.items(): - for mindx, m in p['methods'].items(): - for col in targ_cols_pointer: - all_meth_cols.add("{}{}".format(mindx, col)) - all_meths.add(mindx) - all_meth_cols = list(all_meth_cols) - meth_cols = [{'in': m, 'out': m, 'type': float} for m in all_meth_cols] - prog_ts = clean_sim_df(sim_results, 'timeseries', index='ts', params=meth_cols, aggregate=False) - sim_stats_daily = agg_flatten(prog_ts, ps_idx, all_meth_cols, - ['sum'], include_col_name=True, include_agg_name=False) - # Calculate flag and tag rates - for m in all_meths: - sim_stats_daily['{}_flag_rate'.format(m)] \ - = sim_stats_daily['{}_eff_flags'.format(m)] \ - / sim_stats_daily['{}_sites_visited'.format(m)] - sim_stats_daily['{}_tag_rate'.format(m)] \ - = sim_stats_daily['{}_sites_vis_w_leaks'.format(m)] \ - / sim_stats_daily['{}_sites_visited'.format(m)] - - # Average across all sims - stats_daily = agg_flatten(sim_stats_daily, ['program_name'], agg_types=['mean'], - include_col_name=True, include_agg_name=False) - - # Separate programs into new tables where each row is a method - prog_table = {} - for pidx, p in programs.items(): - targ_rows = stats_daily[stats_daily['program_name'] == pidx] - meth_table = {} - for mindx, m in p['methods'].items(): - # Get rows that include the method label - - meth_rows = targ_rows[["{}{}".format(mindx, col) for col in out_cols_pointer]] - meth_rows.columns = meth_rows.columns.str.replace("{}_".format(mindx), '') - meth_rows = meth_rows.rename(columns={"eff_flags": "n_flags"}) - meth_rows['method_name'] = mindx - meth_rows = meth_rows.set_index('method_name', drop=False) - meth_rows = meth_rows.drop(columns=["sites_vis_w_leaks"]) - # If the method is capable of tagging, set flag-based columns to N/A - if m['measurement_scale'] == "component": - meth_rows['n_flags'] = "N/A" - meth_rows['flag_rate'] = "N/A" - else: - meth_rows['n_tags'] = "N/A" - meth_rows['tag_rate'] = "N/A" - if m['is_follow_up']: - meth_rows['prescribed_surveys'] = 'N/A' - else: - # This needs to be updated! - meth_rows['prescribed_surveys'] = meth_rows['sites_visited'] - meth_table.update({mindx: meth_rows}) - if len(meth_table) > 0: - meth_df = concat([m for _, m in meth_table.items()]) - else: - # If there are no methods add default columnss - meth_df = DataFrame(columns=[s[1:] for s in targ_cols_pointer]) - - prog_table.update({pidx: meth_df.to_dict('index')}) - - return prog_table diff --git a/LDAR_Sim/src/out_processing/plotter.py b/LDAR_Sim/src/out_processing/plotter.py deleted file mode 100644 index 6934dce24..000000000 --- a/LDAR_Sim/src/out_processing/plotter.py +++ /dev/null @@ -1,127 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: Plotter -# Purpose: Generate standard plots for each run of LDAR-Sim -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -import warnings - -import plotnine as pn -from mizani.formatters import date_format - - -def make_plots(leak_df, time_df, site_df, sim_n, output_directory): - """ - This function makes a set of standard plots to output at end of simulation. - """ - # Temporarily mute warnings - warnings.filterwarnings('ignore') - pn.theme_set(pn.theme_linedraw()) - - # Timeseries plots - plot_time_1 = ( - pn.ggplot(time_df, pn.aes('datetime', 'daily_emissions_kg')) + - pn.geom_line(size=2) + - pn.ggtitle('Daily emissions from all sites (kg)') + - pn.ylab('') + - pn.xlab('') + - pn.scale_x_datetime(labels=date_format('%Y')) + - pn.theme( - panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), - panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line(colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line(colour='black', linewidth=1, alpha=0.5)) - ) - - plot_time_1.save(output_directory / 'plot_time_emissions_{}.png'.format(sim_n), - width=10, height=3, dpi=300, verbose=False) - - plot_time_2 = ( - pn.ggplot(time_df, pn.aes('datetime', 'active_leaks')) + - pn.geom_line(size=2) + - pn.ggtitle('Number of active leaks at all sites') + - pn.ylab('') + - pn.xlab('') + - pn.scale_x_datetime(labels=date_format('%Y')) + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line(colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line(colour='black', linewidth=1, alpha=0.5))) - - plot_time_2.save(output_directory / 'plot_time_active_{}.png'.format(sim_n), - width=10, height=3, dpi=300, verbose=False) - - # Site-level plots - plot_site_1 = ( - pn.ggplot(site_df, pn.aes('cum_frac_sites', 'cum_frac_emissions')) + - pn.geom_line(size=2) + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line(colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line(colour='black', linewidth=1, alpha=0.5)) + - pn.xlab('Cumulative fraction of sites') + - pn.ylab('Cumulative fraction of emissions') + - pn.ggtitle('Empirical cumulative distribution of site-level emissions')) - - plot_site_1.save(output_directory / 'site_cum_dist_{}.png'.format(sim_n), - width=5, height=4, dpi=300, verbose=False) - - # Leak plots - plot_leak_1 = ( - pn.ggplot(leak_df, pn.aes('days_active')) + pn.geom_histogram(colour='gray') + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line(colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line(colour='black', linewidth=1, alpha=0.5)) + - pn.ggtitle('Distribution of leak duration') + - pn.xlab('Number of days the leak was active') + pn.ylab('Count')) - plot_leak_1.save(output_directory / 'leak_active_hist{}.png'.format(sim_n), - width=5, height=4, dpi=300, verbose=False) - - plot_leak_2 = ( - pn.ggplot(leak_df, pn.aes('cum_frac_leaks', 'cum_frac_rate', colour='status')) + - pn.geom_line(size=2) + - pn.scale_colour_hue(h=0.15, l=0.25, s=0.9) + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line(colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line(colour='black', linewidth=1, alpha=0.5)) + - pn.xlab('Cumulative fraction of leak sources') + - pn.ylab('Cumulative leak rate fraction') + - pn.ggtitle('Fractional cumulative distribution')) - - plot_leak_2.save(output_directory / 'leak_cum_dist1_{}.png'.format(sim_n), - width=4, height=4, dpi=300, verbose=False) - - plot_leak_3 = ( - pn.ggplot(leak_df, pn.aes('cum_frac_leaks', 'cum_rate', colour='status')) + - pn.geom_line(size=2) + - pn.scale_colour_hue(h=0.15, l=0.25, s=0.9) + - pn.theme(panel_border=pn.element_rect(colour="black", fill=None, size=2), - panel_grid_minor_x=pn.element_blank(), panel_grid_major_x=pn.element_blank(), - panel_grid_minor_y=pn.element_line(colour='black', linewidth=0.5, alpha=0.3), - panel_grid_major_y=pn.element_line(colour='black', linewidth=1, alpha=0.5)) + - pn.scale_y_continuous(trans='log10') + - pn.xlab('Cumulative fraction of leak sources') + - pn.ylab('Cumulative emissions (kg/day)') + - pn.ggtitle('Absolute cumulative distribution')) - - plot_leak_3.save(output_directory / 'leak_cum_dist2_{}.png'.format(sim_n), - width=4, height=4, dpi=300, verbose=False) - - return diff --git a/LDAR_Sim/src/out_processing/prog_table.py b/LDAR_Sim/src/out_processing/prog_table.py deleted file mode 100644 index cb700b447..000000000 --- a/LDAR_Sim/src/out_processing/prog_table.py +++ /dev/null @@ -1,132 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: out_processing.prog_table -# Purpose: Generate output program table for web app -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from pandas import merge -from numpy import median, inf -from out_processing.clean_results import clean_sim_df, agg_flatten -from out_processing.meth_table import generate as gen_meth_table - - -def generate(sim_results, baseline_program, programs): - """ Generate output table for web app. This includes the following columnns: - 'program_name', 'sim', 'emis_kg_day_site_med', 'act_leaks_day_site_med', - 'mit_vol_tco2e', 'mit_vol_perc', 'cost', 'cost_mit_vol_tco2e', - 'nat_leak_repair_count', 'emis_nat_perc' - Args: - sim_results (dict): simulation outputs - baseline_program (string): Name of the Baseline program - - Returns: - [dict]: Program summary statistics including: - 'program_name', 'sim', 'emis_kg_day_site_med', 'act_leaks_day_site_med', - 'mit_vol_tco2e', 'mit_vol_perc', 'cost', 'cost_mit_vol_tco2e', - 'nat_leak_repair_count', 'emis_nat_perc' - """ - ps_idx = ['program_name', 'sim'] - prog_sites = clean_sim_df(sim_results, 'sites', index='facility_ID', params=[ - {'in': 'facility_ID', 'out': 'facility_ID', 'type': str}, - {'in': 'lat', 'out': 'lat', 'type': float}, - {'in': 'lon', 'out': 'lon', 'type': float}, - {'in': 'total_emissions_kg', 'out': 'total_emissions_kg', 'type': float}, - {'in': 'subtype_code', 'out': 'subtype_code', 'type': int}, - ], aggregate=False) - - # Requires to steps, count each by sim then take the average of the sim - sim_sites_count = agg_flatten(prog_sites, ps_idx, ['facility_ID'], ['count'], - prefix="site", include_col_name=False, include_agg_name=True) - - prog_ts = clean_sim_df(sim_results, 'timeseries', index='ts', params=[ - {'in': 'daily_emissions_kg', 'out': 'emis_kg_day', 'type': float}, - {'in': 'active_leaks', 'out': 'active_leaks_day', 'type': float}, - {'in': 'total_daily_cost', 'out': 'cost_day', 'type': float}, - ], aggregate=False) - - sim_stats_daily = agg_flatten(prog_ts, ps_idx, ['emis_kg_day', 'active_leaks_day', 'cost_day'], - ['sum', median], include_col_name=True, include_agg_name=True) - - # sim_days_count = agg_flatten(prog_ts, ps_idx, ['ts'], ['count'], prefix='days', - # include_col_name=False, include_agg_name=True) - - params = [ - {'in': 'leak_ID', 'out': 'leak_ID', 'type': str}, - {'in': 'facility_ID', 'out': 'facility_ID', 'type': str}, - {'in': 'days_active', 'out': 'days_active', 'type': int}, - {'in': 'date_began', 'out': 'date_began'}, - {'in': 'date_repaired', 'out': 'date_repaired'}, - {'in': 'init_detect_by', 'out': 'init_detect_by'}, - {'in': 'rate', 'out': 'rate_kg_day', 'type': float, 'xfac': 86.4}, - ] - leaks = clean_sim_df(sim_results, 'leaks', index='leak_ID', - params=params, aggregate=False) - - # sim_leaks_count = agg_flatten(leaks, ps_idx, ['leak_ID'], ['count'], prefix="leak", - # include_col_name=False, include_agg_name=True) - - leaks['volume_kg'] = leaks['rate_kg_day'] * leaks['days_active'] - natural_leaks = leaks[leaks['program_name'] == baseline_program][ - ["leak_ID", "sim", 'volume_kg']] \ - .rename(columns={'volume_kg': 'nat_volume_kg'}) - leaks = merge(leaks, natural_leaks, how='left', on=["leak_ID", "sim"]) - leaks['mit_vol_kg'] = leaks['nat_volume_kg'] - leaks['volume_kg'] - # Get responsible companies and attribute leak mitigation to them. - leaks['init_detect_by'] = leaks['init_detect_by'].replace([None], 'active') - - sim_leaks_by_NRD = agg_flatten(leaks[leaks['init_detect_by'] == 'natural'], - ps_idx, - ['volume_kg'], - ['sum', 'count'], - prefix="nat_vol", - include_col_name=False, include_agg_name=True) - - sim_emis_mit = agg_flatten(leaks, ps_idx, - ['mit_vol_kg', 'volume_kg'], - agg_types=['sum'], - include_col_name=True, include_agg_name=True) - - sim_progs = merge(sim_stats_daily, sim_leaks_by_NRD, how='left', on=["program_name", 'sim']) - sim_progs = merge(sim_progs, sim_emis_mit, how='left', on=["program_name", 'sim']) - sim_progs = merge(sim_progs, sim_sites_count, how='left', on=["program_name", 'sim']) - - sim_progs['emis_kg_day_site_med'] = sim_progs['emis_kg_day_median'] / sim_progs['site_count'] - sim_progs['act_leaks_day_site_med'] = sim_progs['active_leaks_day_median'] \ - / sim_progs['site_count'] - sim_progs['mit_vol_tco2e'] = sim_progs['mit_vol_kg_sum'] / 1000*28 - sim_progs['mit_vol_perc'] = sim_progs['mit_vol_kg_sum'] / sim_progs['volume_kg_sum'] - sim_progs['cost_mit_vol_tco2e'] = sim_progs['cost_day_sum'] / sim_progs['mit_vol_tco2e'] - sim_progs['emis_nat_perc'] = sim_progs['nat_vol_sum'] / sim_progs['volume_kg_sum'] - sim_progs.replace([inf, -inf], "N/A", inplace=True) - - sim_progs = sim_progs.rename(columns={ - 'cost_day_sum': 'cost', 'nat_vol_count': 'nat_leak_repair_count'}) - out_table = sim_progs[[ - 'program_name', 'sim', 'emis_kg_day_site_med', 'act_leaks_day_site_med', - 'mit_vol_tco2e', 'mit_vol_perc', 'cost', 'cost_mit_vol_tco2e', - 'nat_leak_repair_count', 'emis_nat_perc' - ]] - out_table = agg_flatten(out_table, ['program_name'], agg_types=['mean'], - include_col_name=True, include_agg_name=False) - out_table = out_table.drop(columns=['sim']) - - out_table = out_table.set_index('program_name', drop=False).to_dict('records') - out_meth_table = gen_meth_table(sim_results, programs) - for p in out_table: - p.update({'methods': out_meth_table[p['program_name']]}) - return out_table diff --git a/LDAR_Sim/src/parameters/__init__.py b/LDAR_Sim/src/parameters/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/parameters/genric_parameters.py b/LDAR_Sim/src/parameters/genric_parameters.py new file mode 100644 index 000000000..65596578f --- /dev/null +++ b/LDAR_Sim/src/parameters/genric_parameters.py @@ -0,0 +1,80 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: generic_parameters.py +# Purpose: A generic class to hold parameter values +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ +from typing import Any +from constants import sensitivity_analysis_constants as sens_const + + +class GenericParameters: + def __init__(self, parameters: dict[str, Any]) -> None: + for key, setting in parameters.items(): + setattr(self, f"_{key}", setting) + + def to_dict(self): + return { + attr_name[1:]: value + for attr_name, value in self.__dict__.items() + if attr_name.startswith("_") + } + + def alter_parameter(self, key: str, value: Any): + attribute_name: str = f"_{key}" + if hasattr(self, attribute_name): + setattr(self, attribute_name, value) + else: + raise AttributeError(sens_const.ParameterParsingConstants.KEY_NOT_FOUND.format(key=key)) + + def alter_parameters(self, parameters: dict[str, Any]): + for key, value in parameters.items(): + self.alter_parameter(key, value) + + def get_parameter(self, key: str) -> Any: + attribute_name: str = f"_{key}" + if hasattr(self, attribute_name): + return getattr(self, attribute_name) + else: + raise AttributeError(sens_const.ParameterParsingConstants.KEY_NOT_FOUND.format(key=key)) + + def get_parameter_value(self, key: str): + return self.get_parameter(key) + + def override_parameters(self, parameters: dict[str, Any]): + for key, value in parameters.items(): + self.override_parameter(key, value) + + def override_parameter(self, key: str, value: Any): + attribute_name: str = f"_{key}" + if hasattr(self, attribute_name): + if isinstance(getattr(self, attribute_name), type(value)): + setattr(self, attribute_name, value) + else: + raise TypeError(sens_const.ParameterParsingConstants.TYPE_MISMATCH.format(key=key)) + else: + raise AttributeError(sens_const.ParameterParsingConstants.KEY_NOT_FOUND.format(key=key)) + + def delete_parameter(self, key: str): + attribute_name: str = f"_{key}" + if hasattr(self, attribute_name): + delattr(self, attribute_name) + else: + raise AttributeError(sens_const.ParameterParsingConstants.KEY_NOT_FOUND.format(key=key)) + + def add_parameter(self, key: str, value: Any): + setattr(self, f"_{key}", value) diff --git a/LDAR_Sim/src/parameters/high_level_parameters.py b/LDAR_Sim/src/parameters/high_level_parameters.py new file mode 100644 index 000000000..bde1c77ce --- /dev/null +++ b/LDAR_Sim/src/parameters/high_level_parameters.py @@ -0,0 +1,90 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: high_level_parameters.py +# Purpose: A class to hold nested LDAR-Sim parameters +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from typing import Any +from typing_extensions import override + +from parameters.genric_parameters import GenericParameters +from constants import sensitivity_analysis_constants as sens_const + + +class HighLevelParameters(GenericParameters): + def __init__( + self, parameters: dict[str, Any], sub_parameter_mapping: dict[str, None | dict[str, Any]] + ) -> None: + params_for_initialization = parameters.copy() + for key in parameters.keys(): + if key in sub_parameter_mapping.keys(): + values: Any = params_for_initialization.pop(key) + sub_mapping_vals = sub_parameter_mapping[key] + if isinstance(sub_mapping_vals, dict): + setattr(self, f"_{key}", HighLevelParameters(values, sub_mapping_vals)) + else: + setattr(self, f"_{key}", GenericParameters(values)) + super().__init__(params_for_initialization) + + @override + def to_dict(self): + return { + attr_name[1:]: ( + value.to_dict() + if isinstance(value, (HighLevelParameters, GenericParameters)) + else value + ) + for attr_name, value in self.__dict__.items() + if attr_name.startswith("_") + } + + @override + def alter_parameter(self, key: str, value: Any): + if hasattr(self, f"_{key}"): + attr = getattr(self, f"_{key}") + if hasattr(attr, "alter_parameters"): + attr.alter_parameters(value) + elif isinstance(attr, dict): + attr.update(value) + else: + setattr(self, f"_{key}", value) + else: + raise AttributeError(sens_const.ParameterParsingConstants.KEY_NOT_FOUND.format(key=key)) + + @override + def alter_parameters(self, parameters: dict[str, Any]): + for key, value in parameters.items(): + self.alter_parameter(key, value) + + @override + def get_parameter_value(self, key: str) -> Any: + if hasattr(self, f"_{key}"): + attr = getattr(self, f"_{key}") + if hasattr(attr, "to_dict"): + return attr.to_dict() + else: + return attr + else: + for attr_name, value in self.__dict__.items(): + if attr_name.startswith("_"): + if hasattr(value, "get_parameter_value"): + try: + return value.get_parameter_value(key) + except AttributeError: + pass + raise AttributeError(sens_const.ParameterParsingConstants.KEY_NOT_FOUND.format(key=key)) diff --git a/LDAR_Sim/src/parameters/parameters_holder.py b/LDAR_Sim/src/parameters/parameters_holder.py new file mode 100644 index 000000000..3ba4e476f --- /dev/null +++ b/LDAR_Sim/src/parameters/parameters_holder.py @@ -0,0 +1,150 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: parameters_holder.py +# Purpose: A class to hold all the parameters for the simulation +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import copy +from typing import Any + +from parameters.genric_parameters import GenericParameters +from parameters.high_level_parameters import HighLevelParameters + + +from constants import param_default_const, error_messages + + +class ParametersHolder: + + VIRTUAL_WORLD_SUB_PARAMETER_MAPPING = { + param_default_const.Virtual_World_Params.INFRA: None, + param_default_const.Virtual_World_Params.REPAIR: None, + param_default_const.Virtual_World_Params.EMIS: { + param_default_const.Virtual_World_Params.REPAIRABLE: None, + param_default_const.Virtual_World_Params.NON_REPAIRABLE: None, + }, + } + + OUTPUTS_SUB_PARAMETER_MAPPING = { + param_default_const.Output_Params.PROGRAM_OUTPUTS: None, + param_default_const.Output_Params.SUMMARY_OUTPUTS: { + param_default_const.Output_Params.SUMMARY_FILES: None, + param_default_const.Output_Params.SUMMARY_STATS: { + param_default_const.Output_Params.TIMESERIES_SUMMARY: None, + param_default_const.Output_Params.EMISSIONS_SUMMARY: None, + }, + }, + param_default_const.Output_Params.SUMMARY_VISUALIZATIONS: None, + } + + METHOD_SUB_PARAMETER_MAPPING = { + param_default_const.Method_Params.SENSOR: {param_default_const.Method_Params.QE: None}, + param_default_const.Method_Params.COVERAGE: None, + param_default_const.Method_Params.COST: None, + param_default_const.Method_Params.T_BW_SITES: None, + param_default_const.Method_Params.SCHEDULING: None, + param_default_const.Method_Params.WEATHER_ENVS: None, + param_default_const.Method_Params.FOLLOW_UP: None, + } + + PROGRAM_SUB_PARAMETER_MAPPING = { + param_default_const.Levels.METHOD: {}, + param_default_const.Program_Params.ECONOMICS: None, + } + + def __init__( + self, + simulation_settings: dict[str, Any], + programs: dict[dict[str, Any]], + virtual_world: dict[str, dict[str, Any]], + outputs: dict[str, Any], + baseline_program: str, + ) -> None: + self._baseline = baseline_program + self._simulation_settings: GenericParameters = GenericParameters(simulation_settings) + self._virtual_world: HighLevelParameters = HighLevelParameters( + virtual_world, self.VIRTUAL_WORLD_SUB_PARAMETER_MAPPING + ) + self._output: HighLevelParameters = HighLevelParameters( + outputs, self.OUTPUTS_SUB_PARAMETER_MAPPING + ) + self._programs: dict[str, HighLevelParameters] = {} + for name, program in programs.items(): + prog_param_mapping: dict = copy.deepcopy(self.PROGRAM_SUB_PARAMETER_MAPPING) + for method in program[param_default_const.Program_Params.METHODS]: + prog_param_mapping[param_default_const.Levels.METHOD][method] = copy.deepcopy( + self.METHOD_SUB_PARAMETER_MAPPING + ) + self._programs[name] = HighLevelParameters(program, prog_param_mapping) + + def alter_parameter(self, level: str, key: str, value: Any) -> None: + if level == param_default_const.Levels.SIMULATION: + self._simulation_settings.alter_parameter(key, value) + elif level == param_default_const.Levels.VIRTUAL: + self._virtual_world.alter_parameter(key, value) + elif level == param_default_const.Levels.OUTPUTS: + self._output.alter_parameter(key, value) + else: + raise ValueError( + error_messages.ParameterInteractionMessages.INVALID_PARAMETER_LEVEL_ERROR.format( + level=level + ) + ) + + def get_non_baseline_program(self) -> HighLevelParameters: + for name, program in self._programs.items(): + if not self._baseline == program.get_parameter_value( + param_default_const.Program_Params.NAME + ): + return name + + def get_baseline_program(self) -> HighLevelParameters: + return self._programs[self._baseline] + + @property + def baseline_program_name(self) -> str: + return self._baseline + + def get_program(self, program_name: str) -> HighLevelParameters: + return self._programs[program_name] + + def add_program(self, program_name: str, program: HighLevelParameters) -> None: + self._programs[program_name] = program + + def remove_program(self, program_name: str) -> None: + self._programs.pop(program_name) + + def get_simulation_settings(self) -> dict: + return self._simulation_settings.to_dict() + + def get_virtual_world(self) -> dict: + return self._virtual_world.to_dict() + + def get_output(self) -> dict: + return self._output.to_dict() + + def get_programs(self) -> dict[str:dict]: + return {name: program.to_dict() for name, program in self._programs.items()} + + def alter_simulation_info(self, variation_number: int) -> None: + outputs_dir: str = self._simulation_settings.get_parameter_value( + param_default_const.Sim_Setting_Params.OUTPUT + ) + self._simulation_settings.alter_parameter( + param_default_const.Sim_Setting_Params.OUTPUT, f"{outputs_dir}/{variation_number}" + ) diff --git a/LDAR_Sim/src/programs/__init__.py b/LDAR_Sim/src/programs/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/programs/component_level_method.py b/LDAR_Sim/src/programs/component_level_method.py new file mode 100644 index 000000000..6a073e1b4 --- /dev/null +++ b/LDAR_Sim/src/programs/component_level_method.py @@ -0,0 +1,219 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: component_level_method.py +Purpose: The module provides default behaviors for component level methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +import logging +from queue import PriorityQueue +import sys +from typing import Tuple +from constants.error_messages import Input_Processing_Messages as ipm +from file_processing.output_processing.output_utils import CrewDeploymentStats, TaggingFlaggingStats +from programs.method import Method +from scheduling.schedule_dataclasses import ( + CrewDailyReport, + SiteSurveyReport, + TaggingInfo, +) +from scheduling.workplan import Workplan +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from sensors.OGI_camera_rk import OGICameraRKSensor +from sensors.OGI_camera_zim import OGICameraZimSensor +from sensors.METEC_NoWind_sensor import METECNWComponent +from virtual_world.sites import Site +import constants.param_default_const as pdc + + +class ComponentLevelMethod(Method): + MEASUREMENT_SCALE = "component" + + def __init__(self, name, properties, consider_weather, sites, input_dir: str): + super().__init__(name, properties, consider_weather, sites, input_dir) + self._emissions_tagged_daily: int = 0 + + def update(self, current_date: date) -> TaggingFlaggingStats: + tags_flags: TaggingFlaggingStats = TaggingFlaggingStats( + leaks_tagged=self._emissions_tagged_daily + ) + self._emissions_tagged_daily = 0 + return tags_flags + + def survey_site( + self, + crew: CrewDailyReport, + survey_report: SiteSurveyReport, + site_to_survey: Site, + weather, + curr_date: date, + ) -> Tuple[SiteSurveyReport, float]: + survey_report, site_travel_time, last_site_survey, site_visited = super().survey_site( + crew=crew, + survey_report=survey_report, + site_to_survey=site_to_survey, + weather=weather, + curr_date=curr_date, + ) + if survey_report.survey_complete: + prev_tagging_survey_date: date = site_to_survey.get_latest_tagging_survey_date() + days_since_last_survey: int = (curr_date - prev_tagging_survey_date).days + site_to_survey.set_latest_tagging_survey_date(curr_date) + for equip_group_survey_report in survey_report.equipment_groups_surveyed: + for emission_detection_report in equip_group_survey_report.emissions_detected: + if emission_detection_report.measured_rate > 0: + tagging_info = TaggingInfo( + measured_rate=emission_detection_report.measured_rate, + curr_date=curr_date, + t_since_LDAR=days_since_last_survey, + company=self._name, + crew=crew.crew_id, + report_delay=self._reporting_delay, + ) + site_to_survey.tag_emissions_at_component( + emission_detection_report.equipment_group, + emission_detection_report.component, + tagging_info=tagging_info, + ) + self._emissions_tagged_daily += 1 + return survey_report, site_travel_time, last_site_survey, site_visited + + def _initialize_sensor(self, sensor_info: dict, input_dir: str) -> None: + """Will initialize a sensor of the correct type based + on the sensor info provided to the method + + Args: + sensor_into (dict): _description_ + """ + # TODO: change to mapping? + if sensor_info[pdc.Method_Params.TYPE] == "default": + self._sensor = DefaultComponentLevelSensor( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + elif sensor_info[pdc.Method_Params.TYPE] == "OGI_camera_zim": + self._sensor = OGICameraZimSensor( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + elif sensor_info[pdc.Method_Params.TYPE] == "OGI_camera_rk": + self._sensor = OGICameraRKSensor( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + elif sensor_info[pdc.Method_Params.TYPE] == "METEC_no_wind": + self._sensor = METECNWComponent( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.ERR_MSG_UNKNOWN_SENS_TYPE.format(method=self._name)) + sys.exit() + + def deploy_crews(self, workplan: Workplan, weather, daylight) -> CrewDeploymentStats: + """Deploy crews will send crews out to survey sites based on the provided workplan""" + deploy_stats: CrewDeploymentStats = CrewDeploymentStats() + + priority_queue = PriorityQueue() + day_time_remaining = self._max_work_hours + # Initialize the daily available survey time for existing crews + if self._daylight_sensitive: + day_time_remaining = self.get_daylight_hours( + daylight, self._max_work_hours, workplan.date + ) + day_time_remaining = day_time_remaining * 60 # Convert time from hours to minutes + for crew in self._crew_reports: + # TODO : if method is daylight sensitive, check for max daylight + crew.day_time_remaining = day_time_remaining + crew.deployed = False + priority_queue.put((-crew.day_time_remaining, crew.crew_id, crew)) + + incompleteSurveys: list[Tuple] = [] + # pop the site with the longest remaining hours to assign the next crew + # while there are crews that can work + for survey_plan in workplan.site_survey_planners.values(): + # Get the survey report + survey_report: SiteSurveyReport = survey_plan.get_current_survey_report() + site_to_survey: Site = survey_plan.get_site() + if not priority_queue.empty(): + # Get the crew with the most time remaining to work + _, _, assigned_crew = priority_queue.get() + assigned_crew: CrewDailyReport + + # Send the crew to attempt to survey the site + survey_report, travel_time, last_site_survey, site_visited = self.survey_site( + crew=assigned_crew, + survey_report=survey_report, + site_to_survey=site_to_survey, + weather=weather, + curr_date=workplan.date, + ) + survey_report: SiteSurveyReport + travel_time: float + last_site_survey: bool + # Tracking Deployment statistics + if site_visited: + deploy_stats.sites_visited += 1 + assigned_crew.deployed = True + deploy_stats.travel_time += travel_time + deploy_stats.survey_time += survey_report.time_surveyed + + # If this will be last survey of the day, set remaining time + # to 0 and track travel home time + if last_site_survey: + assigned_crew.day_time_remaining = 0 + workplan.total_travel_time += travel_time + deploy_stats.travel_time += travel_time + # TODO Make sure this gets update for other travel times as well + # If the crew still has time left, requeue it to go survey another site + if assigned_crew.day_time_remaining > 0: + # Put the crew back into the queue if there's remaining work hours + priority_queue.put( + ( + -assigned_crew.day_time_remaining, + assigned_crew.crew_id, + assigned_crew, + ) + ) + + if self.cost_type == self.PER_SITE_COST: + site_survey_cost = site_to_survey.get_survey_cost(self._name) + if site_survey_cost == 0 and self.cost > 0: + site_survey_cost = self.cost + deploy_stats.deployment_cost += site_survey_cost + # Update the survey planner. If the survey was not finished, the update will + # indicate that the particular site needs to be requeued with higher priority + incompleteSurveys.append((survey_report, survey_plan)) + if survey_report.survey_complete: + self._site_survey_reports.append(survey_report) + for survey in incompleteSurveys: + workplan.add_survey_report(*survey) + # If the cost type for the method is per day, calculate the deployment cost for day + # based off the number of crews being deployed + if self.cost_type == self.PER_DAY_COST: + count_deployed_crews = sum(crew.deployed for crew in self._crew_reports) + deploy_stats.deployment_cost = self.cost * count_deployed_crews + return deploy_stats diff --git a/LDAR_Sim/src/programs/equipment_group_level_method.py b/LDAR_Sim/src/programs/equipment_group_level_method.py new file mode 100644 index 000000000..cdf21f3be --- /dev/null +++ b/LDAR_Sim/src/programs/equipment_group_level_method.py @@ -0,0 +1,71 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: equipment_group_level_method +Purpose: The module provides default behaviors for equipment group level methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import logging +import sys +from constants.error_messages import Input_Processing_Messages as ipm +from programs.site_level_method import SiteLevelMethod +from scheduling.follow_up_mobile_schedule import FollowUpMobileSchedule +from sensors.METEC_NoWind_sensor import METECNWEquipmentGroup +from sensors.default_equipment_group_level_sensor import ( + DefaultEquipmentGroupLevelSensor, +) +import constants.param_default_const as pdc + + +class EquipmentGroupLevelMethod(SiteLevelMethod): + MEASUREMENT_SCALE = "equipment" + + def __init__( + self, + name, + properties, + consider_weather, + sites, + follow_up_schedule: FollowUpMobileSchedule, + input_dir: str, + ): + super().__init__(name, properties, consider_weather, sites, follow_up_schedule, input_dir) + + def _initialize_sensor(self, sensor_info: dict, input_dir: str) -> None: + """Will initialize a sensor of the correct type based + on the sensor info provided to the method + + Args: + sensor_into (dict): _description_ + """ + if sensor_info[pdc.Method_Params.TYPE] == "default": + self._sensor = DefaultEquipmentGroupLevelSensor( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + elif sensor_info[pdc.Method_Params.TYPE] == "METEC_no_wind": + self._sensor = METECNWEquipmentGroup( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.ERR_MSG_UNKNOWN_SENS_TYPE.format(method=self._name)) + sys.exit() diff --git a/LDAR_Sim/src/programs/method.py b/LDAR_Sim/src/programs/method.py new file mode 100644 index 000000000..eafbbc23b --- /dev/null +++ b/LDAR_Sim/src/programs/method.py @@ -0,0 +1,538 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: Method +Purpose: Module for methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +import logging +import math +from queue import PriorityQueue +from random import choice +import sys +from typing import Tuple +import gc +import numpy as np +import constants.param_default_const as pdc +from constants.error_messages import ( + Input_Processing_Messages as ipm, + Runtime_Warning_Messages as rwm, +) +from file_processing.output_processing.output_utils import CrewDeploymentStats, TaggingFlaggingStats +from sensors.default_site_level_sensor import DefaultSiteLevelSensor +from virtual_world.sites import Site +from scheduling.workplan import Workplan +from scheduling.schedule_dataclasses import ( + EmissionDetectionReport, + SiteSurveyReport, + CrewDailyReport, +) +from scheduling.surveying_dataclasses import DetectionRecord + + +class Method: + + HOUR = 8 + + PER_SITE_COST = "site" + PER_DAY_COST = "day" + + # TODO ensure survey times aren't needed for methods + def __init__( + self, + name: str, + properties: dict, + consider_weather: bool, + sites: "list[Site]", + input_dir: str, + ) -> None: + self._name: str = name + self._deployment_type = properties[pdc.Method_Params.DEPLOYMENT_TYPE] + self._initialize_sensor(properties[pdc.Method_Params.SENSOR], input_dir) + self._max_work_hours: int = properties.get(pdc.Method_Params.MAX_WORKDAY, 24) + self._daylight_sensitive = properties[pdc.Method_Params.CONSIDER_DAYLIGHT] + self._weather: bool = consider_weather + self._weather_envs: dict = properties[pdc.Method_Params.WEATHER_ENVS] + self._is_follow_up: bool = properties[pdc.Method_Params.IS_FOLLOW_UP] + self._initialize_travel_times( + properties.get(pdc.Method_Params.T_BW_SITES, {}).get(pdc.Common_Params.VAL, 0) + ) # TODO: update this to not use just vals + self._reporting_delay: int = properties[pdc.Method_Params.REPORTING_DELAY] + # TODO Check where these should be saved + self._site_survey_reports: list[SiteSurveyReport] = [] + self._detection_records: dict[date, list[DetectionRecord]] = {} + self.initialize_crews(properties.get(pdc.Method_Params.N_CREWS, 0), sites) + self.initialize_cost_tracking(properties[pdc.Method_Params.COST]) + + def initialize_crews(self, crews, sites: "list[Site]") -> None: + """Initialize the daily crew reports that the method will use + This will represent the number of crews available for the given method + + """ + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + self._crews: int = 1 + self._crew_reports: list[CrewDailyReport] = [CrewDailyReport(0, 0)] + return + + self._crews: int = self._estimate_method_crews_required(crews, sites) + + crew_reports: list[CrewDailyReport] = [] + for crew in range(self._crews): + crew_reports.append(CrewDailyReport(crew, 0)) + self._crew_reports: list[CrewDailyReport] = crew_reports + return + + def initialize_cost_tracking(self, cost_properties: dict[str, float]): + self.upfront_cost = cost_properties[pdc.Method_Params.UPFRONT] * self._crews + if cost_properties[pdc.Method_Params.PER_DAY] > 0: + self.cost_type = self.PER_DAY_COST + self.cost = cost_properties[pdc.Method_Params.PER_DAY] + elif ( + pdc.Method_Params.PER_SITE in cost_properties + and cost_properties[pdc.Method_Params.PER_SITE] > 0 + ): + self.cost_type = self.PER_SITE_COST + self.cost = cost_properties[pdc.Method_Params.PER_SITE] + else: + self.cost_type = self.PER_DAY_COST + self.cost = 0 + + def _initialize_sensor(self, sensor_info: dict, input_dir: str) -> None: + """Will initialize a sensor of the correct type based + on the sensor info provided to the method + + Args: + sensor_into (dict): _description_ + """ + if sensor_info[pdc.Method_Params.TYPE] == "default": + self._sensor = DefaultSiteLevelSensor( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.ERR_MSG_UNKNOWN_SENS_TYPE.format(method=self._name)) + sys.exit() + + def _initialize_travel_times(self, travel_time) -> None: + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + self._travel_times = 0 + else: + self._travel_times = travel_time + + def _get_average_method_surveys_required(self, sites: "list[Site]") -> float: + return np.average([site.get_required_surveys(self._name) for site in sites]) + + def _get_average_survey_time_for_method( + self, method_name: str, avg_travel_time: float, sites: "list[Site]" + ) -> float: + """ + Return: + Average time in minutes + """ + return np.average( + [(site.get_method_survey_time(method_name) + avg_travel_time) for site in sites] + ) + + def _estimate_method_crews_required( + self, + crews: int, + sites: "list[Site]", + ) -> int: + # TODO: Review the math that was used to update this + # TODO don't use if follow-up and instead move this into the child classes to handle it + # TODO handle default + estimate_req_n_crews: int = 0 + avg_travel_time: float = self._get_avg_t_bt_sites() + self._avg_s_time: float = self._get_average_survey_time_for_method( + self._name, avg_travel_time, sites + ) + if not self._is_follow_up: + self._average_req_surveys: float = self._get_average_method_surveys_required(sites) + # Subtract average travel time here to account the method needing to return + # at the end of the day + daily_work_time: float = (self._max_work_hours * 60) - avg_travel_time + est_avg_sites_p_day: float = daily_work_time / self._avg_s_time + avg_days_for_surveys: float = 365 / self._average_req_surveys + estimate_req_n_crews = math.ceil( + len(sites) / (est_avg_sites_p_day * avg_days_for_surveys) + ) + + else: + estimate_req_n_crews = 1 + if crews < 1: + print(rwm.FOLLOW_UP_METHOD_CREW_ESTIMATION.format(method=self._name)) + + if crews > 0: + if estimate_req_n_crews > crews: + print(rwm.POTENTIAL_CREW_SHORTAGE_MESSAGE.format(method=self._name)) + estimate_req_n_crews = crews + return estimate_req_n_crews + + def _get_avg_t_bt_sites(self) -> float: + return np.average(self._travel_times) + + def estimate_average_daily_surveys( + self, + ) -> int: + """ + Return: + Average maximum daily sites a single crew can survey + """ + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + return -1 + HOUR_TO_MIN: int = 60 + daily_work_time: int = self._max_work_hours * HOUR_TO_MIN + survey_time: float = self._avg_s_time + + return math.ceil(daily_work_time / survey_time) + + def get_upfront_cost(self) -> float: + return self.upfront_cost + + def get_crew_count(self) -> int: + return self._crews + + def deploy_crews(self, workplan: Workplan, weather, daylight) -> CrewDeploymentStats: + """Deploy crews will send crews out to survey sites based on the provided workplan""" + deploy_stats: CrewDeploymentStats = CrewDeploymentStats() + + priority_queue = PriorityQueue() + day_time_remaining = self._max_work_hours + # Initialize the daily available survey time for existing crews + if self._daylight_sensitive: + day_time_remaining = self.get_daylight_hours( + daylight, self._max_work_hours, workplan.date + ) + day_time_remaining = day_time_remaining * 60 # Convert time from hours to minutes + # TODO Add logic to not deploy all crews if not necessary? + for crew in self._crew_reports: + # TODO : if method is daylight sensitive, check for max daylight + crew.day_time_remaining = day_time_remaining + crew.deployed = False + priority_queue.put((-crew.day_time_remaining, crew.crew_id, crew)) + + incompleteSurveys: list[Tuple] = [] + # pop the site with the longest remaining hours to assign the next crew + # while there are crews that can work + for survey_plan in workplan.site_survey_planners.values(): + # Get the survey report + survey_report: SiteSurveyReport = survey_plan.get_current_survey_report() + site_to_survey: Site = survey_plan.get_site() + if not priority_queue.empty(): + # Get the crew with the most time remaining to work + _, _, assigned_crew = priority_queue.get() + assigned_crew: CrewDailyReport + + # Send the crew to attempt to survey the site + survey_report, travel_time, last_site_survey, site_visited = self.survey_site( + crew=assigned_crew, + survey_report=survey_report, + site_to_survey=site_to_survey, + weather=weather, + curr_date=workplan.date, + ) + survey_report: SiteSurveyReport + travel_time: float + last_site_survey: bool + # Tracking Deployment statistics + if site_visited: + deploy_stats.sites_visited += 1 + assigned_crew.deployed = True + deploy_stats.travel_time += travel_time + deploy_stats.survey_time += survey_report.time_surveyed + + # If this will be last survey of the day, set remaining time + # to 0 and track travel home time + if last_site_survey: + assigned_crew.day_time_remaining = 0 + workplan.total_travel_time += travel_time + deploy_stats.travel_time += travel_time + # TODO Make sure this gets update for other travel times as well + # If the crew still has time left, requeue it to go survey another site + if assigned_crew.day_time_remaining > 0: + # Put the crew back into the queue if there's remaining work hours + priority_queue.put( + ( + -assigned_crew.day_time_remaining, + assigned_crew.crew_id, + assigned_crew, + ) + ) + # Update the survey planner. If the survey was not finished, the update will + # indicate that the particular site needs to be requeued with higher priority + incompleteSurveys.append((survey_report, survey_plan)) + if survey_report.survey_complete: + detection_record: DetectionRecord = DetectionRecord( + site_id=survey_report.site_id, + site=survey_plan.get_site(), + rate_detected=survey_report.site_measured_rate, + ) + current_records: list[DetectionRecord] = self._detection_records.get( + workplan.date, [] + ) + current_records.append(detection_record) + self._detection_records[workplan.date] = current_records + + if self.cost_type == self.PER_SITE_COST: + site_survey_cost = site_to_survey.get_survey_cost(self._name) + if site_survey_cost == 0 and self.cost > 0: + site_survey_cost = self.cost + deploy_stats.deployment_cost += site_survey_cost + for survey in incompleteSurveys: + # Update the survey planner. If the survey was not finished, the update will + # indicate that the particular site needs to be requeued with higher priority + workplan.add_survey_report(*survey) + # If the cost type for the method is per day, calculate the deployment cost for day + # based off the number of crews being deployed + if self.cost_type == self.PER_DAY_COST: + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + deploy_stats.deployment_cost = self.cost * len(workplan.site_survey_planners) + else: + count_deployed_crews = sum(crew.deployed for crew in self._crew_reports) + deploy_stats.deployment_cost = self.cost * count_deployed_crews + return deploy_stats + + def update(self, current_date: date) -> TaggingFlaggingStats: + return None + + def survey_site( + self, + crew: CrewDailyReport, + survey_report: SiteSurveyReport, + site_to_survey: Site, + weather, + curr_date: date, + ) -> Tuple[SiteSurveyReport, int, bool, bool]: + """The method will attempt to survey the site provided as an argument, detecting emissions + at it's detection level, either tagging sites for follow-up or flagging leaks, + and generating an emissions report + + Will also update the CrewDailyReport + + TODO: defaulting this to site level survey + Args: + daily_report (CrewDailyReport): the associated crew's daily report + (of available work hours) + site (Site): The site to survey + weather : Dictionary containing information about weather + """ + workable: bool = True + last_site_survey: bool = False + site_travel_time: float = 0 + site_visit: bool = False + if self._weather: + # if weather is considered + workable: bool = self.check_weather(weather, curr_date, site_to_survey) + + if workable: + site_visit = True + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + site_survey_time: int = 0 + site_travel_time: int = 0 + can_complete_survey: bool = True + else: + site_survey_time: int = site_to_survey.get_method_survey_time(self._name) + site_travel_time: int = self._get_travel_time() + + # Check if the site survey can be completed + can_complete_survey: bool = self._determine_if_site_survey_can_be_completed( + survey_report=survey_report, + site_survey_time=site_survey_time, + site_travel_time=site_travel_time, + crew_time_remaining=crew.day_time_remaining, + ) + + # Can finish the whole site + if can_complete_survey: + # Set the start and completion data and detect emissions at the site + if not survey_report.survey_in_progress: + survey_report.survey_start_date = curr_date + survey_report.method = self._name + survey_report.survey_completion_date = curr_date + # Mark the survey as complete and no longer in progress + survey_report.survey_complete = True + survey_report.survey_in_progress = False + # Account for travel time in time calculations + survey_report.time_spent_to_travel += site_travel_time + crew.day_time_remaining -= site_travel_time + # Account for survey time in time calculations, + # and consider that some of the site may have previously been surveyed + survey_report.time_surveyed_current_day = ( + site_survey_time - survey_report.time_surveyed + ) + crew.day_time_remaining -= survey_report.time_surveyed_current_day + survey_report.time_surveyed = site_survey_time + if crew.day_time_remaining <= site_travel_time: + last_site_survey = True + self._sensor.detect_emissions( + site=site_to_survey, + meth_name=self._name, + survey_report=survey_report, + ) + # Cannot finish the whole site but can survey + # TODO determine reasonable fraction of site that can be surveyed to make it worth going + elif crew.day_time_remaining > (2 * site_travel_time): + # Log survey start date + if not survey_report.survey_in_progress: + survey_report.survey_start_date = curr_date + survey_report.method = self._name + # Mark the survey as in progress + survey_report.survey_in_progress = True + last_site_survey = True + # Log Survey and travel time + survey_report.time_spent_to_travel += site_travel_time + survey_report.time_surveyed_current_day = crew.day_time_remaining - ( + site_travel_time * 2 + ) + survey_report.time_surveyed += survey_report.time_surveyed_current_day + crew.day_time_remaining = site_travel_time + # Not enough time left to travel to site + else: + survey_report.time_surveyed_current_day = 0 + survey_report.time_spent_to_travel = 0 + site_travel_time = 0 + last_site_survey = True + return survey_report, site_travel_time, last_site_survey, site_visit + + def _determine_if_site_survey_can_be_completed( + self, + survey_report: SiteSurveyReport, + site_survey_time: int, + site_travel_time: int, + crew_time_remaining: int, + ) -> bool: + # Account for the possibility of the crew needing to return when considering if the + # Site can be surveyed in a day. + # TODO review travel home time logic + survey_required_time: int = site_survey_time + (site_travel_time * 2) + actual_required_time: int = survey_required_time - survey_report.time_surveyed + survey_can_be_completed: bool = crew_time_remaining >= actual_required_time + + return survey_can_be_completed + + def _get_travel_time(self) -> int: + if isinstance(self._travel_times, int): + return self._travel_times + elif isinstance(self._travel_times, float): + return round(self._travel_times) + elif isinstance(self._travel_times, list): + return round(choice(self._travel_times)) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(f"Unrecognized travel time format for method {self._name}") + sys.exit() + + def gen_emissions_report(site: Site, curr_date): + """Will generate an emissions report of detections at the site. + If no emissions are detected,will generate a report indicating that was the case. + + Args: + site (Site): The site for which to generate the emissions report. + """ + # TODO : estimate start date based on survey plan + + report = EmissionDetectionReport( + site=site, + current_date=curr_date, + ) + return report + + def get_daylight_hours(self, daylight, max_hours: int, curr_date) -> int: + """Get the amount of daylight hours""" + daylight_hours = daylight.get_daylight(curr_date) + work_hours = daylight_hours + if max_hours < daylight_hours: + work_hours = max_hours + return work_hours + + def get_weather_val(self, weather) -> float: + # TODO: update this later to consider averaging the hourly weather conditions + return weather[Method.HOUR] + + def get_weather_segment( + self, weather, lat, long, timerange + ) -> Tuple[np.ndarray, np.ndarray, np.ndarray]: + return ( + weather.temps[timerange, lat, long], + weather.winds[timerange, lat, long], + weather.precip[timerange, lat, long], + ) + + def check_weather(self, weather, curr_date, site: Site) -> bool: + """ + Check the weather conditions for the given site on the given day + + # TODO : change this such that the matrix is set once for given method + """ + + # TODO change to getters + lat = site.get_weather_lat() + long = site.get_weather_long() + bool_temp: bool = False + bool_wind: bool = False + bool_precip: bool = False + time = curr_date.timetuple().tm_yday - 1 # 0 indexed. + timerange = range(time * 24, time * 24 + 24) + temp_seg, wind_seg, precip_seg = self.get_weather_segment(weather, lat, long, timerange) + temp_val = self.get_weather_val(temp_seg) + wind_val = self.get_weather_val(wind_seg) + precip_val = self.get_weather_val(precip_seg) + + if ( + self._weather_envs[pdc.Method_Params.TEMP][0] + <= temp_val + <= self._weather_envs[pdc.Method_Params.TEMP][1] + ): + bool_temp = True + if ( + self._weather_envs[pdc.Method_Params.WIND][0] + <= wind_val + <= self._weather_envs[pdc.Method_Params.WIND][1] + ): + bool_wind = True + if ( + self._weather_envs[pdc.Method_Params.PRECIP][0] + <= precip_val + <= self._weather_envs[pdc.Method_Params.PRECIP][1] + ): + bool_precip = True + + # if weather permits + if bool_precip and bool_wind and bool_temp: + return True + # if weather conditions are not good + else: + return False + + def get_name(self) -> str: + return self._name + + @property + def site_survey_reports(self) -> list[SiteSurveyReport]: + return self._site_survey_reports + + @site_survey_reports.setter + def site_survey_reports(self, value: list[SiteSurveyReport]) -> None: + self._site_survey_reports = value + + @site_survey_reports.deleter + def site_survey_reports(self) -> None: + del self._site_survey_reports + gc.collect() diff --git a/LDAR_Sim/src/programs/program.py b/LDAR_Sim/src/programs/program.py new file mode 100644 index 000000000..4e2a61ff9 --- /dev/null +++ b/LDAR_Sim/src/programs/program.py @@ -0,0 +1,252 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: Program +Purpose: Module for Program + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from datetime import date, timedelta +from typing import Tuple, Any +from file_processing.output_processing.output_utils import ( + CrewDeploymentStats, + TaggingFlaggingStats, + TsMethodData, +) +from programs.equipment_group_level_method import EquipmentGroupLevelMethod +from programs.component_level_method import ComponentLevelMethod +from programs.site_level_method import SiteLevelMethod +from scheduling.schedule_dataclasses import MinimalSurveyReport +from scheduling.scheduling_utils import create_schedule + +from virtual_world.sites import Site +from programs.method import Method +from scheduling.generic_schedule import GenericSchedule +from scheduling.workplan import Workplan + + +import constants.param_default_const as pdc + + +class Program: + """An object responsible for scheduling surveys for all sites in the infrastructure. + Uses other lower level objects to plan and schedule survey times and determine actual + dynamic schedules based on weather and other impacting variables.""" + + PROGRAM_REPORT_EXPANSION_MAPPING = { + pdc.Duration_Method.COMPONENT: True, + pdc.Duration_Method.MEASUREMENT_CONSERVATIVE: False, + } + + def __init__( + self, + name: str, + # TODO do away with state and just track anything we need from state separately. + # From a quick look, the only things we need from it are weather are daylight hours, + # which should be tracked on their own + weather, + daylight, + methods: dict[str, dict], + sites: "list[Site]", + sim_start_date: date, + sim_end_date: date, + consider_weather: bool, + prog_params: dict[str, Any], + input_dir: str, + ) -> None: + self.name: str = name + self._input_dir: str = input_dir + self._survey_schedules: dict[str, GenericSchedule] = {} + self.method_names: list[str] = [method for method in methods] + self._init_methods_and_schedules( + methods, consider_weather, sites, sim_start_date, sim_end_date + ) + self._current_date: date = sim_start_date + self.weather = weather + self.daylight = daylight + self.duration_factor = prog_params[pdc.Program_Params.DURATION_ESTIMATE][ + pdc.Program_Params.DURATION_FACTOR + ] + self.duration_method = prog_params[pdc.Program_Params.DURATION_ESTIMATE][ + pdc.Program_Params.DURATION_METHOD + ] + self._component_level_emissions_estimation = Program.PROGRAM_REPORT_EXPANSION_MAPPING[ + self.duration_method + ] + self._survey_reports: list[MinimalSurveyReport] = [] + self._site_ids = [site.get_id() for site in sites] + + def _init_methods_and_schedules( + self, + methods: dict, + consider_weather: bool, + sites: list[Site], + sim_start_date: date, + sim_end_date: date, + ) -> None: + self._methods: list[Method] = [] + follow_up_method_list: list[Method] = [] + + follow_up_methods, non_follow_up_methods = self.split_methods(methods) + + for method_name, properties in follow_up_methods.items(): + method_name: str + properties: dict + + method: Method = ComponentLevelMethod( + method_name, properties, consider_weather, sites, self._input_dir + ) + + follow_up_method_list.append(method) + + self._survey_schedules[method_name] = create_schedule( + method_name=method_name, + method_details=properties, + sites=sites, + sim_start_date=sim_start_date, + sim_end_date=sim_end_date, + est_meth_daily_surveys=method.estimate_average_daily_surveys(), + method_avail_crews=method.get_crew_count(), + ) + + for method_name, properties in non_follow_up_methods.items(): + method_name: str + + method: Method = self._gen_method(method_name, properties, consider_weather, sites) + + self._methods.append(method) + + self._survey_schedules[method_name] = create_schedule( + method_name=method_name, + method_details=properties, + sites=sites, + sim_start_date=sim_start_date, + sim_end_date=sim_end_date, + est_meth_daily_surveys=method.estimate_average_daily_surveys(), + method_avail_crews=method.get_crew_count(), + ) + self._methods.extend(follow_up_method_list) + + def split_methods(self, methods: dict) -> Tuple[dict, dict]: + follow_up_methods: dict = {} + other_methods: dict = {} + for method, properties in methods.items(): + if properties[pdc.Method_Params.IS_FOLLOW_UP]: + follow_up_methods[method] = properties + else: + other_methods[method] = properties + return follow_up_methods, other_methods + + def _gen_method( + self, + method_name: str, + properties: dict, + consider_weather: bool, + sites: list[Site], + ) -> Method: + method_survey_level: str = properties[pdc.Method_Params.MEASUREMENT_SCALE] + + if method_survey_level == SiteLevelMethod.MEASUREMENT_SCALE: + meth_pref_follow_up = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.PREFERRED_METHOD + ] + + if isinstance(meth_pref_follow_up, str) and meth_pref_follow_up != "_placeholder_str_": + follow_up_schedule: GenericSchedule = self._survey_schedules[meth_pref_follow_up] + else: + _, follow_up_schedule = next(iter(self._survey_schedules.items())) + follow_up_schedule: GenericSchedule + + return SiteLevelMethod( + method_name, + properties, + consider_weather, + sites=sites, + follow_up_schedule=follow_up_schedule, + input_dir=self._input_dir, + ) + elif method_survey_level == EquipmentGroupLevelMethod.MEASUREMENT_SCALE: + meth_pref_follow_up = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.PREFERRED_METHOD + ] + + if isinstance(meth_pref_follow_up, str) and meth_pref_follow_up != "_placeholder_str_": + follow_up_schedule: GenericSchedule = self._survey_schedules[meth_pref_follow_up] + else: + _, follow_up_schedule = next(iter(self._survey_schedules.items())) + follow_up_schedule: GenericSchedule + + return EquipmentGroupLevelMethod( + method_name, + properties, + consider_weather, + sites=sites, + follow_up_schedule=follow_up_schedule, + input_dir=self._input_dir, + ) + elif method_survey_level == ComponentLevelMethod.MEASUREMENT_SCALE: + return ComponentLevelMethod( + method_name, properties, consider_weather, sites, self._input_dir + ) + + def do_daily_program_deployment(self) -> list[TsMethodData]: + timeseries_methods_data: list[TsMethodData] = [] + # TODO may need to split up methods and follow_up methods + for method in self._methods: + method_schedule: GenericSchedule = self._survey_schedules[method.get_name()] + method_workplan: Workplan = method_schedule.get_workplan(self._current_date) + deployment_stats: CrewDeploymentStats = method.deploy_crews( + method_workplan, self.weather, self.daylight + ) + self._survey_reports.extend( + method_schedule.update( + method_workplan, self._current_date, self._component_level_emissions_estimation + ) + ) + tags_flags: TaggingFlaggingStats = method.update(self._current_date) + timeseries_methods_data.append( + TsMethodData( + method_name=method.get_name(), + upfront_cost=method.get_upfront_cost(), + daily_deployment_cost=deployment_stats.deployment_cost, + daily_flags=tags_flags.sites_flagged, + daily_tags=tags_flags.leaks_tagged, + sites_visited=deployment_stats.sites_visited, + travel_time=deployment_stats.travel_time, + survey_time=deployment_stats.survey_time, + ) + ) + return timeseries_methods_data + + def update_date(self) -> None: + """Increment the current date counter""" + self._current_date += timedelta(days=1) + + def get_method_names(self) -> list[str]: + return self.method_names + + def aggregate_method_survey_reports(self) -> pd.DataFrame: + """Aggregate the survey reports from all methods""" + + data: list[dict] = [report.to_report_summary() for report in self._survey_reports] + + df: pd.DataFrame = pd.DataFrame(data) + + return df + + def get_program_site_ids(self) -> list[str]: + """Get the site IDs for all sites in the program""" + return self._site_ids diff --git a/LDAR_Sim/src/programs/site_level_method.py b/LDAR_Sim/src/programs/site_level_method.py new file mode 100644 index 000000000..01fb1f9b4 --- /dev/null +++ b/LDAR_Sim/src/programs/site_level_method.py @@ -0,0 +1,350 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: site_level_method +Purpose: The provides default behaviors for site level methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date, timedelta +import logging +from math import ceil + +from sortedcontainers import SortedList +from constants.error_messages import Input_Processing_Messages as ipm +from file_processing.output_processing.output_utils import TaggingFlaggingStats +from programs.method import Method +from scheduling.follow_up_mobile_schedule import FollowUpMobileSchedule +from scheduling.follow_up_survey_planner import ( + FollowUpSurveyPlanner, + StationaryFollowUpSurveyPlanner, +) +from scheduling.surveying_dataclasses import DetectionRecord +from sensors.default_site_level_sensor import DefaultSiteLevelSensor +from sensors.METEC_NoWind_sensor import METECNWSite +import constants.param_default_const as pdc +import sys + + +class SiteLevelMethod(Method): + MEASUREMENT_SCALE = "site" + + THRESHOLD_INT_PRIO = "threshold" + PROPORTION_INT_PRIO = "proportion" + + def __init__( + self, + name, + properties, + consider_weather, + sites, + follow_up_schedule: FollowUpMobileSchedule, + input_dir: str, + ) -> None: + super().__init__(name, properties, consider_weather, sites, input_dir) + interaction_priority: str = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.INTERACTION_PRIORITY + ] + if interaction_priority == self.THRESHOLD_INT_PRIO: + self._threshold_first: bool = True + elif interaction_priority == self.PROPORTION_INT_PRIO: + self._threshold_first: bool = False + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + ipm.INVALID_INTERACTION_PRIO_ERROR.format( + priority=interaction_priority, method=name + ) + ) + sys.exit() + self._candidates_for_flags: SortedList[FollowUpSurveyPlanner] = SortedList( + key=lambda x: -x.rate_at_site + ) + self._site_IDs_in_consideration_for_flag: dict[str, bool] = {} + self._site_IDs_in_follow_up_queue: dict[str, bool] = ( + follow_up_schedule.get_site_id_queue_list() + ) + self._first_candidate_date: date = None + self._delay: int = properties[pdc.Method_Params.FOLLOW_UP][pdc.Method_Params.DELAY] + self._proportion: float = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.PROPORTION + ] + self._inst_threshold: float = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.INSTANT_THRESHOLD + ] + if self._inst_threshold is None: + self._inst_threshold = float("inf") + self._follow_up_schedule: FollowUpMobileSchedule = follow_up_schedule + self._detection_count = 0 + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + self._small_window = properties[pdc.Method_Params.ROLLING_AVRG][ + pdc.Method_Params.SMALL_WINDOW + ] + self._large_window = properties[pdc.Method_Params.ROLLING_AVRG][ + pdc.Method_Params.LARGE_WINDOW + ] + self._small_window_threshold: float = properties[pdc.Method_Params.ROLLING_AVRG][ + pdc.Method_Params.SMALL_WINDOW_THRESHOLD + ] + self._large_window_threshold: float = properties[pdc.Method_Params.ROLLING_AVRG][ + pdc.Method_Params.LARGE_WINDOW_THRESHOLD + ] + self._redund_filter: str = pdc.Method_Params.ROLLING_AVRG + else: + self._redund_filter: str = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.REDUNDANCY_FILTER + ] + self._threshold: float = properties[pdc.Method_Params.FOLLOW_UP][ + pdc.Method_Params.THRESHOLD + ] + + def update_stationary(self, date_to_check, detection_record): + # If the site is already in the list for potential flags, pop it from the list, + # update it based on the new measurements and the redundancy filter, and either + # add it back to the list or bypass the list if it now passes the instant threshold. + if self._site_IDs_in_consideration_for_flag.get(detection_record.site_id, False): + existing_plan: StationaryFollowUpSurveyPlanner = self._get_plan_from_candidates( + detection_record.site_id + ) + existing_plan.update_with_latest_survey( + detection_record, + self._redund_filter, + self._name, + date_to_check, + ) + if existing_plan.rate_at_site >= self._inst_threshold: + # Add site to be surveyed, and remove from consideration for flags because + # it is now in the follow-up queue + self._follow_up_schedule.add_previous_queued_to_survey_queue(existing_plan) + self._site_IDs_in_consideration_for_flag[detection_record.site_id] = False + self._site_IDs_in_follow_up_queue[detection_record.site_id] = True + + else: + # Adding it back into the queue, therefore do not need to update + # the sites to consider for flags + self._candidates_for_flags.add(existing_plan) + + # If the site is already queued to get a follow-up, + # update the queue priority based on new results + elif self._site_IDs_in_follow_up_queue[detection_record.site_id]: + existing_plan: StationaryFollowUpSurveyPlanner = ( + self._follow_up_schedule.get_plan_from_queue(detection_record.site_id) + ) + existing_plan.update_with_latest_survey( + detection_record, + self._redund_filter, + self._name, + date_to_check, + ) + if existing_plan.rate_at_site >= self._inst_threshold: + self._follow_up_schedule.add_previous_queued_to_survey_queue(existing_plan) + else: + self._follow_up_schedule.add_to_survey_queue(existing_plan) + + # Otherwise, the site is not already in processing for a follow-up, + # process as normal + else: + self._candidates_for_flags.add( + StationaryFollowUpSurveyPlanner( + detection_record, + date_to_check, + self._small_window, + self._large_window, + ) + ) + self._site_IDs_in_consideration_for_flag[detection_record.site_id] = True + + def update_mobile(self, date_to_check, detection_record): + # If the site is already in the list for potential flags, pop it from the list, + # update it based on the new measurements and the redundancy filter, and either + # add it back to the list or bypass the list if it now passes the instant threshold. + if self._site_IDs_in_consideration_for_flag.get(detection_record.site_id, False): + existing_plan: FollowUpSurveyPlanner = self._get_plan_from_candidates( + detection_record.site_id + ) + existing_plan.update_with_latest_survey( + detection_record, + self._redund_filter, + self._name, + date_to_check, + ) + if existing_plan.rate_at_site >= self._inst_threshold: + # Site added to be queued, can be removed from the consideration list + # and instead added to the follow-up queue + self._follow_up_schedule.add_previous_queued_to_survey_queue(existing_plan) + self._site_IDs_in_follow_up_queue[detection_record.site_id] = True + self._site_IDs_in_consideration_for_flag[detection_record.site_id] = False + elif existing_plan.rate_at_site >= self._threshold: + self._candidates_for_flags.add(existing_plan) + else: + # If the site is no longer under consideration, remove from the list + self._site_IDs_in_consideration_for_flag[detection_record.site_id] = False + + # If the site is already queued to get a follow-up, + # update the queue priority based on new results + elif self._site_IDs_in_follow_up_queue[detection_record.site_id]: + existing_plan: FollowUpSurveyPlanner = self._follow_up_schedule.get_plan_from_queue( + detection_record.site_id + ) + existing_plan.update_with_latest_survey( + detection_record, + self._redund_filter, + self._name, + date_to_check, + ) + if existing_plan.rate_at_site >= self._inst_threshold: + self._follow_up_schedule.add_previous_queued_to_survey_queue(existing_plan) + elif existing_plan.rate_at_site >= self._threshold: + self._follow_up_schedule.add_to_survey_queue(existing_plan) + else: + # Site is no longer in consideration for follow-up + self._site_IDs_in_follow_up_queue[detection_record.site_id] = False + # Otherwise, the site is not already in processing for a follow-up, + # process as normal + else: + # if above the instant threshold, add to higher priority queue + if detection_record.rate_detected >= self._inst_threshold: + self._follow_up_schedule.add_previous_queued_to_survey_queue( + FollowUpSurveyPlanner(detection_record, date_to_check) + ) + self._site_IDs_in_follow_up_queue[detection_record.site_id] = True + # if the detected rate is non-zero, and above the threshold add to queue + elif ( + detection_record.rate_detected != 0 + and detection_record.rate_detected >= self._threshold + ): + self._candidates_for_flags.add( + FollowUpSurveyPlanner(detection_record, date_to_check) + ) + self._site_IDs_in_consideration_for_flag[detection_record.site_id] = True + # count that there was a detection, but it wasn't above the threshold + elif detection_record.rate_detected > 0: + self._detection_count += 1 + + def update(self, current_date: date) -> TaggingFlaggingStats: + # TODO add user configurable follow_up parameter to allow + # for up to a certain % variation between rates + date_to_check: date = current_date - timedelta(days=int(self._reporting_delay)) + new_detections: list[DetectionRecord] = self._detection_records.pop(date_to_check, []) + for detection_record in new_detections: + # Check that the site hasn't gotten a survey with a method + # that can tag leaks since the date the detection was made + if detection_record.site.get_latest_tagging_survey_date() <= date_to_check: + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + self.update_stationary(date_to_check, detection_record) + else: + self.update_mobile(date_to_check, detection_record) + + # Queue candidates based on follow up work practice specified. + tags_flags: TaggingFlaggingStats = TaggingFlaggingStats( + sites_flagged=self.update_candidates_for_flags(current_date) + ) + return tags_flags + + def update_candidates_for_flags(self, current_date: date) -> int: + n_flags: int = 0 + + if self._first_candidate_date is None: + candidates_not_empty: bool = bool(self._candidates_for_flags) + if candidates_not_empty: + self._first_candidate_date = current_date + else: + return n_flags + if (current_date - self._first_candidate_date).days >= self._delay: + self._filter_candidates_by_proportion() + + for survey_plan in self._get_candidates(): + survey_plan: FollowUpSurveyPlanner + if self._deployment_type == pdc.Deployment_Types.STATIONARY: + if not survey_plan.should_follow_up( + self._small_window_threshold + ) and not survey_plan.should_follow_up_long(self._large_window_threshold): + self._candidates_for_flags.add(survey_plan) + continue + self._follow_up_schedule.add_to_survey_queue(survey_plan) + n_flags += 1 + self._site_IDs_in_follow_up_queue[survey_plan.site_id] = True + self._site_IDs_in_consideration_for_flag[survey_plan.site_id] = False + return n_flags + + def _get_plan_from_candidates(self, site_id: str) -> FollowUpSurveyPlanner: + plan_to_return: FollowUpSurveyPlanner = None + for plan in self._candidates_for_flags: + if plan.site_id == site_id: + plan_to_return = plan + break + if plan_to_return: + self._candidates_for_flags.remove(plan_to_return) + return plan_to_return + + def _filter_candidates_by_proportion(self) -> None: + # If interaction priority is threshold first, simply get the number of + # candidates to keep by calculating the proportion of the total_candidates + if self._threshold_first: + total_candidates: int = len(self._candidates_for_flags) + candidates_to_keep: int = ceil(float(total_candidates) * self._proportion) + # Otherwise, all detections must be accounted for, including ones under the threshold + # Using the detection count this is possible, but it is important to ensure the number of + # candidates to keep does not exceed the size of the candidate list to avoid runtime errors + else: + sites_for_consideration: int = self._detection_count + sites_to_keep: int = ceil(float(sites_for_consideration * self._proportion)) + candidates_to_keep = min(sites_to_keep, len(self._candidates_for_flags)) + # Set the sites that are not going to be kept to False in the dictionary + for reject_sites in self._candidates_for_flags[candidates_to_keep:]: + self._site_IDs_in_consideration_for_flag[reject_sites.site_id] = False + # Trim the list of candidates to the first "candidates_to_keep" + # elements of the list of candidates. Since the list is sorted by rate, + # these are the candidates with biggest measured rates. + self._candidates_for_flags = SortedList( + self._candidates_for_flags[:candidates_to_keep], + key=lambda x: -x.rate_at_site, + ) + + def _get_candidates(self) -> SortedList[FollowUpSurveyPlanner]: + # Returns the candidates list, and resets it, as well as the detection count + # and the first detection date + candidates: SortedList[FollowUpSurveyPlanner] = self._candidates_for_flags + self._candidates_for_flags = SortedList(key=lambda x: -x.rate_at_site) + self._detection_count = 0 + self._first_candidate_date = None + return candidates + + def _initialize_sensor(self, sensor_info: dict, input_dir: str) -> None: + """Will initialize a sensor of the correct type based + on the sensor info provided to the method + + Args: + sensor_into (dict): The dictionary of information the user has + provided to the method about the sensor + """ + if sensor_info[pdc.Method_Params.TYPE] == "default": + self._sensor = DefaultSiteLevelSensor( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + elif sensor_info[pdc.Method_Params.TYPE] == "METEC_no_wind": + self._sensor = METECNWSite( + sensor_info[pdc.Method_Params.MDL], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info[pdc.Method_Params.QE][pdc.Method_Params.Q_TYPE], + input_dir=input_dir, + ) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(ipm.ERR_MSG_UNKNOWN_SENS_TYPE.format(method=self._name)) + sys.exit() diff --git a/LDAR_Sim/src/scheduling/__init__.py b/LDAR_Sim/src/scheduling/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/scheduling/follow_up_mobile_schedule.py b/LDAR_Sim/src/scheduling/follow_up_mobile_schedule.py new file mode 100644 index 000000000..6c3d565a2 --- /dev/null +++ b/LDAR_Sim/src/scheduling/follow_up_mobile_schedule.py @@ -0,0 +1,143 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: follow_up_mobile_schedule +Purpose: The extended schedule module, made for follow up schedules + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from scheduling.follow_up_survey_planner import FollowUpSurveyPlanner +from scheduling.generic_schedule import GenericSchedule +from utils.queue import PriorityQueueWithFIFO +from virtual_world.sites import Site +from constants.param_default_const import Deployment_Types as dt +from scheduling.workplan import Workplan +from scheduling.schedule_dataclasses import SiteSurveyReport, MinimalSurveyReport +from scheduling.scheduled_survey_planner import ScheduledSurveyPlanner + + +class FollowUpMobileSchedule(GenericSchedule): + """A schedule class to provide scheduling functionality for follow-up methods classified + as the "mobile" type. Will overwrite GenericSchedule functionality as required. + """ + + DEPLOY_TYPE_CODE = dt.MOBILE + + def __init__( + self, + method_name: str, + sites: "list[Site]", + sim_start_date: date, + sim_end_date: date, + est_meth_daily_surveys: int, + method_avail_crews: int, + ) -> None: + super().__init__( + method_name, + sites, + sim_start_date, + sim_end_date, + est_meth_daily_surveys, + method_avail_crews, + ) + self._site_IDs_in_queue: dict[str, bool] = {site.get_id(): False for site in sites} + return + + def get_site_id_queue_list(self) -> dict[str, bool]: + return self._site_IDs_in_queue + + def get_plan_from_queue(self, site_id: str) -> FollowUpSurveyPlanner: + new_queue: PriorityQueueWithFIFO = PriorityQueueWithFIFO() + target_plan: FollowUpSurveyPlanner = None + while not self._survey_queue.empty(): + prio, _, plan = self._survey_queue.get() + prio: int + plan: FollowUpSurveyPlanner + if plan.site_id == site_id: + target_plan = plan + else: + new_queue.put(prio, plan) + self._survey_queue: PriorityQueueWithFIFO = new_queue + return target_plan + + def requeue_survey_plan(self, prio: int, survey_plan: FollowUpSurveyPlanner) -> None: + self._survey_queue.put(priority=(prio, survey_plan.rate_at_site), item=survey_plan) + + def add_to_survey_queue(self, survey_plan: FollowUpSurveyPlanner) -> None: + """Add the supplied site to the survey queue to surveyed + + Args: + site (Site): The site to be added to the survey queue + """ + self._survey_queue.put( + (GenericSchedule.DEFAULT_SURVEY_PRIORITY, survey_plan.rate_at_site), + survey_plan, + ) + + def add_unfinished_to_survey_queue(self, survey_plan: FollowUpSurveyPlanner) -> None: + """Add the supplied, partial surveyed site to queue + + Args: + site (Site) : the Site to be added to the survey queue""" + self._survey_queue.put( + ( + GenericSchedule.UNFINISHED_SURVEY_HIGHEST_PRIORITY, + survey_plan.rate_at_site, + ), + survey_plan, + ) + + def add_previous_queued_to_survey_queue(self, survey_plan: FollowUpSurveyPlanner) -> None: + """Add the supplied, unattended site back to queue + + Args: + site (Site) : the Site to be added to the survey queue""" + self._survey_queue.put( + (GenericSchedule.QUEUED_SURVEY_PRIORITY, survey_plan.rate_at_site), + survey_plan, + ) + + def update( + self, workplan: Workplan, current_date: date, component_level_emissions_estimation: bool + ) -> list[MinimalSurveyReport]: + survey_reports: list[MinimalSurveyReport] = [] + completed_sites: list[str] = [] + reports, planners = workplan.get_reports() + reports: dict[str, SiteSurveyReport] + planners: dict[str, ScheduledSurveyPlanner] + + for site_id, report in reports.items(): + planner: ScheduledSurveyPlanner = planners[site_id] + + if not report.survey_complete: + if report.survey_in_progress: + self.add_unfinished_to_survey_queue(planner) + else: + self.add_previous_queued_to_survey_queue(planner) + else: + planner.add_to_surveys_done(current_date) + completed_sites.append(site_id) + self._site_IDs_in_queue[planner.site_id] = False + + for site in completed_sites: + completed_report = reports.pop(site) + survey_reports.extend( + completed_report.to_minimal_survey_reports( + component_level_duration_estimation=component_level_emissions_estimation + ) + ) + + return survey_reports diff --git a/LDAR_Sim/src/scheduling/follow_up_survey_planner.py b/LDAR_Sim/src/scheduling/follow_up_survey_planner.py new file mode 100644 index 000000000..cce04fd2f --- /dev/null +++ b/LDAR_Sim/src/scheduling/follow_up_survey_planner.py @@ -0,0 +1,129 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: follow_up_survey_planner +Purpose: The extended Survey Planner module, specifically for Follow up surveys. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +import logging +import sys + +from numpy import average, isnan +from scheduling.surveying_dataclasses import DetectionRecord +from scheduling.survey_planner import SurveyPlanner +from constants.error_messages import Runtime_Error_Messages as rem +import constants.param_default_const as pdc +import pandas as pd + + +class FollowUpSurveyPlanner(SurveyPlanner): + REDUND_FILTER_RECENT = "recent" + REDUND_FILTER_MAX = "max" + REDUND_FILTER_AVERAGE = "average" + + def __init__(self, detection_record: DetectionRecord, detect_date: date) -> None: + super().__init__(detection_record.site) + self.rate_at_site: float = detection_record.rate_detected + self.site_id: str = detection_record.site_id + self._detected_rates: list[float] = [detection_record.rate_detected] + self._latest_detection_date: date = detect_date + + def update_with_latest_survey( + self, + new_detection: DetectionRecord, + redund_filter: str, + method_name: str, + detect_date: date, + ) -> None: + if redund_filter == self.REDUND_FILTER_RECENT: + self.rate_at_site = new_detection.rate_detected + self._detected_rates.append(new_detection.rate_detected) + self._latest_detection_date = detect_date + elif redund_filter == self.REDUND_FILTER_AVERAGE: + self._detected_rates.append(new_detection.rate_detected) + self.rate_at_site = average(self._detected_rates) + self._latest_detection_date = detect_date + elif redund_filter == self.REDUND_FILTER_MAX: + self._detected_rates.append(new_detection.rate_detected) + self.rate_at_site = max(self._detected_rates) + self._latest_detection_date = detect_date + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + rem.INVALID_REDUND_FILTER_ERROR.format(filter=redund_filter, method=method_name) + ) + sys.exit() + + def should_follow_up(self, threshold: float) -> bool: + return self.rate_at_site >= threshold + + def should_follow_up_long(self, threshold: float) -> bool: + return False + + +class StationaryFollowUpSurveyPlanner(FollowUpSurveyPlanner): + def __init__( + self, + detection_record: DetectionRecord, + detect_date: date, + small_window: int, + long_window: int, + ) -> None: + super().__init__(detection_record, detect_date) + self._small_window: int = small_window + self._long_window: int = long_window + self.rate_at_site: float = 0 + self.rate_at_site_long: float = 0 + + def update_with_latest_survey( + self, + new_detection: DetectionRecord, + redund_filter: str, + method_name: str, + detect_date: date, + ) -> None: + if redund_filter == pdc.Method_Params.ROLLING_AVRG: + self._detected_rates.append(new_detection.rate_detected) + series_detect_rates = pd.Series(self._detected_rates) + self.rate_at_site = ( + series_detect_rates.rolling( + window=self._small_window, min_periods=self._small_window + ) + .mean() + .iloc[-1] + ) + self.rate_at_site_long = ( + series_detect_rates.rolling(window=self._long_window, min_periods=self._long_window) + .mean() + .iloc[-1] + ) + self._latest_detection_date = detect_date + if isnan(self.rate_at_site): + self.rate_at_site = 0 + if isnan(self.rate_at_site_long): + self.rate_at_site_long = 0 + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + rem.INVALID_REDUND_FILTER_ERROR.format(filter=redund_filter, method=method_name) + ) + sys.exit() + + def should_follow_up_long(self, threshold: float) -> bool: + if threshold and self.rate_at_site_long: + return self.rate_at_site_long >= threshold + return False diff --git a/LDAR_Sim/src/scheduling/generic_schedule.py b/LDAR_Sim/src/scheduling/generic_schedule.py new file mode 100644 index 000000000..1a679efb5 --- /dev/null +++ b/LDAR_Sim/src/scheduling/generic_schedule.py @@ -0,0 +1,169 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: generic_schedule +Purpose: Contains the generic schedule module. This provides a survey queue for a given LDAR +method so that sites can be queued to be surveyed. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from scheduling.workplan import Workplan +from virtual_world.sites import Site +from scheduling.schedule_dataclasses import SiteSurveyReport, MinimalSurveyReport +from scheduling.scheduled_survey_planner import ScheduledSurveyPlanner +from utils.queue import PriorityQueueWithFIFO + + +class GenericSchedule: + """A generic schedule class that provides a survey queue for a give LDAR method so that + sites can be queued to be surveyed. Schedule classes specific to method types will inherit + from this class and overwrite it's default behavior where necessary. + """ + + # Default = 3 - where everything initially starts out + # 2 - Sites which have been popped for the day but were not attended to + # 1 - Sites that have surveys which have been started but not finished. + DEFAULT_SURVEY_PRIORITY = 3 + QUEUED_SURVEY_PRIORITY = 2 + UNFINISHED_SURVEY_HIGHEST_PRIORITY = 1 + + def __init__( + self, + method_name: str, + sites: "list[Site]", + sim_start_date: date, + sim_end_date: date, + est_meth_daily_surveys: int, + method_avail_crews: int, + ) -> None: + self._method: str = method_name + self._survey_queue = PriorityQueueWithFIFO() + self._est_meth_daily_surveys: int = est_meth_daily_surveys + self._method_crews: int = method_avail_crews + self._survey_plans: list[ScheduledSurveyPlanner] = self._set_survey_plans( + sim_start_date, sim_end_date, sites + ) + + def _set_survey_plans( + self, sim_start_date, sim_end_date, sites: list[Site] + ) -> list[ScheduledSurveyPlanner]: + survey_plans: list[ScheduledSurveyPlanner] = [] + for site in sites: + # TODO flush out what survey planner needs as inputs for the constructor + survey_freq: int = site._survey_frequencies[self._method] + # TODO: make sure this is in the correct place.... + deploy_meth: bool = site.do_site_deployment(self._method) + if survey_freq is None or not deploy_meth: + survey_freq = 0 + deploy_year: int = site._deployment_years[self._method] + deploy_month: int = site._deployment_months[self._method] + survey_plans.append( + ScheduledSurveyPlanner( + site, + survey_freq, + sim_start_date, + sim_end_date, + deploy_year, + deploy_month, + ) + ) + return survey_plans + + def add_to_survey_queue(self, survey_plan: ScheduledSurveyPlanner) -> None: + """Add the supplied site to the survey queue to surveyed + + Args: + site (Site): The site to be added to the survey queue + """ + self._survey_queue.put(GenericSchedule.DEFAULT_SURVEY_PRIORITY, survey_plan) + + def add_unfinished_to_survey_queue(self, survey_plan: ScheduledSurveyPlanner) -> None: + """Add the supplied, partial surveyed site to queue + + Args: + site (Site) : the Site to be added to the survey queue""" + self._survey_queue.put(GenericSchedule.UNFINISHED_SURVEY_HIGHEST_PRIORITY, survey_plan) + + def add_previous_queued_to_survey_queue(self, survey_plan: ScheduledSurveyPlanner) -> None: + """Add the supplied, unattended site back to queue + + Args: + site (Site) : the Site to be added to the survey queue""" + self._survey_queue.put(GenericSchedule.QUEUED_SURVEY_PRIORITY, survey_plan) + + def get_daily_sites_to_survey(self) -> "list[ScheduledSurveyPlanner]": + """This method will go through the method survey queue and return + the daily sites that are planned to be surveyed by the given method + + Returns the list of highest priority survey plans, based on the number of crews available + and the number of sites the average crew can do in a day + """ + daily_plan: list[ScheduledSurveyPlanner] = [] + + for crew in range(self._method_crews): + site_count: int = 0 + for site_count in range(self._est_meth_daily_surveys): + if not self._survey_queue.empty(): + prio, _, survey_plan = self._survey_queue.get() + daily_plan.append(survey_plan) + else: + break + + return daily_plan + + def get_workplan(self, current_date) -> Workplan: + """ + Updates the survey plans, + Adds necessary sites to the queue + Returns: + The list sites that the method should do on the given day + """ + for survey_plan in self._survey_plans: + survey_plan.update_date(current_date) + if survey_plan.queue_site_for_survey(): + self.add_to_survey_queue(survey_plan) + sites_to_survey: list[ScheduledSurveyPlanner] = self.get_daily_sites_to_survey() + return Workplan(site_survey_plan_list=sites_to_survey, date=current_date) + + def update( + self, workplan: Workplan, current_date: date, component_level_emissions_estimation: bool + ) -> list[MinimalSurveyReport]: + survey_reports: list[MinimalSurveyReport] = [] + completed_sites: list[str] = [] + reports, planners = workplan.get_reports() + reports: dict[str, SiteSurveyReport] + planners: dict[str, ScheduledSurveyPlanner] + + for site_id, report in reports.items(): + planner: ScheduledSurveyPlanner = planners[site_id] + + if not report.survey_complete: + if report.survey_in_progress: + self.add_unfinished_to_survey_queue(planner) + else: + self.add_previous_queued_to_survey_queue(planner) + else: + planner.add_to_surveys_done(current_date) + completed_sites.append(site_id) + for site in completed_sites: + completed_report = reports.pop(site) + survey_reports.extend( + completed_report.to_minimal_survey_reports( + component_level_duration_estimation=component_level_emissions_estimation + ) + ) + + return survey_reports diff --git a/LDAR_Sim/src/scheduling/mobile_schedule.py b/LDAR_Sim/src/scheduling/mobile_schedule.py new file mode 100644 index 000000000..dc0b970d1 --- /dev/null +++ b/LDAR_Sim/src/scheduling/mobile_schedule.py @@ -0,0 +1,52 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: mobile_schedule +Purpose: The extended scheduling module, to provide scheduling functionality for +methods classified as "mobile". + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from scheduling.generic_schedule import GenericSchedule +from virtual_world.sites import Site +from constants.param_default_const import Deployment_Types as dt + + +class MobileSchedule(GenericSchedule): + """A schedule class to provide scheduling functionality for methods classified + as the "mobile" type. Will overwrite GenericSchedule functionality as required. + """ + + DEPLOY_TYPE_CODE = dt.MOBILE + + def __init__( + self, + method_name: str, + sites: "list[Site]", + sim_start_date: date, + sim_end_date: date, + est_meth_daily_surveys: int, + method_avail_crews: int, + ) -> None: + super().__init__( + method_name, + sites, + sim_start_date, + sim_end_date, + est_meth_daily_surveys, + method_avail_crews, + ) + return diff --git a/LDAR_Sim/src/scheduling/schedule_dataclasses.py b/LDAR_Sim/src/scheduling/schedule_dataclasses.py new file mode 100644 index 000000000..a722bf04f --- /dev/null +++ b/LDAR_Sim/src/scheduling/schedule_dataclasses.py @@ -0,0 +1,169 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: schedule_dataclasses +Purpose: Module for holding the different dataclasses used for scheduling + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass, field +from datetime import date +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +@dataclass(slots=True) +class MinimalSurveyReport: + site_id: str + equipment_id: str + component_id: str + measured_rate: float + survey_completion_date: date + + def to_report_summary(self): + return { + eca.SITE_ID: self.site_id, + eca.EQG: self.equipment_id, + eca.COMP: self.component_id, + eca.M_RATE: self.measured_rate, + eca.SURVEY_COMPLETION_DATE: self.survey_completion_date, + } + + +@dataclass(slots=True) +class EmissionDetectionReport: + site: str + equipment_group: str + component: str + measured_rate: float + true_rate: float + current_date: date = None + emis_start_date: date = None + estimated_start_date: date = None + + def to_report_summary(self): + return { + eca.COMP: self.component, + eca.M_RATE: self.measured_rate, + } + + +@dataclass(slots=True) +class EquipmentGroupSurveyReport: + site: str + equipment_group: str + measured_rate: float + true_rate: float + survey_date: date = None + emissions_detected: list[EmissionDetectionReport] = field(default_factory=list) + + def to_report_summary(self, expand: bool = False): + if expand: + return { + eca.SITE_ID: self.site, + eca.EQG: self.equipment_group, + eca.COMP: [comp.to_report_summary() for comp in self.emissions_detected], + } + return { + eca.SITE_ID: self.site, + eca.EQG: self.equipment_group, + eca.M_RATE: self.measured_rate, + } + + +@dataclass(slots=True) +class SiteSurveyReport: + site_id: str + time_surveyed: int = 0 + time_surveyed_current_day: int = 0 + time_spent_to_travel: int = 0 + survey_complete: bool = False + survey_in_progress: bool = False + equipment_groups_surveyed: list[EquipmentGroupSurveyReport] = field(default_factory=list) + survey_level: str = None + site_measured_rate: float = 0.0 + site_true_rate: float = 0.0 + site_flagged: bool = False + survey_completion_date: date = None + survey_start_date: date = None + method: str = None + + def to_report_summary(self, expand: bool = False): + if expand: + return { + eca.SITE_ID: self.site_id, + eca.SURVEY_LEVEL: self.survey_level, + eca.FLAGGED: self.site_flagged, + eca.SURVEY_COMPLETION_DATE: self.survey_completion_date, + eca.SURVEY_START_DATE: self.survey_start_date, + eca.M_RATE: self.site_measured_rate, + eca.METHOD: self.method, + eca.EQG: [eqg.to_report_summary(expand) for eqg in self.equipment_groups_surveyed], + } + return { + eca.SITE_ID: self.site_id, + eca.SURVEY_LEVEL: self.survey_level, + eca.M_RATE: self.site_measured_rate, + eca.FLAGGED: self.site_flagged, + eca.SURVEY_COMPLETION_DATE: self.survey_completion_date, + eca.SURVEY_START_DATE: self.survey_start_date, + eca.METHOD: self.method, + } + + def to_minimal_survey_reports( + self, component_level_duration_estimation: bool + ) -> MinimalSurveyReport: + minimal_reports: list[MinimalSurveyReport] = [] + if self.equipment_groups_surveyed and component_level_duration_estimation: + for eqg in self.equipment_groups_surveyed: + if eqg.emissions_detected: + for comp in eqg.emissions_detected: + minimal_reports.append( + MinimalSurveyReport( + site_id=self.site_id, + equipment_id=eqg.equipment_group, + component_id=comp.component, + measured_rate=comp.measured_rate, + survey_completion_date=self.survey_completion_date, + ) + ) + else: + minimal_reports.append( + MinimalSurveyReport( + site_id=self.site_id, + equipment_id=None, + component_id=None, + measured_rate=self.site_measured_rate, + survey_completion_date=self.survey_completion_date, + ) + ) + + return minimal_reports + + +@dataclass +class CrewDailyReport: + crew_id: int + day_time_remaining: int + deployed: bool = False + + +@dataclass +class TaggingInfo: + measured_rate: float + curr_date: date + t_since_LDAR: int + company: str + crew: str + report_delay: int diff --git a/LDAR_Sim/src/scheduling/scheduled_survey_planner.py b/LDAR_Sim/src/scheduling/scheduled_survey_planner.py new file mode 100644 index 000000000..e35c8120c --- /dev/null +++ b/LDAR_Sim/src/scheduling/scheduled_survey_planner.py @@ -0,0 +1,332 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: scheduled_survey_planner +Purpose: Module for survey planner + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from dataclasses import dataclass +from datetime import date, timedelta +import pandas as pd +import calendar +import math +import copy +from scheduling.survey_planner import SurveyPlanner +from virtual_world.sites import Site +from constants.general_const import Conversion_Constants as cc + + +def get_inactive_months(active) -> list[int]: + """ + Get inactive months + """ + + # months range from 1 to 12 + all_months = set(range(1, 13)) + + # Calculate inactive months + inactive_months: list[int] = [month for month in all_months if month not in active] + return inactive_months + + +class ScheduledSurveyPlanner(SurveyPlanner): + """A class that will generate and manage survey plans for a site for a given method. + The survey plans will dictate when the site should be queue in + a method survey queue to be surveyed. + """ + + def __init__( + self, + site: Site, + site_annual_rs: int, + sim_start_date: date, + sim_end_date: date, + deployment_years: list[int], + deployment_months: list[int], + ) -> None: + super().__init__(site) + self._sim_years: list[int] = self._get_simulation_years( + sim_start_date=sim_start_date, sim_end_date=sim_end_date + ) + self._site_annual_rs: int = site_annual_rs + self._deployment_months: list[int] = deployment_months + self._deployment_years: list[int] = self._set_deployment_years(deploy_yrs=deployment_years) + self._survey_plan: dict[int, date] = self._gen_survey_plan(site_annual_rs) + self._current_date: date = sim_start_date - timedelta(days=1) + self._surveys_this_year: dict[int, Survey_Counter] = self._set_survey_per_year() + self._last_survey_dates: list[date] = [] + self._queued: bool = False + + def _set_deployment_years(self, deploy_yrs: list[int]): + if deploy_yrs: + return deploy_yrs + else: + return self._sim_years + + def _get_simulation_years(self, sim_start_date: date, sim_end_date: date) -> list[int]: + """Takes a start and end date and returns a list of all years between the two dates. + + Args: + sim_start_date (date): The start date. + Expected to be earlier (chronologically) than the end date. + sim_end_date (date): The end date. + Expected to be later (chronologically) than the start date. + + Returns: + list[int]: The list of years between the provided start and end date. + """ + start_year = sim_start_date.year + end_year = sim_end_date.year + + # If start_date is later in the year than end_date, adjust the range + # TODO : this should throw an error? + if sim_start_date.month > sim_end_date.month or ( + sim_start_date.month == sim_end_date.month and sim_start_date.day > sim_end_date.day + ): + end_year -= 1 + + return list(range(start_year, end_year + 1)) + + def _gen_survey_plan( + self, + site_annual_rs: int, + ) -> None: + """Will generate an surveyed plan for the given site details in the form of + a dictionary of years, and a nested dictionaries of survey numbers and dates + when the site should be queued to be surveyed based on the + site annual required surveys, site minimum interval (in days) between surveys, + and the site survey minimum interval. + + Args: + site_annual_rs (int): Annual required surveys at the site, + for the method this survey plan is for. + """ + survey_plan = [] + + datetime_list = self._generate_evenly_spaced_dates(self._deployment_months, site_annual_rs) + survey_plan = [date.date() for date in datetime_list] + return survey_plan + + def _generate_evenly_spaced_dates(self, active_months, frequency): + """ + Will generate evenly spaced dates + """ + # Ensure active months are sorted + active_months.sort() + + num_active = ( + len(active_months) - 1 + ) # the -1 is because we're assuming the given month is always included + first_month = active_months[0] + start_date = date(2023, first_month, 1) + + # get number of days in the given month + num_days = calendar.monthrange(2023, first_month + num_active)[1] + end_date = date(2023, first_month + num_active, num_days) + + evenly_spaced_dates = pd.date_range( + start=start_date, end=end_date, periods=frequency + 1, inclusive="left" + ) + + evenly_spaced_dates = evenly_spaced_dates.to_pydatetime() + inactive_months = get_inactive_months(active_months) + post_sd_inactive_months = [month for month in inactive_months if month > start_date.month] + prev_inactive_count: int = 0 + for i, survey_date in enumerate(evenly_spaced_dates): + inactive_counts: int = len( + [month for month in post_sd_inactive_months if month <= survey_date.month] + ) + original_month = copy.deepcopy(survey_date.month) + diff = 0 + # check and add if theres any inactive months that are between + # the current month and the active month + for x, a_month in enumerate(active_months): + if a_month == original_month: + break + elif a_month > original_month: + diff = original_month - active_months[x - 1] - 1 + break + inactive_counts += prev_inactive_count + while survey_date.month + inactive_counts in inactive_months: + inactive_counts += 1 + prev_inactive_count += 1 + inactive_counts += diff + days_to_add: int = math.ceil( + cc.DAYS_IN_MONTH * inactive_counts + ) # TODO : calculate the actual days instead of using placeholder 30 + evenly_spaced_dates[i] += timedelta(days=days_to_add) + + return evenly_spaced_dates + + def get_survey_plan(self) -> list[date]: + """Returns the survey_plan""" + return self._survey_plan + + def _set_survey_per_year(self) -> dict[int, dataclass]: + """Creates the dictionary used to check for number of surveys done each year + Args: + date : Simulation start date + date : Simulation end date + Returns: + dict[int, list[int]] : Year : [Survey Frequency, # Surveys Done] + """ + _surveys_this_year: dict[int, Survey_Counter] = {} + for year in self._sim_years: + if year in self._deployment_years: + _surveys_this_year[year] = Survey_Counter( + Required_surveys=self._site_annual_rs, Surveys_done=0 + ) + else: + _surveys_this_year[year] = Survey_Counter(Required_surveys=0, Surveys_done=0) + + return _surveys_this_year + + def update_date(self, current_date: date) -> None: + """This method will update the internal current date of the survey plan, + and then adjust the values of internal state variables tracking if the site + should be queued to surveyed based on the current date, the planned survey dates + and if the site has already been queued to be surveyed. + """ + self._current_date = current_date + + def _check_deployable_year(self) -> bool: + """Checks to make sure current date is a valid year to send out crews""" + if self._current_date.year in self._deployment_years: + return True + return False + + def _check_deployable_month(self) -> bool: + """Checks to make sure current date is a valid month to send out crews""" + if self._current_date.month in self._deployment_months: + return True + return False + + def queue_site_for_survey(self) -> bool: + """Method to determine if the site for which this survey plan was generated + should be queued to be surveyed. Will return True if the site should be + queued to be surveyed, False otherwise. + + Returns: + bool: Boolean indicating if the site should be queued to be surveyed. + True if the site should be queued to be surveyed, False otherwise. + """ + if self._check_deployable_year() is False: + return False + if self._check_deployable_month() is False: + return False + elif self._queued is False and ( + self._surveys_this_year[self._current_date.year].Required_surveys + > self._surveys_this_year[self._current_date.year].Surveys_done + ): + index_num = self._surveys_this_year[self._current_date.year].Surveys_done + if ( + self._survey_plan[index_num].month, + self._survey_plan[index_num].day, + ) <= (self._current_date.month, self._current_date.day): + self._queued = True + return True + return False + + def unflag_for_queue(self) -> None: + """Sets the queued flagged to false, use case is for when surveys are + done and site is no longer a part of a queue + """ + self._queued = False + return None + + def add_to_surveys_done(self, current_date: date) -> None: + """Adds to the counter keeping track of the number of surveys done""" + self._surveys_this_year[current_date.year].Surveys_done += 1 # TODO : update when dat + self._active_survey_report = None # TODO make sure this makes sense here + self.unflag_for_queue() + + +class MobileSurveyPlanner(ScheduledSurveyPlanner): + def __init__( + self, + site: Site, + site_annual_rs: int, + sim_start_date: date, + sim_end_date: date, + deployment_years: list[int], + deployment_months: list[int], + ): + super().__init__( + site=site, + site_annual_rs=site_annual_rs, + sim_start_date=sim_start_date, + sim_end_date=sim_end_date, + deployment_years=deployment_years, + deployment_months=deployment_months, + ) + + +class StationarySurveyPlanner(ScheduledSurveyPlanner): + def __init__( + self, + site: Site, + site_annual_rs: int, + sim_start_date: date, + sim_end_date: date, + deployment_years: list[int], + deployment_months: list[int], + ): + super().__init__( + site=site, + site_annual_rs=site_annual_rs, + sim_start_date=sim_start_date, + sim_end_date=sim_end_date, + deployment_years=deployment_years, + deployment_months=deployment_months, + ) + + def _gen_survey_plan( + self, + site_annual_rs: int, + ) -> None: + """Not needed for stationary, placeholder to reduce computation when not needed""" + return None + + def queue_site_for_survey(self) -> bool: + """Method to determine if the site for which this survey plan was generated + should be queued to be surveyed. Will return True if the site should be + queued to be surveyed, False otherwise. + + Returns: + bool: Boolean indicating if the site should be queued to be surveyed. + True if the site should be queued to be surveyed, False otherwise. + """ + # check it's a valid year + if self._check_deployable_year() is False: + return False + # check if it's a valid deployment month + if self._check_deployable_month() is False: + return False + # check if if the site has already been queued + elif ( + self._queued is False + and self._surveys_this_year[self._current_date.year].Required_surveys > 0 + ): + self._queued = True + return True + # if site has already been queued, return false. + return False + + +@dataclass +class Survey_Counter: + Required_surveys: int + Surveys_done: int diff --git a/LDAR_Sim/src/scheduling/scheduling_utils.py b/LDAR_Sim/src/scheduling/scheduling_utils.py new file mode 100644 index 000000000..083281fcb --- /dev/null +++ b/LDAR_Sim/src/scheduling/scheduling_utils.py @@ -0,0 +1,99 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: scheduling_utils +Purpose: Contains utility functions and variables used with the scheduling module + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from scheduling.follow_up_mobile_schedule import FollowUpMobileSchedule +from scheduling.generic_schedule import GenericSchedule +from scheduling.mobile_schedule import MobileSchedule +from scheduling.stationary_schedule import StationarySchedule +from virtual_world.sites import Site +from constants.param_default_const import Method_Params as mp +from constants.error_messages import Runtime_Error_Messages as rm + + +def create_schedule( + method_name: str, + method_details: dict, + sites: list[Site], + sim_start_date: date, + sim_end_date: date, + est_meth_daily_surveys: int, + method_avail_crews: int, +) -> GenericSchedule: + """Will create and return schedule with the schedule type based on + the provided method and it's parameters. All schedules inherit from generic schedule + class and will overwrite it's method with method type specific behavior where required. + + Args: + method_name (str): The method name that the schedule is being created for. + method_details (dict): The method parameters, will be used to determine the + correct schedule type to create. + + Returns: + GenericSchedule: A schedule object with the correct schedule type for + the given method deployment type. Should be treated as a generic schedule and will + enforce the correct behavior through polymorphism. + """ + method_follow_up: bool = method_details[mp.IS_FOLLOW_UP] + method_deployment_type: str = method_details[mp.DEPLOYMENT_TYPE] + if not method_follow_up: + if method_deployment_type == MobileSchedule.DEPLOY_TYPE_CODE: + schedule: GenericSchedule = MobileSchedule( + method_name, + sites, + sim_start_date, + sim_end_date, + est_meth_daily_surveys, + method_avail_crews, + ) + elif method_deployment_type == StationarySchedule.DEPLOY_TYPE_CODE: + schedule: GenericSchedule = StationarySchedule( + method_name, + sites, + sim_start_date, + sim_end_date, + len(sites), + method_avail_crews, + ) + else: + print( + rm.INVALID_DEPLOYMENT_TYPE_ERROR_MESSAGE.format( + deploy_type=method_deployment_type, method=method_name + ) + ) + exit() + else: + if method_deployment_type == FollowUpMobileSchedule.DEPLOY_TYPE_CODE: + schedule: GenericSchedule = FollowUpMobileSchedule( + method_name, + sites, + sim_start_date, + sim_end_date, + est_meth_daily_surveys, + method_avail_crews, + ) + else: + print( + rm.INVALID_DEPLOYMENT_TYPE_ERROR_MESSAGE.format( + deploy_type=method_deployment_type, method=method_name + ) + ) + exit() + return schedule diff --git a/LDAR_Sim/src/scheduling/stationary_schedule.py b/LDAR_Sim/src/scheduling/stationary_schedule.py new file mode 100644 index 000000000..7e71cba57 --- /dev/null +++ b/LDAR_Sim/src/scheduling/stationary_schedule.py @@ -0,0 +1,83 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: stationary_schedule +Purpose: The extended schedule module for stationary types. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from scheduling.workplan import Workplan +from scheduling.generic_schedule import GenericSchedule +from scheduling.scheduled_survey_planner import StationarySurveyPlanner +from virtual_world.sites import Site +from constants.param_default_const import Deployment_Types as dt + + +class StationarySchedule(GenericSchedule): + """A schedule class to provide scheduling functionality for methods classified + as the "stationary" type. Will overwrite GenericSchedule functionality as required. + """ + + DEPLOY_TYPE_CODE = dt.STATIONARY + + def __init__( + self, + method_name: str, + sites: "list[Site]", + sim_start_date: date, + sim_end_date: date, + est_meth_daily_surveys: int, + method_avail_crews: int, + ) -> None: + super().__init__( + method_name, + sites, + sim_start_date, + sim_end_date, + est_meth_daily_surveys, + method_avail_crews, + ) + return + + def _set_survey_plans( + self, sim_start_date, sim_end_date, sites: list[Site] + ) -> list[StationarySurveyPlanner]: + survey_plans: list[StationarySurveyPlanner] = [] + for site in sites: + survey_freq: int = 365 + deploy_meth: bool = site.do_site_deployment(self._method) + if not deploy_meth: + survey_freq = 0 + deploy_year: int = site._deployment_years[self._method] + deploy_month: int = site._deployment_months[self._method] + survey_plans.append( + StationarySurveyPlanner( + site, + survey_freq, + sim_start_date, + sim_end_date, + deploy_year, + deploy_month, + ) + ) + return survey_plans + + def get_daily_sites_to_survey(self) -> list[StationarySurveyPlanner]: + daily_plan: list[StationarySurveyPlanner] = [] + while not self._survey_queue.empty(): + prio, _, survey_plan = self._survey_queue.get() + daily_plan.append(survey_plan) + return daily_plan diff --git a/LDAR_Sim/src/scheduling/survey_planner.py b/LDAR_Sim/src/scheduling/survey_planner.py new file mode 100644 index 000000000..ac1ce0920 --- /dev/null +++ b/LDAR_Sim/src/scheduling/survey_planner.py @@ -0,0 +1,48 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: survey_planner +Purpose: The survey planner module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from scheduling.schedule_dataclasses import SiteSurveyReport +from virtual_world.sites import Site + + +class SurveyPlanner: + def __init__( + self, + site: Site, + ) -> None: + self._site: Site = site + self._active_survey_report: SiteSurveyReport = None + self._surveys_this_year: dict[int, int] = {} + + def get_site(self) -> Site: + return self._site + + def get_current_survey_report(self) -> SiteSurveyReport: + if self._active_survey_report is None: + self._active_survey_report = SiteSurveyReport(self._site.get_id()) + return self._active_survey_report + else: + return self._active_survey_report + + def add_to_surveys_done(self, current_date: date) -> None: + surveys_done = self._surveys_this_year.get(current_date.year, 0) + self._surveys_this_year[current_date.year] = surveys_done + 1 + self._active_survey_report = None diff --git a/LDAR_Sim/src/scheduling/surveying_dataclasses.py b/LDAR_Sim/src/scheduling/surveying_dataclasses.py new file mode 100644 index 000000000..4e88ce6d4 --- /dev/null +++ b/LDAR_Sim/src/scheduling/surveying_dataclasses.py @@ -0,0 +1,30 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: schedule_dataclasses +Purpose: Module for holding the different dataclasses used for surveying. +Specifically split out to prevent circular references. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +from dataclasses import dataclass + +from virtual_world.sites import Site + + +@dataclass +class DetectionRecord: + site_id: str + site: Site + rate_detected: float diff --git a/LDAR_Sim/src/scheduling/workplan.py b/LDAR_Sim/src/scheduling/workplan.py new file mode 100644 index 000000000..fabdfafb0 --- /dev/null +++ b/LDAR_Sim/src/scheduling/workplan.py @@ -0,0 +1,51 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: workplan +Purpose: The workplan module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +from scheduling.survey_planner import SurveyPlanner +from scheduling.schedule_dataclasses import SiteSurveyReport + + +class Workplan: + def __init__(self, site_survey_plan_list: list[SurveyPlanner], date: date) -> None: + self.date: date = date + self.total_travel_time: float = 0 + self._site_survey_reports: dict[str, SiteSurveyReport] = {} + self.site_survey_planners: dict[str, SurveyPlanner] = {} + self._init_site_survey_report_placeholder_list(site_survey_plan_list) + + def _init_site_survey_report_placeholder_list( + self, site_survey_plan_list: list[SurveyPlanner] + ) -> None: + for survey_plan in site_survey_plan_list: + self.site_survey_planners[survey_plan.get_site().get_id()] = survey_plan + + def add_survey_report( + self, survey_report: SiteSurveyReport, survey_planner: SurveyPlanner + ) -> None: + site_id: str = survey_report.site_id + self._site_survey_reports[site_id] = survey_report + self.site_survey_planners[site_id] = survey_planner + + def get_reports( + self, + ) -> Tuple[dict[str, SiteSurveyReport], dict[str, SurveyPlanner]]: + return self._site_survey_reports, self.site_survey_planners diff --git a/LDAR_Sim/src/sensitivity_analysis/__init__.py b/LDAR_Sim/src/sensitivity_analysis/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/sensitivity_analysis/parameter_variator.py b/LDAR_Sim/src/sensitivity_analysis/parameter_variator.py new file mode 100644 index 000000000..cbe8554a9 --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/parameter_variator.py @@ -0,0 +1,235 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: parameter_variator.py +# Purpose: A module to vary the parameter values for sensitivity analysis based +# on provided sensitivity analysis parameters. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import copy +from typing import Any +from parameters.parameters_holder import ParametersHolder +from constants import param_default_const, error_messages +from constants.sensitivity_analysis_constants import ParameterVariationConstants +from parameters.genric_parameters import GenericParameters + + +def vary_parameter_values( + simulation_parameters: ParametersHolder, + sensitivity_program: str, + parameter_level: str, + number_of_sensitivity_sets: int, + parameter_variations: dict[str, Any] | list[dict[str, Any]], +) -> list[ParametersHolder]: + """ + Varies the parameter values as specified for sensitivity analysis. + + Args: + simulation_parameters (ParametersHolder): The original simulation parameters. + parameter_level (str): The parameter level at which the sensitivity analysis is performed. + number_of_sensitivity_sets (int): The number of sensitivity sets of parameters supplied. + parameter_variations (dict[str, Any]): The parameter variations to apply. + method_name (str, optional): The name of the method to vary parameters for + (only applicable if parameter_level is 'METHOD'). Defaults to None. + + Returns: + list[ParametersHolder]: A list of new simulation parameters with varied parameter values. + + Raises: + ValueError: If the parameter level is not recognized or valid for the sensitivity analysis. + """ + # Function implementation... + # Initialize the list of new simulation parameters + new_simulation_parameters: list[ParametersHolder] = [] + # If the sensitivity analysis is at the virtual world level + if parameter_level == param_default_const.Levels.VIRTUAL: + # Loop through the number of variations + for i in range(number_of_sensitivity_sets): + # Create a deep copy of the simulation parameters + parameters: ParametersHolder = copy.deepcopy(simulation_parameters) + # Vary all the specified parameters + for key, value in parameter_variations.items(): + unique_parameter_variations: int = int(len(value) / number_of_sensitivity_sets) + for index in range( + i * unique_parameter_variations, + (i * unique_parameter_variations) + unique_parameter_variations, + ): + parameters.alter_parameter( + param_default_const.Levels.VIRTUAL, key, value[index] + ) + # Append the new parameters to the list + new_simulation_parameters.append(parameters) + # If the sensitivity analysis is at the program level + elif parameter_level == param_default_const.Levels.PROGRAM: + # Create a deep copy of the simulation parameters + parameters: ParametersHolder = copy.deepcopy(simulation_parameters) + # Remove the original programs + for program in simulation_parameters.get_programs(): + parameters.remove_program(program) + parameters.add_program( + simulation_parameters.baseline_program_name, + simulation_parameters.get_baseline_program(), + ) + # Loop through the number of variations + for i in range(number_of_sensitivity_sets): + for program_name, program_variations in parameter_variations.items(): + # Create a deep copy of the non-baseline program (will return the first if multiple) + program_parameters: GenericParameters = copy.deepcopy( + simulation_parameters.get_program(program_name) + ) + # Alter the name of the program + program_parameters.alter_parameter( + param_default_const.Program_Params.NAME, + ParameterVariationConstants.PROGRAM_RENAMING_STR.format( + program_name=program_name, i=i + ), + ) + # Vary all the specified parameters + for key, value in program_variations.items(): + unique_parameter_variations: int = int(len(value) / number_of_sensitivity_sets) + for index in range( + i * unique_parameter_variations, + (i * unique_parameter_variations) + unique_parameter_variations, + ): + program_parameters.alter_parameter(key, value[index]) + # Add the new program to the parameters + parameters.add_program( + ParameterVariationConstants.PROGRAM_RENAMING_STR.format( + program_name=program_name, i=i + ), + program_parameters, + ) + # Append the new parameters to the list + new_simulation_parameters.append(parameters) + # If the sensitivity analysis is at the method level + elif parameter_level == param_default_const.Levels.METHOD: + # Create a deep copy of the simulation parameters + parameters: ParametersHolder = copy.deepcopy(simulation_parameters) + # Loop through the number of variations + for i in range(number_of_sensitivity_sets): + # Create a deep copy of the non-baseline program (will return the first if multiple) + program_parameters: GenericParameters = copy.deepcopy( + simulation_parameters.get_program(sensitivity_program) + ) + # Alter the name of the program + program_parameters.alter_parameter( + param_default_const.Program_Params.NAME, f"{sensitivity_program}_{i}" + ) + + method_names: list[str] = program_parameters.get_parameter_value( + param_default_const.Program_Params.METHODS + ) + + for method_name, variations in parameter_variations.items(): + # Replace the method to vary with a copy with a different name + prog_methods: GenericParameters = program_parameters.get_parameter( + param_default_const.Levels.METHOD + ) + target_method: GenericParameters = prog_methods.get_parameter(method_name) + + prog_methods.delete_parameter(method_name) + + prog_methods.add_parameter( + ParameterVariationConstants.METHOD_RENAMING_STR.format( + method_name=method_name, i=i + ), + target_method, + ) + + program_parameters.override_parameter( + param_default_const.Levels.METHOD, prog_methods + ) + + method_names.remove(method_name) + + method_names.append( + ParameterVariationConstants.METHOD_RENAMING_STR.format( + method_name=method_name, i=i + ), + ) + + # Create a new dictionary with the method name and the parameter variations + alter_dict = { + param_default_const.Levels.METHOD: { + ParameterVariationConstants.METHOD_RENAMING_STR.format( + method_name=method_name, i=i + ): {} + } + } + + for key, value in variations.items(): + key_vals: dict | Any = {} + unique_parameter_variations: int = int(len(value) / number_of_sensitivity_sets) + for index in range( + i * unique_parameter_variations, + (i * unique_parameter_variations) + unique_parameter_variations, + ): + if isinstance(value[index], dict): + key_vals.update(value[index]) + else: + key_vals = value[index] + alter_dict[param_default_const.Levels.METHOD][ + ParameterVariationConstants.METHOD_RENAMING_STR.format( + method_name=method_name, i=i + ) + ][key] = key_vals + + # Alter the name of the method + alter_dict[param_default_const.Levels.METHOD][ + ParameterVariationConstants.METHOD_RENAMING_STR.format( + method_name=method_name, i=i + ) + ][ + param_default_const.Method_Params.NAME + ] = ParameterVariationConstants.METHOD_RENAMING_STR.format( + method_name=method_name, i=i + ) + # Alter the parameters of the method + program_parameters.alter_parameters(alter_dict) + # Add the new program to the parameters + parameters.add_program( + ParameterVariationConstants.PROGRAM_RENAMING_STR.format( + program_name=sensitivity_program, i=i + ), + program_parameters, + ) + # Update the method names in the program + program_parameters.alter_parameter( + param_default_const.Program_Params.METHODS, method_names + ) + # Remove the original programs + for program in simulation_parameters.get_programs(): + parameters.remove_program(program) + parameters.add_program( + simulation_parameters.baseline_program_name, + simulation_parameters.get_baseline_program(), + ) + + # Append the new parameters to the list + new_simulation_parameters.append(parameters) + # If the parameter level is not recognized or valid for the sensitivity analysis + else: + # Raise a value error + raise ValueError( + error_messages.SensitivityAnalysisMessages.INVALID_PARAMETER_LEVEL_ERROR.format( + parameter_level=parameter_level + ) + ) + for i, new_params in enumerate(new_simulation_parameters): + new_params.alter_simulation_info(i) + # Return the new simulation parameters + return new_simulation_parameters diff --git a/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_outputs.py b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_outputs.py new file mode 100644 index 000000000..d8a0cb807 --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_outputs.py @@ -0,0 +1,150 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_analysis_outputs.py +# Purpose: Core logic for generating sensitivity analysis outputs +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + + +import os +import re +from typing import Any + +import pandas as pd +from constants import sensitivity_analysis_constants, file_name_constants, output_file_constants +from file_processing.output_processing import output_utils + + +def gen_true_vs_est_emissions_sens( + dir: os.DirEntry, program: str, index: int, varied_progs: bool = False +) -> pd.DataFrame: + result: pd.DataFrame = pd.DataFrame( + columns=( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.COLUMNS + ) + emis_data: pd.DataFrame = pd.read_csv( + os.path.join( + dir.path, file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ".csv" + ) + ) + + if varied_progs: + filtered_emis_data: pd.DataFrame = emis_data.loc[ + emis_data[output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME].str.contains( + rf"{program}_\d+", regex=True + ) + ] + else: + filtered_emis_data: pd.DataFrame = emis_data.loc[ + emis_data[output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME].str.contains( + program, regex=True + ) + ] + + years = sorted( + list( + set( + [ + re.search( + ( + ( + sensitivity_analysis_constants + ).SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens + ).YEAR_EXTRACTION_REGEX, + col, + ).group(1) + for col in filtered_emis_data.columns + if re.search( + ( + ( + sensitivity_analysis_constants + ).SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens + ).YEARLY_EMIS_MATCH_REGEX, + col, + ) + ] + ) + ) + ) + + for i, row in filtered_emis_data.iterrows(): + for year in years: + new_row: dict[str, Any] = {} + data_map: dict = ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.DATA_SOURCE_MAPPING + for key, value in data_map.items(): + new_row[key] = row[value] + + if varied_progs: + new_row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.SENSITIVITY_SET + ] = int( + re.search( + rf"{program}_(\d+)", + row[output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME], + ).group(1) + ) + else: + new_row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.SENSITIVITY_SET + ] = index + new_row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.YEAR + ] = year + new_row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.TRUE_EMISSIONS + ] = row[(output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS).format(year)] + new_row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS + ] = row[ + (output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.EST_ANN_EMIS).format(year) + ] + result.loc[len(result)] = new_row + # Calculate the percent difference between the true and estimated emissions + result[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.PERCENT_DIFFERENCE + ] = result.apply( + lambda row: output_utils.percent_difference( + row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.TRUE_EMISSIONS + ], + row[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS + ], + ), + axis=1, + ) + + return result diff --git a/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_results_manager.py b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_results_manager.py new file mode 100644 index 000000000..2325d7eff --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_results_manager.py @@ -0,0 +1,227 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_analysis_results_manager.py +# Purpose: A class to manage generating and saving sensitivity analysis results +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import copy +import os +from typing import Any + +import pandas as pd +from constants import sensitivity_analysis_constants, param_default_const +from sensitivity_analysis import ( + sensitivity_analysis_summary_outputs, + sensitivity_analysis_outputs, + sensitivity_analysis_visualizations, +) +from file_processing.output_processing import summary_output_helpers + + +class SensitivityAnalysisResultsManager: + SENSITIVITY_OUTPUTS_MAP = { + (sensitivity_analysis_constants.SensitivityAnalysisOutputs).SENSITIVITY_TRUE_VS_ESTIMATED: ( + sensitivity_analysis_outputs.gen_true_vs_est_emissions_sens + ), + } + SENSITIVITY_SUMMARY_OUTPUTS_MAP = { + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SENSITIVITY_TRUE_VS_ESTIMATED_CIS: ( + sensitivity_analysis_summary_outputs.gen_true_vs_est_sens_cis + ) + } + SUMMARY_OUTPUT_DATA_SOURCE_MAPPING = { + (sensitivity_analysis_constants.SensitivityAnalysisOutputs) + .SENSITIVITY_TRUE_VS_ESTIMATED_CIS: ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ) + .SENSITIVITY_TRUE_VS_ESTIMATED + } + SENSITIVITY_VISUALIZATIONS_FUNCS = [ + sensitivity_analysis_visualizations.gen_true_vs_est_emissions_percent_difference_sens_viz, + sensitivity_analysis_visualizations.gen_true_vs_est_emissions_violin_sens_viz, + ] + + SENS_SUMMARY_INFO_PROCESSING_MAP = { + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.CONFIDENCE_INTERVAL: ( + sensitivity_analysis_summary_outputs.process_confidence_interval + ), + } + + def __init__( + self, + out_dir: str, + parameter_variations: dict[str, Any], + sens_level: str, + sens_summary_info: dict[str, Any], + ) -> None: + self._out_dir: str = out_dir + self._parameter_variations: dict[str, Any] = parameter_variations + self._sens_level: str = sens_level + self._sens_summary_info: dict[str, Any] = self.process_sens_summary_info(sens_summary_info) + + def gen_sensitivity_results(self, program: str, clear_simulation_sets: bool = False) -> None: + sensitivity_outputs: dict[str, list[pd.DataFrame]] = {} + with os.scandir(self._out_dir) as entries: + for index, entry in enumerate(entries): + if entry.is_dir(): + for sens_output in self.SENSITIVITY_OUTPUTS_MAP.keys(): + output_function = self.SENSITIVITY_OUTPUTS_MAP.get(sens_output) + output_list = sensitivity_outputs.get(sens_output, []) + output_list.append( + output_function( + entry, + program, + index, + varied_progs=not ( + self._sens_level == param_default_const.Levels.VIRTUAL + ), + ) + ) + sensitivity_outputs[sens_output] = output_list + if clear_simulation_sets: + summary_output_helpers.clear_directory(entry) + combined_outputs: dict[str, pd.DataFrame] = self.combine_outputs(sensitivity_outputs) + self.save_sensitivity_outputs(combined_outputs) + + def gen_sensitivity_summary_results(self) -> None: + sensitivity_summary_outputs: dict[str, list[pd.DataFrame]] = {} + for sens_summary_output in self.SENSITIVITY_SUMMARY_OUTPUTS_MAP.keys(): + output_function = self.SENSITIVITY_SUMMARY_OUTPUTS_MAP.get(sens_summary_output) + sensitivity_summary_outputs[sens_summary_output] = output_function( + self._out_dir, + self.SUMMARY_OUTPUT_DATA_SOURCE_MAPPING[sens_summary_output], + **self._sens_summary_info, + ) + self.save_sensitivity_outputs(sensitivity_summary_outputs) + + def gen_sensitivity_visualizations(self, program: str) -> None: + for sens_viz_func in self.SENSITIVITY_VISUALIZATIONS_FUNCS: + sens_viz_func( + self._out_dir, + ) + + def combine_outputs(self, outputs: dict[str, list[pd.DataFrame]]) -> dict[str, pd.DataFrame]: + combined_outputs: dict[str, pd.DataFrame] = {} + for key, value in outputs.items(): + combined_outputs[key] = pd.concat(value, ignore_index=True) + return combined_outputs + + def save_sensitivity_outputs(self, outputs: dict[str, pd.DataFrame]) -> None: + for key, value in outputs.items(): + value.to_csv(os.path.join(self._out_dir, f"{key}.csv"), index=False) + + def unpack_full_parameter_path(self, key: str, value: Any) -> tuple[str, Any]: + if isinstance(value, dict): + inner_key, inner_value = list(value.items())[0] + return self.unpack_full_parameter_path(".".join([key, inner_key]), inner_value) + else: + return key, value + + def save_sensitivity_variations_mapping(self, sensitivity_set_count: int) -> None: + # Unpack the dictionary and create a list of rows + rows = [] + + if ( + self._sens_level == param_default_const.Levels.METHOD + or self._sens_level == param_default_const.Levels.PROGRAM + ): + for index in range(sensitivity_set_count): + row = [index] + for name, variations in self._parameter_variations.items(): + for key, value in variations.items(): + unique_parameter_permutations: int = int(len(value) / sensitivity_set_count) + for i in range( + index * unique_parameter_permutations, + (index * unique_parameter_permutations) + unique_parameter_permutations, + ): + parameter, true_value = self.unpack_full_parameter_path(key, value[i]) + row += [ + ".".join([name, parameter]), + true_value, + ] + rows.append(row) + + else: + for index in range(sensitivity_set_count): + row: list = [index] + for key, value in self._parameter_variations.items(): + unique_parameter_permutations: int = int(len(value) / sensitivity_set_count) + for i in range( + index * unique_parameter_permutations, + (index * unique_parameter_permutations) + unique_parameter_permutations, + ): + parameter, true_value = self.unpack_full_parameter_path(key, value[i]) + row += [parameter, true_value] + rows.append(row) + + columns: list[str] = copy.deepcopy( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityVariationsMapping.FIXED_COLUMN_NAMES + ) + + columns.extend( + [ + col_name.format(x=i) + for i in range( + int( + (len(rows[0]) - 1) + / len( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES + ) + ) + ) + for col_name in ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES + ] + ) + # Create a DataFrame from the list of rows + df = pd.DataFrame( + rows, + columns=columns, + ) + + # Write the DataFrame to a CSV file + df.to_csv( + os.path.join( + self._out_dir, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SENSITIVITY_VARIATIONS_MAPPING + + ".csv", + ), + index=False, + ) + + def process_sens_summary_info(self, sens_summary_info: dict[str, Any]) -> dict[str, Any]: + processed_sens_summary_info: dict[str, Any] = {} + if sens_summary_info not in [None, {}]: + for key, value in sens_summary_info.items(): + process_func = self.SENS_SUMMARY_INFO_PROCESSING_MAP.get(key) + if process_func: + processed_sens_summary_info[key] = process_func(value) + else: + processed_sens_summary_info[key] = value + return processed_sens_summary_info diff --git a/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_summary_outputs.py b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_summary_outputs.py new file mode 100644 index 000000000..b88af24aa --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_summary_outputs.py @@ -0,0 +1,122 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_analysis_summary_outputs.py +# Purpose: Core logic for generating sensitivity analysis summary outputs +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from pathlib import Path +import pandas as pd +from constants import sensitivity_analysis_constants +from file_processing.output_processing import summary_output_helpers + + +def process_confidence_interval(ci: list[float] | float) -> tuple[float, float]: + if isinstance(ci, float): + lower_ci = (100 - ci) / 2 + upper_ci = ci + lower_ci + elif len(ci) == 1: + lower_ci = (100 - ci[0]) / 2 + upper_ci = ci[0] + lower_ci + elif len(ci) == 2: + lower_ci = ci[0] + upper_ci = ci[1] + else: + raise ValueError("Confidence interval must be a list of length 1 or 2") + return { + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.LOWER_CI_ACCESSOR: lower_ci, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.UPPER_CI_ACCESSOR: upper_ci, + } + + +def gen_true_vs_est_sens_cis(output_dir: str, data_source: str, **kwargs) -> pd.DataFrame: + # Get upper and lower ci percentiles from kwargs if present + confidence_interval_info: dict = kwargs.get( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.CONFIDENCE_INTERVAL, + {}, + ) + upper_ci = confidence_interval_info.get( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.UPPER_CI_ACCESSOR, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.DEFAULT_UPPER_CI, + ) + lower_ci = confidence_interval_info.get( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.LOWER_CI_ACCESSOR, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SensitivityTrueVsEstimatedCIs.DEFAULT_LOWER_CI, + ) + + constants: ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs.SensitivityTrueVsEstimatedCIs + ) = sensitivity_analysis_constants.SensitivityAnalysisOutputs.SensitivityTrueVsEstimatedCIs( + upper_ci, lower_ci + ) + sens_data: pd.DataFrame = pd.read_csv(Path(output_dir) / (data_source + ".csv")) + # Get the unique sensitivity sets + sensitivity_sets: pd.Series = sens_data[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.SENSITIVITY_SET + ].unique() + + # Initialize the dataframe to store the confidence intervals + cis_df: pd.DataFrame = pd.DataFrame(columns=[constants.COLUMNS]) + + # Iterate over the sensitivity sets and calculate the confidence intervals + for sensitivity_set in sensitivity_sets: + # Get the data for the sensitivity set + sens_set_data: pd.DataFrame = sens_data.loc[ + sens_data[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.SENSITIVITY_SET + ] + == sensitivity_set + ] + + # Calculate the confidence intervals + lower_ci_val: float = summary_output_helpers.get_nth_percentile( + sens_set_data, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.PERCENT_DIFFERENCE, + lower_ci, + ) + upper_ci_val: float = summary_output_helpers.get_nth_percentile( + sens_set_data, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.PERCENT_DIFFERENCE, + upper_ci, + ) + + # Add the confidence intervals to the dataframe + cis_df.loc[len(cis_df)] = [sensitivity_set, lower_ci_val, upper_ci_val] + + return cis_df diff --git a/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_visualizations.py b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_visualizations.py new file mode 100644 index 000000000..f7d2ff2c1 --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/sensitivity_analysis_visualizations.py @@ -0,0 +1,205 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_analysis_visualizations.py +# Purpose: Core logic for generating sensitivity analysis visualizations +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import os +from typing import Tuple + +import matplotlib.colors +import matplotlib.patches +import numpy as np +import pandas as pd +import seaborn as sns +from constants import sensitivity_analysis_constants +from file_processing.output_processing import output_utils +from matplotlib import pyplot as plt +from matplotlib import ticker +from sensitivity_analysis import sensitivity_visualization_helpers + + +def gen_true_vs_est_emissions_percent_difference_sens_viz( + out_dir: str, +): + data_source: pd.DataFrame = pd.read_csv( + os.path.join( + out_dir, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SENSITIVITY_TRUE_VS_ESTIMATED + + ".csv", + ) + ) + + sens_data_for_plotting: dict[str, dict[str, list[float]]] = ( + sensitivity_visualization_helpers.extract_sensitivity_data( + data_source=data_source, + metrics=[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.PERCENT_DIFFERENCE + ], + ) + ) + + len_unique_sens_sets = len(sens_data_for_plotting.keys()) + + plot: plt.Figure = plt.figure() + plot_ax: plt.Axes = plt.gca() + legend_elements: list = [] + colors = sns.color_palette("husl", n_colors=len_unique_sens_sets) + # Plot the density KDE for each sensitivity set + for index, (sensitivity_set, data) in enumerate(sens_data_for_plotting.items()): + sensitivity_visualization_helpers.plot_density_kde( + legend_elements, + plot_ax, + data[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.PERCENT_DIFFERENCE + ], + sensitivity_set, + colors[index], + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsPercentDiffSensPlot.BIN_RANGE, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsPercentDiffSensPlot.X_LABEL, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsPercentDiffSensPlot.Y_LABEL, + bin_width=( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsPercentDiffSensPlot.BIN_WIDTH, + ) + plot_ax.xaxis.set_major_formatter(ticker.FuncFormatter(output_utils.percentage_formatter)) + plt.legend( + handles=legend_elements, + title=( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsPercentDiffSensPlot.LEGEND_TITLE, + ) + save_path: str = os.path.join( + out_dir, + sensitivity_analysis_constants.SensitivityAnalysisOutputs.SENSITIVITY_TRUE_VS_ESTIMATED_PD, + ) + plt.savefig(save_path) + plt.close(plot) + + +def gen_true_vs_est_emissions_violin_sens_viz(out_dir: str): + data_source: pd.DataFrame = pd.read_csv( + os.path.join( + out_dir, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SENSITIVITY_TRUE_VS_ESTIMATED + + ".csv", + ) + ) + + sens_data_for_plotting: dict = sensitivity_visualization_helpers.extract_sensitivity_data( + data_source=data_source, + metrics=[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.TRUE_EMISSIONS, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS, + ], + ) + # Get the number of unique sensitivity sets + num_unique_sens_sets: int = len(sens_data_for_plotting.keys()) + + # Create the plot + plot: plt.Figure = plt.figure(figsize=(11, 7)) + plot_ax: plt.Axes = plt.gca() + + # Define the colors for the paired violin graphs + colors: list[Tuple[float, float, float, float]] = [ + matplotlib.colors.to_rgba("blue", alpha=1), + matplotlib.colors.to_rgba("orange", alpha=1), + ] + + # Plot paired violin graphs for each sensitivity set + for sensitivity_set, data in sens_data_for_plotting.items(): + # Get the "True" Emissions data for the sensitivity set + true_emis_data: np.ndarray = np.array( + data[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.TRUE_EMISSIONS + ] + ) + + # Plot the "True" Emissions data violin for the sensitivity set + sensitivity_visualization_helpers.plot_violin( + plot_ax, + colors[0], + true_emis_data, + sensitivity_set * 2, + ) + + # Get the "Estimated" Emissions data for the sensitivity set + est_emis_data: np.ndarray = np.array( + data[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS + ] + ) + + # Plot the "Estimated" Emissions data violin for the sensitivity set + sensitivity_visualization_helpers.plot_violin( + plot_ax, + colors[1], + est_emis_data, + sensitivity_set * 2 + 1, + ) + + # Calculate the maximum y value for the plot + y_max: float = max( + data_source[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.TRUE_EMISSIONS + ].max(), + data_source[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS + ].max(), + ) + + # Format the paired violin plot + sensitivity_visualization_helpers.format_paired_violin_plot( + ax=plot_ax, num_unique_sens_sets=num_unique_sens_sets, colors=colors, y_max=y_max + ) + + # Save and close the plot + save_path: str = os.path.join( + out_dir, + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).SENSITIVITY_TRUE_VS_ESTIMATED_VIOLIN, + ) + plt.savefig(save_path) + plt.close(plot) diff --git a/LDAR_Sim/src/sensitivity_analysis/sensitivity_processing.py b/LDAR_Sim/src/sensitivity_analysis/sensitivity_processing.py new file mode 100644 index 000000000..ef9b62fd8 --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/sensitivity_processing.py @@ -0,0 +1,201 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_processing.py +# Purpose: Logic to process sensitivity analysis parameters from the +# sensitivity info file into a useful format +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import logging +from pathlib import Path +import sys +from typing import Any +import os + +import yaml + +from constants import sensitivity_analysis_constants, param_default_const, error_messages + + +def read_in_sensitivity_parameters( + sens_info_file_path: str, root_dir: Path, parameter_files: list[Path] +): + if os.path.isabs(sens_info_file_path): + real_sensitive_info_filepath: Path = Path(sens_info_file_path) + else: + real_sensitive_info_filepath: Path = root_dir / sens_info_file_path + for index, parameter_file in enumerate(parameter_files): + if parameter_file == real_sensitive_info_filepath: + del parameter_files[index] + + try: + with open(real_sensitive_info_filepath, "r") as file: + sens_parameters: dict = yaml.load(file.read(), Loader=yaml.FullLoader) + except FileNotFoundError: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + sensitivity_analysis_constants.SensitivityParameterParsingConstants.MISSING_SENS_FILE + ) + sys.exit() + except Exception as e: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + ( + sensitivity_analysis_constants.SensitivityParameterParsingConstants + ).FILE_READ_ERROR.format(real_sensitive_info_filepath), + str(e), + ) + sys.exit() + + return sens_parameters + + +def process_parameter_variations( + parameter_variations: dict[str, Any] | list[dict[str, Any]], + parameter_level: str, + num_variations: int, +) -> dict[str, Any]: + if parameter_level == param_default_const.Levels.METHOD: + if isinstance(parameter_variations, list): + return { + method[ + sensitivity_analysis_constants.SensitivityAnalysisMapping.METHOD_NAME + ]: unpack_parameter_variations( + method[ + sensitivity_analysis_constants.SensitivityAnalysisMapping.Method_SENS_PARAMS + ], + num_variations, + ) + for method in parameter_variations + } + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + error_messages.SensitivityAnalysisMessages.INVALID_SENSITIVITY_VARIATIONS_ERROR + ) + sys.exit() + elif parameter_level == param_default_const.Levels.PROGRAM: + if isinstance(parameter_variations, list): + return { + program[ + sensitivity_analysis_constants.SensitivityAnalysisMapping.PROGRAM_NAME + ]: unpack_parameter_variations( + program[ + ( + sensitivity_analysis_constants.SensitivityAnalysisMapping + ).PROGRAM_SENS_PARAMS + ], + num_variations, + ) + for program in parameter_variations + } + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + error_messages.SensitivityAnalysisMessages.INVALID_SENSITIVITY_VARIATIONS_ERROR + ) + sys.exit() + elif parameter_level == param_default_const.Levels.VIRTUAL: + return unpack_parameter_variations(parameter_variations, num_variations) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(error_messages.SensitivityAnalysisMessages.INVALID_PARAMETER_LEVEL_ERROR) + sys.exit() + + +def unpack_parameter_variations( + parameter_variations: dict[str, Any], num_variations: int +) -> dict[str, Any]: + """ + Unpack the parameter variations to get the actual values + + Returns + ------- + dict[str, Any] + The unpacked parameter variations + """ + unpacked_variations: dict[str, list[dict]] = {} + for key, value in parameter_variations.items(): + unpacked_variations[key] = [] + if isinstance(value, dict): + for variation in range(num_variations): + unpacked_variations[key].extend( + unpack_nested_parameter_variations(value, variation) + ) + elif isinstance(value, list): + unpacked_variations[key] = value + return unpacked_variations + + +def unpack_nested_parameter_variations( + parameter_variations: dict[str, Any], variation_index: int +) -> dict[str, Any]: + unpacked_variations: list = [] + for key, value in parameter_variations.items(): + if isinstance(value, dict): + unpacked_sub_variations: list = unpack_nested_parameter_variations( + value, variation_index + ) + unpacked_variations.extend( + [{key: sub_variation} for sub_variation in unpacked_sub_variations] + ) + elif isinstance(value, list): + unpacked_variations.append({key: value[variation_index]}) + return unpacked_variations + + +def get_sensitivity_info( + root_dir: Path, + sens_info_file_path: str, + parameter_files: list, +) -> dict[str, Any]: + """ + Get the sensitivity information for the simulation + + Returns + ------- + dict[str, Any] + The sensitivity information for the simulation + """ + sens_parameters: dict = read_in_sensitivity_parameters( + sens_info_file_path, root_dir, parameter_files + ) + + sens_info_dict: dict[str, Any] = {} + + for key in sensitivity_analysis_constants.SensitivityAnalysisMapping.SENS_PARAM_MAPPING: + if key in sens_parameters: + sens_info_dict[ + sensitivity_analysis_constants.SensitivityAnalysisMapping.SENS_PARAM_MAPPING[key] + ] = sens_parameters.pop(key) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + error_messages.SensitivityAnalysisMessages.MISSING_SENSITIVITY_INFO.format(key) + ) + sys.exit() + + sens_info_dict[sensitivity_analysis_constants.SensitivityAnalysisMapping.PARAM_VARIATIONS] = ( + process_parameter_variations( + sens_info_dict[ + sensitivity_analysis_constants.SensitivityAnalysisMapping.PARAM_VARIATIONS + ], + sens_info_dict[sensitivity_analysis_constants.SensitivityAnalysisMapping.PARAM_LEVEL], + sens_info_dict[sensitivity_analysis_constants.SensitivityAnalysisMapping.NUM_SENS_SETS], + ) + ) + return sens_info_dict diff --git a/LDAR_Sim/src/sensitivity_analysis/sensitivity_visualization_helpers.py b/LDAR_Sim/src/sensitivity_analysis/sensitivity_visualization_helpers.py new file mode 100644 index 000000000..e0a5bcddf --- /dev/null +++ b/LDAR_Sim/src/sensitivity_analysis/sensitivity_visualization_helpers.py @@ -0,0 +1,267 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_visualization_helpers.py +# Purpose: Logic to help with preprocessing, calculations and filtering +# of sensitivity analysis data for visualization +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from typing import Tuple, Union + +import matplotlib.patches +import matplotlib.pyplot as plt +import numpy as np +import pandas as pd +import seaborn as sns +from constants import sensitivity_analysis_constants +from file_processing.output_processing import summary_visualization_helpers +from file_processing.output_processing.summary_visualization_helpers import ( + format_tick_labels_with_metric_prefix, +) +from matplotlib import lines, ticker + + +def extract_sensitivity_data(data_source: pd.DataFrame, metrics: list[str]): + """ + Extracts sensitivity data from the given data source for the specified metrics. + The sensitivity data is extracted for each unique sensitivity set. + + Args: + data_source (pd.DataFrame): The data source containing the sensitivity data. + metrics (list[str]): The list of metrics to extract sensitivity data for. + A metric is a string that corresponds to a column in the data source. + + Returns: + dict[str, dict[str, list[float]]]: A dictionary containing the extracted sensitivity data. + The keys of the outer dictionary are the unique sensitivity sets. + The keys of the inner dictionary are the metrics. + The values of the inner dictionary are lists of sensitivity data for each metric. + """ + + sens_data_for_plotting: dict[str, dict[str, list[float]]] = {} + + unique_sens_sets: np.ndarray = data_source[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.SENSITIVITY_SET + ].unique() + + unique_sens_years: np.ndarray = data_source[ + (sensitivity_analysis_constants.SensitivityAnalysisOutputs).TrueEstimatedEmisionsSens.YEAR + ].unique() + + for sensitivity_set in unique_sens_sets: + sens_data_for_plotting[sensitivity_set] = {} + for metric in metrics: + sens_data_for_plotting[sensitivity_set][metric] = [] + + for year in unique_sens_years: + # Get the true emissions for the sensitivity set and year + percent_diff_series: pd.Series = data_source.loc[ + ( + data_source[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.SENSITIVITY_SET + ] + == sensitivity_set + ) + & ( + data_source[ + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmisionsSens.YEAR + ] + == year + ), + metrics, + ] + + for metric in metrics: + sens_data_for_plotting[sensitivity_set][metric].extend( + list(percent_diff_series[metric].values) + ) + + return sens_data_for_plotting + + +def plot_violin( + ax: plt.Axes, + color: Tuple[float, float, float, float], + data: np.ndarray, + index: int, +): + data_median: float = np.median(data) + data_quartiles: Tuple[float, float] = np.percentile(data, [25, 75], method="median_unbiased") + data_interquartile_range: float = data_quartiles[1] - data_quartiles[0] + data_whiskers: Tuple[float, float] = ( + max(data_quartiles[0] - 1.5 * data_interquartile_range, np.min(data)), + min(data_quartiles[1] + 1.5 * data_interquartile_range, np.max(data)), + ) + violin_plot_data: np.ndarray = data[data < data_quartiles[1]] + scatter_plot_data: np.ndarray = data[data >= data_quartiles[1]] + + violin_parts: dict = ax.violinplot( + dataset=violin_plot_data, + positions=[index], + widths=0.5, + showmeans=False, + showmedians=False, + showextrema=False, + ) + + plt.scatter([index] * len(scatter_plot_data), scatter_plot_data, color="black", s=5) + + plt.scatter([index], [data_median], color="white", marker="o", s=15, zorder=3) + + plt.vlines( + [index], + data_quartiles[0], + data_quartiles[1], + color="black", + linestyle="-", + linewidth=5, + ) + + plt.vlines( + [index], + data_whiskers[0], + data_whiskers[1], + color="black", + linestyle="-", + linewidth=1, + ) + + for part in violin_parts["bodies"]: + part.set_facecolor(color) + part.set_edgecolor("black") + part.set_alpha(1) + + +def format_paired_violin_plot( + ax: plt.Axes, + num_unique_sens_sets: int, + colors: list[Tuple[float, float, float, float]], + y_max: float, +): + ax.set_xticks(np.arange(0.5, num_unique_sens_sets * 2, 2)) + ax.set_xticklabels( + np.arange(0, num_unique_sens_sets, 1), + ) + ax.set_xlabel( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsViolinSensPlot.X_LABEL + ) + ax.set_ylabel( + ( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsViolinSensPlot.Y_LABEL + ) + ax.yaxis.set_major_formatter( + ticker.FuncFormatter(summary_visualization_helpers.format_tick_labels_with_metric_prefix) + ) + ax.set_ylim( + 0, + 1.1 * y_max, + ) + + plt.legend( + handles=[ + matplotlib.patches.Patch( + color=colors[0], + label=( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsViolinSensPlot.TRUE_EMIS_LABEL, + ), + matplotlib.patches.Patch( + color=colors[1], + label=( + sensitivity_analysis_constants.SensitivityAnalysisOutputs + ).TrueEstimatedEmissionsViolinSensPlot.ESTIMATED_EMIS_LABEL, + ), + ], + loc="upper right", + ) + plt.tight_layout() + + +def plot_density_kde( + legend_elements: list, + ax: plt.Axes, + x_values: list, + sensitivity_set: str, + color: Tuple[float, float, float], + bin_range: Tuple[float, float], + x_label: str, + y_label: str, + legend_label: str = None, + bin_width: float = 0, + bins: Union[int, str] = "auto", + x_locator: ticker.Locator = ticker.AutoLocator(), + y_locator: ticker.Locator = ticker.MaxNLocator(nbins="auto", integer=True, prune=None), +): + if bin_width == 0: + sns.histplot( + x_values, + kde=True, + color=color, + element="step", + ax=ax, + binrange=bin_range, + bins=bins, + stat="percent", + fill=False, + alpha=0.0, + multiple="layer", + ) + else: + sns.histplot( + x_values, + kde=True, + color=color, + element="step", + ax=ax, + binwidth=bin_width, + binrange=bin_range, + stat="percent", + fill=False, + alpha=0.0, + multiple="layer", + ) + + legend_elements.append( + lines.Line2D( + [0], + [0], + color=color, + label=legend_label if legend_label else sensitivity_set, + markerfacecolor=color, + markersize=15, + ) + ) + if x_label and y_label: + ax.set( + xlabel=x_label, + ylabel=y_label, + ) + + ax.xaxis.set_major_locator(locator=x_locator) + ax.yaxis.set_major_locator(locator=y_locator) + + # Set custom formatter for x-axis + ax.xaxis.set_major_formatter(ticker.FuncFormatter(format_tick_labels_with_metric_prefix)) diff --git a/LDAR_Sim/src/sensors/METEC_NoWind_sensor.py b/LDAR_Sim/src/sensors/METEC_NoWind_sensor.py new file mode 100644 index 000000000..927ab5e24 --- /dev/null +++ b/LDAR_Sim/src/sensors/METEC_NoWind_sensor.py @@ -0,0 +1,86 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: METEC_NoWind_sensor +Purpose: Provides the sensor overwrites needed to replicate the probability +of detection curves provided by a METEC report. These values do not factor in wind speeds + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import numpy as np +from constants.sensor_constants import QuantificationTypes +from sensors.default_site_level_sensor import DefaultSiteLevelSensor +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from sensors.default_equipment_group_level_sensor import DefaultEquipmentGroupLevelSensor +from constants.general_const import Conversion_Constants as CC + + +class METECNWSite(DefaultSiteLevelSensor): + def __init__( + self, + mdl: float, + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__( + mdl, + quantification_parameters, + quantification_type, + input_dir=input_dir, + ) + self._mdl = mdl + + def _rate_detected(self, emis_rate: float) -> bool: + prob_detect = 1 / (1 + np.exp(self._mdl[0] - self._mdl[1] * (emis_rate * CC.GS_TO_KGHR))) + if prob_detect >= 1: + return True + return np.random.binomial(1, prob_detect) and self.check_min_threshold(emis_rate) + + +class METECNWEquipmentGroup(DefaultEquipmentGroupLevelSensor): + def __init__( + self, + mdl: float, + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__(mdl, quantification_parameters, quantification_type, input_dir) + self._mdl = mdl + + def _rate_detected(self, emis_rate: float) -> bool: + prob_detect = 1 / (1 + np.exp(self._mdl[0] - self._mdl[1] * (emis_rate * CC.GS_TO_KGHR))) + if prob_detect >= 1: + return True + return np.random.binomial(1, prob_detect) and self.check_min_threshold(emis_rate) + + +class METECNWComponent(DefaultComponentLevelSensor): + def __init__( + self, + mdl: float, + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__(mdl, quantification_parameters, quantification_type, input_dir) + self._mdl = mdl + + def _rate_detected(self, emis_rate: float) -> bool: + prob_detect = 1 / (1 + np.exp(self._mdl[0] - self._mdl[1] * (emis_rate * CC.GS_TO_KGHR))) + if prob_detect >= 1: + return True + return np.random.binomial(1, prob_detect) and self.check_min_threshold(emis_rate) diff --git a/LDAR_Sim/src/sensors/METEC_Wind_sensor.py b/LDAR_Sim/src/sensors/METEC_Wind_sensor.py new file mode 100644 index 000000000..424cf5e0b --- /dev/null +++ b/LDAR_Sim/src/sensors/METEC_Wind_sensor.py @@ -0,0 +1,64 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: METEC_Wind_sensor +Purpose: Provides the sensor overwrites needed to replicate the probability +of detection curves provided by a METEC report. These values factor in average wind speeds + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +# import numpy as np +# from sensors.default_sensor import DefaultSensor +# from sensors.default_equipment_level_sensor import DefaultEquipmentLevelSensor +# from sensors.default_equipment_group_level_sensor import DefaultEquipmentGroupLevelSensor + +# # Constants +# # g/s to kg/hr conversion factor +# GsTOKGh = 3.6 +# TODO: figure out weather +# TODO: then add in these sensors +# class METECWSite(DefaultSensor): +# def __init__(self, mdl: float, quantification_error: float) -> None: +# super().__init__(mdl, quantification_error) + +# def _rate_detected(self, emis_rate: float, wind) -> bool: +# rate_per_wind = emis_rate * GsTOKGh / wind +# prob_detect = 1 / (1 + np.exp(self._mdl[0] - self._mdl[1] * rate_per_wind)) +# if prob_detect >= 1: +# return True +# return np.random.binomial(1, prob_detect)and self.check_min_threshold(emis_rate) + + +# class METECWEquipmentGroup(DefaultEquipmentGroupLevelSensor): +# def __init__(self, mdl: float, quantification_error: float) -> None: +# super().__init__(mdl, quantification_error) + +# def _rate_detected(self, emis_rate: float, wind) -> bool: +# rate_per_wind = emis_rate * GsTOKGh / wind +# prob_detect = 1 / (1 + np.exp(self._mdl[0] - self._mdl[1] * rate_per_wind)) +# if prob_detect >= 1: +# return True +# return np.random.binomial(1, prob_detect)and self.check_min_threshold(emis_rate) + + +# class METECWEquipment(DefaultEquipmentLevelSensor): +# def __init__(self, mdl: float, quantification_error: float) -> None: +# super().__init__(mdl, quantification_error) + +# def _rate_detected(self, emis_rate: float, wind) -> bool: +# rate_per_wind = emis_rate * GsTOKGh / wind +# prob_detect = 1 / (1 + np.exp(self._mdl[0] - self._mdl[1] * rate_per_wind)) +# if prob_detect >= 1: +# return True +# return np.random.binomial(1, prob_detect)and self.check_min_threshold(emis_rate) diff --git a/LDAR_Sim/src/sensors/OGI_camera_rk.py b/LDAR_Sim/src/sensors/OGI_camera_rk.py new file mode 100644 index 000000000..d1d10bdce --- /dev/null +++ b/LDAR_Sim/src/sensors/OGI_camera_rk.py @@ -0,0 +1,62 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: OGI_camera_rk +Purpose: Provides an OGI camera sensor detection based on a +sigmoidal Gaussian cumulative probability function as described in Ravikumar et al. (2018) + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import math +import numpy as np +from constants.sensor_constants import QuantificationTypes +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from constants.general_const import Conversion_Constants as CC + + +class OGICameraRKSensor(DefaultComponentLevelSensor): + MDL_CONST1 = 0.01275 + MDL_CONST2 = 0.00000278 + + def __init__( + self, + mdl: float, + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__( + mdl, + quantification_parameters, + quantification_type, + input_dir=input_dir, + ) + self._mdl = mdl + + def _rate_detected(self, emis_rate: float) -> bool: + k = np.random.normal(4.9, 0.3) + # check if users are providing their own overwrite to the curve + if len(self._mdl) < 2: + x0 = np.random.normal(OGICameraRKSensor.MDL_CONST1, OGICameraRKSensor.MDL_CONST2) + else: + x0 = np.random.normal(self._mdl[0], self._mdl[1]) + x0 = math.log10(x0 * CC.GS_TO_GH) + if emis_rate == 0: + return False + + x = math.log10(emis_rate * CC.GS_TO_GH) + prob_detect = 1 / (1 + math.exp(-k * (x - x0))) + + return np.random.binomial(1, prob_detect) and self.check_min_threshold(emis_rate) diff --git a/LDAR_Sim/src/sensors/OGI_camera_zim.py b/LDAR_Sim/src/sensors/OGI_camera_zim.py new file mode 100644 index 000000000..8d1a08925 --- /dev/null +++ b/LDAR_Sim/src/sensors/OGI_camera_zim.py @@ -0,0 +1,59 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: OGI_camera_zim +Purpose: Provides an OGI camera sensor detection based on Zimmerle 2020 +DOI 10.1021/acs.est.0c01285 +uses power function as shown in figure 2 to calculate probability of +detection using leak size, and two mdl parameters are set based on camera +crew experience. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import numpy as np +from constants.sensor_constants import QuantificationTypes +from sensors.default_component_level_sensor import DefaultComponentLevelSensor + +MDL_CONST1 = 0.24 +MDL_CONST2 = 0.39 +GS_TO_SCFH = 187 + + +class OGICameraZimSensor(DefaultComponentLevelSensor): + def __init__( + self, + mdl: float, + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__( + mdl, + quantification_parameters, + quantification_type, + input_dir=input_dir, + ) + self._mdl = mdl + + def _rate_detected(self, emis_rate: float) -> bool: + # check that the user provided an overwrite to the MDL values + # otherwise, use the defaults + if len(self._mdl) < 2: + prob_detect = MDL_CONST1 * (GS_TO_SCFH * emis_rate) ** MDL_CONST2 + else: + prob_detect = self._mdl[0] * (GS_TO_SCFH * emis_rate) ** self._mdl[1] + if prob_detect >= 1: + return True + return np.random.binomial(1, prob_detect) and self.check_min_threshold(emis_rate) diff --git a/LDAR_Sim/src/sensors/__init__.py b/LDAR_Sim/src/sensors/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/sensors/default_component_level_sensor.py b/LDAR_Sim/src/sensors/default_component_level_sensor.py new file mode 100644 index 000000000..c256d0368 --- /dev/null +++ b/LDAR_Sim/src/sensors/default_component_level_sensor.py @@ -0,0 +1,142 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: default_component_level_sensor.py +Purpose: The provides default behaviors for component level sensors + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from typing import Union +from constants.sensor_constants import QuantificationTypes +from scheduling.schedule_dataclasses import ( + EmissionDetectionReport, + EquipmentGroupSurveyReport, + SiteSurveyReport, +) +from sensors.default_sensor import DefaultSensor +from virtual_world.emission_types.emission import Emission +from virtual_world.sites import Site +from constants.param_default_const import Levels + + +class DefaultComponentLevelSensor(DefaultSensor): + SURVEY_LEVEL = Levels.COMPONENT_LEVEL + + def __init__( + self, + mdl: Union[list[float], float], + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__( + mdl, + quantification_parameters, + quantification_type, + input_dir=input_dir, + ) + + def detect_emissions(self, site: Site, meth_name: str, survey_report: SiteSurveyReport) -> bool: + # TODO update and test this functionality + detectable_emissions: dict[str, dict[str, list[Emission]]] = site.get_detectable_emissions( + method_name=meth_name + ) + eqg_survey_reports: list[EquipmentGroupSurveyReport] = [] + site_level_emission_rate: float = 0.0 + site_level_measured_rate: float = 0.0 + + for eqg, eq_emis_list in detectable_emissions.items(): + eqg_level_emis_rate: float = 0.0 + eqg_level_measured_rate: float = 0.0 + emissions_detection_reports: list[EmissionDetectionReport] = [] + + for comp, emis_list in eq_emis_list.items(): + equip_rate: float = sum([emission.get_rate() for emission in emis_list]) + + equip_emission_detected: bool = self._rate_detected(equip_rate) + + if equip_emission_detected: + equip_measured_rate: float = self._measure_rate(equip_rate) + else: + equip_measured_rate: float = 0 + + emissions_detection_reports.append( + self._gen_emissions_detection_report( + site.get_id(), eqg, comp, equip_measured_rate, equip_rate + ) + ) + + eqg_level_emis_rate += equip_rate + eqg_level_measured_rate += equip_measured_rate + + eqg_survey_reports.append( + self._gen_eqg_survey_report( + site_id=site.get_id(), + eqg_id=eqg, + true_rate=eqg_level_emis_rate, + measured_rate=eqg_level_measured_rate, + emissions_detection_reports=emissions_detection_reports, + ) + ) + + site_level_emission_rate += eqg_level_emis_rate + site_level_measured_rate += eqg_level_measured_rate + + self._fill_detection_report( + survey_report, site_level_emission_rate, site_level_measured_rate, eqg_survey_reports + ) + + return site_level_measured_rate != 0 + + def _fill_detection_report( + self, + survey_report: SiteSurveyReport, + true_site_rate: float, + measured_site_rate: float, + eqg_survey_reports: list[EquipmentGroupSurveyReport], + ) -> None: + survey_report.site_true_rate = true_site_rate + survey_report.site_measured_rate = measured_site_rate + survey_report.survey_level = self.SURVEY_LEVEL + survey_report.equipment_groups_surveyed = eqg_survey_reports + + def _gen_eqg_survey_report( + self, + site_id: str, + eqg_id: str, + true_rate: float, + measured_rate: float, + emissions_detection_reports: list[EmissionDetectionReport], + ) -> EquipmentGroupSurveyReport: + eqg_survey_report: EquipmentGroupSurveyReport = EquipmentGroupSurveyReport( + site_id, + eqg_id, + measured_rate=measured_rate, + true_rate=true_rate, + emissions_detected=emissions_detection_reports, + ) + return eqg_survey_report + + def _gen_emissions_detection_report( + self, site_id: str, eqg_id: str, comp_id: str, measured_rate: float, true_rate: float + ) -> EmissionDetectionReport: + emis_detect_report = EmissionDetectionReport( + site=site_id, + equipment_group=eqg_id, + component=comp_id, + measured_rate=measured_rate, + true_rate=true_rate, + ) + return emis_detect_report diff --git a/LDAR_Sim/src/sensors/default_equipment_group_level_sensor.py b/LDAR_Sim/src/sensors/default_equipment_group_level_sensor.py new file mode 100644 index 000000000..f762b4e3a --- /dev/null +++ b/LDAR_Sim/src/sensors/default_equipment_group_level_sensor.py @@ -0,0 +1,108 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: default_equipment_group_level_sensor +Purpose: The provides default behaviors for equipment group level sensors + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from typing import Union +from constants.sensor_constants import QuantificationTypes +from scheduling.schedule_dataclasses import EquipmentGroupSurveyReport, SiteSurveyReport +from sensors.default_sensor import DefaultSensor +from virtual_world.emission_types.emission import Emission +from virtual_world.sites import Site +from constants.param_default_const import Levels + + +class DefaultEquipmentGroupLevelSensor(DefaultSensor): + SURVEY_LEVEL = Levels.EQUIP_LEVEL + + def __init__( + self, + mdl: Union[list[float], float], + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__( + mdl, + quantification_parameters, + quantification_type, + input_dir=input_dir, + ) + + def detect_emissions(self, site: Site, meth_name: str, survey_report: SiteSurveyReport) -> bool: + # TODO update and test this functionality + detectable_emissions: dict[str, dict[str, list[Emission]]] = site.get_detectable_emissions( + method_name=meth_name + ) + eqg_survey_reports: list[EquipmentGroupSurveyReport] = [] + site_level_emission_rate: float = 0.0 + site_level_measured_rate: float = 0.0 + + for eqg, eq_emis_list in detectable_emissions.items(): + eqg_level_emis_rate: float = sum( + [ + emission.get_rate() + for emis_list in eq_emis_list.values() + for emission in emis_list + ] + ) + + eqg_emissions_detected: bool = self._rate_detected(eqg_level_emis_rate) + + if eqg_emissions_detected: + eqg_level_measured_rate: float = self._measure_rate(eqg_level_emis_rate) + else: + eqg_level_measured_rate: float = 0.0 + + eqg_survey_reports.append( + self._gen_eqg_survey_report( + site_id=site.get_id(), + eqg_id=eqg, + true_rate=eqg_level_emis_rate, + measured_rate=eqg_level_measured_rate, + ) + ) + + site_level_emission_rate += eqg_level_emis_rate + site_level_measured_rate += eqg_level_measured_rate + + self._fill_detection_report( + survey_report, site_level_emission_rate, site_level_measured_rate, eqg_survey_reports + ) + + return site_level_measured_rate != 0 + + def _fill_detection_report( + self, + survey_report: SiteSurveyReport, + true_site_rate: float, + measured_site_rate: float, + eqg_survey_reports: list[EquipmentGroupSurveyReport], + ) -> None: + survey_report.site_true_rate = true_site_rate + survey_report.site_measured_rate = measured_site_rate + survey_report.survey_level = self.SURVEY_LEVEL + survey_report.equipment_groups_surveyed = eqg_survey_reports + + def _gen_eqg_survey_report( + self, site_id: str, eqg_id: str, true_rate: float, measured_rate: float + ) -> EquipmentGroupSurveyReport: + eqg_survey_report: EquipmentGroupSurveyReport = EquipmentGroupSurveyReport( + site_id, eqg_id, measured_rate=measured_rate, true_rate=true_rate + ) + return eqg_survey_report diff --git a/LDAR_Sim/src/sensors/default_sensor.py b/LDAR_Sim/src/sensors/default_sensor.py new file mode 100644 index 000000000..5c281386f --- /dev/null +++ b/LDAR_Sim/src/sensors/default_sensor.py @@ -0,0 +1,80 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: default_sensor +Purpose: The provides default behaviors for all sensors + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from typing import Union +from sensors import quantification +from virtual_world.sites import Site +from constants.sensor_constants import QuantificationTypes +from scheduling.schedule_dataclasses import SiteSurveyReport + + +class DefaultSensor: + def __init__( + self, + mdl: Union[list[float], float], + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + # TODO revisit this implementation + self._min_threshold: float = None + if isinstance(mdl, (float, int)): + self._mdl: float = mdl + elif isinstance(mdl, list): + self._mdl: float = mdl[0] + if len(mdl) == 4: + self._min_threshold: float = mdl[3] + else: + raise TypeError("mdl must be a integer, float or a list of floats") + self.initialize_quantification_predictor( + quantification_parameters, + quantification_type=quantification_type, + input_dir=input_dir, + ) + + def initialize_quantification_predictor( + self, quantification_parameters: list[float], quantification_type: str, input_dir: str + ): + if quantification_type == QuantificationTypes.DEFAULT.value: + self._quantification_predictor = quantification.DefaultQuantificationPredictor( + *quantification_parameters + ) + elif quantification_type == QuantificationTypes.UNIFORM.value: + self._quantification_predictor = quantification.UniformQuantificationPredictor( + *quantification_parameters + ) + elif quantification_type == QuantificationTypes.SAMPLING.value: + self._quantification_predictor = quantification.SamplingQuantificationPredictor( + *quantification_parameters, input_dir=input_dir + ) + + def _rate_detected(self, emis_rate: float) -> bool: + return emis_rate >= self._mdl + + def detect_emissions(self, site: Site, meth_name: str, survey_report: SiteSurveyReport): + return + + def check_min_threshold(self, emis_rate: float) -> bool: + if self._min_threshold is not None: + return emis_rate >= self._min_threshold + return True + + def _measure_rate(self, true_rate: float) -> float: + return self._quantification_predictor.predict(true_rate) diff --git a/LDAR_Sim/src/sensors/default_site_level_sensor.py b/LDAR_Sim/src/sensors/default_site_level_sensor.py new file mode 100644 index 000000000..2020d3da0 --- /dev/null +++ b/LDAR_Sim/src/sensors/default_site_level_sensor.py @@ -0,0 +1,86 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: default_site_level_sensor +Purpose: The provides default behaviors for site level sensors + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from typing import Union +from constants.sensor_constants import QuantificationTypes +from scheduling.schedule_dataclasses import SiteSurveyReport +from sensors.default_sensor import DefaultSensor +from virtual_world.emission_types.emission import Emission +from virtual_world.sites import Site +from constants.param_default_const import Levels + + +class DefaultSiteLevelSensor(DefaultSensor): + SURVEY_LEVEL = Levels.SITE_LEVEL + + def __init__( + self, + mdl: Union[list[float], float], + quantification_parameters: list[float], + quantification_type: str = QuantificationTypes.DEFAULT.value, + input_dir: str = None, + ) -> None: + super().__init__( + mdl, + quantification_parameters, + quantification_type, + input_dir=input_dir, + ) + + def detect_emissions(self, site: Site, meth_name: str, survey_report: SiteSurveyReport) -> bool: + detectable_emissions: dict[str, dict[str, list[Emission]]] = site.get_detectable_emissions( + method_name=meth_name + ) + site_level_emission_rate: float = sum( + [ + emission.get_rate() + for eq_emis_list in detectable_emissions.values() + for emis_list in eq_emis_list.values() + for emission in emis_list + ] + ) + + emissions_detected: bool = self._rate_detected(site_level_emission_rate) + + if emissions_detected: + site_level_measured_rate: float = self._measure_rate(site_level_emission_rate) + for eq_emis_list in detectable_emissions.values(): + for emis_list in eq_emis_list.values(): + for emission in emis_list: + emission.update_detection_records( + company=meth_name, detect_date=survey_report.survey_completion_date + ) + else: + site_level_measured_rate: float = 0.0 + + self._fill_detection_report( + survey_report, site_level_emission_rate, site_level_measured_rate + ) + return emissions_detected + + def _fill_detection_report( + self, + survey_report: SiteSurveyReport, + true_site_rate: float, + measured_site_rate: float, + ) -> None: + survey_report.site_true_rate = true_site_rate + survey_report.site_measured_rate = measured_site_rate + survey_report.survey_level = self.SURVEY_LEVEL diff --git a/LDAR_Sim/src/sensors/quantification/__init__.py b/LDAR_Sim/src/sensors/quantification/__init__.py new file mode 100644 index 000000000..97d765ee3 --- /dev/null +++ b/LDAR_Sim/src/sensors/quantification/__init__.py @@ -0,0 +1,3 @@ +from .default_quantification_predictor import DefaultQuantificationPredictor # noqa +from .uniform_quantification_predictor import UniformQuantificationPredictor # noqa +from .sampling_quantification_predictor import SamplingQuantificationPredictor # noqa diff --git a/LDAR_Sim/src/sensors/quantification/default_quantification_predictor.py b/LDAR_Sim/src/sensors/quantification/default_quantification_predictor.py new file mode 100644 index 000000000..d23ea72bf --- /dev/null +++ b/LDAR_Sim/src/sensors/quantification/default_quantification_predictor.py @@ -0,0 +1,79 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: default_quantification_predictor.py +Purpose: The provides default behaviors for emissions quantification + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import numpy as np + + +class DefaultQuantificationPredictor: + """ + A class representing a default quantification predictor. + + Attributes: + _quantification_standard_deviation (float): The standard deviation of + the quantification 95% confidence interval. + _quantification_centre (float): The centre/mean of the quantification shift. + + Methods: + predict(true_rate): + Predicts the quantified rate for a given true rate. + """ + + def __init__( + self, + quantification_95_percent_ci_lower_range: float, + quantification_95_percent_ci_upper_range: float, + ): + """ + Initializes a new instance of the UniformQuantificationPredictor class. + + Args: + quantification_95_percent_ci_lower_range (float): The lower range of the + quantification 95% confidence interval. + quantification_95_percent_ci_upper_range (float): The upper range of the + quantification 95% confidence interval. + + """ + quantification_95_percent_ci_width: float = abs( + quantification_95_percent_ci_upper_range - quantification_95_percent_ci_lower_range + ) + # We assume the empirical rule that 95% of the data lies within 2 + # standard deviations of the mean. This means that u-2s = lower bound + # and u+2s = upper bound, where u is the mean and s is the standard deviation. + # Therefore, we can calculate the standard deviation s = (upper bound - lower bound) / 4 + self._quantification_standard_deviation: float = quantification_95_percent_ci_width / 4.0 + + self._quantification_centre: float = ( + quantification_95_percent_ci_upper_range + quantification_95_percent_ci_lower_range + ) / 2.0 + + def predict(self, true_rate: float) -> float: + """ + Predicts the quantified rate based on a given true rate. + + Args: + true_rate (float): The true rate. + + Returns: + float: The predicted quantified rate. + """ + quantification_shift: float = np.random.normal( + loc=self._quantification_centre, scale=self._quantification_standard_deviation + ) + return max(true_rate * (1 + (quantification_shift / 100)), 0) diff --git a/LDAR_Sim/src/sensors/quantification/sampling_quantification_predictor.py b/LDAR_Sim/src/sensors/quantification/sampling_quantification_predictor.py new file mode 100644 index 000000000..5266d6d2d --- /dev/null +++ b/LDAR_Sim/src/sensors/quantification/sampling_quantification_predictor.py @@ -0,0 +1,88 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: sampling_quantification_predictor.py +Purpose: Provides an emissions quantification predictor that samples + quantification errors from a file + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from pathlib import Path +import numpy as np +import pandas as pd +import constants.error_messages as em + + +class SamplingQuantificationPredictor: + """ + A class that predicts quantified rates based on sampling from a list of + possible quantification errors. + + Attributes: + _quantification_errors (numpy.ndarray): Array of quantification errors. + + Methods: + __init__(quantification_file, quantification_column): Initializes the + SamplingQuantificationPredictor object. + predict(true_rate): Predicts the quantification shift based on the true rate. + """ + + def __init__(self, quantification_file: str, quantification_column: str, input_dir: Path): + """ + Initializes the SamplingQuantificationPredictor object. + + Args: + quantification_file (str): The path to the file containing quantification errors. + quantification_column (str): The name of the column in the file + containing quantification errors to sample from. + """ + self._set_quantification_errors(quantification_file, quantification_column, input_dir) + + def _set_quantification_errors( + self, quantification_file: str, quantification_column: str, input_dir: Path + ): + try: + # Directly read the required column and drop NaN values, reducing memory usage + self._quantification_errors = ( + pd.read_csv(input_dir / quantification_file, usecols=[quantification_column]) + .dropna()[quantification_column] + .to_numpy() + ) + except FileNotFoundError: + raise FileNotFoundError( + em.Input_Processing_Messages.QUANTIFICATION_FILE_NOT_FOUND.format( + quantification_file=quantification_file, input_dir=input_dir + ) + ) + except ValueError: + raise ValueError( + em.Input_Processing_Messages.QUANTIFICATION_INVALID_COLUMN.format( + quantification_column=quantification_column, + quantification_file=quantification_file, + ) + ) + + def predict(self, true_rate: float) -> float: + """ + Predicts the quantified rate based on the true rate. + + Args: + true_rate (float): The true rate for which the quantified rate is predicted. + + Returns: + float: The predicted quantified rate. + """ + quantification_shift: float = np.random.choice(self._quantification_errors) + return max(true_rate * (1 + (quantification_shift / 100)), 0) diff --git a/LDAR_Sim/src/sensors/quantification/uniform_quantification_predictor.py b/LDAR_Sim/src/sensors/quantification/uniform_quantification_predictor.py new file mode 100644 index 000000000..ba178416e --- /dev/null +++ b/LDAR_Sim/src/sensors/quantification/uniform_quantification_predictor.py @@ -0,0 +1,68 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: uniform_quantification_predictor.py +Purpose: The provides an emissions quantification predictor that uses a uniform distribution + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import numpy as np + + +class UniformQuantificationPredictor: + """ + A class representing a uniform quantification predictor. + + Attributes: + _upper_range (float): The upper range of the quantification 95% confidence interval. + _lower_range (float): The lower range of the quantification 95% confidence interval. + + + Methods: + predict(true_rate): + Predicts the quantified rate for a given true rate. + """ + + def __init__( + self, + quantification_95_percent_ci_lower_range: float, + quantification_95_percent_ci_upper_range: float, + ): + """ + Initializes a new instance of the UniformQuantificationPredictor class. + + Args: + quantification_95_percent_ci_lower_range (float): The lower range of the + quantification 95% confidence interval. + quantification_95_percent_ci_upper_range (float): The upper range of the + quantification 95% confidence interval. + + """ + + self._lower_range = quantification_95_percent_ci_lower_range + self._upper_range = quantification_95_percent_ci_upper_range + + def predict(self, true_rate: float) -> float: + """ + Predicts the quantified rate based on a given true rate. + + Args: + true_rate (float): The true rate. + + Returns: + float: The predicted quantified rate. + """ + quantification_shift: float = np.random.uniform(self._lower_range, self._upper_range) + return max(true_rate * (1 + (quantification_shift / 100)), 0) diff --git a/LDAR_Sim/src/simulation/__init__.py b/LDAR_Sim/src/simulation/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/simulation/sensitivity_simulation_manager.py b/LDAR_Sim/src/simulation/sensitivity_simulation_manager.py new file mode 100644 index 000000000..2a4198e32 --- /dev/null +++ b/LDAR_Sim/src/simulation/sensitivity_simulation_manager.py @@ -0,0 +1,150 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sensitivity_simulation_manager.py +# Purpose: Manages the simulation for sensitivity analysis, including state +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import gc +import os +import shutil +from pathlib import Path + +import sensitivity_analysis.parameter_variator +from constants import param_default_const as pdc +from constants.sensitivity_analysis_constants import SensitivityAnalysisMapping as sens_map +from file_processing.input_processing.input_manager import InputManager +from initialization.args import get_abs_path +from parameters.parameters_holder import ParametersHolder +from sensitivity_analysis.sensitivity_analysis_results_manager import ( + SensitivityAnalysisResultsManager, +) +from simulation.simulation_manager import SimulationManager + + +class SensitivitySimulationManager(SimulationManager): + def __init__(self, input_manager: InputManager, parameter_filenames: list[str]): + self._read_in_original_parameters(input_manager, parameter_filenames) + self.setup_sensitivity_properties() + self.generate_parameters_holder() + + def _read_in_original_parameters( + self, + input_manager: InputManager, + parameter_filenames: list[str], + ): + if "out_dir" in parameter_filenames: + self.original_sim_params: dict = input_manager.read_and_validate_parameters( + parameter_filenames["parameter_files"] + ) + self.original_out_dir = get_abs_path(parameter_filenames[pdc.Sim_Setting_Params.OUTPUT]) + else: + self.original_sim_params: dict = input_manager.read_and_validate_parameters( + parameter_filenames + ) + self.original_out_dir = get_abs_path( + self.original_sim_params[pdc.Sim_Setting_Params.OUTPUT] + ) + + self._set_original_parameters() + + def _set_original_parameters(self): + self.original_programs = self.original_sim_params.pop(pdc.Levels.PROGRAM) + self.original_virtual_world = self.original_sim_params.pop(pdc.Levels.VIRTUAL) + self.original_output_params = self.original_sim_params.pop(pdc.Levels.OUTPUTS) + self.original_base_program = self.original_sim_params[pdc.Sim_Setting_Params.BASELINE] + + def setup_sensitivity_properties(self): + self.sensitivity_results_manager: SensitivityAnalysisResultsManager = None + self.sensitivity_simulation_parameters: list[ParametersHolder] = None + self.number_of_sens_variations: int = None + self.sensitivity_program: str = None + + def generate_parameters_holder(self): + self.parameters_holder = ParametersHolder( + self.original_sim_params, + self.original_programs, + self.original_virtual_world, + self.original_output_params, + self.original_base_program, + ) + + def setup_for_sensitivity_analysis(self, sensitivity_info: dict): + self.number_of_sens_variations = sensitivity_info[ + sens_map.SENS_PARAM_MAPPING[sens_map.SENS_SET_COUNT] + ] + self.sensitivity_program = self.parameters_holder.get_non_baseline_program() + + sensitivity_summary_outputs_info: dict = sensitivity_info.pop(sens_map.SENS_SUMMARY_INFO) + + self.sensitivity_simulation_parameters: list[ParametersHolder] = ( + sensitivity_analysis.parameter_variator.vary_parameter_values( + self.parameters_holder, + self.sensitivity_program, + **sensitivity_info, + ) + ) + + self.sensitivity_results_manager = SensitivityAnalysisResultsManager( + out_dir=self.original_out_dir, + parameter_variations=sensitivity_info[sens_map.PARAM_VARIATIONS], + sens_level=sensitivity_info[sens_map.PARAM_LEVEL], + sens_summary_info=sensitivity_summary_outputs_info, + ) + + self.initialize_original_outputs() + + def initialize_original_outputs(self): + if os.path.exists(self.original_out_dir): + shutil.rmtree(self.original_out_dir) + os.makedirs(self.original_out_dir) + + def run_sensitivity_analysis(self): + for sim_params in self.sensitivity_simulation_parameters: + gc.collect() + self.set_simulation_parameters(sim_params) + self.setup_properties() + self.check_inputs() + self.initialize_outputs(None, False) + self.check_generator_files() + self.setup_infrastructure() + self.setup_emissions() + self.setup_weather() + self.setup_daylight() + self.initialize_summary_managers() + self.run_simulations(DEBUG=False) + self.generate_summary_results() + self.generate_sensitive_analysis_results() + + def set_simulation_parameters(self, sim_params: ParametersHolder): + self.sim_params: dict = sim_params.get_simulation_settings() + self.out_dir: Path = get_abs_path(self.sim_params[pdc.Sim_Setting_Params.OUTPUT]) + self.base_program: str = self.sim_params[pdc.Sim_Setting_Params.BASELINE] + self.in_dir: Path = get_abs_path(self.sim_params[pdc.Sim_Setting_Params.INPUT]) + self.programs: dict = sim_params.get_programs() + self.virtual_world: dict = sim_params.get_virtual_world() + self.output_params: dict = sim_params.get_output() + self.preseed_random: bool = self.sim_params[pdc.Sim_Setting_Params.PRESEED] + + self._set_methods() + + def generate_sensitive_analysis_results(self): + self.sensitivity_results_manager.gen_sensitivity_results(self.sensitivity_program) + self.sensitivity_results_manager.gen_sensitivity_visualizations(self.sensitivity_program) + self.sensitivity_results_manager.save_sensitivity_variations_mapping( + self.number_of_sens_variations + ) + self.sensitivity_results_manager.gen_sensitivity_summary_results() diff --git a/LDAR_Sim/src/simulation/simulation_helpers.py b/LDAR_Sim/src/simulation/simulation_helpers.py new file mode 100644 index 000000000..04605a174 --- /dev/null +++ b/LDAR_Sim/src/simulation/simulation_helpers.py @@ -0,0 +1,123 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: simulation_helpers.py +# Purpose: Helper functions for running simulations +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import copy + +from math import floor +import os +from pathlib import Path + + +from ldar_sim import LdarSim +from programs.program import Program + +from constants import param_default_const as pdc +from constants.output_messages import RuntimeMessages as rm +from virtual_world.infrastructure import Infrastructure + + +from datetime import date + + +import gc + + +def batch_simulations(simulation_count: int) -> list[int]: + if simulation_count > 5: + simulation_batches = floor(simulation_count / 5.0) + sim_counts = [5] * simulation_batches + remainder = simulation_count % 5 + if remainder > 0: + sim_counts.append(remainder) + else: + sim_counts = [simulation_count] + + return sim_counts + + +def simulate( + daylight, + weather, + sim_num: int, + prog_name: str, + meth_params, + prog_param, + sim_settings, + virtual_world, + output_params, + infrastructure: Infrastructure, + input_dir: Path, + output_dir: Path, + preseed_timeseries, + lock, + prog_measured_df, +): + if lock is not None: + with lock: + infra = copy.deepcopy(infrastructure) + else: + infra = copy.deepcopy(infrastructure) + gc.collect() + program: Program = Program( + prog_name, + weather, + daylight, + meth_params, + infra._sites, + date(*virtual_world[pdc.Virtual_World_Params.START_DATE]), + date(*virtual_world[pdc.Virtual_World_Params.END_DATE]), + virtual_world[pdc.Virtual_World_Params.CONSIDER_WEATHER], + prog_param, + input_dir=input_dir, + ) + infra.setup(program.get_method_names()) + print(rm.SIM_PROG.format(prog_name=prog_name)) + simulation: LdarSim = LdarSim( + sim_num, + sim_settings, + virtual_world, + output_params, + program, + infra, + input_dir, + output_dir, + preseed_timeseries, + prog_measured_df, + ) + simulation.run_simulation() + print(rm.FIN_PROG.format(prog_name=prog_name)) + gc.collect() + return + + +def remove_non_preseed_files(directory): + """ + Remove all files in the given directory except for 'preseed.p'. + + :param directory: Path to the directory to clean up. + """ + try: + for filename in os.listdir(directory): + file_path = os.path.join(directory, filename) + if os.path.isfile(file_path) and "preseed" not in filename: + os.remove(file_path) + except Exception as e: + print(f"An error occurred: {e}") diff --git a/LDAR_Sim/src/simulation/simulation_manager.py b/LDAR_Sim/src/simulation/simulation_manager.py new file mode 100644 index 000000000..6f65e3eb6 --- /dev/null +++ b/LDAR_Sim/src/simulation/simulation_manager.py @@ -0,0 +1,316 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: simulation_manager.py +# Purpose: Class to manage the simulation process and state +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import gc +import logging +import multiprocessing as mp +import os +import shutil +import sys +from datetime import date +from pathlib import Path +from typing import Tuple + +import pandas as pd +from constants import param_default_const as pdc +from constants.error_messages import Runtime_Error_Messages as rem +from constants.file_name_constants import Generator_Files, Output_Files +from constants.output_messages import RuntimeMessages as rm +from file_processing.input_processing.input_manager import InputManager +from file_processing.output_processing.summary_output_helpers import get_non_baseline_prog_names +from file_processing.output_processing.summary_output_manager import SummaryOutputManager +from file_processing.output_processing.summary_visualization_manager import ( + SummaryVisualizationManager, +) +from initialization.args import get_abs_path +from initialization.initialize_emissions import initialize_emissions, read_in_emissions +from initialization.initialize_infrastructure import initialize_infrastructure +from initialization.preseed import gen_seed_emis +from log_utils.logging_config import setup_logging_to_output +from simulation.simulation_helpers import batch_simulations, simulate +from utils.generic_functions import check_ERA5_file +from utils.prog_method_measured_func import ( + filter_deployment_tf_by_program_methods, + set_up_tf_method_deployed_df, +) +from virtual_world.infrastructure import Infrastructure +from weather.daylight_calculator import DaylightCalculatorAve +from weather.weather_lookup import WeatherLookup as WL + + +class SimulationManager: + def __init__( + self, + input_manager: InputManager, + parameter_filenames: list[str], + ) -> None: + self._read_in_parameters(input_manager, parameter_filenames) + self.setup_properties() + self.initialize_summary_managers() + + def _read_in_parameters( + self, + input_manager: InputManager, + parameter_filenames: list[str], + ) -> None: + if "out_dir" in parameter_filenames: + self.sim_params: dict = input_manager.read_and_validate_parameters( + parameter_filenames["parameter_files"] + ) + self.out_dir = get_abs_path(parameter_filenames[pdc.Sim_Setting_Params.OUTPUT]) + else: + self.sim_params: dict = input_manager.read_and_validate_parameters(parameter_filenames) + self.out_dir = get_abs_path(self.sim_params[pdc.Sim_Setting_Params.OUTPUT]) + + self._set_parameters() + + def _set_parameters(self) -> None: + self.base_program: str = self.sim_params[pdc.Sim_Setting_Params.BASELINE] + self.in_dir: Path = get_abs_path(self.sim_params[pdc.Sim_Setting_Params.INPUT]) + self.programs: dict = self.sim_params.pop(pdc.Levels.PROGRAM) + self.virtual_world: dict = self.sim_params.pop(pdc.Levels.VIRTUAL) + self.output_params: dict = self.sim_params.pop(pdc.Levels.OUTPUTS) + self.preseed_random: bool = self.sim_params[pdc.Sim_Setting_Params.PRESEED] + + self._set_methods() + + def _set_methods(self) -> None: + self.methods = { + method: self.programs[program][pdc.Levels.METHOD][method] + for program in self.programs + for method in self.programs[program][pdc.Program_Params.METHODS] + } + + def setup_properties(self) -> None: + self.emis_preseed_val: list[int] = None + self.generator_dir = self.in_dir / Generator_Files.GENERATOR_FOLDER + self.force_remake_gen: bool = False + self.infrastructure: Infrastructure = None + self.hash_file_exists: bool = False + self.site_measurement_matrix: pd.DataFrame = None + self.simulation_count: int = self.sim_params[pdc.Sim_Setting_Params.SIMS] + self.sim_start_date: date = date(*self.virtual_world[pdc.Virtual_World_Params.START_DATE]) + self.sim_end_date: date = date(*self.virtual_world[pdc.Virtual_World_Params.END_DATE]) + self.seed_timeseries: dict[date, int] = None + self.weather: WL = None + self.keep_all_program_outputs: bool = self.output_params[pdc.Output_Params.PROGRAM_OUTPUTS][ + pdc.Output_Params.KEEP_ALL_PROGRAM_OUTPUTS + ] + self.pre_simulation_emissions: bool = self.virtual_world[pdc.Virtual_World_Params.EMIS][ + pdc.Virtual_World_Params.PRE_SIM_EMIS + ] + self.calc_simulation_years() + + def initialize_summary_managers(self) -> None: + self.summary_stats_manager: SummaryOutputManager = SummaryOutputManager( + output_path=self.out_dir, + output_config=self.output_params, + sim_years=self.simulation_years, + programs=self.programs, + ) + + self.summary_visualization_manager: SummaryVisualizationManager = ( + SummaryVisualizationManager( + output_config=self.output_params, + output_dir=self.out_dir, + baseline_program=self.base_program, + site_count=self.virtual_world[pdc.Virtual_World_Params.N_SITES], + ) + ) + + def check_inputs(self) -> None: + check_ERA5_file(self.in_dir, self.virtual_world) + has_base: bool = self.base_program in self.programs + + if not (has_base): + logger: logging.Logger = logging.getLogger(__name__) + logger.error(rem.NO_BASE_PROG_ERROR) + sys.exit() + + def initialize_outputs( + self, + input_manager: InputManager, + write_parameters: bool = True, + setup_output_logging: bool = False, + ) -> None: + if os.path.exists(self.out_dir): + shutil.rmtree(self.out_dir) + os.makedirs(self.out_dir) + if setup_output_logging: + setup_logging_to_output(self.out_dir) + if write_parameters: + input_manager.write_parameters(self.out_dir / Output_Files.PARAMETER_FILE) + + def check_generator_files(self) -> bool: + + if os.path.exists(self.generator_dir): + print(rm.GEN_WARNING_MSG) + + if self.preseed_random: + self.emis_preseed_val, self.force_remake_gen = gen_seed_emis( + self.simulation_count, self.generator_dir + ) + + def setup_infrastructure(self) -> None: + + self.site_measurement_matrix = set_up_tf_method_deployed_df( + self.methods, self.virtual_world[pdc.Virtual_World_Params.N_SITES] + ) + + print(rm.INIT_INFRA) + + self.infrastructure, self.hash_file_exists = initialize_infrastructure( + self.methods, + self.programs, + self.virtual_world, + self.generator_dir, + self.in_dir, + self.preseed_random, + self.emis_preseed_val, + self.force_remake_gen, + ) + + self.infrastructure.gen_site_measured_tf_data(self.methods, self.site_measurement_matrix) + + def setup_emissions(self) -> None: + print(rm.INIT_EMISS) + self.seed_timeseries = initialize_emissions( + self.simulation_count, + self.preseed_random, + self.emis_preseed_val, + self.hash_file_exists, + self.infrastructure, + self.sim_start_date, + self.sim_end_date, + self.generator_dir, + pre_simulation_emissions=self.pre_simulation_emissions, + ) + + def setup_weather(self) -> None: + print(rm.INIT_WEATHER) + self.weather = WL(self.virtual_world, self.in_dir) + self.infrastructure.set_weather_index(self.weather) + + def setup_daylight(self) -> None: + print(rm.INIT_DAYLIGHT) + self.daylight = DaylightCalculatorAve( + self.infrastructure.get_site_avrg_lat_lon(), + self.sim_start_date, + self.sim_end_date, + ) + + def calc_simulation_years(self) -> None: + self.simulation_years = [ + year for year in range(self.sim_start_date.year, self.sim_end_date.year + 1) + ] + + def run_simulations(self, DEBUG: bool) -> None: + sim_counts: list[int] = batch_simulations(self.simulation_count) + if DEBUG: + self._run_simulations_debug(sim_counts=sim_counts) + else: + self._run_simulation_multiprocessing(sim_counts=sim_counts) + + def _run_simulations_debug(self, sim_counts: list[int]) -> None: + for batch_count, sim_count in enumerate(sim_counts): + for simulation in range(sim_count): + simulation_number: int = batch_count * 5 + simulation + print(rm.SIM_SET.format(simulation_number=simulation_number)) + program_data: list[Tuple] = self._setup_programs( + simulation_number=simulation_number + ) + for program in program_data: + simulate(*program) + print(rm.FIN_SIM_SET.format(simulation_number=simulation_number)) + print(rm.BATCH_CLEAN.format(batch_count=batch_count)) + self.summary_stats_manager.gen_summary_outputs( + batch_count != 0 and (not self.keep_all_program_outputs) + ) + + def _run_simulation_multiprocessing(self, sim_counts: list[int]) -> None: + n_processes: int = self.sim_params[pdc.Sim_Setting_Params.PROCESS] + if len(self.programs) < n_processes: + n_processes = len(self.programs) + with mp.Manager() as manager: + lock = manager.Lock() + for batch_count, sim_count in enumerate(sim_counts): + for simulation in range(sim_count): + simulation_number: int = batch_count * 5 + simulation + print(rm.SIM_SET.format(simulation_number=simulation_number)) + program_data: list[Tuple] = self._setup_programs( + simulation_number=simulation_number, lock=lock + ) + with mp.Pool(processes=n_processes) as p: + _ = p.starmap( + simulate, + program_data, + ) + gc.collect() + print(rm.FIN_SIM_SET.format(simulation_number=simulation_number)) + print(rm.BATCH_CLEAN.format(batch_count=batch_count)) + self.summary_stats_manager.gen_summary_outputs( + batch_count != 0 and (not self.keep_all_program_outputs) + ) + + def _setup_programs( + self, + simulation_number: int, + lock=None, + ) -> None: + # read in pregen emissions + infra: Infrastructure = read_in_emissions( + self.infrastructure, self.generator_dir, simulation_number + ) + prog_data: list = [] + for program in self.programs: + meth_params = {} + prog_measured_df = filter_deployment_tf_by_program_methods( + self.site_measurement_matrix, self.programs[program][pdc.Program_Params.METHODS] + ) + for meth in self.programs[program][pdc.Program_Params.METHODS]: + meth_params[meth] = self.methods[meth] + prog_data.append( + ( + self.daylight, + self.weather, + simulation_number, + program, + meth_params, + self.programs[program], + self.sim_params, + self.virtual_world, + self.output_params, + infra, + self.in_dir, + self.out_dir, + self.seed_timeseries, + lock, + prog_measured_df, + ) + ) + return prog_data + + def generate_summary_results(self) -> None: + + if self.summary_stats_manager.make_cost_summary(): + non_baseline_progs = get_non_baseline_prog_names(self.programs, self.base_program) + self.summary_stats_manager.gen_cost_summary_outputs(non_baseline_progs) + self.summary_visualization_manager.gen_visualizations() diff --git a/LDAR_Sim/src/stdout_redirect.py b/LDAR_Sim/src/stdout_redirect.py deleted file mode 100644 index 1010e37a5..000000000 --- a/LDAR_Sim/src/stdout_redirect.py +++ /dev/null @@ -1,57 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: stdout_redirect.py -# Purpose: Redirects std.out or similar streams -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import threading - - -class stdout_redirect: - def __init__(self, redirects): - ''' - constructor takes a redirect stream - redirects = a list of file like objects to push to - ''' - self.redirects = redirects - return - - def write(self, text): - ''' - text is the text to push to the stdout - ''' - for w in self.redirects: - try: - with threading.Lock(): - w.write(text) - except ValueError: - pass - - return - - def flush(self): - ''' - flush method - ''' - for w in self.redirects: - try: - w.flush() - except ValueError: - pass - - return diff --git a/LDAR_Sim/src/time_counter.py b/LDAR_Sim/src/time_counter.py index b00f418f6..c2aba7fb3 100644 --- a/LDAR_Sim/src/time_counter.py +++ b/LDAR_Sim/src/time_counter.py @@ -3,7 +3,6 @@ # File: Time counter # Purpose: Initialize time object and keeps track of simulation time # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,25 +18,23 @@ # # ------------------------------------------------------------------------------ -from datetime import datetime, timedelta -from statistics import mean +from datetime import date, timedelta -import pytz -from timezonefinder import TimezoneFinder +# from statistics import mean + +# import pytz +# from timezonefinder import TimezoneFinder class TimeCounter: - def __init__(self, parameters): + def __init__(self, start_date, end_date) -> None: """ Initialize a calendar and clock to count through the simulation. """ - self.parameters = parameters - self.start_date = datetime(*parameters['start_date']) - self.end_date = datetime(*parameters['end_date']) - self.timesteps = (self.end_date - self.start_date).days - self.current_date = self.start_date - self.current_timestep = 0 + self._start_date = date(*start_date) + self._end_date = date(*end_date) + self.current_date = self._start_date return def next_day(self): @@ -46,22 +43,31 @@ def next_day(self): """ self.current_date += timedelta(days=1) - self.current_timestep += 1 return - def set_UTC_offset(self, sites): - ''' - set UTC offset based on average site lat longs + def at_simulation_end(self) -> bool: + if self.current_date > self._end_date: + return True + else: + return False + + # TODO implement a get average lat, lon method in infrastructure + # and then move the rest of this logic to somewhere in hourly weather, + # since that is where its used + # + # def set_UTC_offset(self, sites): + # """ + # set UTC offset based on average site lat longs - Uses current (now()) offset - ''' - avg_lat = mean([float(site['lat']) for site in sites]) - avg_lon = mean([float(site['lon']) for site in sites]) - tf = TimezoneFinder() - timezone_str = tf.timezone_at(lng=avg_lon, lat=avg_lat) - # This uses the current time to estimate offset, so if running - # software during DST, the the offset will include DST. Fix this - # someday, by keeping timezone as a site variable and localizing - # very year. - tz_now = datetime.now(pytz.timezone(timezone_str)) - self.UTC_offset = tz_now.utcoffset().total_seconds()/60/60 + # Uses current (now()) offset + # """ + # avg_lat = mean([float(site["lat"]) for site in sites]) + # avg_lon = mean([float(site["lon"]) for site in sites]) + # tf = TimezoneFinder() + # timezone_str = tf.timezone_at(lng=avg_lon, lat=avg_lat) + # # This uses the current time to estimate offset, so if running + # # software during DST, then the offset will include DST. Fix this + # # someday, by keeping timezone as a site variable and localizing + # # every year. + # tz_now = date.now(pytz.timezone(timezone_str)) + # self.UTC_offset = tz_now.utcoffset().total_seconds() / 60 / 60 diff --git a/LDAR_Sim/src/utils/__init__.py b/LDAR_Sim/src/utils/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/utils/attribution.py b/LDAR_Sim/src/utils/attribution.py deleted file mode 100644 index 6318b9082..000000000 --- a/LDAR_Sim/src/utils/attribution.py +++ /dev/null @@ -1,98 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: utils.attribute_leaks -# Purpose: When a leak is observed, Identify who 'found' a leak and if the leak is new -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -def update_tag(leak, site, timeseries, time_obj, company, crew_id=1): - """ Updates the tag on a leak. If a leak is not tagged - This funciton will tag. If it is already tagged, the - leak will be added as a redundant tag. - - Args: - leak (leak obj): Leak object. See initialization.leaks for details - site (dict): site object - timeseries (timeseries obj): ie self.timeseries - time_obj (current time obj): current time state. ie self.state['t'] - company (str): Company responsible for detecting leak - crew_id (int, optional): [int]. Defaults to 1. crew responsible for detecting - - Returns: - [bool]: Is the leak new? - """ - if leak['tagged']: - if company == 'natural': - # natural can still repair a tagged leak - leak['date_tagged'] = time_obj.current_date - leak['tagged_by_company'] = company - elif leak['tagged_by_company'] == company: - timeseries['{}_redund_tags'.format(company)][ - time_obj.current_timestep] += 1 - return False - - elif not leak['tagged']: - # Add these leaks to the 'tag pool' - leak['tagged'] = True - leak['date_tagged'] = time_obj.current_date - leak['tagged_by_company'] = company - leak['tagged_by_crew'] = crew_id - timeseries['{}_n_tags'.format(company)][time_obj.current_timestep] += 1 - # if initially flagged give credit to flagging company - if site['currently_flagged'] and site['flagged_by'] is not None: - leak['init_detect_by'] = site['flagged_by'] - leak['init_detect_date'] = site['date_flagged'] - else: - leak['init_detect_by'] = company - leak['init_detect_date'] = leak['date_tagged'] - return True - - -def update_flag(config, site, timeseries, time_obj, campaign, company, consider_venting=False): - """ Updates the flag on a site. If a site is not flagged - This funciton will flag. If it is already flagged, the - site will be marked as either" - redundant: if the site is already flagged - redundant 2: if The site is not tagged by is not site has active tagged leaks - flag w/o venting: Would the site have been flagged without venting - Args: - config (dict): Method parameters - site (dict): Site output from screening survey - timeseries (timeseries obj): ie self.timeseries - time_obj (current time obj): current time state. ie self.state['t'] - company (str): Company responsible for detecting leak - consider_venting (bool): is venting enabled in method? - """ - site_obj = site['site'] - site_true_rate = site['site_measured_rate'] - venting = site['vent_rate'] - if site_obj['currently_flagged']: - timeseries['{}_flags_redund1'.format(company)][time_obj.current_timestep] += 1 - else: - # Flag the site for follow-up - site_obj['currently_flagged'] = True - site_obj['date_flagged'] = time_obj.current_date - site_obj['flagged_by'] = company - if company in campaign: - campaign[company]['sites_followed_up'].add(site_obj['facility_ID']) - timeseries['{}_eff_flags'.format(company)][time_obj.current_timestep] += 1 - - # Check to see if the site has any leaks that are active and tagged - site_leaks = len([lk for lk in site_obj['active_leaks'] if lk['tagged']]) - - if site_leaks > 0: - timeseries['{}_flags_redund2'.format(company)][time_obj.current_timestep] += 1 - - # Would the site have been chosen without venting? - if consider_venting: - if (site_true_rate - venting) < config['follow_up']['thresh']: - timeseries['{}_flag_wo_vent'.format(company)][time_obj.current_timestep] += 1 diff --git a/LDAR_Sim/src/utils/check_parameter_types.py b/LDAR_Sim/src/utils/check_parameter_types.py index c05d20643..023a7c581 100644 --- a/LDAR_Sim/src/utils/check_parameter_types.py +++ b/LDAR_Sim/src/utils/check_parameter_types.py @@ -3,7 +3,6 @@ # File: utils.check_parameter_types # Purpose: Check input parameter types # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,15 +18,19 @@ # # ------------------------------------------------------------------------------ +import logging import sys +from constants.general_const import Placeholder_Constants as pc +from constants.error_messages import Initialization_Messages as im -def check_types(default, test, omit_keys=None, fatal=False): +def check_types(default, test, name, omit_keys=None, fatal=False): """Helper function to recursively check the type of parameter dictionaries :param default: default element to test :param test: test element to test + :param file_name: name of the file being tested :param omit_keys: a list of dictionary keys to omit from further recursive testing - :param fatal: boolean to control whether sys.exit() is called upon a error + :param fatal: boolean to control whether sys.exit() is called upon an error """ # Infer 'None' to an empty list if omit_keys is None: @@ -39,11 +42,11 @@ def check_types(default, test, omit_keys=None, fatal=False): type_ok = True elif type(default) is float and type(test) is int: type_ok = True - elif default == '_placeholder_int_' and (type(test) is int): + elif default == pc.PLACEHOLDER_INT and (type(test) is int): type_ok = True - elif default == '_placeholder_float_' and (type(test) is int or type(test) is float): + elif default == pc.PLACEHOLDER_FLOAT and (type(test) is int or type(test) is float): type_ok = True - elif default == '_placeholder_str_' and type(test) is str: + elif default == pc.PLACEHOLDER_STR and type(test) is str: type_ok = True else: type_ok = False @@ -54,23 +57,31 @@ def check_types(default, test, omit_keys=None, fatal=False): for i in test: if i not in omit_keys: if i not in default: - print( - 'Key ' + i + - ' present in test parameters, but not in default parameters') + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.PARAMETER_CREATION_ERROR_MESSAGE.format(key=i, name=name)) + fatal = True if fatal: sys.exit() else: - check_types(default[i], test[i], omit_keys=omit_keys, fatal=fatal) + check_types(default[i], test[i], name, omit_keys=omit_keys, fatal=fatal) elif isinstance(test, list): if len(default) > 0 and len(test) > 0: for i in range(len(test)): - check_types(default[0], test[i], omit_keys=omit_keys, fatal=fatal) + check_types(default[0], test[i], name, omit_keys=omit_keys, fatal=fatal) else: - print('Parameter type mismatch') - print('Default parameter: ' + str(default) + ' is ' + str(type(default))) - print('Test parameter: ' + str(test) + ' is ' + str(type(test))) + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + im.PARAMETER_TYPE_MISMATCH_ERROR_MESSAGE.format( + default=str(default), + def_type=str(type(default)), + test=str(test), + test_type=str(type(test)), + name=name, + ) + ) + fatal = True if fatal: sys.exit() diff --git a/LDAR_Sim/src/utils/distributions.py b/LDAR_Sim/src/utils/distributions.py deleted file mode 100644 index d1a320684..000000000 --- a/LDAR_Sim/src/utils/distributions.py +++ /dev/null @@ -1,101 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: utils.distributions -# Purpose: fit leaks to different distributions -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -import json - -import numpy as np -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -import scipy -from utils.unit_converter import gas_convert - - -def fit_dist(samples=None, dist_type="lognorm", loc=0, shape=None, scale=None): - """Fit a distribution (leak rates) by a distribution type. - Args: - samples (list, optional): List of samples (leak rates in g/s) - dist_type (str, optional): scipy distribution type. Defaults to "lognorm". - loc (int, optional): scipy loc field - linear shift to dist. Defaults to 0. - shape (list, float, or string): scipy shape parameters - scale/mu (float): scipy scale parameters* Except for lognorm. This willbe a mu value, - scale = exp(mu). - see distributions in https://docs.scipy.org/doc/scipy/reference/stats.html forname, method, - and shape /scale purpose. - Returns: - Scipy distribution Object: Distribution object, can be called with rvs, pdf,cdf exc. - """ - dist = getattr(scipy.stats, dist_type) - if samples is not None: - try: - param = dist.fit(samples, floc=loc) - except: # noqa: E722 - scipy custom error, needs to be imported - 'some distributions cannot take 0 values' - samples = [s for s in samples if s > 0] - param = dist.fit(samples, floc=loc) - loc = param[-2], - scale = param[-1] - shape = param[:-2] - if isinstance(shape, str): - # IF shapes a string ie'[2,23.4]', then convert to pyobject (int or list) - shape = json.loads(shape) - if not isinstance(shape, list): - # If the shape is not a list, convert to a list - shape = [shape] - return dist(*shape, loc=loc, scale=scale) - - -def leak_rvs(distribution, max_size=None, gpsec_conversion=None): - """ Generate A random Leak, convert to g/s then checkit against - leaks size, run until leak is smaller than max size - Args: - distribution (A scipy Distribution): Distribution of leak sizes - max_size (int, optional): Maximum Leak Size - gpsec_conversion (array, optional): Conversion Units [input_metric, input_increment] - Returns: - float: leak size in units provided - """ - - while True: - leaksize = distribution.rvs() # Get Random Value from Distribution - if gpsec_conversion and \ - gpsec_conversion[0].lower() != 'gram' and \ - gpsec_conversion[1].lower() != "second": - leaksize = gas_convert(leaksize, input_metric=gpsec_conversion[0], - input_increment=gpsec_conversion[1]) - if not max_size or leaksize < max_size: - break # Rerun if value is larger than maximum - return leaksize - - -def unpackage_dist(program): - """ Create scipy like leak distributions based on input dists or leak files - - Args: - program (dict): Program parameter dictionary - in_dir (pathlib type): input directory of file. Defaults to None. - """ - # --------- Leak distributions ------------- - for st_idx, subtype in program['subtypes'].items(): - if subtype['dist_type'] == 'lognorm': - subtype['dist_scale'] = np.exp(subtype['dist_scale']) - if 'dist_sigma' in subtype: - subtype['dist_shape'] = [subtype['dist_sigma']] - subtype['leak_rate_dist'] = fit_dist( - dist_type=subtype['dist_type'], - shape=subtype['dist_shape'], - scale=subtype['dist_scale']) diff --git a/LDAR_Sim/src/utils/generic_functions.py b/LDAR_Sim/src/utils/generic_functions.py index a048b30e8..9fe5352a5 100644 --- a/LDAR_Sim/src/utils/generic_functions.py +++ b/LDAR_Sim/src/utils/generic_functions.py @@ -3,7 +3,6 @@ # File: Generic functions # Purpose: Generic functions for running LDAR-Sim. # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,234 +18,55 @@ # # ------------------------------------------------------------------------------ -import datetime +import logging import os import sys -from math import atan, atan2, cos, degrees, sin, sqrt from pathlib import Path import boto3 -import ephem import numpy as np from botocore.exceptions import ClientError -from shapely.geometry import Polygon - - -def gap_calculator(condition_vector): - """ - This function calculates max gaps between daily activites in a time series. - Requires only a single binary vector describing whether a condition was met. - """ - - # Find the index of all days in which the condition is true - max_gap = None - indices = np.where(condition_vector) - - # If there are no condition days, max_gap equals the vector length - if len(indices[0]) == 0: - max_gap = len(condition_vector) - - # If there is only one condition day, get max_gap - elif len(indices[0]) == 1: - start_gap = indices[0][0] - end_gap = len(condition_vector) - indices[0][0] - max_gap = max(start_gap, end_gap) - - # If there are multiple condition days, calculate longest gap - elif len(indices[0] > 1): - start_gap = indices[0][0] - mid_gap = max(abs(x - y) for (x, y) in zip(indices[0][1:], indices[0][:-1])) - end_gap = len(condition_vector) - indices[0][-1] - max_gap = max(start_gap, mid_gap, end_gap) - - return max_gap - - -def get_prop_rate(proportion, rates): - """ - The purpose of this function is to calculate the emission rate(s) that - correspond(s) with a desired proportion total emissions for a given emission - size distribution. It estimates the MDL needed to find the top X percent - of sources for a given leak size distribution. - - Inputs are: (1) a proportion value (or list a list of values) that represents - top emitting sources, and (2) a distribution of emission rates (either leaks or sites). - - For example, given a proportion of 0.01 and a leak-size distribution, - this function will return an estimate of the detection limit that will - ensure that all leaks in the top 1% of leak sizes are found. - - """ - - # Sort emission rates, get cumulative rates, and convert to proportions - rates_sorted = sorted(rates) - cum_rates = np.cumsum(rates_sorted) - cum_rates_prop = cum_rates / max(cum_rates) - - # Get relative position of each element in emissions distribution - p = 1. * np.arange(len(rates)) / (len(rates) - 1) - - # Estimate proportion of emissions that correspond with a given proportion of top emitters. - # 100% of sites account for 100% of emissions. 0% of sites account for 0% of emissions. - def f(x): return np.interp(x, xp=p, fp=cum_rates_prop) - prop_rate = f(1 - proportion) - # prop_above = 1 - prop_rate - - # Convert result (prop emissions) back to cumulative rate - cum_rate = prop_rate * max(cum_rates) - - # Estimate emission rate that corresponds with cumulative rate - def f2(x): return np.interp(x, cum_rates, rates_sorted) - rate = f2(cum_rate) - - # A dataframe of all the useful info, if ever needed for a list of thresholds - # (not returned by function) - # df = pd.DataFrame( - # {'Proportion': proportion, 'Prop Emissions': prop_above, 'follow_up_thresh': rate}) - - return (rate) - - -def check_ERA5_file(dir, programs): - for pidx, p in programs.items(): - my_file = Path(dir / p['weather_file']) - if my_file.is_file(): - print("Weather data checked. Continuing simulation.") +from constants.error_messages import Initialization_Messages as im +from constants.output_messages import RuntimeMessages as rm +import constants.param_default_const as pdc + + +def check_ERA5_file(dir, v_world): + my_file = Path(dir / v_world[pdc.Virtual_World_Params.WEATHER_FILE]) + if my_file.is_file(): + print(rm.CHECK_WEATHER) + else: + print(rm.ATTEMPT_AWS_WEATHER_DOWNLOAD) + try: + access_key = os.getenv("AWS_KEY") + secret_key = os.getenv("AWS_SEC") + except Exception: + print(im.AWS_KEY_SEC_ERROR) + + try: + s3 = boto3.client("s3", aws_access_key_id=access_key, aws_secret_access_key=secret_key) + s3.download_file( + "im3sweather", + v_world[pdc.Virtual_World_Params.WEATHER_FILE], + r"{}/{}".format(dir, v_world[pdc.Virtual_World_Params.WEATHER_FILE]), + ) + except ClientError: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.ERA_AUTH_ERROR) + sys.exit() + print(rm.COMPLETE_WEATHER_DOWNLOAD) + + +def find_closest_index_numpy(arr, x): + idx = np.searchsorted(arr, x) + if idx == len(arr): + return len(arr) - 1 + elif idx == 0: + return 0 + else: + before = abs(arr[idx - 1] - x) + after = abs(arr[idx] - x) + if before < after: + return idx - 1 else: - print("Weather data not found. Downloading from AWS now ...") - try: - access_key = os.getenv('AWS_KEY') - secret_key = os.getenv('AWS_SEC') - except Exception: - print( - "AWS_KEY and AWS_SEC environment variables have not been set," + - "refer to model documentation for configuration instructions.") - - try: - s3 = boto3.client('s3', aws_access_key_id=access_key, - aws_secret_access_key=secret_key) - s3.download_file('im3sweather', p['weather_file'], - r'{}/{}'.format(dir, p['weather_file'])) - except ClientError: - print("Authentication Failed or Server Unavailable. Exiting") - sys.exit() - print("Weather data download complete") - - -def geo_idx(dd, dd_array): - """ - - dd - the decimal degree (latitude or longitude) - - dd_array - the list of decimal degrees to search. - search for nearest decimal degree in an array of decimal degrees and return the index. - np.argmin returns the indices of minium value along an axis. - so subtract dd from all values in dd_array, take absolute value and find index of minium. - """ - geo_idx = (np.abs(dd_array - dd)).argmin() - return geo_idx - - -def quick_cal_daylight(date, lat, lon): - - # Create ephem object - obs = ephem.Observer() - # turn off PyEphem’s native mechanism for computing atmospheric refraction - # near the horizon - obs.pressure = 0 - obs.horizon = '-6' # -6=civil twilight, -12=nautical, -18=astronomical - # set the time - obs.date = date - # set the latitude and longitude for object - obs.lat = str(lat) - obs.lon = str(lon) - - # get the sunset and sunrise UTC time - sunrise = obs.previous_rising(ephem.Sun(), use_center=True).datetime() - sunset = obs.next_setting(ephem.Sun(), use_center=True).datetime() - - # convert to local time - sr = (sunrise.hour - 7) + (sunrise.minute / 100) - ss = (sunset.hour + 17) + (sunset.minute / 100) - - sunrise = sr - sunset = ss - - return (sunrise, sunset) - - -def ecef_to_llh(ecef_km): - """ - Converts the Earth-Centered Earth-Fixed (ECEF) coordinates (x, y, z) to - (WGS-84) Geodetic point (lat, lon, h) - ecef_km contains three elements - ecef_km[0] is the x coordiante of satellite in ecef in km - ecef_km[1] is the y coordiante of satellite in ecef in km - ecef_km[2] is the z coordiante of satellite in ecef in km - """ - # WGS-84 Earth semimajor axis (km) - a = 6378.1370 - # Derived Earth semimajor axis (km) - b = 6356.752314 - # pythagoras to calculate two earth's minor axises - p = sqrt(ecef_km[0] ** 2 + ecef_km[1] ** 2) - # Calculate the angle between orbit object and earth center - thet = atan(ecef_km[2] * a / (p * b)) - # Caluclate ellipsoid flatness and ellipsoid flatness factor - esq = 1.0 - (b / a) ** 2 - epsq = (a / b) ** 2 - 1.0 - # calculate latitude - lat = atan((ecef_km[2] + epsq * b * sin(thet) ** 3) / - (p - esq * a * cos(thet) ** 3)) - # calculate longitude - lon = atan2(ecef_km[1], ecef_km[0]) - # Calculate prime vertical radius of curvature at latitude - n = a * a / sqrt(a * a * cos(lat) ** 2 + b ** 2 * sin(lat) ** 2) - # Calculate altitude - h = p / cos(lat) - n - lat = degrees(lat) - lon = degrees(lon) - return lat, lon, h - - -def init_orbit_poly(predictor, T1, T2, interval): - """ - Grab the esitamted positions of satellite - predictor: orbit path predictor of satellit created by using orbit_predictor package - T1: start datetime - T2: end datetime - interval: time interval of each time step in minutes - - return: day_list: date time of the satellite - polygon_list: coverage area polygon of the satellite - - """ - polygon_list = [] - day_list = [] - while T1 != T2: - # obtain the position info of the satellite - info1 = predictor.get_position(T1) - # get position in ecef coordinate system - ecef1 = info1.position_ecef - # covert ecef to lat, lon, and altitude - lat1, lon1, h1 = ecef_to_llh(ecef1) - - # update time - st = T1 + datetime.timedelta(minutes=interval) - # obtain the position of the satellite - info2 = predictor.get_position(st) - ecef2 = info2.position_ecef - lat2, lon2, h2 = ecef_to_llh(ecef2) - - # get the bounding box of the coverage of satellite between this two time step - pt1 = (lon1, lat1+0.1) - pt2 = (lon1+0.1, lat1) - pt3 = (lon2, lat2-0.1) - pt4 = (lon2-0.1, lat2) - - # create that coverage area polygon - polygon3 = Polygon([pt1, pt2, pt3, pt4]) - polygon_list.append(polygon3) - day_list.append(T1) - - T1 += datetime.timedelta(minutes=interval) - - return day_list, polygon_list + return idx diff --git a/LDAR_Sim/src/utils/prog_method_measured_func.py b/LDAR_Sim/src/utils/prog_method_measured_func.py new file mode 100644 index 000000000..243d3c488 --- /dev/null +++ b/LDAR_Sim/src/utils/prog_method_measured_func.py @@ -0,0 +1,64 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: prog_method_measured_func.py +Purpose: To contain functions to produce program-method measured true/false +data frames + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from constants.infrastructure_const import Deployment_TF_Sites_Constants as DTSC + + +def set_up_tf_method_deployed_df(methods: dict[str, dict], site_count) -> pd.DataFrame: + """ + Input: + methods: dict[str, dict] - dictionary of methods and their parameters + site_count: int - number of sites in the virtual world + + Returns: + pd.DataFrame - a null filled dataframe with the columns for the true/false site list + """ + column_names = [DTSC.SITE_ID, DTSC.SITE_TYPE] + [ + item + for method in methods.keys() + for item in [ + DTSC.REQUIRED_SURVEY.format(method=method), + DTSC.SITE_DEPLOYMENT.format(method=method), + DTSC.METHOD_MEASURED.format(method=method), + ] + ] + + return pd.DataFrame(index=range(site_count), columns=column_names) + + +def filter_deployment_tf_by_program_methods( + tf_df_ori: pd.DataFrame, methods: list[str] +) -> pd.DataFrame: + """ + Input: + tf_df_ori: pd.DataFrame - the original true/false site list dataframe + methods: list[str] - list of methods to filter the dataframe + + Returns: + pd.DataFrame - a filtered dataframe with the columns for the true/false + """ + formatted_method_columns = [DTSC.METHOD_MEASURED.format(method=method) for method in methods] + columns = [DTSC.SITE_ID, DTSC.SITE_TYPE] + formatted_method_columns + filtered_df = tf_df_ori[columns].copy() + filtered_df[DTSC.MEASURED] = filtered_df[formatted_method_columns].any(axis=1) + + return filtered_df[[DTSC.SITE_ID, DTSC.SITE_TYPE, DTSC.MEASURED]] diff --git a/LDAR_Sim/src/utils/queue.py b/LDAR_Sim/src/utils/queue.py new file mode 100644 index 000000000..d0f2651ed --- /dev/null +++ b/LDAR_Sim/src/utils/queue.py @@ -0,0 +1,33 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: queue +Purpose: Module for extending the python queue module + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import queue +import itertools + + +class PriorityQueueWithFIFO(queue.PriorityQueue): + def __init__(self): + super().__init__() + self.counter = itertools.count() + + def put(self, priority, item): + # Add a tie-breaker using a secondary counter + entry = (priority, next(self.counter), item) + super().put(entry) diff --git a/LDAR_Sim/src/utils/result_processing.py b/LDAR_Sim/src/utils/result_processing.py deleted file mode 100644 index c1deb7c4c..000000000 --- a/LDAR_Sim/src/utils/result_processing.py +++ /dev/null @@ -1,69 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: utils.result_processing -# Purpose: process the output of ldar_sim_run / starmap -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ -from pandas import concat, merge - - -def get_referenced_dataframe(sim_results, columns, ref_prog='P_ref'): - """ Generate Ratios between values from programs and a reference program - eg: - get_ref_ratios(sim_results, ['daily_emissions_kg', 'emis_rat', 'rat'], ref_prog='P_ref') - will get calulate the ratio of daily_emissions_kg between all programs and the reference - program for all timesteps, and store the values in a dataframe column named emis_rat - Args: - sim_results (list): list: Output results from Simulations. Each simulation will include - timeseries, sites, leaks, and meta (data) dictionaries. - columns (list of lists): a list of columns to calulate where the first element is the - column within the timeseries datafram, the second is the name for the new output column - and the third is the operation (diff or rat) Where diff takes the difference between - the reference program and all other programs, and rat take the ratio between the twoo. - ref_prog (str, optional): reference program name. Defaults to 'P_ref'. - - Returns: - Dataframe: Pandas dataframe with columns passed in columns argument, the reference operation - x and y keys and values, program names and timestep (index). - """ - ref = [] - alt = [] - in_cols = [col[0] for col in columns] - for sim in sim_results: - p_ts = sim['timeseries'][in_cols].copy() - p_ts['n_sim'] = int(sim['meta']['simulation']) - p_ts['program_name'] = sim['meta']['program_name'] - p_ts['key_x'] = sim['key_x'] - p_ts['value_x'] = sim['value_x'] - if sim['meta']['program_name'] == ref_prog: - ref.append(p_ts) - try: - p_ts['key_z'] = sim['meta']['key_z'] - p_ts['value_z'] = sim['meta']['value_z'] - except KeyError: - pass - alt.append(p_ts) - all_ref = concat(ref).reset_index().rename({'program_name': 'ref_prog'}, axis=1) - all_ref = all_ref.rename({col[0]: "ref_{}".format(col[0]) for col in columns}, axis=1) - all_alt = concat(alt).reset_index() - alt_updates = merge(all_alt, all_ref, on=["index", "n_sim", "key_x", "value_x"]) - for col in columns: - if col[2] == 'rat': - alt_updates[col[1]] = alt_updates[col[0]]/alt_updates["ref_{}".format(col[0])] - else: - alt_updates[col[1]] = alt_updates[col[0]] - alt_updates["ref_{}".format(col[0])] - return alt_updates diff --git a/LDAR_Sim/src/utils/sensitivity.py b/LDAR_Sim/src/utils/sensitivity.py deleted file mode 100644 index 8f8c39436..000000000 --- a/LDAR_Sim/src/utils/sensitivity.py +++ /dev/null @@ -1,144 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: utils.sensitivity -# Purpose: Handle sensitivity functions -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -import copy - -import matplotlib.pyplot as plt -import yaml - - -def yaml_to_dict(y_file): - """ Convert a Yaml file to a dictionary - - Args: - y_file (string): Yaml filepath - - Returns: - dict: Yaml converted to dictionary - """ - with open(y_file, "r") as f_content: - try: - return yaml.safe_load(f_content) - except yaml.YAMLError as exc: - print(exc) - - -def generate_sens_prog_set(sens_z_var, programs): - """ Generate a program set of sensitivity programs using the a - a range of values for the parameter. - - Args: - sens_z_var (dict): Must include two key-list sets: - path - List of paths to variable. eg. P_Air.methods.air.sensor.MDL - vals - List of values associated with the param. eg [0, 1, 2, 3] - - programs (dict): program object - - Returns: - dict: updated program object - """ - new_progs = [] - prev_progs_names = set() - if sens_z_var: - # Go through ensitivity progs - var_paths = [path.split(".") for path in sens_z_var['paths']] - # Get program names and the their associated index in programs object - key = var_paths[0][-1] - for val in sens_z_var['vals']: - for path in var_paths: - for (pidx, p) in enumerate(programs): - if p["program_name"] == path[0] or path[0].lower() == '__all': - prev_progs_names.add(path[0]) - tmp_prog = copy.deepcopy(programs[pidx]) - set_from_keylist(tmp_prog, path[1:], val) - - tmp_prog['orig_program_name'] = tmp_prog['program_name'] - tmp_prog['program_name'] = '_'.join( - [str(elem) for elem in path if str(elem) != 'methods']+[str(val)]) - new_progs.append(tmp_prog) - for prog in list(prev_progs_names): - prog_idx = next((idx for (idx, p) in enumerate( - programs) if p["program_name"] == prog), None) - programs.pop(prog_idx) - programs += new_progs - for prog in programs: - if 'orig_program_name' not in prog: - prog['orig_program_name'] = prog['program_name'] - if sens_z_var: - prog['value_z'], prog['key_z'] = val, key - return programs - - -def set_from_keylist(dic, keys, value): - """ Update program value sensitivity keys (variable path) and value. - keys are a heirachical path to variable. - - program method variable - | | vargroup | - | | | | - eg. [P_Air,methods.Air,cost,per_site] - or - program variable - | vargroup | - | | | - eg. [P_Air,emissions,max_leak_rate] - Args: - dic (dict): input is program, internal is current dict object - keys (list): path to variable (see above) - value : Value of variable - """ - for key in keys[:-1]: - dic = dic.setdefault(key, {}) - dic[keys[-1]] = value - - -def group_timeseries(time_series, group_col): - groups = {} - for pname in list(time_series.program_name.unique()): - for val in list(time_series[group_col].unique()): - groups.update({ - "{}_{}".format(pname, val): time_series[(time_series.program_name == pname) - & (time_series[group_col] == val)] - }) - return groups - - -def generate_violin(grouped_ts, val_col, y_label, output_dir): - # Turn interactive plotting off - plt.ioff() - outdata = [list(prog[val_col]) for pdix, prog in grouped_ts.items()] - textstr = '\n'.join(['{}. {}'.format(pidx + 1, pname) - for pidx, pname in enumerate(grouped_ts)]) - fig, ax = plt.subplots() - ax.set_xlabel('program') - ax.set_ylabel(y_label) - ax.violinplot(outdata, widths=0.7, - showmeans=True, showextrema=True, showmedians=True) - ax.set_xticks([i+1 for i in range(len(grouped_ts))]) - ax.text(0.05, 0.95, textstr, transform=ax.transAxes, - fontsize=10, verticalalignment='top', - bbox={'boxstyle': 'round', - 'alpha': 0.3, - 'color': 'orangered' - }) - fig.tight_layout() - fig.savefig(output_dir/"violin_{}".format(val_col), dpi=fig.dpi) - plt.close(fig) diff --git a/LDAR_Sim/src/utils/unit_converter.py b/LDAR_Sim/src/utils/unit_converter.py index a2c22f6c1..3bae7bfa3 100644 --- a/LDAR_Sim/src/utils/unit_converter.py +++ b/LDAR_Sim/src/utils/unit_converter.py @@ -3,7 +3,6 @@ # File: util.unit_converter # Purpose: convert leak rates into different units # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -22,148 +21,154 @@ # ---------------------Conversion Dictionaries-------------------------- substances = { - 'methane': {'n': 16.04, "input": True, "output": True}, - 'natural gas': {'n': 16.80, "input": True, "output": True}, - 'carbon dioxide': {'n': 44.0095, "input": False, "output": True}, + "methane": {"n": 16.04, "input": True, "output": True}, + "natural gas": {"n": 16.80, "input": True, "output": True}, + "carbon dioxide": {"n": 44.0095, "input": False, "output": True}, } # Mass in a tonne, Or volume in a cubic meter. in_metrics = { - # Unit referse to either tonne or cubic meter + # Unit refers to either tonne or cubic meter "cubic meter": { - 'per_unit': 1, - 'type': 'volume', + "per_unit": 1, + "type": "volume", }, "gram": { - 'per_unit': 1000000, - 'type': 'mass', + "per_unit": 1000000, + "type": "mass", }, "kilogram": { - 'per_unit': 1000, - 'type': 'mass', + "per_unit": 1000, + "type": "mass", }, "tonne": { - 'per_unit': 1, - 'type': 'mass', + "per_unit": 1, + "type": "mass", }, "pound": { - 'per_unit': 2204.62, - 'type': 'mass', + "per_unit": 2204.62, + "type": "mass", }, "cubic feet": { - 'per_unit': 35.3147, - 'type': 'volume', + "per_unit": 35.3147, + "type": "volume", }, "mscf": { - 'per_unit': 0.03531, - 'type': 'volume', + "per_unit": 0.03531, + "type": "volume", }, "liter": { - 'per_unit': 1000, - 'type': 'volume', - } + "per_unit": 1000, + "type": "volume", + }, } out_metrics = { "gram": { - 'per_unit': 1000000, - 'type': 'mass', + "per_unit": 1000000, + "type": "mass", }, "kilogram": { - 'per_unit': 1000, - 'type': 'mass', + "per_unit": 1000, + "type": "mass", }, "tonne": { - 'per_unit': 1, - 'type': 'mass', + "per_unit": 1, + "type": "mass", }, "pound": { - 'per_unit': 2204.62, - 'type': 'mass', + "per_unit": 2204.62, + "type": "mass", }, "cubic feet": { - 'per_unit': 35.3147, - 'type': 'volume', + "per_unit": 35.3147, + "type": "volume", }, "liter": { - 'per_unit': 1000, - 'type': 'volume', + "per_unit": 1000, + "type": "volume", }, "cubic meter": { - 'per_unit': 1, - 'type': 'volume', + "per_unit": 1, + "type": "volume", }, "mscf": { - 'per_unit': 0.03531, - 'type': 'volume', + "per_unit": 0.03531, + "type": "volume", }, } # Time in a year increments = { - 'second': 31540000, - 'minute': 525600, - 'hour': 8760, - 'day': 365, - 'week': 52.1429, - 'month': 12, - 'year': 1, + "second": 31540000, + "minute": 525600, + "hour": 8760, + "day": 365, + "week": 52.1429, + "month": 12, + "year": 1, } temperature_units = { # Conversion factors to K - 'C': { - 'scale': 1, - 'offset': 273.15, + "C": { + "scale": 1, + "offset": 273.15, + }, + "K": { + "scale": 1, + "offset": 0, }, - 'K': { - 'scale': 1, - 'offset': 1, + "F": { + "scale": 0.55555555556, + "offset": 255.372222222, }, - 'F': { - 'scale': 0.55555555556, - 'offset': 255.372222222, - } } pressure_units = { # Conversion factors to Pa - 'kPa': { - 'scale': 1000, - 'offset': 0, + "kPa": { + "scale": 1000, + "offset": 0, + }, + "Pa": { + "scale": 1, + "offset": 0, }, - 'Pa': { - 'scale': 1, - 'offset': 0, + "psi": { + "scale": 6894.75729, + "offset": 0, }, - 'psi': { - 'scale': 6894.75729, - 'offset': 0, + "atm": { + "scale": 101325, + "offset": 0, }, - 'atm': { - 'scale': 101325, - 'offset': 0, + "mmHg": { + "scale": 133.322, + "offset": 0, }, - 'mmHg': { - 'scale': 133.322, - 'offset': 0, - } } # ---------------------------------------------------------------------- # ------------------------------Functions------------------------------- def gas_convert( - input_quantity=0, input_substance="natural gas", - input_metric="cubic feet", input_increment="hour", - output_substance="natural gas", output_metric="gram", - output_increment="second", - NG_comp=0.949, T=60, P=1, - temperature_unit="F", - pressure_unit="atm", - GWP=25, carbon_price=40, -): - """ Converts gas flow rates to different units, and time intervals + input_quantity=0, + input_substance="methane", + input_metric="cubic feet", + input_increment="hour", + output_substance="methane", + output_metric="gram", + output_increment="second", + NG_comp=0.949, + T=60, + P=1, + temperature_unit="F", + pressure_unit="atm", + GWP=25, + carbon_price=40, +) -> float: + """Converts gas flow rates to different units, and time intervals Args: input_quantity (int, optional). Defaults to 0. @@ -217,17 +222,17 @@ def gas_convert( output_increment = output_increment.lower() # --- Go from input to CO2e in tonnes per year ############ - if in_metrics[input_metric]['type'] == "mass": - in_mass_tpy = (input_quantity * increments[input_increment]) \ - / in_metrics[input_metric]['per_unit'] - elif in_metrics[input_metric]['type'] == "volume": + if in_metrics[input_metric]["type"] == "mass": + in_mass_tpy = (input_quantity * increments[input_increment]) / in_metrics[input_metric][ + "per_unit" + ] + elif in_metrics[input_metric]["type"] == "volume": P_factors = pressure_units[pressure_unit] - P_pa = P * P_factors['scale']+P_factors['offset'] + P_pa = P * P_factors["scale"] + P_factors["offset"] T_factors = temperature_units[temperature_unit] - T_K = T * T_factors['scale']+T_factors['offset'] - vol_cubic_m = input_quantity / in_metrics[input_metric]['per_unit'] - mass_g = (vol_cubic_m * P_pa * substances[input_substance]['n']) \ - / (T_K * 8.3145) + T_K = T * T_factors["scale"] + T_factors["offset"] + vol_cubic_m = input_quantity / in_metrics[input_metric]["per_unit"] + mass_g = (vol_cubic_m * P_pa * substances[input_substance]["n"]) / (T_K * 8.3145) in_mass_tpy = mass_g * increments[input_increment] / 1000000 if input_substance == "carbon dioxide": CO2e_tpy = in_mass_tpy @@ -236,7 +241,7 @@ def gas_convert( else: CO2e_tpy = in_mass_tpy * GWP * NG_comp - # Equivelant in Cars Per Year (4.6 Tonnes / Year) + # Equivalent in Cars Per Year (4.6 Tonnes / Year) # CO2e_cpy = CO2e_tpy/4.6 # ---- Now reverse the dance, back to the future! ##### @@ -248,19 +253,18 @@ def gas_convert( else: out_mass_tpy = CO2e_tpy / GWP / NG_comp - if out_metrics[output_metric]['type'] == "mass": - output_quantity = out_mass_tpy \ - * out_metrics[output_metric]['per_unit'] \ - / increments[output_increment] + if out_metrics[output_metric]["type"] == "mass": + output_quantity = ( + out_mass_tpy * out_metrics[output_metric]["per_unit"] / increments[output_increment] + ) else: P_factors = pressure_units[pressure_unit] - P_pa = P * P_factors['scale']+P_factors['offset'] + P_pa = P * P_factors["scale"] + P_factors["offset"] T_factors = temperature_units[temperature_unit] - T_K = T * T_factors['scale']+T_factors['offset'] + T_K = T * T_factors["scale"] + T_factors["offset"] mass_g = (out_mass_tpy * 1000000) / increments[output_increment] - vol_cubic_m = (mass_g * 8.3145 * T_K) \ - / (substances[output_substance]['n'] * P_pa) - output_quantity = vol_cubic_m * out_metrics[output_metric]['per_unit'] + vol_cubic_m = (mass_g * 8.3145 * T_K) / (substances[output_substance]["n"] * P_pa) + output_quantity = vol_cubic_m * out_metrics[output_metric]["per_unit"] # dict = { # "CO2e_tpy": CO2e_tpy, diff --git a/LDAR_Sim/src/virtual_world/__init__.py b/LDAR_Sim/src/virtual_world/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/virtual_world/component.py b/LDAR_Sim/src/virtual_world/component.py new file mode 100644 index 000000000..820817d36 --- /dev/null +++ b/LDAR_Sim/src/virtual_world/component.py @@ -0,0 +1,273 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: component.py +Purpose: The component module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from copy import deepcopy +from datetime import date +import logging +import re +from typing import Any +import sys +import pandas as pd +from file_processing.output_processing.output_utils import ( + EmisInfo, + TsEmisData, +) +from file_processing.input_processing.emissions_source_processing import ( + EmissionsSource, +) +from scheduling.schedule_dataclasses import TaggingInfo +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from virtual_world.emission_types.emission import Emission +from virtual_world.emission_types.repairable_emission import RepairableEmission +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission +from constants.infrastructure_const import Infrastructure_Constants as IC +from constants.error_messages import Initialization_Messages as im +from virtual_world.sources import Source + + +class Component: + def __init__(self, equip_type, equip_id, infrastructure_inputs, prop_params) -> None: + STR_FILTER = r"_equipment" + pattern: re.Pattern[str] = re.compile(re.escape(STR_FILTER), re.IGNORECASE) + self._equip_type: str = re.sub(pattern, "", equip_type) + self._component_ID: str = self._equip_type + "_" + str(equip_id) + self._sources: list[Source] = [] + self._create_sources(infrastructure_inputs=infrastructure_inputs, prop_params=prop_params) + self._active_emissions: list[Emission] = [] + self._inactive_emissions: list[Emission] = [] + self.emis_sum_dtypes: dict[str, str] = {} + + def __reduce__(self): + args = ( + self._equip_type, + self._component_ID, + self._sources, + self._active_emissions, + self._inactive_emissions, + self.emis_sum_dtypes, + ) + return (self.__class__._reconstruct, args) + + @classmethod + def _reconstruct( + cls, + equip_type, + component_ID, + sources, + active_emissions, + inactive_emissions, + emis_sum_dtypes, + ): + instance = cls.__new__(cls) + instance._equip_type = equip_type + instance._component_ID = component_ID + instance._sources = sources + instance._active_emissions = active_emissions + instance._inactive_emissions = inactive_emissions + instance.emis_sum_dtypes = emis_sum_dtypes + return instance + + def set_emis_sum_dtypes(self, methods: list[str]): + self.emis_sum_dtypes = Emission.EMIS_SUMMARY_DTYPES + method_spat_dtypes = {method: "bool" for method in methods} + self.emis_sum_dtypes.update(method_spat_dtypes) + + # def _get_methods_for_dtype(self, prop_params) -> dict[str, str]: + # # Loop through any method specific param to get the existing methods + + # method_spat_dtypes = {} + # for method in next(iter(prop_params["Method_Specific_Params"].values())): + # method_spat_dtypes[f"{method} Spatial Coverage"] = "bool" + + # return method_spat_dtypes + + def _create_sources(self, infrastructure_inputs, prop_params) -> None: + if self._equip_type != "Placeholder" and "sources" in infrastructure_inputs: + sources_info: pd.DataFrame = infrastructure_inputs["sources"] + sources: pd.DataFrame = sources_info.loc[ + sources_info[IC.Sources_File_Constants.COMPONENT] == self._equip_type + ] + for idx, source in sources.iterrows(): + src_prop_params = deepcopy(prop_params) + src_id = source[IC.Sources_File_Constants.SOURCE] + self._sources.append(Source(src_id, source, src_prop_params)) + elif self._equip_type == "Placeholder": + src_id = "Placeholder_Rep" + placeholder_source_info = { + IC.Sources_File_Constants.REPAIRABLE: True, + IC.Sources_File_Constants.PERSISTENT: True, + IC.Sources_File_Constants.ACTIVE_DUR: 1, + IC.Sources_File_Constants.INACTIVE_DUR: 0, + } + self._sources.append(Source(src_id, placeholder_source_info, prop_params)) + src_id_nonrep = "Placeholder_NonRep" + placeholder_nonrep_source_info = { + IC.Sources_File_Constants.REPAIRABLE: False, + IC.Sources_File_Constants.PERSISTENT: True, + IC.Sources_File_Constants.ACTIVE_DUR: 1, + IC.Sources_File_Constants.INACTIVE_DUR: 0, + } + self._sources.append(Source(src_id_nonrep, placeholder_nonrep_source_info, prop_params)) + elif self._equip_type == "Placeholder_Rep": + src_id = "Placeholder_Rep" + placeholder_source_info = { + IC.Sources_File_Constants.REPAIRABLE: True, + IC.Sources_File_Constants.PERSISTENT: True, + IC.Sources_File_Constants.ACTIVE_DUR: 1, + IC.Sources_File_Constants.INACTIVE_DUR: 0, + } + self._sources.append(Source(src_id, placeholder_source_info, prop_params)) + elif self._equip_type == "Placeholder_NonRep": + src_id_nonrep = "Placeholder_NonRep" + placeholder_nonrep_source_info = { + IC.Sources_File_Constants.REPAIRABLE: False, + IC.Sources_File_Constants.PERSISTENT: True, + IC.Sources_File_Constants.ACTIVE_DUR: 1, + IC.Sources_File_Constants.INACTIVE_DUR: 0, + } + self._sources.append(Source(src_id_nonrep, placeholder_nonrep_source_info, prop_params)) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.SOURCE_CREATION_ERROR_MESSAGE) + sys.exit() + + def generate_emissions( + self, + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary: dict[str, EmissionsSource], + repair_delay_dataframe: pd.DataFrame, + pre_simulation_emissions: bool, + ) -> dict: + equip_emissions = {} + for src in self._sources: + equip_emissions.update( + src.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + pre_simulation_emissions=pre_simulation_emissions, + ) + ) + + return {self._component_ID: equip_emissions} + + def activate_emissions(self, date: date, sim_number: int) -> int: + """Activate any emissions that are due to begin on the current date for the given simulation + and add them to the active emissions list for the component at which they occur. + + Args: + date (date): The current date in simulation. + sim_number (int): The simulation number. + Used to interact with the correct set of emissions. + """ + new_emissions_count: int = 0 + new_emissions_list: list[Emission] = [] + for source in self._sources: + new_emissions: list[Emission] = source.activate_emissions(date, sim_number) + new_emissions_list.extend(new_emissions) + + new_emissions_count += len(new_emissions_list) + self._active_emissions.extend(new_emissions_list) + return new_emissions_count + + def update_emissions_state(self, emis_rep_info: EmisInfo, emis_data: TsEmisData) -> None: + updated_active_emissions: list[Emission] = [] + for emission in self._active_emissions: + if emission.update(emis_rep_info): + updated_active_emissions.append(emission) + emis_total_daily = emission.get_daily_emis() + if emission._repairable: + emis_data.daily_emis_mit += emis_total_daily + else: + emis_data.daily_emis_non_mit += emis_total_daily + emis_data.daily_emis += emis_total_daily + else: + self._inactive_emissions.append(emission) + self._active_emissions = updated_active_emissions + emis_data.active_leaks += len(self._active_emissions) + + def tag_emissions(self, tagging_info: TaggingInfo) -> None: + # TODO improve this logic + emission_rate = tagging_info.measured_rate / len(self._active_emissions) + for emission in self._active_emissions: + if isinstance(emission, RepairableEmission): + emission.tag_leak( + measured_rate=emission_rate, + cur_date=tagging_info.curr_date, + t_since_ldar=tagging_info.t_since_LDAR, + company=tagging_info.company, + crew_id=tagging_info.crew, + tagging_rep_delay=tagging_info.report_delay, + ) + emission.update_detection_records( + company=tagging_info.company, detect_date=tagging_info.curr_date + ) + elif isinstance(emission, NonRepairableEmission): + emission.record_emission( + measured_rate=emission_rate, + cur_date=tagging_info.curr_date, + t_since_ldar=tagging_info.t_since_LDAR, + company=tagging_info.company, + crew_id=tagging_info.crew, + ) + emission.update_detection_records( + company=tagging_info.company, detect_date=tagging_info.curr_date + ) + + def get_detectable_emissions(self, method_name: str) -> Emission: + detectable_emissions: list[Emission] = [] + for emis in self._active_emissions: + if emis.check_spatial_cov(method_name) and emis.is_emitting(): + if emis.check_temporal_cov(method_name): + detectable_emissions.append(emis) + + return detectable_emissions + + def set_pregen_emissions(self, equipment_emissions, sim_number) -> None: + for src in self._sources: + src.set_pregen_emissions(equipment_emissions[src.get_id()], sim_number) + + def get_id(self) -> str: + return self._component_ID + + def gen_emis_data( + self, emis_df: pd.DataFrame, site_id: str, eqg_id: str, row_index: int, end_date: date + ) -> int: + upd_row_index = row_index + for emission in self._active_emissions: + summary_dict: dict[str, Any] = emission.get_summary_dict(end_date) + summary_dict.update( + {eca.SITE_ID: site_id, eca.EQG: eqg_id, eca.COMP: self._component_ID} + ) + emis_df.loc[upd_row_index] = summary_dict + upd_row_index += 1 + + for emission in self._inactive_emissions: + summary_dict: dict[str, Any] = emission.get_summary_dict(end_date) + summary_dict.update( + {eca.SITE_ID: site_id, eca.EQG: eqg_id, eca.COMP: self._component_ID} + ) + emis_df.loc[upd_row_index] = summary_dict + upd_row_index += 1 + return upd_row_index diff --git a/LDAR_Sim/src/virtual_world/emission_types/__init__.py b/LDAR_Sim/src/virtual_world/emission_types/__init__.py new file mode 100644 index 000000000..9cff335e9 --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/__init__.py @@ -0,0 +1,5 @@ +from .emission import Emission # noqa +from .non_repairable_emissions import NonRepairableEmission # noqa +from .repairable_emission import RepairableEmission # noqa +from .intermittent_repairable_emission import IntermittentRepairableEmission # noqa +from .intermittent_non_repairable_emission import IntermittentNonRepairableEmission # noqa diff --git a/LDAR_Sim/src/virtual_world/emission_types/emission.py b/LDAR_Sim/src/virtual_world/emission_types/emission.py new file mode 100644 index 000000000..827bbf719 --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/emission.py @@ -0,0 +1,165 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: emissions +Purpose: The emissions module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Any + +from numpy.random import binomial +from file_processing.output_processing.output_utils import EmisInfo +from constants.general_const import Conversion_Constants as cc, Emission_Constants as ec +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +class Emission: + EMIS_SUMMARY_DTYPES = { + eca.EMIS_ID: "object", + eca.STATUS: "object", + eca.DAYS_ACT: "int32", + eca.T_VOL_EMIT: "float64", + eca.MITIGATED: "float64", + eca.EST_VOL_EMIT: "float64", + eca.T_RATE: "float64", + eca.M_RATE: "float64", + eca.DATE_BEG: "datetime64", + eca.INIT_DETECT_BY: "object", + eca.INIT_DETECT_DATE: "datetime64", + eca.TAGGED: "bool", + eca.TAGGED_BY: "object", + eca.DATE_REP_EXP: "datetime64", + eca.THEORY_DATE: "datetime64", + } + + def __init__( + self, + emission_n: int, + rate: float, + start_date: date, + simulation_sd: date, + repairable: bool, + tech_spat_cov_probs: dict[str, float], + tech_temp_cov_probs: dict[str, float], + ) -> None: + self._emissions_id: str = f"{str(emission_n).zfill(10)}" + self._rate: float = rate + self._start_date: date = start_date + self._repairable: bool = repairable + + self._estimated_date_began: date = None + self._estimated_days_active: int = 0 + self._active_days: int = 0 + self._measured_rate: float = None + self._flagged_by: str = None + self._init_detect_by: str = None + self._init_detect_date: date = None + self._tech_spat_cov_probs: dict[str, float] = tech_spat_cov_probs + self._tech_temp_cov_probs: dict[str, float] = tech_temp_cov_probs + self._tech_spat_covs: dict[str, int] = {} + self._status = ec.INACTIVE + + def __reduce__(self): + return (self.__class__._reconstruct_emissions, (self.__dict__,)) + + def __setstate__(self, state): + self.__dict__.update(state) + + @classmethod + def _reconstruct_emissions(cls, state): + emission = cls.__new__(cls) + emission.__setstate__(state) + return emission + + def update(self, emis_rep_info: EmisInfo) -> bool: + """ + Increments duration values + """ + if self._status == ec.ACTIVE: + self._active_days += 1 + return True + else: + return False + + def check_spatial_cov(self, method) -> int: + name_str: str = f"{method} Spatial Coverage" + if name_str not in self._tech_spat_covs: + cov_prob: float = self._tech_spat_cov_probs[method] + self._tech_spat_covs[name_str] = binomial(1, cov_prob) + return self._tech_spat_covs[name_str] + + def check_temporal_cov(self, method) -> int: + cov_prob: float = self._tech_temp_cov_probs[method] + roll = binomial(1, cov_prob) + return roll + + def activate() -> bool: + return False + + def calc_true_emis_vol(self) -> float: + return self._active_days * self._rate * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + + def update_detection_records(self, company: str, detect_date: date): + if self._init_detect_by is None: + self.set_init_detect_by(company) + self.set_init_detect_date(detect_date) + + def is_emitting(self) -> bool: + return True + + def get_days_emitting(self) -> int: + return self._active_days + + def set_init_detect_by(self, init_detect_by): + self._init_detect_by = init_detect_by + + def set_init_detect_date(self, init_detect_date): + self._init_detect_date = init_detect_date + + def set_measured_rate(self, measured_rate): + self._measured_rate = measured_rate + + def get_rate(self) -> float: + return self._rate + + def get_status(self) -> str: + return self._status + + def get_daily_emis(self) -> float: + return self._rate * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + + def get_summary_dict(self) -> dict[str, Any]: + summary_dict = {} + summary_dict.update({(eca.EMIS_ID, self._emissions_id)}) + summary_dict.update({(eca.STATUS, self._status)}) + summary_dict.update({(eca.DAYS_ACT, self._active_days)}) + summary_dict.update({(eca.DAYS_EMITTING, self.get_days_emitting())}) + summary_dict.update({(eca.EST_DAYS_ACT, self._estimated_days_active)}) + summary_dict.update({(eca.T_VOL_EMIT, self.calc_true_emis_vol())}) + summary_dict.update({(eca.MITIGATED, 0.0)}) + summary_dict.update({(eca.T_RATE, self._rate)}) + summary_dict.update({(eca.M_RATE, self._measured_rate)}) + summary_dict.update({(eca.DATE_BEG, self._start_date)}) + summary_dict.update({(eca.INIT_DETECT_BY, self._init_detect_by)}) + summary_dict.update({(eca.INIT_DETECT_DATE, self._init_detect_date)}) + summary_dict.update({(eca.TAGGED, "N/A")}) + summary_dict.update({(eca.TAGGED_BY, "N/A")}) + summary_dict.update({(eca.RECORDED, "N/A")}) + summary_dict.update({(eca.RECORDED_BY, "N/A")}) + summary_dict.update(self._tech_spat_covs) + summary_dict.update({(eca.REPAIRABLE, self._repairable)}) + return summary_dict diff --git a/LDAR_Sim/src/virtual_world/emission_types/intermittency_mixin.py b/LDAR_Sim/src/virtual_world/emission_types/intermittency_mixin.py new file mode 100644 index 000000000..9748596bf --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/intermittency_mixin.py @@ -0,0 +1,81 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: intermittent_mixin.py +Purpose: Contains intermittency functionality for emissions. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +from constants.general_const import Conversion_Constants as cc +from file_processing.output_processing.output_utils import EmisInfo +from typing_extensions import override + + +class IntermittencyMixin: + def __init__( + self, + active_duration: int, + inactive_duration: int, + *args, + **kwargs, + ): + super().__init__( + *args, + **kwargs, + ) + self._active_duration: int = active_duration + self._inactive_duration: int = inactive_duration + self._days_emitting: int = 0 + self._non_emitting_period_day_count: int = 0 + self._emitting_period_day_count: int = 0 + self._emitting: bool = False + + @override + def update(self, emis_rep_info: EmisInfo) -> bool: + is_active: bool = super().update(emis_rep_info) + if is_active: + if self._emitting: + self._days_emitting += 1 + self._emitting_period_day_count += 1 + if self._emitting_period_day_count >= self._active_duration: + self._emitting = False + self._emitting_period_day_count = 0 + else: + self._non_emitting_period_day_count += 1 + if self._non_emitting_period_day_count >= self._inactive_duration: + self._emitting = True + self._non_emitting_period_day_count = 0 + return is_active + + @override + def calc_true_emis_vol(self) -> float: + return self._days_emitting * self._rate * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + + @override + def activate(self, date: date) -> bool: + active: bool = super().activate(date) + if active: + self._emitting = True + return active + + @override + def is_emitting(self) -> bool: + return self._emitting + + @override + def get_days_emitting(self) -> int: + return self._days_emitting diff --git a/LDAR_Sim/src/virtual_world/emission_types/intermittent_non_repairable_emission.py b/LDAR_Sim/src/virtual_world/emission_types/intermittent_non_repairable_emission.py new file mode 100644 index 000000000..29636fcfe --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/intermittent_non_repairable_emission.py @@ -0,0 +1,64 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: intermittent_non_repairable_emission.py +Purpose: Defines the IntermittentNonRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +from virtual_world.emission_types.intermittency_mixin import IntermittencyMixin +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission + + +class IntermittentNonRepairableEmission(IntermittencyMixin, NonRepairableEmission): + def __init__( + self, + emission_number: int, + emission_rate: float, + start_date: date, + simulation_start_date: date, + repairable: bool, + tech_spatial_coverage_probabilities: dict[str, float], + tech_temporal_coverage_probabilities: dict[str, float], + duration: int, + active_duration: int, + inactive_duration: int, + ): + super().__init__( + active_duration, + inactive_duration, + emission_number, + emission_rate, + start_date, + simulation_start_date, + repairable, + tech_spatial_coverage_probabilities, + tech_temporal_coverage_probabilities, + duration, + ) + + def __reduce__(self): + return self._reconstruct_intermittent_non_repairable_emission, (self.__dict__,) + + def __setstate__(self, state): + self.__dict__.update(state) + + @classmethod + def _reconstruct_intermittent_non_repairable_emission(cls, state): + instance = cls.__new__(cls) + instance.__setstate__(state) + return instance diff --git a/LDAR_Sim/src/virtual_world/emission_types/intermittent_repairable_emission.py b/LDAR_Sim/src/virtual_world/emission_types/intermittent_repairable_emission.py new file mode 100644 index 000000000..b170b30eb --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/intermittent_repairable_emission.py @@ -0,0 +1,68 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: intermittent_repairable_emission.py +Purpose: Defines the IntermittentRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +from virtual_world.emission_types.intermittency_mixin import IntermittencyMixin +from virtual_world.emission_types.repairable_emission import RepairableEmission + + +class IntermittentRepairableEmission(IntermittencyMixin, RepairableEmission): + def __init__( + self, + emission_number: int, + emission_rate: float, + start_date: date, + simulation_start_date: date, + repairable: bool, + tech_spatial_coverage_probabilities: dict[str, float], + tech_temporal_coverage_probabilities: dict[str, float], + repair_delay: int, + repair_cost: float, + duration: int, + active_duration: int, + inactive_duration: int, + ): + super().__init__( + active_duration, + inactive_duration, + emission_number, + emission_rate, + start_date, + simulation_start_date, + repairable, + tech_spatial_coverage_probabilities, + tech_temporal_coverage_probabilities, + repair_delay, + repair_cost, + duration, + ) + + def __reduce__(self): + return self._reconstruct_intermittent_repairable_emission, (self.__dict__,) + + def __setstate__(self, state): + self.__dict__.update(state) + + @classmethod + def _reconstruct_intermittent_repairable_emission(cls, state): + instance = cls.__new__(cls) + instance.__setstate__(state) + return instance diff --git a/LDAR_Sim/src/virtual_world/emission_types/non_repairable_emissions.py b/LDAR_Sim/src/virtual_world/emission_types/non_repairable_emissions.py new file mode 100644 index 000000000..005bbc33d --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/non_repairable_emissions.py @@ -0,0 +1,160 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: nonfugitive_emissions +Purpose: The nonfugitive emissions module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date, timedelta +from typing import Any + +from typing_extensions import override + +from numpy import average +from virtual_world.emission_types.emission import Emission +from file_processing.output_processing.output_utils import EmisInfo +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from constants.general_const import Emission_Constants as ec + + +class NonRepairableEmission(Emission): + def __init__( + self, + emission_n: int, + rate: float, + start_date: date, + simulation_sd: date, + repairable: bool, + tech_spat_cov_probs: dict[str, float], + tech_temp_cov_probs: dict[str, float], + duration: int, + ): + super().__init__( + emission_n, + rate, + start_date, + simulation_sd, + repairable, + tech_spat_cov_probs, + tech_temp_cov_probs, + ) + self._record: bool = False + self._recorded_by_company: str = None + self._recorded_by_crew: str = None + self._expiry_date: date = None + self._duration: int = duration + days_active_b4_sim: int = (simulation_sd - start_date).days + self._days_active_b4_sim = days_active_b4_sim if days_active_b4_sim > 0 else 0 + self._estimated_days_active_after_detection: int = 0 + + def __reduce__(self): + return self._reconstruct_nonfugitive_emission, (self.__dict__,) + + def __setstate__(self, state): + self.__dict__.update(state) + + @classmethod + def _reconstruct_nonfugitive_emission(cls, state): + instance = cls.__new__(cls) + instance.__setstate__(state) + return instance + + def get_daily_emissions(self) -> float: + return self._rate * 86.4 + + def expire(self, emis_info: EmisInfo): + """ + Checks the days since start against the duration + Ends the emission if possible + """ + self._recorded_by_company = ec.EXPIRE + self._status = ec.EXPIRE + emis_info.emis_expired += 1 + self._expiry_date = self._start_date + timedelta( + days=int(self._active_days + self._days_active_b4_sim) + ) + + def estimate_start_date(self, cur_date: date, t_since_ldar: int) -> None: + """Estimates the start date and days activate of the fugitive emission based on + the time since the last LDAR-SIm and the current date (discovery date) + + Args: + cur_date (date): The current date in the simulation + t_since_ldar (int): THe time in days since the site at which the emissions + was discovered last received LDAR + """ + # TODO implement user definable duration assumptions + duration: int = t_since_ldar + self._estimated_days_active = duration + self._estimated_date_began = cur_date - timedelta(days=duration) + + def record_emission( + self, + measured_rate: float, + cur_date: date, + t_since_ldar: int, + company: str, + crew_id: str, + ): + """Attempts to record an emission. If an emission is not recorded + This function will record. If it is already record, the + function will return false. + + Returns: + [bool]: Is the emission new? + """ + self._estimated_days_active_after_detection = t_since_ldar + + if self._record: + # TODO fix this up + self._measured_rate = average([self._measured_rate, measured_rate]) + self._estimated_days_active += t_since_ldar + return False + + self._record = True + + self._measured_rate = measured_rate + self.estimate_start_date(cur_date, t_since_ldar) + + self._recorded_by_company = company + self._recorded_by_crew = crew_id + return True + + @override + def update(self, emis_info: EmisInfo) -> bool: + is_active: bool = super().update(emis_info) + if is_active: + if self._active_days + self._days_active_b4_sim >= self._duration: + self.expire(emis_info) + is_active = False + return is_active + + @override + def get_summary_dict(self, end_date: date) -> dict[str, Any]: + summary_dict: dict[str, Any] = super().get_summary_dict() + summary_dict.update({(eca.RECORDED, self._record)}) + summary_dict.update({(eca.RECORDED_BY, self._recorded_by_company)}) + summary_dict.update({(eca.DATE_REP_EXP, self._expiry_date)}) + summary_dict.update({(eca.THEORY_DATE, self._expiry_date)}) + return summary_dict + + @override + def activate(self, date: date) -> bool: + if self._start_date <= date: + self._status = ec.ACTIVE + return True + else: + return False diff --git a/LDAR_Sim/src/virtual_world/emission_types/repairable_emission.py b/LDAR_Sim/src/virtual_world/emission_types/repairable_emission.py new file mode 100644 index 000000000..1eb443fdd --- /dev/null +++ b/LDAR_Sim/src/virtual_world/emission_types/repairable_emission.py @@ -0,0 +1,210 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: fugitive_emission +Purpose: The fugitive emissions module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date, timedelta + +from numpy import random +from typing import Any +from typing_extensions import override + +from file_processing.output_processing.output_utils import EmisInfo +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from constants.general_const import Emission_Constants as ec, Conversion_Constants as cc +from virtual_world.emission_types.emission import Emission + + +class RepairableEmission(Emission): + def __init__( + self, + emission_n: int, + rate: float, + start_date: date, + simulation_sd: date, + repairable: bool, + tech_spat_cov_probs: dict[str, float], + tech_temp_cov_probs: dict[str, float], + repair_delay: int, + repair_cost: float, + nrd: int, + ): + super().__init__( + emission_n, + rate, + start_date, + simulation_sd, + repairable, + tech_spat_cov_probs, + tech_temp_cov_probs, + ) + self._tagged: bool = False + self._days_since_tagged: int = 0 + self._tagged_by_company: str = None + self._tagged_by_crew: str = None + self._repair_delay: int = repair_delay + self._repair_cost: float = repair_cost + # TODO take tagging rep delay out + self._tagging_rep_delay: int = 0 + self._nrd: int = nrd + self._repair_date: date = None + days_active_b4_sim: int = (simulation_sd - start_date).days + self._days_active_b4_sim = days_active_b4_sim if days_active_b4_sim > 0 else 0 + + def __reduce__(self): + return self._reconstruct_fugitive_emission, (self.__dict__,) + + def __setstate__(self, state): + self.__dict__.update(state) + + @classmethod + def _reconstruct_fugitive_emission(cls, state): + instance = cls.__new__(cls) + instance.__setstate__(state) + return instance + + def check_if_repaired(self, emis_rep_info: EmisInfo) -> bool: + """ + Checks the days since tagged against the repair delay + Repairs the emission if possible + """ + if self._repairable: + if self._days_since_tagged >= self._repair_delay + self._tagging_rep_delay: + self._status = ec.REPAIRED + emis_rep_info.leaks_repaired += 1 + emis_rep_info.repair_cost += self.get_repair_cost() + self._repair_date = self._start_date + timedelta( + days=int(self._active_days + self._days_active_b4_sim) + ) + return True + return False + + def tagged_today(self) -> bool: + return ( + self._tagged and (self._days_since_tagged == 0) + ) and self._tagged_by_company != ec.NATURAL + + def get_repair_cost(self) -> float: + if isinstance(self._repair_cost, (float, int)): + return self._repair_cost + elif isinstance(self._repair_cost, list): + return random.choice(self._repair_cost) + + def get_daily_emissions(self) -> float: + return self._rate * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + + def natural_repair(self, emis_rep_info: EmisInfo): + self._tagged = True + self._tagged_by_company = ec.NATURAL + self._status = ec.REPAIRED + emis_rep_info.leaks_nat_repaired += 1 + emis_rep_info.nat_repair_cost += self.get_repair_cost() + self._repair_date = self._start_date + timedelta( + days=int(self._active_days + self._days_active_b4_sim) + ) + + # TODO potentially move this into company later + def estimate_start_date(self, cur_date: date, t_since_ldar: int) -> None: + """Estimates the start date and days activate of the fugitive emission based on + the time since the last LDAR-SIm and the current date (discovery date) + + Args: + cur_date (date): The current date in the simulation + t_since_ldar (int): THe time in days since the site at which the emissions + was discovered last received LDAR + """ + duration: int = t_since_ldar + self._estimated_days_active = duration + self._estimated_date_began = cur_date - timedelta(days=duration) + + def tag_leak( + self, + measured_rate: float, + cur_date: date, + t_since_ldar: int, + company: str, + crew_id: str, + tagging_rep_delay: int, + ): + """Attempts to tag a leak. If a leak is not tagged + This function will tag. If it is already tagged, the + function will return false. + + Returns: + [bool]: Is the leak new? + """ + if self._tagged: + return False + + # Add these leaks to the 'tag pool' + self._tagged = True + + self._measured_rate = measured_rate + self.estimate_start_date(cur_date, t_since_ldar) + + self._tagged_by_company = company + self._tagged_by_crew = crew_id + self._tagging_rep_delay = tagging_rep_delay + return True + + def calc_mitigated(self, end_date) -> float: + # Calculate the comparison date + comparison_date = self._start_date + timedelta(days=int(self._nrd)) + # Calculate the number of days after _sim_end_date, set to 0 if negative + days_after_sim_end = max(0, (comparison_date - end_date).days) + + if self._tagged_by_company != ec.NATURAL and self._status == ec.REPAIRED: + # Calculate mitigated days only if necessary + mit_days = self._nrd - self._active_days - self._days_active_b4_sim - days_after_sim_end + if mit_days > 0: + return mit_days * self._rate * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + return 0.0 + + def calc_theory_date(self) -> date: + return self._start_date + timedelta(days=int(self._nrd)) + + @override + def update(self, emis_rep_info: EmisInfo) -> bool: + is_active: bool = super().update(emis_rep_info) + if is_active: + if self._tagged: + self._days_since_tagged += 1 + if self.check_if_repaired(emis_rep_info): + is_active = False + elif self._active_days + self._days_active_b4_sim >= self._nrd: + self.natural_repair(emis_rep_info) + is_active = False + return is_active + + @override + def get_summary_dict(self, end_date: date) -> dict[str, Any]: + summary_dict: dict[str, Any] = super().get_summary_dict() + summary_dict.update({(eca.DATE_REP_EXP, self._repair_date)}) + summary_dict.update({(eca.TAGGED, self._tagged)}) + summary_dict.update({(eca.TAGGED_BY, self._tagged_by_company)}) + summary_dict.update({(eca.MITIGATED, self.calc_mitigated(end_date))}) + summary_dict.update({(eca.THEORY_DATE, self.calc_theory_date())}) + return summary_dict + + @override + def activate(self, date: date) -> bool: + if self._start_date <= date: + self._status = ec.ACTIVE + return True + else: + return False diff --git a/LDAR_Sim/src/virtual_world/equipment_groups.py b/LDAR_Sim/src/virtual_world/equipment_groups.py new file mode 100644 index 000000000..328c7b7ad --- /dev/null +++ b/LDAR_Sim/src/virtual_world/equipment_groups.py @@ -0,0 +1,215 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: equipment_groups.py +Purpose: The equipment group module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +import pandas as pd +from file_processing.output_processing.output_utils import ( + EmisInfo, + TsEmisData, +) +from file_processing.input_processing.emissions_source_processing import ( + EmissionsSource, +) +from scheduling.schedule_dataclasses import TaggingInfo +from virtual_world.emission_types.emission import Emission +from constants.infrastructure_const import Infrastructure_Constants as IC +from virtual_world.component import Component +from constants.param_default_const import Common_Params as cp + + +class Equipment_Group: + def __init__(self, id, infrastructure_inputs, prop_params, info) -> None: + self._id: str = id + self._meth_survey_times = None + self._meth_survey_costs = None + self._component: list[Component] = [] + self._update_prop_params(info, prop_params) + self._set_method_specific_params(prop_params) + self._create_components( + infrastructure_inputs=infrastructure_inputs, + prop_params=prop_params, + info=info, + ) + + def __reduce__(self): + args = ( + self._id, + self._meth_survey_times, + self._meth_survey_costs, + self._component, + ) + return (self.__class__._reconstruct, args) + + @classmethod + def _reconstruct(cls, id, meth_survey_times, meth_survey_costs, component): + instance = cls.__new__(cls) + instance._id = id + instance._meth_survey_times = meth_survey_times + instance._meth_survey_costs = meth_survey_costs + instance._component = component + return instance + + def _update_prop_params(self, info: dict, prop_params: dict) -> None: + meth_specific_params: dict = prop_params.pop(cp.METH_SPECIFIC) + + for param in meth_specific_params.keys(): + for method in meth_specific_params[param].keys(): + eqg_val = info.get(method + param, None) + if eqg_val is not None: + meth_specific_params[param][method] = eqg_val + + for param in prop_params.keys(): + eqg_val = info.get(param, None) + if eqg_val is not None: + prop_params[param] = eqg_val + + prop_params[cp.METH_SPECIFIC] = meth_specific_params + + def _create_components( + self, infrastructure_inputs: dict, prop_params: dict, info: pd.Series + ) -> None: + cleaned_info = self._clean_propagating_parameters_from_equipment_info(info) + total_components = cleaned_info.sum() + nonrep_epr = prop_params[IC.Equipment_Group_File_Constants.NON_REP_EMIS_EPR] + rep_epr = prop_params[IC.Equipment_Group_File_Constants.REP_EMIS_EPR] + if nonrep_epr is not None and nonrep_epr > 0: + prop_params[IC.Equipment_Group_File_Constants.NON_REP_EMIS_EPR] = ( + nonrep_epr / total_components + ) + if rep_epr is not None and rep_epr > 0: + prop_params[IC.Equipment_Group_File_Constants.REP_EMIS_EPR] = rep_epr / total_components + for col, val in cleaned_info.items(): + for count in range(0, val): + self._component.append(Component(col, count, infrastructure_inputs, prop_params)) + + def _set_method_specific_params(self, prop_params): + self._meth_survey_times = prop_params[cp.METH_SPECIFIC].pop( + IC.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER + ) + self._meth_survey_costs = prop_params[cp.METH_SPECIFIC].pop( + IC.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER + ) + + def _clean_propagating_parameters_from_equipment_info(self, info: pd.Series) -> pd.Series: + info_labels_to_drop: list[str] = ( + IC.Equipment_Group_File_Constants.PROPAGATING_PARAMETER_COLUMNS + ) + + for ( + method_specific_label + ) in IC.Equipment_Group_File_Constants.METHOD_SPECIFIC_PROPAGATING_PARAMETERS: + info_labels_to_drop.extend( + [label for label in info.index if method_specific_label in label] + ) + + filtered_info_labels_to_drop: list[str] = [ + label for label in info_labels_to_drop if label in info.index + ] + cleaned_info: pd.Series = info.drop(labels=filtered_info_labels_to_drop) + return cleaned_info + + def generate_emissions( + self, + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary: dict[str, EmissionsSource], + repair_delay_dataframe: pd.DataFrame, + pre_simulation_emissions: bool, + ) -> dict: + eqg_emissions = {} + for eqmt in self._component: + eqg_emissions.update( + eqmt.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + pre_simulation_emissions=pre_simulation_emissions, + ) + ) + + return {self._id: eqg_emissions} + + def activate_emissions(self, date: date, sim_number: int) -> int: + """Activate any emissions that are due to begin on the current date for the given simulation + and add them to the active emissions list for the equipment at which they occur. + + Args: + date (date): The current date in simulation. + sim_number (int): The simulation number. + Used to interact with the correct set of emissions. + """ + new_emissions: int = 0 + for component in self._component: + new_emissions += component.activate_emissions(date, sim_number) + return new_emissions + + def update_emissions_state(self, emis_rep_info: EmisInfo, emis_data: TsEmisData) -> None: + for comp in self._component: + comp.update_emissions_state(emis_rep_info, emis_data) + + def tag_emissions_at_component(self, component: str, tagging_info: TaggingInfo) -> None: + target_comp: Component | None = next( + (comp for comp in self._component if comp.get_id() == component), + None, + ) + target_comp.tag_emissions(tagging_info) + + def get_detectable_emissions(self, method_name: str) -> dict[str, list[Emission]]: + detectable_emissions: dict[str, Emission] = {} + for equip in self._component: + detectable_emissions[equip.get_id()] = equip.get_detectable_emissions(method_name) + + return detectable_emissions + + def set_pregen_emissions(self, eqg_emissions, sim_number) -> None: + for component in self._component: + component.set_pregen_emissions(eqg_emissions[component.get_id()], sim_number) + + def get_survey_time(self, method_name) -> float: + survey_time: float = self._meth_survey_times[method_name] + return survey_time + + def report_func(self): + # TODO: some reporting agregate function? + return + + def get_id(self) -> str: + return self._id + + def gen_emis_data(self, emis_df: pd.DataFrame, site_id: str, row_index: int, end_date: date): + upd_row_index = row_index + for equip in self._component: + upd_row_index = equip.gen_emis_data(emis_df, site_id, self._id, upd_row_index, end_date) + return upd_row_index + + def get_survey_cost(self, method_name) -> float: + return self._meth_survey_costs[method_name] + + def setup(self, methods: list[str]): + for component in self._component: + component.set_emis_sum_dtypes(methods) + + @property + def component(self): + return self._component diff --git a/LDAR_Sim/src/virtual_world/infrastructure.py b/LDAR_Sim/src/virtual_world/infrastructure.py new file mode 100644 index 000000000..7a7701665 --- /dev/null +++ b/LDAR_Sim/src/virtual_world/infrastructure.py @@ -0,0 +1,350 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: infrastructure +Purpose: The infrastructure module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +import numpy as np +import pandas as pd +from utils.generic_functions import find_closest_index_numpy +from file_processing.output_processing.output_utils import EmisInfo, TsEmisData +from file_processing.input_processing.emissions_source_processing import ( + EmissionsSource, + process_emission_sources, +) +from file_processing.input_processing.repair_delay_processing import ( + read_in_repair_delay_sources_file, +) +import constants.param_default_const as pdc +from constants.infrastructure_const import ( + Infrastructure_Constants as IC, + Virtual_World_To_Prop_Params_Mapping as VW, + Deployment_TF_Sites_Constants as DTSC, +) +from virtual_world.sites import Site +from file_processing.input_processing.infrastructure_processing import ( + read_in_infrastructure_files, + check_site_file, + get_equip, +) +from weather.weather_lookup import WeatherLookup as WL + +# TODO: create logic for wrapping up the emissions into a dictionary +# TODO: create logic for unwrapping the emissions dictionary + + +class Infrastructure: + + def __init__(self, virtual_world, methods, in_dir) -> None: + self.emission_rate_source_dictionary: dict[str, EmissionsSource] = process_emission_sources( + inputs_path=in_dir, virtual_world=virtual_world + ) + self.repair_delay_dataframe: pd.DataFrame = read_in_repair_delay_sources_file( + inputs_path=in_dir, virtual_world=virtual_world + ) + self._sites: list[Site] = [] + self.generate_infrastructure( + virtual_world=virtual_world, + methods=methods, + in_dir=in_dir, + ) + + def __reduce__(self): + args = (self.emission_rate_source_dictionary, self.repair_delay_dataframe, self._sites) + return (self.__class__._reconstruct, args) + + @classmethod + def _reconstruct(cls, emission_rate_dict, repair_df, sites): + instance = cls.__new__(cls) + instance.emission_rate_source_dictionary = emission_rate_dict + instance.repair_delay_dataframe = repair_df + instance._sites = sites + return instance + + def generate_propagating_params(self, virtual_world, methods) -> dict: + prop_params_dict: dict = {} + for ( + param, + mapping, + ) in VW.PROPAGATING_PARAMS.items(): + mapping: str + access_path = mapping.split(".") + val = virtual_world + for path in access_path: + val = val[path] + prop_params_dict[param] = val + prop_params_dict[pdc.Common_Params.METH_SPECIFIC] = {} + for ( + param, + mapping, + ) in VW.METH_SPEC_PROP_PARAMS.items(): + prop_params_dict[pdc.Common_Params.METH_SPECIFIC][param] = {} + for method in methods: + access_path: list[str] = mapping.split(".") + val = None + val = methods[method] + for path in access_path: + val = val.get(path, 0) + prop_params_dict[pdc.Common_Params.METH_SPECIFIC][param][method] = val + # By default set all methods to be deployed at all sites + prop_params_dict[pdc.Common_Params.METH_SPECIFIC][ + IC.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ] = {} + for meth in methods: + prop_params_dict[pdc.Common_Params.METH_SPECIFIC][ + IC.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ][meth] = True + return prop_params_dict + + def update_propagating_params( + self, + prop_params: dict, + site_row_df_info: pd.Series, + site_type_info: pd.Series, + methods: list[str], + ) -> None: + if site_type_info is not None: + # Updating propagating parameters with site type info + for param in IC.Site_Type_File_Constants.PROPAGATING_PARAMS: + site_type_val = site_type_info.get(param, None) + if site_type_val is not None: + prop_params[param] = site_type_val + + for method in methods: + for param in IC.Site_Type_File_Constants.METH_SPEC_PROP_PARAMS: + site_type_val = site_type_info.get(method + param, None) + if site_type_val is not None: + prop_params[pdc.Common_Params.METH_SPECIFIC][param][method] = site_type_val + + # Updating propagating parameters with site info + for param in IC.Sites_File_Constants.PROPAGATING_PARAMS: + site_val = site_row_df_info.get(param, None) + if site_val is not None: + prop_params[param] = site_val + + # Update method specific propagating params with site info + for method in methods: + for param in IC.Sites_File_Constants.METH_SPEC_PROP_PARAMS: + site_val = site_row_df_info.get(method + param, None) + if site_val is not None: + prop_params[pdc.Common_Params.METH_SPECIFIC][param][method] = site_val + + def set_pregen_emissions(self, emissions, sim_number) -> None: + for site in self._sites: + site.set_pregen_emissions(emissions[site.get_id()], sim_number) + + # Generate Emissions for all infrastructure + def generate_emissions( + self, + sim_start_date, + sim_end_date, + sim_number, + pre_simulation_emissions: bool = True, + ) -> dict: + infrastructure_emissions: dict = {} + for site in self._sites: + infrastructure_emissions.update( + site.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + self.emission_rate_source_dictionary, + self.repair_delay_dataframe, + pre_simulation_emissions=pre_simulation_emissions, + ) + ) + return {sim_number: infrastructure_emissions} + + def activate_emissions(self, date: date, sim_number: int) -> int: + """Activate any emissions that are due to begin on the current date for the given simulation + and add them to the active emissions list for the component at which they occur. + + Args: + date (date): The current date in simulation. + sim_number (int): The simulation number. + Used to interact with the correct set of emissions. + """ + new_emissions: int = 0 + for site in self._sites: + new_emissions += site.activate_emissions(date, sim_number) + return new_emissions + + def update_emissions_state(self, emis_rep_info: EmisInfo) -> TsEmisData: + emis_data = TsEmisData() + for site in self._sites: + site.update_emissions_state(emis_rep_info, emis_data) + return emis_data + + def generate_infrastructure( + self, + virtual_world, + methods, + in_dir, + ) -> None: + """[summary] + + Args: + virtual_world (dict): The virtual world parameters informing site generation. + in_dir (Path): The path to the inputs directory + + Returns: + [dict]: sites, Union[dict, None]: leak_timeseries, Union[dict, None]: initial_leaks + """ + infrastructure_inputs: dict[str, pd.DataFrame] = read_in_infrastructure_files( + virtual_world, in_dir + ) + check_site_file(infrastructure_inputs) + sites_types_provided: bool = IC.Site_Type_File_Constants.TYPE in infrastructure_inputs + + sites_in: pd.DataFrame = infrastructure_inputs[IC.Virtual_World_Constants.SITES] + + # Sample sites and shuffle + n_samples = virtual_world[pdc.Virtual_World_Params.N_SITES] + if n_samples is None: + n_samples = len(sites_in) + # even if n_samples is None, the sample function is still used to shuffle + sites_to_make = sites_in.sample(n_samples) + + sites: list[Site] = [] + + for header in IC.Sites_File_Constants.OPTIONAL_SHARED_HEADERS: + if ( + header not in sites_to_make.columns.to_list() + and sites_types_provided + and header + in infrastructure_inputs[IC.Site_Type_File_Constants.TYPE].columns.to_list() + ): + sites_to_make[header] = sites_to_make.apply( + get_equip, + args=(infrastructure_inputs[IC.Site_Type_File_Constants.TYPE],), + axis=1, + ) + elif header in sites_to_make.columns.to_list(): + pass + else: + sites_to_make[header] = 0 + + for sidx, srow in sites_to_make.iterrows(): + site_type_info = None + if sites_types_provided: + site_types_info = infrastructure_inputs[IC.Site_Type_File_Constants.TYPE] + site_type = srow[IC.Sites_File_Constants.TYPE] + site_type_info = site_types_info.loc[ + site_types_info[IC.Site_Type_File_Constants.TYPE] == site_type + ].iloc[0] + propagating_params = self.generate_propagating_params( + virtual_world=virtual_world, methods=methods + ) + self.update_propagating_params( + propagating_params, + site_row_df_info=srow, + site_type_info=site_type_info, + methods=methods, + ) + new_site = Site( + id=srow[IC.Sites_File_Constants.ID], + lat=srow[IC.Sites_File_Constants.LAT], + long=srow[IC.Sites_File_Constants.LON], + equipment_groups=srow[IC.Sites_File_Constants.EQG], + propagating_params=propagating_params, + infrastructure_inputs=infrastructure_inputs, + start_date=date(*virtual_world[pdc.Virtual_World_Params.START_DATE]), + methods=methods, + site_type=srow[IC.Sites_File_Constants.TYPE], + ) + + sites.append(new_site) + + self._sites: list[Site] = sites + + def gen_site_measured_tf_data(self, methods, site_tf_df) -> None: + """Generate a dictionary that provides info on if a given site will be measured + by a given method. + + Args: + site_measured_df (pd.DataFrame): The DataFrame with site measured data. + + Returns: + A dictionary: The dictionary with site potential + measurement that can be used as a new row. + """ + for i, site in enumerate(self._sites): + + site_measured_data: dict = { + DTSC.SITE_ID: site.get_id(), + DTSC.SITE_TYPE: site.get_type(), + } + + for method in methods: + # If the method is a follow-up method, we do not know if it will ever be triggered + # therefore we set it to False + # Follow-up methods will always be called with another method, and because of this + # setting it false is fine, the other method will ensure that the site measured + # value is set to true + if methods[method][pdc.Method_Params.IS_FOLLOW_UP]: + surveyed = False + deployed = False + else: + deployed = site.do_site_deployment(method) + if ( + methods[method][pdc.Method_Params.DEPLOYMENT_TYPE] + == pdc.Deployment_Types.STATIONARY + ): + surveyed = True + else: + surveyed = site.get_required_surveys(method) >= 0 + site_measured_data[DTSC.SITE_DEPLOYMENT.format(method=method)] = deployed + site_measured_data[DTSC.REQUIRED_SURVEY.format(method=method)] = surveyed + site_measured_data[DTSC.METHOD_MEASURED.format(method=method)] = ( + deployed and surveyed + ) + + site_tf_df.loc[i] = site_measured_data + return + + # TODO + def get_flagged_sites(self, company_id) -> list[Site]: + return [site for site in self._sites if site.flagged_for_follow_up(company_id)] + + def get_site_avrg_lat_lon(self) -> tuple[int, int]: + lat_list = [] + lon_list = [] + for site in self._sites: + lat, lon = site.get_loc() + lat_list.append(float(lat)) + lon_list.append(float(lon)) + lat_ave = np.mean(lat_list) + lon_ave = np.mean(lon_list) + return (lat_ave, lon_ave) + + def gen_summary_emis_data(self, emis_df: pd.DataFrame, end_date: date) -> None: + row_index: int = 0 + for site in self._sites: + row_index = site.gen_emis_data(emis_df, row_index, end_date) + + def setup(self, methods: list[str]) -> None: + for site in self._sites: + site.setup(methods) + + def set_weather_index(self, weather: WL): + for site in self._sites: + lat, lon = site.get_loc() + lat_ind = find_closest_index_numpy(weather.latitude, lat) + lon_ind = find_closest_index_numpy(weather.longitude, lon) + site.set_weather_lat(weather.lat_sort[lat_ind]) + site.set_weather_long(weather.lon_sort[lon_ind]) diff --git a/LDAR_Sim/src/virtual_world/sites.py b/LDAR_Sim/src/virtual_world/sites.py new file mode 100644 index 000000000..fc9550f9d --- /dev/null +++ b/LDAR_Sim/src/virtual_world/sites.py @@ -0,0 +1,422 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: sites +# Purpose: The sites module. Pregenerate sites and regenerate sites +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import copy +from datetime import date +import logging +import math +from typing import Union +import sys + +import pandas as pd +from file_processing.output_processing.output_utils import EmisInfo, TsEmisData +from file_processing.input_processing.emissions_source_processing import ( + EmissionsSource, +) +from scheduling.schedule_dataclasses import TaggingInfo +from virtual_world.emission_types.emission import Emission +from virtual_world.equipment_groups import Equipment_Group + +from constants.infrastructure_const import ( + Infrastructure_Constants, +) +from constants.error_messages import Initialization_Messages as im +from constants.general_const import Emission_Constants as ec, Placeholder_Constants as pc +import constants.param_default_const as pdc + + +class Site: + # TODO its lat and lon not lat and long + def __init__( + self, + id: str, + lat: float, + long: float, + equipment_groups: list, + propagating_params: dict, + infrastructure_inputs: dict, + start_date: date, + methods: list[str], + site_type: str = None, + ) -> None: + self._site_ID: str = id + self._lat: float = lat + self._long: float = long + self._weather_lat: float = lat + self._weather_long: float = long + self._site_type: str = site_type + # TODO check that we use these + self._survey_frequencies: dict = propagating_params[pdc.Common_Params.METH_SPECIFIC].pop( + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER + ) + self._deployment_months = propagating_params[pdc.Common_Params.METH_SPECIFIC].pop( + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER + ) + self._deployment_years = propagating_params[pdc.Common_Params.METH_SPECIFIC].pop( + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER + ) + self._deploy_method: dict[str, bool] = propagating_params[ + pdc.Common_Params.METH_SPECIFIC + ].pop(Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER) + self._equipment_groups: list[Equipment_Group] = [] + self._survey_costs: dict[str, float] = {} + self._create_equipment_groups(equipment_groups, infrastructure_inputs, propagating_params) + self._set_survey_costs(methods=methods) + self._latest_tagging_survey_date: date = start_date + + def __reduce__(self): + args = ( + self._site_ID, + self._lat, + self._long, + self._weather_lat, + self._weather_long, + self._equipment_groups, + self._survey_frequencies, + self._deployment_months, + self._deployment_years, + self._site_type, + self._latest_tagging_survey_date, + self._survey_costs, + self._deploy_method, + ) + return (self.__class__._reconstruct, args) + + @classmethod + def _reconstruct( + cls, + site_ID, + lat, + long, + weather_lat, + weather_long, + equipment_groups, + survey_frequencies, + deployment_months, + deployment_years, + site_type, + latest_tagging_survey_date, + survey_costs, + deploy_method, + ): + instance = cls.__new__(cls) + instance._site_ID = site_ID + instance._lat = lat + instance._long = long + instance._weather_lat = weather_lat + instance._weather_long = weather_long + instance._equipment_groups = equipment_groups + instance._survey_frequencies = survey_frequencies + instance._deployment_months = deployment_months + instance._deployment_years = deployment_years + instance._site_type = site_type + instance._latest_tagging_survey_date = latest_tagging_survey_date + instance._survey_costs = survey_costs + instance._deploy_method = deploy_method + return instance + + def _create_equipment_groups( + self, + equipment_groups: Union[list, str, int, float, None], + infrastructure_inputs, + propagating_params, + ) -> None: + if isinstance(equipment_groups, str): + split_eqgs: list[str] = [ + split2 + for split1 in equipment_groups.split(";") + for split2 in split1.split(",") + if split2 not in [""] + ] + equipment_groups = split_eqgs + if isinstance(equipment_groups, list) and len(equipment_groups) > 0: + equip_groups_in: pd.DataFrame = infrastructure_inputs[ + Infrastructure_Constants.Virtual_World_Constants.EQG + ] + equip_count = len(equipment_groups) + for equipment_group in equipment_groups: + site_equipment_group = equip_groups_in.loc[ + equip_groups_in[ + Infrastructure_Constants.Equipment_Group_File_Constants.EQUIPMENT_GROUP + ] + == equipment_group + ].iloc[0] + prop_params = copy.deepcopy(propagating_params) + for ( + param + ) in Infrastructure_Constants.Sites_File_Constants.PROPAGATING_PARAMS_TO_SCALE: + if prop_params[param] is not None: + prop_params[param] /= equip_count + + for ( + param + ) in Infrastructure_Constants.Sites_File_Constants.METH_SPEC_PROP_PARAMS_TO_SCALE: + for method in prop_params[pdc.Common_Params.METH_SPECIFIC][param]: + if prop_params[pdc.Common_Params.METH_SPECIFIC][param][method] is not None: + prop_params[pdc.Common_Params.METH_SPECIFIC][param][ + method + ] /= equip_count + + self._equipment_groups.append( + Equipment_Group( + site_equipment_group[ + Infrastructure_Constants.Equipment_Group_File_Constants.EQUIPMENT_GROUP + ], + infrastructure_inputs, + prop_params, + site_equipment_group[1:], + ) + ) + elif isinstance(equipment_groups, (int, float)) and equipment_groups == 0: + rep_emis_epr = propagating_params[ + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR + ] + nonrep_emis_epr = propagating_params[ + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR + ] + # special case for when equipment group isn't set + if (rep_emis_epr is None or rep_emis_epr <= 0) and ( + nonrep_emis_epr is None or nonrep_emis_epr <= 0 + ): + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.EMISSION_PRODUCTION_RATE_ERROR) + sys.exit() + elif nonrep_emis_epr is None and rep_emis_epr > 0: + prod_rate = rep_emis_epr + placeholder = pc.PLACEHOLDER_REP_EQUIPMENT + print( + im.PLACEHOLDER_CREATION_WARNING_MESSAGE.format( + type=ec.REPAIRABLE, site=self._site_ID + ) + ) + elif rep_emis_epr is None and nonrep_emis_epr > 0: + prod_rate = nonrep_emis_epr + placeholder = pc.PLACEHOLDER_NON_EQUIPMENT + print( + im.PLACEHOLDER_CREATION_WARNING_MESSAGE.format( + type=ec.NON_REPAIRABLE, site=self._site_ID + ) + ) + else: + prod_rate = max(nonrep_emis_epr, rep_emis_epr) + placeholder = pc.PLACEHOLDER_EQUIPMENT + equip_count = math.ceil(prod_rate * 365 * 2) + equip_group_info = pd.Series({placeholder: equip_count}) + prop_params = copy.deepcopy(propagating_params) + self._equipment_groups.append( + Equipment_Group( + equipment_groups, infrastructure_inputs, prop_params, equip_group_info + ) + ) + elif isinstance(equipment_groups, (int, float)) and equipment_groups > 0: + rep_emis_epr = propagating_params[ + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR + ] + nonrep_emis_epr = propagating_params[ + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR + ] + if (rep_emis_epr is None or rep_emis_epr <= 0) and ( + nonrep_emis_epr is None or nonrep_emis_epr <= 0 + ): + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.EMISSION_PRODUCTION_RATE_ERROR) + sys.exit() + elif nonrep_emis_epr is None and rep_emis_epr > 0: + prod_rate = rep_emis_epr + placeholder = pc.PLACEHOLDER_REP_EQUIPMENT + print( + im.PLACEHOLDER_CREATION_WARNING_MESSAGE.format( + type=ec.REPAIRABLE, site=self._site_ID + ) + ) + elif rep_emis_epr is None and nonrep_emis_epr > 0: + prod_rate = nonrep_emis_epr + placeholder = pc.PLACEHOLDER_NON_EQUIPMENT + print( + im.PLACEHOLDER_CREATION_WARNING_MESSAGE.format( + type=ec.NON_REPAIRABLE, site=self._site_ID + ) + ) + else: + prod_rate = max(rep_emis_epr, nonrep_emis_epr) + placeholder = pc.PLACEHOLDER_EQUIPMENT + equip_count = math.ceil(prod_rate * 365 * 2) + for i in range(0, int(equipment_groups)): + equip_group_info = pd.Series( + {placeholder: math.ceil(equip_count / equipment_groups)} + ) + prop_params = copy.deepcopy(propagating_params) + for ( + param + ) in Infrastructure_Constants.Sites_File_Constants.PROPAGATING_PARAMS_TO_SCALE: + if prop_params[param] is not None: + prop_params[param] /= equipment_groups + for ( + param + ) in Infrastructure_Constants.Sites_File_Constants.METH_SPEC_PROP_PARAMS_TO_SCALE: + for method in prop_params[pdc.Common_Params.METH_SPECIFIC][param]: + if prop_params[pdc.Common_Params.METH_SPECIFIC][param][method] is not None: + prop_params[pdc.Common_Params.METH_SPECIFIC][param][ + method + ] /= equipment_groups + + self._equipment_groups.append( + Equipment_Group(i, infrastructure_inputs, prop_params, equip_group_info) + ) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.BAD_EQUIPMENT_INPUT_ERROR.format(equipment_groups)) + sys.exit() + + def _set_survey_costs(self, methods: list[str]) -> float: + for method in methods: + self._survey_costs[method] = 0 + for eqg in self._equipment_groups: + self._survey_costs[method] += eqg.get_survey_cost(method) + + def activate_emissions(self, date: date, sim_number: int) -> int: + """Activate any emissions that are due to begin on the current date for the given simulation + and add them to the active emissions list for the component at which they occur. + + Args: + date (date): The current date in simulation. + sim_number (int): The simulation number. + Used to interact with the correct set of emissions. + """ + new_emissions: int = 0 + for eqg in self._equipment_groups: + new_emissions += eqg.activate_emissions(date, sim_number) + return new_emissions + + def generate_emissions( + self, + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary: dict[str, EmissionsSource], + repair_delay_dataframe: pd.DataFrame, + pre_simulation_emissions: bool, + ) -> dict: + site_emissions: dict = {} + for eqg in self._equipment_groups: + eqg: Equipment_Group + site_emissions.update( + eqg.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + pre_simulation_emissions=pre_simulation_emissions, + ) + ) + + return {self._site_ID: site_emissions} + + def get_detectable_emissions(self, method_name: str) -> dict[str, dict[str, list[Emission]]]: + detectable_emissions: dict[str, dict[str, Emission]] = {} + for eqg in self._equipment_groups: + detectable_emissions[eqg.get_id()] = eqg.get_detectable_emissions(method_name) + + return detectable_emissions + + def get_required_surveys(self, method_name) -> int: + required_surveys: int = self._survey_frequencies[method_name] + # if required_surveys is not None: + if required_surveys: + return required_surveys + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.SURVEY_FREQUENCY_ERROR.format(site=self._site_ID, method=method_name)) + sys.exit() + + def do_site_deployment(self, method_name) -> bool: + return self._deploy_method[method_name] + + def get_method_survey_time(self, method_name) -> int: + survey_time: float = 0 + for eqg in self._equipment_groups: + survey_time += eqg.get_survey_time(method_name=method_name) + return round(survey_time) + + def get_id(self) -> str: + return self._site_ID + + def get_type(self) -> str: + return self._site_type + + def get_loc(self) -> tuple[float, float]: + return self._lat, self._long + + def get_latest_tagging_survey_date(self) -> date: + return self._latest_tagging_survey_date + + def gen_emis_data(self, emis_df: pd.DataFrame, row_index: int, end_date: date): + upd_row_index = row_index + for eqg in self._equipment_groups: + upd_row_index = eqg.gen_emis_data(emis_df, self._site_ID, upd_row_index, end_date) + return upd_row_index + + def get_survey_cost(self, method_name: str) -> float: + return self._survey_costs[method_name] + + def set_latest_tagging_survey_date(self, date: date) -> None: + self._latest_tagging_survey_date = date + + def set_pregen_emissions(self, site_emissions, sim_number) -> None: + for eqg in self._equipment_groups: + eqg.set_pregen_emissions(site_emissions[eqg.get_id()], sim_number) + + def tag_emissions_at_component( + self, equipment_group: str, component: str, tagging_info: TaggingInfo + ) -> None: + target_equip_group: Equipment_Group | None = next( + ( + equip_group + for equip_group in self._equipment_groups + if equip_group.get_id() == equipment_group + ), + None, + ) + target_equip_group.tag_emissions_at_component(component, tagging_info) + + def update_emissions_state(self, emis_rep_info: EmisInfo, emis_data: TsEmisData) -> None: + for eqg in self._equipment_groups: + eqg.update_emissions_state(emis_rep_info, emis_data) + + def setup(self, methods: list[str]): + for eqg in self._equipment_groups: + eqg.setup(methods) + + def set_weather_lat(self, lat: float) -> None: + self._weather_lat = lat + + def set_weather_long(self, long: float) -> None: + self._weather_long = long + + def get_weather_lat(self) -> float: + return self._weather_lat + + def get_weather_long(self) -> float: + return self._weather_long + + @property + def equipment_groups(self): + return self._equipment_groups diff --git a/LDAR_Sim/src/virtual_world/sources.py b/LDAR_Sim/src/virtual_world/sources.py new file mode 100644 index 000000000..65be326cd --- /dev/null +++ b/LDAR_Sim/src/virtual_world/sources.py @@ -0,0 +1,416 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: sources +Purpose: The sources module. Sources are used to create emissions. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date, timedelta +import logging +import re +import sys +from typing import Literal + +import numpy as np +import pandas as pd +from constants.error_messages import Initialization_Messages as im +from file_processing.input_processing.emissions_source_processing import ( + EmissionsSource, +) +from virtual_world import emission_types +from constants.infrastructure_const import ( + Infrastructure_Constants as IC, +) +from constants.general_const import Emission_Constants as ec +import constants.param_default_const as pdc + + +class Source: + + def __init__(self, id: str, info, prop_params) -> None: + self._source_ID: str = id + self._set_source_only_properties(info=info) + self._multi_emissions: bool = None + self._generated_emissions: dict[int, list[emission_types.Emission]] = {} + self._emis_rate_source: EmissionsSource = None + self._emis_prod_rate: float = None + self._emis_duration: int = None + self._meth_spat_covs: dict[str, float] = None + self._emis_rep_delay: int = None + self._emis_rep_cost: float = None + self._prefix: Literal["repairable", "non_repairable"] = None + self._set_prefix() + self._update_prop_params(info=info, prop_params=prop_params) + self._set_propagating_source_properties(prop_params=prop_params) + self._next_emission: emission_types.Emission = None + + def __reduce__(self): + args = ( + self._source_ID, + self._repairable, + self._persistent, + self._active_duration, + self._inactive_duration, + self._multi_emissions, + self._generated_emissions, + self._emis_rate_source, + self._emis_prod_rate, + self._emis_duration, + self._meth_spat_covs, + self._emis_rep_delay, + self._emis_rep_cost, + self._next_emission, + self._prefix, + ) + return (self.__class__._reconstruct, args) + + @classmethod + def _reconstruct( + cls, + source_ID, + repairable, + persistent, + active_duration, + inactive_duration, + multi_emissions, + generated_emissions, + emis_rate_source, + emis_prod_rate, + emis_duration, + meth_spat_covs, + emis_rep_delay, + emis_rep_cost, + next_emission, + prefix, + ): + # Create a new instance without invoking __init__ + instance = cls.__new__(cls) + # Restore the instance's attributes + instance._source_ID = source_ID + instance._repairable = repairable + instance._persistent = persistent + instance._active_duration = active_duration + instance._inactive_duration = inactive_duration + instance._multi_emissions = multi_emissions + instance._generated_emissions = generated_emissions + instance._emis_rate_source = emis_rate_source + instance._emis_prod_rate = emis_prod_rate + instance._emis_duration = emis_duration + instance._meth_spat_covs = meth_spat_covs + instance._emis_rep_delay = emis_rep_delay + instance._emis_rep_cost = emis_rep_cost + instance._next_emission = next_emission + instance._prefix = prefix + return instance + + def _set_source_only_properties(self, info) -> None: + try: + self._repairable: bool = info[IC.Sources_File_Constants.REPAIRABLE] + self._persistent: bool = info[IC.Sources_File_Constants.PERSISTENT] + self._active_duration: int = info[IC.Sources_File_Constants.ACTIVE_DUR] + self._inactive_duration: int = info[IC.Sources_File_Constants.INACTIVE_DUR] + except KeyError as e: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.SOURCE_INFO_MISSING_KEY_MSG.format(key=e)) + sys.exit() + + def _set_prefix(self) -> None: + prefix: Literal["repairable", "non_repairable"] = ( + ec.REP_PREFIX if self._repairable else ec.NON_REP_PREFIX + ) + self._prefix = prefix + + def _update_prop_params(self, info, prop_params) -> None: + meth_specific_params = prop_params.pop(pdc.Common_Params.METH_SPECIFIC) + + for param in meth_specific_params.keys(): + for method in meth_specific_params[param].keys(): + src_val = info.get(method + param, None) + if src_val is not None: + meth_specific_params[param][method] = src_val + + prop_params_keys = list(prop_params.keys()) + for param in prop_params_keys: + if self._prefix in param: + src_param = re.sub(self._prefix, "", param) + src_val = info.get(src_param, None) + if src_val is not None: + prop_params[src_param] = src_val + else: + prop_val = prop_params[param] + prop_params[src_param] = prop_val + + prop_params[pdc.Common_Params.METH_SPECIFIC] = meth_specific_params + + def _set_propagating_source_properties(self, prop_params) -> None: + if prop_params[IC.Sources_File_Constants.EMIS_ERS] is None: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + im.POTENTIAL_SOURCE_CREATION_ERROR_MESSAGE.format( + rep=self._prefix, const=IC.Sources_File_Constants.EMIS_ERS + ) + ) + sys.exit() + elif prop_params[IC.Sources_File_Constants.EMIS_EPR] is None: + logger: logging.Logger = logging.getLogger(__name__) + logger.error( + im.POTENTIAL_SOURCE_CREATION_ERROR_MESSAGE.format( + rep=self._prefix, const=IC.Sources_File_Constants.EMIS_EPR + ) + ) + sys.exit() + self._emis_rate_source = prop_params[IC.Sources_File_Constants.EMIS_ERS] + self._emis_prod_rate = prop_params[IC.Sources_File_Constants.EMIS_EPR] + self._emis_duration = int(prop_params[IC.Sources_File_Constants.EMIS_DUR]) + self._multi_emissions = prop_params[IC.Sources_File_Constants.MULTI_EMISSIONS] + + self._meth_spat_covs = prop_params[pdc.Common_Params.METH_SPECIFIC][ + IC.Sources_File_Constants.SPATIAL_PLACEHOLDER + ] + self._meth_temp_covs = prop_params[pdc.Common_Params.METH_SPECIFIC][ + IC.Sources_File_Constants.TEMPORAL_PLACEHOLDER + ] + if self._repairable: + # TODO look at processing for these values + self._emis_rep_delay = prop_params[IC.Sources_File_Constants.REPAIR_DELAY][ + pdc.Common_Params.VAL + ] + self._emis_rep_cost = prop_params[IC.Sources_File_Constants.REPAIR_COST][ + pdc.Common_Params.VAL + ] + + def _get_rate(self, emission_rate_source_dictionary: dict[str, EmissionsSource]): + return emission_rate_source_dictionary[self._emis_rate_source].get_a_rate() + + def _get_repairable(self): + return self._repairable + + def _get_rep_delay(self, repair_delay_dataframe: pd.DataFrame): + if isinstance(self._emis_rep_delay, int): + return self._emis_rep_delay + elif isinstance(self._emis_rep_delay, list): + return np.random.choice(self._emis_rep_delay) + elif isinstance(self._emis_rep_delay, str): + if self._emis_rep_delay in repair_delay_dataframe: + return np.random.choice(repair_delay_dataframe[self._emis_rep_delay]) + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.INVALID_REPAIR_DELAY_COL_MSG.format(key=self._emis_rep_delay)) + sys.exit() + else: + logger: logging.Logger = logging.getLogger(__name__) + logger.error(im.INVALID_REPAIR_DELAY_ERR_MSG.format(delay=self._emis_rep_delay)) + sys.exit() + + def _get_rep_cost(self): + return self._emis_rep_cost + + def _get_emis_duration(self): + return self._emis_duration + + def _create_emission( + self, + leak_count, + start_date, + sim_start_date, + emission_rate_source_dictionary: dict[str, EmissionsSource], + repair_delay_dataframe: pd.DataFrame, + ) -> emission_types.Emission: + if self._repairable: + if self._persistent: + return emission_types.RepairableEmission( + emission_n=leak_count, + rate=self._get_rate(emission_rate_source_dictionary), + start_date=start_date, + simulation_sd=sim_start_date, + repairable=self._get_repairable(), + tech_spat_cov_probs=self._meth_spat_covs, + tech_temp_cov_probs=self._meth_temp_covs, + repair_delay=self._get_rep_delay(repair_delay_dataframe), + repair_cost=self._get_rep_cost(), + nrd=self._get_emis_duration(), + ) + else: + return emission_types.IntermittentRepairableEmission( + emission_number=leak_count, + emission_rate=self._get_rate(emission_rate_source_dictionary), + start_date=start_date, + simulation_start_date=sim_start_date, + repairable=self._get_repairable(), + tech_spatial_coverage_probabilities=self._meth_spat_covs, + tech_temporal_coverage_probabilities=self._meth_temp_covs, + repair_delay=self._get_rep_delay(repair_delay_dataframe), + repair_cost=self._get_rep_cost(), + duration=self._get_emis_duration(), + active_duration=self._active_duration, + inactive_duration=self._inactive_duration, + ) + else: + if self._persistent: + return emission_types.NonRepairableEmission( + emission_n=leak_count, + rate=self._get_rate(emission_rate_source_dictionary), + start_date=start_date, + simulation_sd=sim_start_date, + repairable=self._get_repairable(), + tech_spat_cov_probs=self._meth_spat_covs, + tech_temp_cov_probs=self._meth_temp_covs, + duration=self._get_emis_duration(), + ) + else: + return emission_types.IntermittentNonRepairableEmission( + emission_number=leak_count, + emission_rate=self._get_rate(emission_rate_source_dictionary), + start_date=start_date, + simulation_start_date=sim_start_date, + repairable=self._get_repairable(), + tech_spatial_coverage_probabilities=self._meth_spat_covs, + tech_temporal_coverage_probabilities=self._meth_temp_covs, + duration=self._get_emis_duration(), + active_duration=self._active_duration, + inactive_duration=self._inactive_duration, + ) + + def generate_emissions( + self, + sim_start_date: date, + sim_end_date: date, + sim_number: int, + emission_rate_source_dictionary: dict[str, EmissionsSource], + repair_delay_dataframe: pd.DataFrame, + pre_simulation_emissions: bool, + ) -> dict[str, list[emission_types.Emission]]: + # Using a list as a FIFO queue for less overhead and to be able to pickle it + emissions_fifo: list[emission_types.Emission] = [] + + # Initialize a counter to give all emissions for the source a unique "ID" + leak_count: int = 0 + + last_emis_day: date = sim_start_date + + if pre_simulation_emissions: + # Pre-calculate date ranges + pre_existing_dates = pd.date_range( + start=sim_start_date - timedelta(days=self._emis_duration), + periods=self._emis_duration, + freq="D", + ) + + # Vectorize random number generation + pre_existing_emissions = np.random.binomial( + 1, self._emis_prod_rate, self._emis_duration + ) + + # Filter dates where emissions should be created + filtered_emission_dates = pre_existing_dates[pre_existing_emissions == 1] + + # RNG the number of emissions to create and RNG the date for each emission + + # Generate Pre-Existing Emissions to exist at the start of simulation + # The loop is working backwards in time, starting from 1 day before simulation start + + # This first loop is to generate emissions that are already active + # at the start of the simulation. If only one emission is allowed + # for the given source, the loop will break once the first is made, + # since no other emissions should exist + + for day in filtered_emission_dates: + emis_start_date: date = day.date() + emission: emission_types.Emission = self._create_emission( + leak_count=leak_count, + start_date=emis_start_date, + sim_start_date=sim_start_date, + emission_rate_source_dictionary=emission_rate_source_dictionary, + repair_delay_dataframe=repair_delay_dataframe, + ) + leak_count += 1 + emissions_fifo.append(emission) + if not self._multi_emissions: + last_emis_day = emis_start_date + timedelta(days=self._emis_duration) + # If only one emission is allowed, break the loop + break + + # Generate Emissions for the course of the simulation + date_diff: timedelta = sim_end_date - sim_start_date + sim_dur: int = date_diff.days + 1 # +1 to include the end date + # Precalculate date + simulation_dates = pd.date_range(start=sim_start_date, periods=sim_dur, freq="D") + # Vectorize random number generation + simulation_emissions = np.random.binomial(1, self._emis_prod_rate, sim_dur) + + # Filter dates where emissions should be created + emission_dates = simulation_dates[simulation_emissions == 1] + + for day in emission_dates: + emis_start_date: date = day.date() + # Skip emission creation if it's too soon after the last one + if not self._multi_emissions and emis_start_date <= last_emis_day: + continue + + emission: emission_types.Emission = self._create_emission( + leak_count=leak_count, + start_date=emis_start_date, + sim_start_date=sim_start_date, + emission_rate_source_dictionary=emission_rate_source_dictionary, + repair_delay_dataframe=repair_delay_dataframe, + ) + leak_count += 1 + emissions_fifo.append(emission) + if not self._multi_emissions: + # if only a single emission can be made, + # update the last_emis_day based on the new emission + last_emis_day = emis_start_date + timedelta(days=self._emis_duration) + emissions_fifo.reverse() + self._generated_emissions[sim_number] = emissions_fifo + return {self._source_ID: emissions_fifo} + + def activate_emissions(self, date: date, sim_number: int) -> list[emission_types.Emission]: + """Activate any emissions produced by the source that are due to begin on the current date + for the given simulation and return them in a list. + + Args: + date (datetime): The current date in simulation. + sim_number (int): The simulation number. + Used to interact with the correct set of emissions. + + Returns: + list[Emission]: The list of emissions that are newly active on the current date + """ + newly_activated_emissions: list[emission_types.Emission] = [] + sim_emissions: list[emission_types.Emission] = self._generated_emissions[sim_number] + + if self._next_emission is None and sim_emissions: + focus_emission: emission_types.Emission = sim_emissions.pop() + else: + focus_emission: emission_types.Emission = self._next_emission + + while focus_emission and focus_emission.activate(date): + newly_activated_emissions.append(focus_emission) + if sim_emissions: + focus_emission = sim_emissions.pop() + else: + focus_emission = None + + self._next_emission = focus_emission + + return newly_activated_emissions + + def set_pregen_emissions(self, src_emissions, sim_number) -> None: + self._generated_emissions.clear() + self._generated_emissions[sim_number] = src_emissions + + def get_id(self) -> str: + return self._source_ID diff --git a/LDAR_Sim/src/weather/ERA5_concat.py b/LDAR_Sim/src/weather/ERA5_concat.py index 43084111e..34a8d97c4 100644 --- a/LDAR_Sim/src/weather/ERA5_concat.py +++ b/LDAR_Sim/src/weather/ERA5_concat.py @@ -3,7 +3,6 @@ # File: ERA_concat.py # Purpose: Concatenate timeseries from ERA5 netcdf files # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -25,18 +24,18 @@ import xarray -''' +""" Concatenate two weather netcdf files on the time column. Keep Lat Long coordinates the same -''' +""" # Inputs -folder = 'inputs' +folder = "inputs" f1 = "ERA5_2017_2018_AB.nc" f2 = "ERA5_2019_2020_AB.nc" output = "ERA5_2017_2020_AB.nc" root_dir = Path(os.path.dirname(os.path.realpath(__file__))).parent.parent -os.chdir(root_dir/folder) -ds = xarray.open_mfdataset([f1, f2], combine='by_coords', concat_dim="time", decode_times=False) +os.chdir(root_dir / folder) +ds = xarray.open_mfdataset([f1, f2], combine="by_coords", concat_dim="time", decode_times=False) ds.to_netcdf(output) diff --git a/LDAR_Sim/src/weather/ERA5_downloader.py b/LDAR_Sim/src/weather/ERA5_downloader.py index ab7830795..680a38d26 100644 --- a/LDAR_Sim/src/weather/ERA5_downloader.py +++ b/LDAR_Sim/src/weather/ERA5_downloader.py @@ -3,7 +3,6 @@ # File: ERA5 downloader # Purpose: Downloads ERA5 data # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -30,36 +29,44 @@ # Input facil_file = "./inputs/facilities_permian.csv" root_dir = Path(os.path.dirname(os.path.realpath(__file__))).parent.parent -facilities = pd.read_csv(root_dir/facil_file) +facilities = pd.read_csv(root_dir / facil_file) # Inputs start_year = 2019 end_year = 2020 -region_name = 'perm' +region_name = "perm" res = [1, 1] # Resolution in degrees vars = [ - 'total_precipitation', '10m_u_component_of_wind', - '10m_v_component_of_wind', '2m_temperature', 'total_cloud_cover', + "total_precipitation", + "10m_u_component_of_wind", + "10m_v_component_of_wind", + "2m_temperature", + "total_cloud_cover", ] # define the weather variables you want to download # Bounding box (N,W,S,E) -bb = [str(ceil(facilities['lat'].max())), str(floor(facilities['lon'].min())), - str(floor(facilities['lat'].min())), str(ceil(facilities['lon'].max()))] -yrs = [str(x) for x in range(start_year, end_year+1)] +bb = [ + str(ceil(facilities["lat"].max())), + str(floor(facilities["lon"].min())), + str(floor(facilities["lat"].min())), + str(ceil(facilities["lon"].max())), +] +yrs = [str(x) for x in range(start_year, end_year + 1)] c = cdsapi.Client() # download hourly data for Alberta from 2017-01-01 to 2019-12-31 c.retrieve( - 'reanalysis-era5-single-levels', + "reanalysis-era5-single-levels", { - 'product_type': 'reanalysis', - 'variable': vars, - 'year': yrs, - 'month': ['{:02d}'.format(x) for x in range(1, 13)], - 'day': ['{:02d}'.format(x) for x in range(1, 32)], - 'time': ['{:02d}:00'.format(x) for x in range(0, 24)], - 'area': bb, - 'grid': res, # define the size of weather grid in degrees (spatial resolution) - 'format': 'netcdf', + "product_type": "reanalysis", + "variable": vars, + "year": yrs, + "month": ["{:02d}".format(x) for x in range(1, 13)], + "day": ["{:02d}".format(x) for x in range(1, 32)], + "time": ["{:02d}:00".format(x) for x in range(0, 24)], + "area": bb, + "grid": res, # define the size of weather grid in degrees (spatial resolution) + "format": "netcdf", }, - r'ERA5_{}_{}_{}.nc'.format(start_year, end_year, region_name)) # define the name of file + r"ERA5_{}_{}_{}.nc".format(start_year, end_year, region_name), +) # define the name of file diff --git a/LDAR_Sim/src/weather/ERA5_hourly_to_daily.py b/LDAR_Sim/src/weather/ERA5_hourly_to_daily.py index 1566be030..f4bd5f25f 100644 --- a/LDAR_Sim/src/weather/ERA5_hourly_to_daily.py +++ b/LDAR_Sim/src/weather/ERA5_hourly_to_daily.py @@ -3,7 +3,6 @@ # File: ERA5 downloader # Purpose: Downloads ERA5 data # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -34,11 +33,11 @@ Pbase = np.empty((1, 45, 41), dtype=np.float) for y in yrs: data = nc.Dataset( - r"D:\ERA5AB\weather_04_19\weather_{}.nc".format(y), - 'r') # where you save data - t = len(data['time'][:]) # read time - days = int(t/24) - # create empty arrays for each variable of ech file + r"D:\ERA5AB\weather_04_19\weather_{}.nc".format(y), "r" + ) # where you save data + t = len(data["time"][:]) # read time + days = int(t / 24) + # create empty arrays for each variable of each file U10 = np.empty((days, 45, 41), dtype=np.float) V10 = np.empty((days, 45, 41), dtype=np.float) T2M = np.empty((days, 45, 41), dtype=np.float) @@ -47,25 +46,24 @@ ui = 23 index = 0 # for every 24 hours we calculate averages for each weather variable and - # assign averages tothe predefined empty arrays + # assign averages to the predefined empty arrays while ui < t: - # wind - u = data.variables['u10'][li:ui, :, :] - v = data.variables['v10'][li:ui, :, :] - u_ave = np.average(u, axis=0) - v_ave = np.average(v, axis=0) + u = data.variables["u10"][li:ui, :, :] + v = data.variables["v10"][li:ui, :, :] + u_ave = np.mean(u, axis=0) + v_ave = np.mean(v, axis=0) U10[index, :, :] = u_ave V10[index, :, :] = v_ave # temperature - t2m = data.variables['t2m'][li:ui, :, :] - t2m_ave = np.average(t2m, axis=0) + t2m = data.variables["t2m"][li:ui, :, :] + t2m_ave = np.mean(t2m, axis=0) T2M[index, :, :] = t2m_ave # Total precipitation - tp = data.variables['tp'][li:ui, :, :] - tp_ave = np.average(tp, axis=0) + tp = data.variables["tp"][li:ui, :, :] + tp_ave = np.mean(tp, axis=0) TP[index, :, :] = tp_ave li += 24 @@ -90,46 +88,47 @@ lo = u3.shape[2] # write everything into one netcdf file -ncfile = nc.Dataset('D:\ERA5AB\ERA5_new.nc', mode='w', format='NETCDF4_CLASSIC') # noqa +ncfile = nc.Dataset("D:\ERA5AB\ERA5_new.nc", mode="w", format="NETCDF4_CLASSIC") # noqa # create dimensions -lat_dim = ncfile.createDimension('lat', la) # latitude axis -lon_dim = ncfile.createDimension('lon', lo) # longitude axis -time_dim = ncfile.createDimension('time', ti) # time axis +lat_dim = ncfile.createDimension("lat", la) # latitude axis +lon_dim = ncfile.createDimension("lon", lo) # longitude axis +time_dim = ncfile.createDimension("time", ti) # time axis # create dimension variables -new_lat = ncfile.createVariable('lat', np.float32, ('lat',)) -new_lat.units = 'degrees_north' -new_lat.long_name = 'latitude' -new_lon = ncfile.createVariable('lon', np.float32, ('lon',)) -new_lon.units = 'degrees_east' -new_lon.long_name = 'longitude' -new_time = ncfile.createVariable('time', np.int, ('time',)) -new_time.units = 'days since 2015-01-01' -new_time.long_name = 'time' +new_lat = ncfile.createVariable("lat", np.float32, ("lat",)) +new_lat.units = "degrees_north" +new_lat.long_name = "latitude" +new_lon = ncfile.createVariable("lon", np.float32, ("lon",)) +new_lon.units = "degrees_east" +new_lon.long_name = "longitude" +new_time = ncfile.createVariable("time", np.int, ("time",)) +new_time.units = "days since 2015-01-01" +new_time.long_name = "time" # create weather variables -# tempertaure -temp = ncfile.createVariable('t2m', np.float64, ('time', 'lat', 'lon') - ) # note: unlimited dimension is leftmost -temp.units = 'K' -temp.standard_name = 'daily average 2 meter air temperature' # this is a CF standard name +# temperature +temp = ncfile.createVariable( + "t2m", np.float64, ("time", "lat", "lon") +) # note: unlimited dimension is leftmost +temp.units = "K" +temp.standard_name = "daily average 2 meter air temperature" # this is a CF standard name # wind components -u_comp = ncfile.createVariable('u10', np.float64, ('time', 'lat', 'lon')) +u_comp = ncfile.createVariable("u10", np.float64, ("time", "lat", "lon")) u_comp.units = "m/s" -u_comp.standard_name = 'daily average 10 meter u wind component above ground' +u_comp.standard_name = "daily average 10 meter u wind component above ground" -v_comp = ncfile.createVariable('v10', np.float64, ('time', 'lat', 'lon')) +v_comp = ncfile.createVariable("v10", np.float64, ("time", "lat", "lon")) v_comp.units = "m/s" -v_comp.standard_name = 'daily average 10 meter v wind component above ground' +v_comp.standard_name = "daily average 10 meter v wind component above ground" # total precipitation -precip = ncfile.createVariable('tp', np.float64, ('time', 'lat', 'lon')) +precip = ncfile.createVariable("tp", np.float64, ("time", "lat", "lon")) precip.units = "m" -precip.standard_name = 'daily average 2 meter air temperature' +precip.standard_name = "daily average 2 meter air temperature" # writing data diff --git a/LDAR_Sim/src/weather/__init__.py b/LDAR_Sim/src/weather/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/src/weather/daylight_calculator.py b/LDAR_Sim/src/weather/daylight_calculator.py index 74ddfedc0..e0d6128db 100644 --- a/LDAR_Sim/src/weather/daylight_calculator.py +++ b/LDAR_Sim/src/weather/daylight_calculator.py @@ -3,7 +3,6 @@ # File: Daylight calculator # Purpose: Calculates daylight hours (daily) for a set of locations. # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -19,151 +18,163 @@ # # ------------------------------------------------------------------------------ -import datetime - +from datetime import date, timedelta, datetime import ephem -import numpy as np # Calculate the study area average daylight for each day of the simulation class DaylightCalculatorAve: + def __init__(self, site_lat_lon: tuple, start_date: date, end_date: date): + # Get average lat and lon values for the sites in your study area - def __init__(self, state, parameters): - self.state = state - self.parameters = parameters + lat_ave = site_lat_lon[0] + lon_ave = site_lat_lon[1] - # Get average lat and lon values for the sites in your study area - lat_list = [] - lon_list = [] - for site in self.state['sites']: - lat_list.append(float(site['lat'])) - lon_list.append(float(site['lon'])) - self.lat_ave = np.mean(lat_list) - self.lon_ave = np.mean(lon_list) - - # Build vector of dates spanning timeseries with format "yyyy/mm/dd" - self.date_list = [self.state['t'].start_date + datetime.timedelta(days=x) for x in - range(0, self.parameters['timesteps'])] + curr_date = start_date # Create an empty list to store the daylight hours - rounding down. - self.daylight_hours = [] - - for day in range(len(self.date_list)): + self.daylight_hours = {} + while curr_date <= end_date: # Create ephem object obs = ephem.Observer() # Turn off PyEphem’s native mechanism for computing atmospheric refraction # near the horizon obs.pressure = 0 - obs.horizon = '-6' # -6 = civil twilight, -12 = nautical, -18 = astronomical + obs.horizon = "-6" # -6 = civil twilight, -12 = nautical, -18 = astronomical # Set the time - obs.date = self.date_list[day] + obs.date = datetime.combine(curr_date, datetime.min.time()) # set the latitude and longitude for object - obs.lat = str(self.lat_ave) - obs.lon = str(self.lon_ave) + obs.lat = str(lat_ave) + obs.lon = str(lon_ave) # get the sunset and sunrise UTC time - sunrise = obs.previous_rising(ephem.Sun(), use_center=True).datetime() - sunset = obs.next_setting(ephem.Sun(), use_center=True).datetime() - dif_hours = (sunset - sunrise).total_seconds() / 3600 - self.daylight_hours.append(dif_hours) + try: + # get the sunset and sunrise UTC time + sunrise = obs.previous_rising(ephem.Sun(), use_center=True).datetime() + sunset = obs.next_setting(ephem.Sun(), use_center=True).datetime() + dif_hours = (sunset - sunrise).total_seconds() / 3600 + except ephem.NeverUpError: + # Sun never rises: polar night + dif_hours = 0.0 + except ephem.AlwaysUpError: + # Sun never sets: polar day + dif_hours = 24.0 + self.daylight_hours[curr_date] = dif_hours + curr_date += timedelta(days=1) return - def get_daylight(self, timestep): + def __reduce__(self): + args = (self.daylight_hours,) + return (self.__class__._reconstruct, args) - daylight = self.daylight_hours[timestep] + @classmethod + def _reconstruct(cls, daylight_hours): + # Create a new instance without invoking __init__ + instance = cls.__new__(cls) + instance.daylight_hours = daylight_hours + return instance + + def get_daylight(self, curr_date: date): + daylight = self.daylight_hours[curr_date] return daylight # -----------------------------------------------------------------------------# -class DaylightCalculatorAll: - def __init__(self, latitude, longitude, date): - - self.time = date - self.lat = latitude - self.lon = longitude - - # create an empty array to store the daylight hours - self.sunrise = np.empty((len(self.time), len(self.lat), len(self.lon)), dtype=np.float) - self.sunset = np.empty((len(self.time), len(self.lat), len(self.lon)), dtype=np.float) - - for i in range(len(self.time)): - # Create ephem object - obs = ephem.Observer() - # turn off PyEphem’s native mechanism for computing atmospheric refraction - # near the horizon - obs.pressure = 0 - obs.horizon = '-6' # -6=civil twilight, -12=nautical, -18=astronomical - # set the time - obs.date = self.time[i] - # set the latitude and longitude for object - for j in range(len(self.lat)): - obs.lat = str(self.lat[j]) - for k in range(len(self.lon)): - obs.lon = str(self.lon[k]) - - # get the sunset and sunrise UTC time - sunrise = obs.previous_rising(ephem.Sun(), use_center=True).datetime() - sunset = obs.next_setting(ephem.Sun(), use_center=True).datetime() - - # convert to local time - sr = (sunrise.hour - 7) + (sunrise.minute / 100) - ss = (sunset.hour + 17) + (sunset.minute / 100) - - self.sunrise[i, j, k] = sr - self.sunset[i, j, k] = ss - - def get_sunrise(self, day, lat, lon): - # find latitude index - tar_la = lat - lat_index = 0 - i = 1 - while i < len(self.lat): - if self.lat[i - 1] > tar_la >= self.lat[i]: - lat_index = i - i = i + 1 - self.tar_lo = lon - # find longitude index - lon_index = 0 - j = 1 - while j < len(self.lon): - if self.lon[j - 1] > tar_la >= self.lon[j]: - lon_index = j - j = j + 1 - - # find time index - k = 0 - for d in np.arange(len(self.time)): - if d == day: - d_index = k - k = k + 1 - - self.sr = self.sunrise[d_index, lat_index, lon_index] - return self.sr - - def get_sunset(self, day, lat, lon): - # find latitude index - tar_la = lat - lat_index = 0 - i = 1 - while i < len(self.lat): - if self.lat[i - 1] > tar_la >= self.lat[i]: - lat_index = i - i = i + 1 - self.tar_lo = lon - # find longitude index - lon_index = 0 - j = 1 - while j < len(self.lon): - if self.lon[j - 1] > tar_la >= self.lon[j]: - lon_index = j - j = j + 1 - - # find time index - k = 0 - for d in np.arange(len(self.time)): - if day == d + 1: - d_index = k - k = k + 1 - - self.ss = self.sunset[d_index, lat_index, lon_index] - return self.ss +# # TODO: Update and add in the functionality later to allow for more granular daylight calc +# class DaylightCalculatorAll: +# def __init__(self, latitude, longitude, date): +# self.time = date +# self.lat = latitude +# self.lon = longitude + +# # create an empty array to store the daylight hours +# self.sunrise = np.empty( +# (len(self.time), len(self.lat), len(self.lon)), dtype=np.float +# ) +# self.sunset = np.empty( +# (len(self.time), len(self.lat), len(self.lon)), dtype=np.float +# ) + +# for i in range(len(self.time)): +# # Create ephem object +# obs = ephem.Observer() +# # turn off PyEphem’s native mechanism for computing atmospheric refraction +# # near the horizon +# obs.pressure = 0 +# obs.horizon = "-6" # -6=civil twilight, -12=nautical, -18=astronomical +# # set the time +# obs.date = self.time[i] +# # set the latitude and longitude for object +# for j in range(len(self.lat)): +# obs.lat = str(self.lat[j]) +# for k in range(len(self.lon)): +# obs.lon = str(self.lon[k]) + +# # get the sunset and sunrise UTC time +# sunrise = obs.previous_rising( +# ephem.Sun(), use_center=True +# ).datetime() +# sunset = obs.next_setting(ephem.Sun(), use_center=True).datetime() + +# # convert to local time +# sr = (sunrise.hour - 7) + (sunrise.minute / 100) +# ss = (sunset.hour + 17) + (sunset.minute / 100) + +# self.sunrise[i, j, k] = sr +# self.sunset[i, j, k] = ss + +# def get_sunrise(self, day, lat, lon): +# # find latitude index +# tar_la = lat +# lat_index = 0 +# i = 1 +# while i < len(self.lat): +# if self.lat[i - 1] > tar_la >= self.lat[i]: +# lat_index = i +# i = i + 1 +# self.tar_lo = lon +# # find longitude index +# lon_index = 0 +# j = 1 +# while j < len(self.lon): +# if self.lon[j - 1] > tar_la >= self.lon[j]: +# lon_index = j +# j = j + 1 + +# # find time index +# k = 0 +# for d in np.arange(len(self.time)): +# if d == day: +# d_index = k +# k = k + 1 + +# self.sr = self.sunrise[d_index, lat_index, lon_index] +# return self.sr + +# def get_sunset(self, day, lat, lon): +# # find latitude index +# tar_la = lat +# lat_index = 0 +# i = 1 +# while i < len(self.lat): +# if self.lat[i - 1] > tar_la >= self.lat[i]: +# lat_index = i +# i = i + 1 +# self.tar_lo = lon +# # find longitude index +# lon_index = 0 +# j = 1 +# while j < len(self.lon): +# if self.lon[j - 1] > tar_la >= self.lon[j]: +# lon_index = j +# j = j + 1 + +# # find time index +# k = 0 +# for d in np.arange(len(self.time)): +# if day == d + 1: +# d_index = k +# k = k + 1 + +# self.ss = self.sunset[d_index, lat_index, lon_index] +# return self.ss diff --git a/LDAR_Sim/src/weather/weather_lookup.py b/LDAR_Sim/src/weather/weather_lookup.py index 910b0111c..d376901f7 100644 --- a/LDAR_Sim/src/weather/weather_lookup.py +++ b/LDAR_Sim/src/weather/weather_lookup.py @@ -3,7 +3,6 @@ # File: Weather lookup # Purpose: Calculate deployment days for a method # -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group # # This program is free software: you can redistribute it and/or modify # it under the terms of the MIT License as published @@ -24,74 +23,143 @@ class WeatherLookup: - def __init__(self, state, parameters): + def __init__(self, virtual_world, input_directory): """ Read in NetCDF files and returns the environment at a given place in time. - """ - self.state = state - self.parameters = parameters - + # Initialize attributes to store weather data + self.temps = None + self.u_wind = None + self.v_wind = None + self.winds = None + self.precip = None + self.time_total = None + self.latitude = None + self.longitude = None + self.time_length = None + self.lat_length = None + self.lon_length = None + + # Load weather data + self.load_weather_data(virtual_world, input_directory) + + def load_weather_data(self, virtual_world, in_dir): # Read in weather data as NetCDF file(s) - - self.weather_data = Dataset( - self.parameters['input_directory'] / self.parameters['weather_file'], - 'r') # Load wind and temp data - self.weather_data.set_auto_mask(False) # Load wind and temp data - self.temps = np.array(self.weather_data.variables['t2m']) # Extract temperatures - self.temps = self.temps - 273.15 # Convert to degrees Celcius (time, lat, long) - self.u_wind = np.array(self.weather_data.variables['u10']) # Extract u wind component - self.v_wind = np.array(self.weather_data.variables['v10']) # Extract v wind component - self.winds = np.add(np.square(self.u_wind), np.square( - self.v_wind)) # Calculate the net wind speed - # Calculate the net wind speed (time, lat, long) - self.winds = np.sqrt(self.winds.astype(float)) - # Extract precipitation values (time, lat, long) - self.precip = np.array(self.weather_data.variables['tp']) - self.precip = self.precip * 1000 # Convert m to mm (time, lat, long) - - self.time_total = self.weather_data.variables['time'][:] # Extract time values - self.latitude = self.weather_data.variables['lat'][:] # Extract latitude values - self.longitude = self.weather_data.variables['lon'][:] # Extract longitude values - self.time_length = len(self.time_total) # Length of time dimension - number of timesteps - self.lat_length = len(self.latitude) # Length of latitude dimension - n cells - self.lon_length = len(self.longitude) # Length of longitude dimension - n cells - - self.weather_data.close() # close the netCDF4 file - - return - - def deployment_days(self, method_name, config, start_date, start_work_hour=0, - consider_weather=False): + with Dataset(in_dir / virtual_world["weather_file"], "r") as weather_data: + # Extract temperatures + self.temps = np.array(weather_data.variables["t2m"]) - 273.15 + # Extract u wind component + self.u_wind = np.array(weather_data.variables["u10"]) + # Extract v wind component + self.v_wind = np.array(weather_data.variables["v10"]) + # Calculate the net wind speed + self.winds = np.sqrt(np.square(self.u_wind) + np.square(self.v_wind)) + # Extract precipitation values and convert to mm + self.precip = np.array(weather_data.variables["tp"]) * 1000 + # Extract time values + self.time_total = weather_data.variables["time"][:] + # Extract latitude values + self.latitude = weather_data.variables["latitude"][:] + # Extract longitude values + self.longitude = weather_data.variables["longitude"][:] + + self.lat_sort = np.argsort(self.latitude, kind="mergesort") + self.lon_sort = np.argsort(self.longitude, kind="mergesort") + + self.latitude = self.latitude[self.lat_sort] + self.longitude = self.longitude[self.lon_sort] + + # Length of time dimension - number of timesteps + self.time_length = len(self.time_total) + # Length of latitude dimension - n cells + self.lat_length = len(self.latitude) + # Length of longitude dimension - n cells + self.lon_length = len(self.longitude) + + def __reduce__(self): + args = ( + self.temps, + self.u_wind, + self.v_wind, + self.winds, + self.precip, + self.time_total, + self.latitude, + self.longitude, + self.time_length, + self.lat_length, + self.lon_length, + ) + return (self.__class__._reconstruct, args) + + @classmethod + def _reconstruct( + cls, + temps, + u_wind, + v_wind, + winds, + precip, + time_total, + latitude, + longitude, + time_length, + lat_length, + lon_length, + ): + # Create a new instance without invoking __init__ + instance = cls.__new__(cls) + instance.temps = temps + instance.u_wind = u_wind + instance.v_wind = v_wind + instance.winds = winds + instance.precip = precip + instance.time_total = time_total + instance.latitude = latitude + instance.longitude = longitude + instance.time_length = time_length + instance.lat_length = lat_length + instance.lon_length = lon_length + return instance + + def deployment_days( + self, method_name, config, start_date, start_work_hour=0, consider_weather=False + ): """ Generate a 3D space-time matrix of all days on which weather conditions are suitable for a given method to conduct LDAR. - Should only be called once/method during initialization. - DD = deployment day """ # Initialize empty boolean arrays for threshold pass(1)/fail(0) - bool_temp = np.zeros((self.lon_length, self.lat_length, self.parameters['timesteps'])) - bool_wind = np.zeros((self.lon_length, self.lat_length, self.parameters['timesteps'])) - bool_precip = np.zeros((self.lon_length, self.lat_length, self.parameters['timesteps'])) + bool_temp = np.zeros((self.lon_length, self.lat_length, self.virtual_world["timesteps"])) + bool_wind = np.zeros((self.lon_length, self.lat_length, self.virtual_world["timesteps"])) + bool_precip = np.zeros((self.lon_length, self.lat_length, self.virtual_world["timesteps"])) # For each day... - for day in range(self.parameters['timesteps']): - + for day in range(self.virtual_world["timesteps"]): # Count DDs for each criteria for lat in range(self.lat_length): for lon in range(self.lon_length): # Check daily weather variables are within method range - if config['weather_envs']['temp'][0] <= self.temps[day, lat, lon] \ - <= config['weather_envs']['temp'][1]: + if ( + config["weather_envs"]["temp"][0] + <= self.temps[day, lat, lon] + <= config["weather_envs"]["temp"][1] + ): bool_temp[lon, lat, day] = 1 - if config['weather_envs']['wind'][0] <= self.winds[day, lat, lon] \ - <= config['weather_envs']['wind'][1]: + if ( + config["weather_envs"]["wind"][0] + <= self.winds[day, lat, lon] + <= config["weather_envs"]["wind"][1] + ): bool_wind[lon, lat, day] = 1 - if config['weather_envs']['precip'][0] <= self.precip[day, lat, lon] \ - <= config['weather_envs']['precip'][1]: + if ( + config["weather_envs"]["precip"][0] + <= self.precip[day, lat, lon] + <= config["weather_envs"]["precip"][1] + ): bool_precip[lon, lat, day] = 1 # Check to see if all criteria (temp, wind, and precip) were met... diff --git a/LDAR_Sim/src/weather/weather_lookup_hourly.py b/LDAR_Sim/src/weather/weather_lookup_hourly.py deleted file mode 100644 index 97bb2336d..000000000 --- a/LDAR_Sim/src/weather/weather_lookup_hourly.py +++ /dev/null @@ -1,233 +0,0 @@ -# ------------------------------------------------------------------------------ -# Program: The LDAR Simulator (LDAR-Sim) -# File: Weather lookup hourly -# Purpose: Calculate deployment days for a method -# -# Copyright (C) 2018-2021 Intelligent Methane Monitoring and Management System (IM3S) Group -# -# This program is free software: you can redistribute it and/or modify -# it under the terms of the MIT License as published -# by the Free Software Foundation, version 3. - -# This program is distributed in the hope that it will be useful, -# but WITHOUT ANY WARRANTY; without even the implied warranty of -# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the -# MIT License for more details. - -# You should have received a copy of the MIT License -# along with this program. If not, see . -# -# ------------------------------------------------------------------------------ - -from datetime import date -from datetime import datetime as dt -from datetime import timedelta as tdelt - -import numpy as np -from netCDF4 import Dataset - - -class WeatherLookup: - def __init__(self, state, parameters): - """ - Read in NetCDF files and returns the environment at a given place in time. - - """ - self.state = state - self.parameters = parameters - - # Read in weather data as NetCDF file(s) - - self.weather_data = Dataset( - self.parameters['input_directory'] / self.parameters['weather_file'], - 'r') # Load wind and temp data - self.weather_data.set_auto_mask(False) - self.time_total = self.weather_data.variables['time'][:] # Extract time values - self.weather_time_meta = {} - # Get start and end date of weather data. (Time is hours since Jan1, 1900) - start_date = dt(1900, 1, 1) + \ - tdelt(hours=int(self.time_total[0])) - end_date = dt(1900, 1, 1) + \ - tdelt(hours=int(self.time_total[-1])) - add_year = (end_date.month == 12) and (end_date.day == 31) - num_years = end_date.year - start_date.year + add_year - # Go Through All years and Extract Metadata - for year_delta in range(num_years): - year = start_date.year + year_delta - try: - date(year, 2, 29) - leap_year = True - except ValueError: - leap_year = False - hrs_srt = (dt(year, 1, 1) - dt(1900, 1, 1)).days*24 - hrs_stp = (dt(year, 12, 31) - dt(1900, 1, 1)).days*24 - hrs_stp += 23 - self.weather_time_meta[year_delta] = { - "year": year, - "start_hr": hrs_srt, - "stop_hr": hrs_stp, - "leap_year": leap_year, - "note": "hours since Jan 1, 1900"} - self.temps = np.array(self.weather_data.variables['t2m']) # Extract temperatures - self.temps = self.temps - 273.15 # Convert to degrees Celcius (time, lat, long) - self.u_wind = np.array(self.weather_data.variables['u10']) # Extract u wind component - self.v_wind = np.array(self.weather_data.variables['v10']) # Extract v wind component - self.winds = np.add(np.square(self.u_wind), np.square( - self.v_wind)) # Calculate the net wind speed - # Calculate the net wind speed (time, lat, long) - self.winds = np.sqrt(self.winds.astype(float)) - # Extract precipitation values (time, lat, long) - self.precip = np.array(self.weather_data.variables['tp']) - self.precip = self.precip * 1000 # Convert m to mm (time, lat, long) - self.latitude = self.weather_data.variables['latitude'][:] # Extract latitude values - self.longitude = self.weather_data.variables['longitude'][:] # Extract longitude values - self.weather_data.close() # close the netCDF4 file - return - - def deployment_days(self, method_name, config, start_date, start_work_hour=0, - consider_weather=True): - """Generate a matrix with dimensions [num_lngs, num_lats, num_days] - With each element being a boolean representing if the weather is - suitable for surveying (1 being ok). - - Args: - method (string): LDAR Method ie. "OGI" - start_date (date): Start day of Program - consider_weather (Boolean): Ignore weather if false - returns all ones - - Returns: - boolean Matrix: See Summary for description - """ - - # Initialize empty boolean arrays for threshold pass(1)/fail(0) - bool_temp = np.zeros((len(self.longitude), len( - self.latitude), self.parameters['timesteps'])) - bool_wind = np.zeros((len(self.longitude), len( - self.latitude), self.parameters['timesteps'])) - bool_precip = np.zeros((len(self.longitude), len( - self.latitude), self.parameters['timesteps'])) - - # For each day... - for day in range(self.parameters['timesteps']): - start_dt = dt(start_date.year, - start_date.month, - start_date.day, - start_work_hour, 0) - nday_dt = start_dt + tdelt(days=day) - if 'max_workday' in config: - max_day = config['max_workday'] - else: - max_day = 23 - # Count DDs for each criteria - for lat in range(len(self.latitude)): - for lon in range(len(self.longitude)): - # If you exceed minimum temperature... - if consider_weather: - hr_weather = self.get_hourly_weather( - ['winds', 'precip', 'temps'], - nday_dt, number_of_hours=max_day, - lat_idx=lat, lon_idx=lon) - if config['weather_envs']['temp'][0] <= np.average(hr_weather['temps']) \ - <= config['weather_envs']['temp'][1]: - # Count one instrument day (instrument can be used) - bool_temp[lon, lat, day] = 1 - # If you are below the maximum wind... - if config['weather_envs']['wind'][0] <= np.average(hr_weather['winds']) \ - <= config['weather_envs']['wind'][1]: - # Count one instrument day (instrument can be used) - bool_wind[lon, lat, day] = 1 - # If you are below the precipitation threshold... - if config['weather_envs']['precip'][0] <= np.average(hr_weather['precip']) \ - <= config['weather_envs']['precip'][1]: - # Count one instrument day (instrument can be used) - bool_precip[lon, lat, day] = 1 - else: - bool_temp[lon, lat, day] = 1 - bool_wind[lon, lat, day] = 1 - bool_precip[lon, lat, day] = 1 - - # Check to see if all criteria (temp, wind, and precip) were met... - bool_sum = np.add(bool_temp, np.add(bool_wind, bool_precip)) - DD_all = bool_sum == 3 - return DD_all - - def get_hourly_weather(self, weather_vars, start_datetime, number_of_hours=24, - site=None, lat_idx=None, lon_idx=None, lat=None, lon=None): - """Retrieve Hourly Data within a day specified either at a site with - lat_index and lng_index or with provided lat_idx lon_idx. - - Args: - weather_vars (list of strings): LIsts of vars ['winds, 'temp', 'precip'] - start_datetime (datetime): Start of Program Datetime - number_of_hours (int, optional): Number of consecutive hours to return. Defaults to 24. - site (dict, optional): location with lat_index and lng_index. Defaults to None. - lat_idx (integer, optional): index in matrix. Defaults to None. - lon_idx (integer, optional): index in matrix. Defaults to None. - lat (float, optional): specify latitude. Defaults to None. - lon (float, optional): specify longitude. Defaults to None. - - Returns: - dict: of weather data lists : {winds:[5,2,3,4],temps[-10,10,3,4]} - """ - def find_nearest(value, array): - array = np.asarray(array) - return (np.abs(array - value)).argmin() - - if site: - # Get Site latitude and longitude index - lat_idx = site['lat_index'] - lon_idx = site['lon_index'] - elif lat and lon: - # if a lat and logitude are provide find closes - lat_idx = find_nearest(lat, self.latitude) - lon_idx = find_nearest(lon, self.longitude) - - # Weather data is in timesteps since Jan 1 , 1900 UTC, the following - # gets the current date in timesteps since Jan 1, 1900 UTC. - date_UTC = start_datetime - tdelt(hours=self.state['t'].UTC_offset) - dtime_s1900_UTC = date_UTC - dt(1900, 1, 1, 0, 0) - hrs_s1900_UTC = int(dtime_s1900_UTC.days*24 + - np.floor(dtime_s1900_UTC.seconds/3600)) - start_hr_s1900_UTC = self.weather_time_meta[0]['start_hr'] - # Get the index (of the weather data array) for the start hour and endhour - # (start hour + workhours) for the day - cur_day_srt_idx = int(hrs_s1900_UTC - start_hr_s1900_UTC) - cur_day_stp_idx = int(cur_day_srt_idx + number_of_hours) - - # could be used The following will "rollover" the weather data so the start and stop - # Hours happen at the same time on the same julian date (potentially on a different year). - # For example if the weather data goes from 2017-2020, and the current day is January 1st - # 2021, the weather for Jan 1st 2017 will be used. - - # HBD , does not account for Leap year self.weather_time_meta has leap year info and - while cur_day_srt_idx < 0: - cur_day_srt_idx += len(self.winds) - while cur_day_stp_idx < 0: - cur_day_stp_idx += len(self.winds) - while cur_day_srt_idx > len(self.winds): - cur_day_srt_idx -= len(self.winds) - while cur_day_stp_idx > len(self.winds): - cur_day_stp_idx -= len(self.winds) - out_weather = {} - - # For - for weather_var in weather_vars: - data_set = self.__getattribute__(weather_var) - if cur_day_stp_idx > cur_day_srt_idx: - hrly_weather_day = data_set[cur_day_srt_idx:cur_day_stp_idx, - lat_idx, lon_idx] - else: - # Due to rollover the start index can occur later than - # than the end index. For example if the weather data goes from - # 2017-2020, the start time is December 31st 2020 20:00 UTC, and the - # end of day time is Jan 1st 2021 1:00 UTC, then the Start index will - # be larger than the end index, because the the end index will be pointing - # at Jan 1st 2017 1:00 UTC. - hrly_weather_day_1 = data_set[cur_day_srt_idx:, - lat_idx, lon_idx] - hrly_weather_day_2 = data_set[: cur_day_stp_idx, - lat_idx, lon_idx] - hrly_weather_day = np.concatenate((hrly_weather_day_1, hrly_weather_day_2)) - out_weather[weather_var] = hrly_weather_day - return out_weather diff --git a/LDAR_Sim/src/weather/weather_readme.md b/LDAR_Sim/src/weather/weather_readme.md index 07bd92988..8746ddff1 100644 --- a/LDAR_Sim/src/weather/weather_readme.md +++ b/LDAR_Sim/src/weather/weather_readme.md @@ -1,10 +1,12 @@ # Weather Files -* [ERA5_concat](#weather-file-merger-era5concat) -* [ERA5_downloader](#weather-downloader-era5downloader) -* [ERA5_hourly_to_daily](#era5hourlytodaily) -* [weather_lookup](#weatherlookup--hourly) -* [weather_lookup_hourly](#weatherlookup--hourly) +- [Weather Files](#weather-files) + - [Weather file merger (ERA5\_concat)](#weather-file-merger-era5_concat) + - [Weather Downloader (ERA5\_downloader)](#weather-downloader-era5_downloader) + - [Setting up Copernicus](#setting-up-copernicus) + - [How to use ERA5\_downloader](#how-to-use-era5_downloader) + - [ERA5\_hourly\_to\_daily](#era5_hourly_to_daily) + - [weather\_lookup](#weather_lookup) ## Weather file merger (ERA5_concat) @@ -12,7 +14,7 @@ This file can be used to combine two different weather files The two weather files ***MUST*** have the same ***time period*** for the program to run. -Set the following prarmaeters to use: +Set the following parameters to use: folder (folder that contains all the files - default is the inputs folder) f1 (first file to concat) @@ -21,7 +23,7 @@ Set the following prarmaeters to use: ## Weather Downloader (ERA5_downloader) -NOTE - This can take a very long time to download data from the copernicus server, +NOTE - This can take a very long time to download data from the Copernicus server, expect to be in the queue for 1-3 hours regardless of file size be patient. This script will download ERA reanalysis weather data. In order to run you have to: @@ -68,6 +70,6 @@ If the script ever terminates mid-download, you can still obtain the data direct converting three hourly ERA5 NetCDF4 weather data of Alberta into one daily average ERA5 NetCDF4 weather data of Alberta. -## weather_lookup [ _hourly] +## weather_lookup Reads in NetCDF files and returns the environment at a given place in time. diff --git a/LDAR_Sim/testing/README.md b/LDAR_Sim/testing/README.md new file mode 100644 index 000000000..b91995368 --- /dev/null +++ b/LDAR_Sim/testing/README.md @@ -0,0 +1,87 @@ + +# Unit Testing Info + +## Unit testing file format guide + +Inside of the unit_testing folder, tests should be grouped into sub-folders based on the module that is being tested, with folders matching LDAR-Sim module hierarchy. The folder should be named test_\ For example: testing the method detect_emissions in crews.py should results a file named test_detect_emissions inside a folder structure of test_methods -> test_crews -> test_detect_emissions.py. Each python file containing tests should correspond to a specific method. + +## Test naming guide + +Tests should be named descriptively, as the test names will not need to be called. Tests must start with test_\_ where xxx is a unique number corresponding to all tests in the given testing folder, where the first two numbers are used to indicate the higher level module path, and the final number is used to indicate each test file corresponding to a method within the module. For example: a test testing the method detect_emissions in crews.py should start with test_05x where x is the number corresponding to methods in crews.py + +Module Unique Identifiers have been outlined below: + +- Files directly under src: 00 +- campaigns: 01 +- economics: 02 +- geography: 03 +- initialization: 04 +- methods: 05 + - deployment: 11 + - init_func: 12 + - reporting: 13 + - sensors: 14 +- out_processing: 06 +- utils: 07 +- weather: 08 +- external_sensors: 09 + +## Required installation + +Before running Pytest coverage, install + +```cmd + pip install pytest-cov +``` + +## Code Coverage Guide + +Pytest-cov allows for generation coverage reports for LDAR-Sim + +The recommended command to generate a code coverage report is: + +``` cmd + pytest --cov=src --cov-report=html:LDAR_Sim/LDAR_Sim/testing/coverage/complete --cov-branch +``` + +The code coverage report can be found in html format inside the testing/coverage/complete folder + +Listed below are some other options for users: + +1. For Line/Statement coverage in a HTML report run the following: + + ``` cmd + pytest --cov=src --cov-report=html:LDAR_Sim/LDAR_Sim/testing/coverage/line + ``` + + The line coverage report can be found in html format inside the testing/coverage/line folder + +2. For Line/Statement coverage with results printed to the terminal as well run the following: + + ``` cmd + pytest --cov=src --cov-report=html:LDAR_Sim/LDAR_Sim/testing/coverage/line --cov-report=term-missing line + ``` + + The line coverage report can be found in html format inside the testing/coverage/line folder +3. For Branch/Condition coverage run the following: + + ``` cmd + pytest --cov=src --cov-report=html:LDAR_Sim/LDAR_Sim/testing/coverage/branch --cov-branch + ``` + + The Branch coverage report can be found in html format inside the testing/coverage/branch folder +4. For a % Line coverage pass condition run the following, where x is the desired percentage (for example: for 80% coverage use 80): + + ``` cmd + pytest --cov=src --cov-report=html:LDAR_Sim/LDAR_Sim/testing/coverage/line --cov-fail-under= + ``` + + The line coverage report can be found in html format inside the testing/coverage/line folder + +For more details on pytest code coverage options, reference the documentation for pytest-cov at: + +## Pytest configuration + +LDAR-Sim is structured in such a way that it uses relative paths for module imports. This can cause troubles with unit tests, where it expects the full path for imports. A solution to this problem is to create a pytest.ini file, that dictates the relative python paths, based on the root folder. + +For more details, reference the documentation for pytest configuration at: diff --git a/LDAR_Sim/testing/__init__.py b/LDAR_Sim/testing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/end_to_end_testing/README.md b/LDAR_Sim/testing/end_to_end_testing/README.md new file mode 100644 index 000000000..eaca55f9d --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/README.md @@ -0,0 +1,51 @@ + +# Instructions for adding End-to-End tests + +## Steps + +1. Using LDAR-Sim as normal, setup the parameters and inputs for the scenario you would like to add as a test case in the test suite. It is recommended for creating end-to-end tests that only necessary inputs are included in the inputs folder. + +2. Run the test suite creator using the command: + + ```cmd + python LDAR_Sim/testing/end_to_end_testing/e2e_test_case_creator.py + ``` + + from a conda terminal inside the LDAR-Sim repository at the highest level directory, where "inputs folder" and "parameters folder" are paths to the inputs and parameters folders from base LDAR-Sim (the LDAR_Sim folder containing code) respectively. An example of this would be "inputs" and "simulations" respectively. is a user input indicating what the end to end test case folder should be named. "Global parameter file is name of the global parameters file, for example: "G_.yaml". + +3. Verify that the test has been correctly created in the end to end testing directory. + +# Instructions for Running End-to-End tests + +## Option 1 + +Run the End-To-End suite runner by running the command: + +```cmd +python LDAR_Sim/testing/end_to_end_testing/e2e_suite_runner.py +``` + +from a conda terminal inside the LDAR-Sim repository at the highest level directory. + +## Option 2 + +Create a Visual Studio Code run configuration matching the following configuration: + +```json +{ + // Use IntelliSense to learn about possible attributes. + // Hover to view descriptions of existing attributes. + // For more information, visit: https://go.microsoft.com/fwlink/?linkid=830387 + "version": "0.2.0", + "configurations": [ + { + "name": "Run LDAR-sim end-to-end tests", + "type": "python", + "request": "launch", + "program": "${workspaceFolder}/LDAR_Sim/LDAR_Sim/testing/end_to_end_testing/e2e_suite_runner.py", + "console": "integratedTerminal", + "args": [] + } + ] +} +``` diff --git a/LDAR_Sim/testing/end_to_end_testing/e2e_suite_runner.py b/LDAR_Sim/testing/end_to_end_testing/e2e_suite_runner.py new file mode 100644 index 000000000..9c93d2298 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/e2e_suite_runner.py @@ -0,0 +1,74 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: End-to-End Test Suite Runner +# Purpose: Interface for running LDAR-Sim End-to-End test. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + + +import os +import sys +from pathlib import Path + +# Get directories and set up root +e2e_test_dir: Path = Path(os.path.dirname(os.path.realpath(__file__))) +root_dir: Path = e2e_test_dir.parent.parent +src_dir: Path = root_dir / "src" +tests_dir: Path = e2e_test_dir / "test_suite" +os.chdir(root_dir) +# Add the source directory to the import file path to import all LDAR-Sim modules +sys.path.insert(1, str(src_dir)) + +if __name__ == "__main__": + + from file_processing.input_processing.input_manager import InputManager + from initialization.args import files_from_path + from end_to_end_test_simulation_manager import EndToEndTestSimulationManager + + for test in os.scandir(tests_dir): + + if test.is_dir(): + print(f"Running test: {test.name}") + test_dir: Path = Path(os.path.normpath(test)) + params_dir = test_dir / "params" + parameter_filenames = files_from_path(params_dir) + input_manager = InputManager() + + simulation_manager: EndToEndTestSimulationManager = EndToEndTestSimulationManager( + input_manager=input_manager, + parameter_filenames=parameter_filenames, + test_dir=test_dir, + ) + + simulation_manager.check_inputs() + + simulation_manager.initialize_outputs(input_manager) + + simulation_manager.check_generator_files() + + simulation_manager.setup_infrastructure() + + simulation_manager.setup_emissions() + + simulation_manager.setup_weather() + + simulation_manager.setup_daylight() + + simulation_manager.run_simulations(DEBUG=False) + + simulation_manager.generate_summary_results() + + simulation_manager.validate_outputs(test=test) diff --git a/LDAR_Sim/testing/end_to_end_testing/e2e_test_case_creator.py b/LDAR_Sim/testing/end_to_end_testing/e2e_test_case_creator.py new file mode 100644 index 000000000..ebde1cfa5 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/e2e_test_case_creator.py @@ -0,0 +1,71 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: LDAR-Sim main +# Purpose: Interface for parameterizing and running LDAR-Sim. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + + +import os +import sys +from pathlib import Path + +# Get directories and set up root +e2e_test_dir: Path = Path(os.path.dirname(os.path.realpath(__file__))) +root_dir: Path = e2e_test_dir.parent.parent +src_dir: Path = root_dir / "src" +test_creator_dir: Path = e2e_test_dir / "test_case_creator" +tests_dir: Path = e2e_test_dir / "test_suite" +os.chdir(root_dir) +# Add the source directory to the import file path to import all LDAR-Sim modules +sys.path.insert(1, str(src_dir)) + + +if __name__ == "__main__": + + from file_processing.input_processing.input_manager import InputManager + from end_to_end_creation_simulation_manager import ( + EndToEndCreationSimulationManager, + ) + + input_manager: InputManager = InputManager() + + simulation_manager: EndToEndCreationSimulationManager = EndToEndCreationSimulationManager( + input_manager=input_manager, + test_creator_dir=test_creator_dir, + root_dir=root_dir, + script_arguments=sys.argv, + ) + + simulation_manager.check_inputs() + + simulation_manager.initialize_outputs(input_manager) + + simulation_manager.check_generator_files() + + simulation_manager.setup_infrastructure() + + simulation_manager.setup_emissions() + + simulation_manager.setup_weather() + + simulation_manager.setup_daylight() + + simulation_manager.run_simulations(DEBUG=False) + + simulation_manager.generate_summary_results() + + simulation_manager.format_test_results_location(tests_dir) diff --git a/LDAR_Sim/testing/end_to_end_testing/end_to_end_creation_simulation_manager.py b/LDAR_Sim/testing/end_to_end_testing/end_to_end_creation_simulation_manager.py new file mode 100644 index 000000000..88633a567 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/end_to_end_creation_simulation_manager.py @@ -0,0 +1,143 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: end_to_end_creation_simulation_manager.py +# Purpose: Manager for creating end-to-end simulation tests. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + + +import os +import shutil +from pathlib import Path +from typing import Any, override + +import yaml +from constants.file_processing_const import IOLocationConstants as io_loc +from constants import param_default_const as pdc +from file_processing.input_processing.input_manager import InputManager +from file_processing.output_processing.summary_output_helpers import get_non_baseline_prog_names +from initialization.args import files_from_path, get_abs_path +from simulation.simulation_helpers import remove_non_preseed_files +from simulation.simulation_manager import SimulationManager + + +class EndToEndCreationSimulationManager(SimulationManager): + def __init__( + self, + input_manager: InputManager, + test_creator_dir: Path, + root_dir: Path, + script_arguments: list[str], + ): + self.GLOBAL_PARAMS_TO_REP: "dict[str, Any]" = { + pdc.Sim_Setting_Params.SIMS: 2, + pdc.Sim_Setting_Params.PRESEED: True, + pdc.Sim_Setting_Params.INPUT: io_loc.TESTING_INPUTS_FOLDER, + pdc.Sim_Setting_Params.OUTPUT: io_loc.TESTING_OUTPUTS_FOLDER, + } + self.GLOBAL_OUTPUT_PARAMS: "dict[str, Any]" = { + pdc.Output_Params.PROGRAM_VISUALIZATIONS: { + pdc.Output_Params.SINGLE_PROGRAM_TIMESERIES: False + } + } + self.test_creator_dir: Path = test_creator_dir + self.root_dir: Path = root_dir + self.parse_script_arguments(script_arguments) + self.clean_test_creator_dir() + self.retrieve_test_parameters() + self.fix_simulation_settings() + parameter_filenames: list[str] = files_from_path(self.params_dir) + super().__init__(input_manager=input_manager, parameter_filenames=parameter_filenames) + + def parse_script_arguments(self, script_arguments: list[str]) -> None: + self.original_input_folder: str = script_arguments[1] + self.original_param_folder: str = script_arguments[2] + self.test_name: str = script_arguments[3] + self.sim_settings_file: str = script_arguments[4] + + def clean_test_creator_dir(self) -> None: + for item in os.listdir(self.test_creator_dir): + item_path = os.path.join(self.test_creator_dir, item) + if item != ".gitignore": + if os.path.isfile(item_path): + os.remove(item_path) + elif os.path.isdir(item_path): + shutil.rmtree(item_path) + + def retrieve_test_parameters(self) -> None: + self.original_inputs_dir: Path = self.root_dir / self.original_input_folder + self.original_params_dir: Path = self.root_dir / self.original_param_folder + self.params_dir: Path = self.test_creator_dir / io_loc.TESTING_PARAMETERS_FOLDER + if self.original_params_dir != self.params_dir: + shutil.copytree(self.original_params_dir, self.params_dir) + self.test_case_dir: Path = self.test_creator_dir / self.test_name + if os.path.exists(self.test_case_dir): + shutil.rmtree(self.test_case_dir) + os.mkdir(self.test_case_dir) + + def fix_simulation_settings(self) -> None: + sim_settings_file_path: Path = self.params_dir / self.sim_settings_file + with open(sim_settings_file_path, "r") as file: + sim_settings = yaml.safe_load(file) + + for key, value in self.GLOBAL_PARAMS_TO_REP.items(): + sim_settings[key] = value + with open(sim_settings_file_path, "w") as file: + yaml.safe_dump(sim_settings, file) + + @override + def _read_in_parameters( + self, + input_manager: InputManager, + parameter_filenames: list[str], + ) -> None: + self.sim_params: dict = input_manager.read_and_validate_parameters(parameter_filenames) + self.out_dir: Path = get_abs_path(io_loc.EXPECTED_OUTPUTS_FOLDER, self.test_case_dir) + self._set_parameters() + + @override + def _set_parameters(self) -> None: + self.base_program: str = self.sim_params[pdc.Sim_Setting_Params.BASELINE] + self.in_dir = get_abs_path(io_loc.TESTING_INPUTS_FOLDER, self.test_creator_dir) + shutil.copytree(self.original_inputs_dir, self.in_dir) + if os.path.exists(self.in_dir / io_loc.GENERATOR_FOLDER): + shutil.rmtree(self.in_dir / io_loc.GENERATOR_FOLDER) + self.programs = self.sim_params.pop(pdc.Levels.PROGRAM) + self.virtual_world = self.sim_params.pop(pdc.Levels.VIRTUAL) + self.output_params = self.sim_params.pop(pdc.Levels.OUTPUTS) + self.preseed_random = True + + self._set_methods() + self.overwrite_simulation_settings() + + def overwrite_simulation_settings(self) -> None: + for key, value in self.GLOBAL_OUTPUT_PARAMS.items(): + self.output_params[key] = value + + @override + def generate_summary_results(self) -> None: + + non_baseline_progs = get_non_baseline_prog_names(self.programs, self.base_program) + self.summary_stats_manager.gen_cost_summary_outputs(non_baseline_progs) + + def format_test_results_location(self, tests_dir: Path) -> None: + os.chdir(self.root_dir) + shutil.move(self.params_dir, self.test_case_dir) + shutil.move(self.in_dir, self.test_case_dir) + shutil.move(self.test_case_dir, tests_dir / self.test_name) + + test_generator = tests_dir / self.test_name / io_loc.INPUT_FOLDER / io_loc.GENERATOR_FOLDER + remove_non_preseed_files(test_generator) diff --git a/LDAR_Sim/testing/end_to_end_testing/end_to_end_test_simulation_manager.py b/LDAR_Sim/testing/end_to_end_testing/end_to_end_test_simulation_manager.py new file mode 100644 index 000000000..f30ecaf38 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/end_to_end_test_simulation_manager.py @@ -0,0 +1,103 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: end_to_end_test_simulation_manager.py +# Purpose: Manager for running end-to-end tests for LDAR-Sim. +# Manages the state of simulation artifacts. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import os +from pathlib import Path +from typing import Any, override + +from constants import param_default_const as pdc +from constants.output_messages import RuntimeMessages as rm +from constants.file_processing_const import IOLocationConstants as io_loc +from file_processing.input_processing.input_manager import InputManager +from file_processing.output_processing.summary_output_helpers import get_non_baseline_prog_names +from initialization.args import get_abs_path +from initialization.preseed import gen_seed_emis +from simulation.simulation_helpers import remove_non_preseed_files +from simulation.simulation_manager import SimulationManager +from testing_utils.result_verification import compare_outputs + + +class EndToEndTestSimulationManager(SimulationManager): + def __init__(self, input_manager: InputManager, parameter_filenames: list[str], test_dir: Path): + self.GLOBAL_PARAMS_TO_REP: "dict[str, Any]" = { + pdc.Sim_Setting_Params.SIMS: 2, + pdc.Sim_Setting_Params.PRESEED: True, + pdc.Sim_Setting_Params.INPUT: io_loc.TESTING_INPUTS_FOLDER, + pdc.Sim_Setting_Params.OUTPUT: io_loc.TESTING_OUTPUTS_FOLDER, + } + + self.GLOBAL_OUTPUT_PARAMS: "dict[str, Any]" = { + pdc.Output_Params.PROGRAM_VISUALIZATIONS: { + pdc.Output_Params.SINGLE_PROGRAM_TIMESERIES: False + } + } + self.test_dir: Path = test_dir + + super().__init__(input_manager=input_manager, parameter_filenames=parameter_filenames) + self.overwrite_test_params() + self.expected_results: Path = test_dir / io_loc.EXPECTED_OUTPUTS_FOLDER + + def overwrite_test_params(self): + for key, value in self.GLOBAL_PARAMS_TO_REP.items(): + self.sim_params[key] = value + + for key, value in self.GLOBAL_OUTPUT_PARAMS.items(): + self.output_params[key] = value + + @override + def _read_in_parameters( + self, input_manager: InputManager, parameter_filenames: list[str] + ) -> None: + self.sim_params: dict = input_manager.read_and_validate_parameters(parameter_filenames) + self.out_dir: Path = get_abs_path( + self.sim_params[pdc.Sim_Setting_Params.OUTPUT], self.test_dir + ) + + self._set_parameters(self.test_dir) + + @override + def _set_parameters(self, test_dir: Path) -> None: + super()._set_parameters() + + self.in_dir = get_abs_path(self.sim_params[pdc.Sim_Setting_Params.INPUT], test_dir) + + @override + def check_generator_files(self) -> bool: + remove_non_preseed_files(self.generator_dir) + + print(rm.INIT_INFRA) + + if self.preseed_random: + self.emis_preseed_val, self.force_remake_gen = gen_seed_emis( + self.simulation_count, self.generator_dir + ) + + @override + def run_simulations(self, DEBUG) -> None: + self._run_simulation_multiprocessing(sim_counts=[self.simulation_count]) + + @override + def generate_summary_results(self) -> None: + non_baseline_progs = get_non_baseline_prog_names(self.programs, self.base_program) + self.summary_stats_manager.gen_cost_summary_outputs(non_baseline_progs) + + def validate_outputs(self, test: os.DirEntry) -> None: + compare_outputs(test.name, self.out_dir, self.expected_results) diff --git a/LDAR_Sim/testing/end_to_end_testing/test_case_creator/.gitignore b/LDAR_Sim/testing/end_to_end_testing/test_case_creator/.gitignore new file mode 100644 index 000000000..e2c491f69 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_case_creator/.gitignore @@ -0,0 +1,2 @@ + +# Ignore \ No newline at end of file diff --git a/LDAR_Sim/testing/end_to_end_testing/test_results/.gitignore b/LDAR_Sim/testing/end_to_end_testing/test_results/.gitignore new file mode 100644 index 000000000..e2c491f69 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_results/.gitignore @@ -0,0 +1,2 @@ + +# Ignore \ No newline at end of file diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Cost Summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Cost Summary.csv new file mode 100644 index 000000000..39cd31d1b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Cost Summary.csv @@ -0,0 +1,13 @@ +Program Name,Simulation,Mitigated Methane (kg),Total Cost ($),Mitigation Ratio ($/tonne CO2e),Value of Mitigated Methane ($) +P_air_component-based,0,0.0,114000.0,inf,0.0 +P_air_component-based,1,0.0,122000.0,inf,0.0 +P_air_measurement_based,0,0.0,114000.0,inf,0.0 +P_air_measurement_based,1,0.0,122000.0,inf,0.0 +P_OGI_component_based,0,0.0,340000.0,inf,0.0 +P_OGI_component_based,1,0.0,340000.0,inf,0.0 +P_OGI_measurement_based,0,0.0,340000.0,inf,0.0 +P_OGI_measurement_based,1,0.0,340000.0,inf,0.0 +P_stationary_component_based,0,0.0,2281000.0,inf,0.0 +P_stationary_component_based,1,0.0,2281000.0,inf,0.0 +P_stationary_measurement_based,0,0.0,2281000.0,inf,0.0 +P_stationary_measurement_based,1,0.0,2281000.0,inf,0.0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Emissions Summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Emissions Summary.csv new file mode 100644 index 000000000..943970e05 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Emissions Summary.csv @@ -0,0 +1,15 @@ +Program Name,Simulation,"Total ""True"" Mitigated Emissions (Kg Methane)","Total ""True"" Emissions (Kg Methane)","Total ""Estimated"" Emissions (Kg Methane)","Total ""True"" Mitigable Emissions (Kg Methane)","Total ""True"" Non-Mitigable Emissions (Kg Methane)","Average ""True"" Emissions Rate (g/s)","95th Percentile ""True"" Emissions Rate (g/s)","5th Percentile ""True"" Emissions Rate (g/s)","Average ""True"" Emissions Amount (Kg Methane)","95th Percentile ""True"" Emissions Amount (Kg Methane)","5th Percentile ""True"" Emissions Amount (Kg Methane)","Year 2017 ""True"" Mitigated Emissions (Kg Methane)","Year 2018 ""True"" Mitigated Emissions (Kg Methane)","Year 2019 ""True"" Mitigated Emissions (Kg Methane)","Year 2020 ""True"" Mitigated Emissions (Kg Methane)","Year 2021 ""True"" Mitigated Emissions (Kg Methane)","Year 2017 ""True"" Emissions (Kg Methane)","Year 2018 ""True"" Emissions (Kg Methane)","Year 2019 ""True"" Emissions (Kg Methane)","Year 2020 ""True"" Emissions (Kg Methane)","Year 2021 ""True"" Emissions (Kg Methane)","Year 2017 ""Estimated"" Emissions (Kg Methane)","Year 2018 ""Estimated"" Emissions (Kg Methane)","Year 2019 ""Estimated"" Emissions (Kg Methane)","Year 2020 ""Estimated"" Emissions (Kg Methane)","Year 2021 ""Estimated"" Emissions (Kg Methane)" +P_air_component-based,0,0.0,6488806.909330752,0.0,0.0,6488806.909330752,0.34388065897117437,1.6846385432901962,0.0012558333435681902,9062.579482305518,38850.58930332271,19.428419627744272,0.0,0.0,0.0,0.0,0.0,795422.1638965899,937212.3470956627,1954721.4952520195,1393026.6464781356,1087639.2693612715,2655507.6808980852,2627657.3872130816,2574782.430873573,2416113.9144189875,2427897.630712924 +P_air_component-based,1,0.0,9665075.56263449,0.0,0.0,9665075.56263449,0.4766989327384177,1.6352524726081992,0.0011689254525580602,13498.70888636102,48935.01894185413,21.543383995469583,0.0,0.0,0.0,0.0,0.0,2226270.7883875384,1651169.2299506953,1705427.648122186,1768275.9964711568,2201740.381556301,5331249.19565358,5792604.874945617,5824504.616339778,5720953.776560315,5562205.376177806 +P_air_measurement_based,0,0.0,6488806.909330752,0.0,0.0,6488806.909330752,0.34388065897117437,1.6846385432901962,0.0012558333435681902,9062.579482305518,38850.58930332271,19.428419627744272,0.0,0.0,0.0,0.0,0.0,795422.1638965899,937212.3470956627,1954721.4952520195,1393026.6464781356,1087639.2693612715,482814.11014104437,188575.19306950076,1047349.8593124205,826595.045766821,149040.86161909896 +P_air_measurement_based,1,0.0,9665075.56263449,0.0,0.0,9665075.56263449,0.4766989327384177,1.6352524726081992,0.0011689254525580602,13498.70888636102,48935.01894185413,21.543383995469583,0.0,0.0,0.0,0.0,0.0,2226270.7883875384,1651169.2299506953,1705427.648122186,1768275.9964711568,2201740.381556301,1852845.2439719052,1256169.955018775,947216.3457040514,1085173.166638265,1688246.3077201722 +P_none,0,0.0,6488806.909330752,0.0,0.0,6488806.909330752,0.34388065897117437,1.6846385432901962,0.0012558333435681902,9062.579482305518,38850.58930332271,19.428419627744272,0.0,0.0,0.0,0.0,0.0,795422.1638965899,937212.3470956627,1954721.4952520195,1393026.6464781356,1087639.2693612715,0.0,0.0,0.0,0.0,0.0 +P_none,1,0.0,9665075.56263449,0.0,0.0,9665075.56263449,0.4766989327384177,1.6352524726081992,0.0011689254525580602,13498.70888636102,48935.01894185413,21.543383995469583,0.0,0.0,0.0,0.0,0.0,2226270.7883875384,1651169.2299506953,1705427.648122186,1768275.9964711568,2201740.381556301,0.0,0.0,0.0,0.0,0.0 +P_OGI_component_based,0,0.0,6488806.909330752,0.0,0.0,6488806.909330752,0.34388065897117437,1.6846385432901962,0.0012558333435681902,9062.579482305518,38850.58930332271,19.428419627744272,0.0,0.0,0.0,0.0,0.0,795422.1638965899,937212.3470956627,1954721.4952520195,1393026.6464781356,1087639.2693612715,1354592.5232947073,1335958.236159829,2263091.898874865,1777377.2959529394,1233829.9315323022 +P_OGI_component_based,1,0.0,9665075.56263449,0.0,0.0,9665075.56263449,0.4766989327384177,1.6352524726081992,0.0011689254525580602,13498.70888636102,48935.01894185413,21.543383995469583,0.0,0.0,0.0,0.0,0.0,2226270.7883875384,1651169.2299506953,1705427.648122186,1768275.9964711568,2201740.381556301,2643879.96519379,2184320.7878220603,2153672.649965962,2082737.31752406,2658870.2479517274 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+P_stationary_measurement_based,0,0.0,6488806.909330752,0.0,0.0,6488806.909330752,0.34388065897117437,1.6846385432901962,0.0012558333435681902,9062.579482305518,38850.58930332271,19.428419627744272,0.0,0.0,0.0,0.0,0.0,795422.1638965899,937212.3470956627,1954721.4952520195,1393026.6464781356,1087639.2693612715,407739.41443807754,191423.72031888016,951226.5428836163,697478.5051143611,154952.94147205123 +P_stationary_measurement_based,1,0.0,9665075.56263449,0.0,0.0,9665075.56263449,0.4766989327384177,1.6352524726081992,0.0011689254525580602,13498.70888636102,48935.01894185413,21.543383995469583,0.0,0.0,0.0,0.0,0.0,2226270.7883875384,1651169.2299506953,1705427.648122186,1768275.9964711568,2201740.381556301,1716266.6092589612,879699.9807506348,745789.1428620877,957665.1072697325,1419739.9819930252 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_emissions_summary.csv new file mode 100644 index 000000000..69ea6729f --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,0.06908231508931957,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,8.779675793252101,OGI,2020-07-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,0,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,357,357,91,2016-12-24,2017-12-24,2017-12-24,0.0,350.0207156061337,,0.011347803052901418,0.011347803052901418,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-03-24,2020-03-23,2020-03-23,0.0,912.0810297176926,,0.028921899724685837,0.03426300997504142,OGI,2019-04-02,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-08-03,2020-08-02,2020-08-02,0.0,1361.2470373315957,,0.04316486039230072,0.039604120225397,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-03-01,2019-03-01,2019-03-01,0.0,4028.1222897934153,,0.12773091989451468,0.14463982991669308,OGI,2018-04-02,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-10-12,2019-10-12,2019-10-12,0.0,6161.079835631087,,0.19536655998322827,0.14281636423603286,OGI,2019-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-07-08,2020-07-07,2020-07-07,0.0,65.42732975628881,,0.002074687016625089,0.029931534668438987,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-06-16,2021-06-16,2021-06-16,0.0,531.575267009302,,0.016856141140579085,0.011828228748065914,OGI,2020-07-02,N/A,N/A,True,expired,False +0000000004,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-08-30,2021-08-30,2021-08-30,0.0,44.13974094523854,,0.0013996620035907703,0.01261583363788719,OGI,2021-01-01,N/A,N/A,True,expired,False +0000000005,35.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-11-30,2021-11-30,2021-11-30,0.0,617.8437808586908,,0.019591697769491715,0.016103765703689453,OGI,2021-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,active,104,104,91,2021-09-19,,,0.0,1061.7170910740988,,0.11815761786348145,0.11815761786348145,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,92,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,0.0038936766422563458,OGI,2020-01-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,0.17224521543882915,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,0.6901488423953782,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,1.986513829014969,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-07-09,2021-07-09,2021-07-09,0.0,16501.44416505885,,0.5232573619057219,0.5232573619057219,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_0,active,213,213,182,2021-06-02,,,0.0,12256.47265002182,,0.6659968184892747,0.6659968184892747,OGI,2021-07-02,N/A,N/A,True,OGI,False +0000000000,300.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-05-02,2018-05-02,2018-05-02,0.0,4260.875209252875,,0.13511146655418804,0.13511146655418804,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-06-12,2019-06-12,2019-06-12,0.0,10475.941200714595,,0.3321899163088088,0.3321899163088088,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,287,287,182,2016-10-15,2017-10-15,2017-10-15,0.0,524.7785616579042,,0.021163156603186867,0.07382639192799913,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-07-18,2018-07-18,2018-07-18,0.0,7310.5524634512185,,0.23181609790243587,0.2186502890712328,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,0.45520545737307627,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,0,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,0.5544962083469895,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,0.26135860107081543,OGI,2018-04-02,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,0.26135860107081543,OGI,2018-04-02,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,0.041925432947016145,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,0.20961252821567217,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,0.20961252821567217,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,,,,N/A,N/A,False,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,0.02610295101354264,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,0.02610295101354264,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,0.02610295101354264,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,182,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,0.019297443406000824,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,0,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,182,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,0.1601330949436391,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,91,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,0.02116465757934936,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,0.009780009272425397,OGI,2019-04-02,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,273,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,0.001642696694598607,OGI,2017-04-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,0.048854496579385266,OGI,2020-04-02,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,91,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,0.8665432613191577,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,182,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,0.019709990953277984,OGI,2021-07-02,N/A,N/A,True,OGI,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,91,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,0.024068453252973684,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,0.09894305982301914,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,0.09894305982301914,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,91,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,0.07355742497448328,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,0.05750223206341709,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,0.06290594033391081,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,0.4181806857825292,OGI,2020-04-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,0.028796880941451396,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,274,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,0.13445657515618245,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,0.4884339800214908,OGI,2020-01-02,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,91,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,0.01514055812720078,OGI,2021-10-02,N/A,N/A,True,OGI,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,0.223445503240639,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,273,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,0.051884193902048334,OGI,2018-10-02,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,273,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,0.051884193902048334,OGI,2018-10-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,0.09032007015608923,OGI,2020-01-02,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,0.017399883806013157,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,0.011734478887482688,OGI,2018-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,92,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,0.6236304218274452,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,0.08862685840201118,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,0.6428230917478598,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,0.00038963825577628653,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,0.00038963825577628653,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,0.09075128898955456,OGI,2020-07-03,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,0.1353051761213873,OGI,2020-10-02,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,91,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,0.028895762446335155,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,273,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,0.05496616098118934,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,182,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,0.04934544862735999,OGI,2018-10-02,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,1,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,0.3468236564307674,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,92,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,0.1765939601469885,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,0.2280170048600577,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,0.04840349620796196,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,183,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,0.04185155543010041,OGI,2020-10-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,0.0185306806995898,OGI,2019-10-02,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,0.049729285097498445,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,0.023484014177935678,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,0.023484014177935678,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,0.023484014177935678,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,0.6707565469753595,OGI,2017-10-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,1.1557167360061449,OGI,2018-04-03,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,1.1481914364926662,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,274,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,0.3437180230217598,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,0.4805860848279456,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,0,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,92,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,0.1984010086324608,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,0.03772759617805344,OGI,2018-04-03,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,91,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,0.016724265076458748,OGI,2021-07-03,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,0.011759143316495354,OGI,2017-07-04,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,0.08705564267619109,OGI,2020-07-04,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,2,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,0.17850378917646528,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,93,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,0.11672940620915617,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,275,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,0.07048484390949392,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,1.0841549403448343,OGI,2018-10-03,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,0,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,0.02729236126273371,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,0,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,0.0025940963231708704,OGI,2020-07-04,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,0.14250239581656887,OGI,2018-01-03,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,0.9316433740142076,OGI,2018-07-04,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,0.10205981967557813,OGI,2020-01-03,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,0.10205981967557813,OGI,2020-01-03,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,91,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,0.11198680153671035,OGI,2021-10-03,N/A,N/A,True,OGI,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,93,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,0.0013268168262409595,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,3.4252133129959765,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,91,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,0.00034351951372448117,OGI,2017-04-04,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,0.3944536513047329,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,91,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,0.01377323422141332,OGI,2017-04-04,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,0.0556659099948454,OGI,2018-10-03,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,91,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,0.07507273383772317,OGI,2021-10-03,N/A,N/A,True,OGI,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,91,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,0.024089811156733015,OGI,2020-10-03,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,91,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,0.022538355358790705,OGI,2021-10-04,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,91,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,0.01370856886322266,OGI,2021-04-05,N/A,N/A,True,OGI,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,0.1380891402095893,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,185,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,0.23995345241502203,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,0.06658991263552255,OGI,2018-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,0.591353398116783,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,92,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,0.0072628305712679865,OGI,2020-04-05,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,273,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,0.0391934064967103,OGI,2018-10-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,2.214408089446483,OGI,2020-04-05,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,94,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,0.6662718027967839,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,0.014894452704996813,OGI,2017-07-05,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,185,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,0.19833007024625648,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,91,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,0.03829795142055031,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,185,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,0.2272338254065616,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,276,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,0.13812114734086733,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,276,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,0.13812114734086733,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,0.006384874079155026,OGI,2020-07-05,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,182,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,0.04059700915791686,OGI,2021-07-05,N/A,N/A,True,OGI,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,0.031101361431390695,OGI,2020-07-05,N/A,N/A,True,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,94,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,0.007756994020070573,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,94,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,0.007756994020070573,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,0.031938506872358725,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,0.025653814049864346,OGI,2020-10-04,N/A,N/A,True,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,0.025653814049864346,OGI,2020-10-04,N/A,N/A,True,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,182,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,0.05076865189960757,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,95,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,1.2016084651242256,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,0.18027424569562653,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,0.18027424569562653,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,183,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,0.005652245059416768,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,0.05076865189960757,OGI,2021-04-06,N/A,N/A,True,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,1.1311855892276697,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,1.1406882448455775,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,0.5952548462767254,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,182,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,0.07223343024728589,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,0.2516799016701189,OGI,2018-07-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,0.08879964231155715,OGI,2020-01-05,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,0.08311044829974167,OGI,2020-04-06,N/A,N/A,True,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,186,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,10.110526900157856,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,0.007100183482438698,OGI,2019-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,0.007100183482438698,OGI,2019-10-05,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,182,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,0.575796719085351,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,277,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,0.28611460082101414,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,0.3206496812852945,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,0.03804773664557844,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,0.21862169426024056,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,1.0451836322439285,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,186,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,1.7296618908339987,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,277,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,0.8758846150288869,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,0.4063856305258739,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,0.19623499090909097,OGI,2018-07-06,N/A,N/A,True,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,0.03821902263120162,OGI,2021-04-06,N/A,N/A,True,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,0.03821902263120162,OGI,2021-04-06,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,95,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,0.1576042497278404,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,0.08846905460767811,OGI,2019-10-05,N/A,N/A,True,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,182,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,0.08436338392242332,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,273,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,0.15519470611268746,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,0.16450230057269183,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,0.19098429376607184,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,0.09633581388489905,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,95,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,0.3797408765415546,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,275,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,0.19621776015911788,OGI,2020-04-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,0.6529836913906553,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,91,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,0.12670241554737477,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,0.7720394969286778,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,277,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,0.16186682357869592,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,277,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,0.16186682357869592,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,0.12941169682082032,OGI,2017-07-06,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,95,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,0.08626146258411357,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,0.18227123089497999,OGI,2018-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,182,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,0.019679647041286333,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,0.4621479748897411,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,91,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,0.05235283884718316,OGI,2021-10-06,N/A,N/A,True,OGI,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,0.06974995718614463,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,0.08355047197353675,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,0.24181861245710257,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,0.24181861245710257,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,0.8894437758480436,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,182,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,0.10132977612365297,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,273,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,0.8491068837401252,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,273,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,0.8491068837401252,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,0.004400013570624029,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,182,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,0.1413620720936348,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,0.1750373877226713,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,0.09529871410991005,OGI,2017-10-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,0.09487993205656295,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,0.2027304628140058,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,91,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,0.7239316567192444,OGI,2021-10-06,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,96,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,0.07647521434813292,OGI,2017-01-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,0.04528247725294642,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,0.001456140532288288,OGI,2021-04-07,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,182,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,2.0050129074412313,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,0.0026906464370823435,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,0.18026995100993118,OGI,2020-07-07,N/A,N/A,True,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,0.0168157573925001,OGI,2017-10-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,0.025008421033436437,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,2.3589928102850264,OGI,2018-04-07,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,5.363262241946128,OGI,2019-01-06,N/A,N/A,True,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,1.4354349245238123,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,0.031175881811906923,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,0.005477764420239098,OGI,2020-07-07,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,5,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,0.4949814367967469,OGI,2017-01-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,0.14425653692644932,OGI,2019-04-07,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,0.025051657295402794,OGI,2017-10-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,0.008368566664038138,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,0.017612462646186683,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,0.025183241442074837,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,182,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,0.16210382440961854,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,0.029144028034448058,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,0.08516773503025549,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,92,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,0.013647929190534234,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,92,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,0.013647929190534234,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,0.05816770741201713,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,273,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,0.04595544082620448,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,0.15200449027885096,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,0.2305915710941389,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,0.7854624709330951,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,0.5526199680277962,OGI,2018-10-07,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,0.12509363458401448,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,0.10235997651240197,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,0.4336693536956502,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,0.4336693536956502,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,1.3870941123529583,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,273,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,0.22730610523659514,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,0.41133274399122033,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,0.41133274399122033,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,0.24723957954882897,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,0.5783781669203486,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,0.30079693442463784,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,0.302358976569119,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,0.302358976569119,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,0.14056224829514008,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,0.7483337690923176,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,2.131479512669643,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,2.131479512669643,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,0.4034613326365709,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,182,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,0.16318551593612468,OGI,2021-07-08,N/A,N/A,True,OGI,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,182,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,0.013474765358387543,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,0.020396153155325683,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,184,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,0.027902496903985816,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,182,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,0.30870603208777486,OGI,2021-07-08,N/A,N/A,True,OGI,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,97,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,0.04321323959612506,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,97,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,0.036972778410525486,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,0.0479611774338356,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,0.0479611774338356,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,0.08975600370727602,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,0.08975600370727602,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,6,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,0.02024653921010821,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,0.07218409536338638,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,0.04111942673139513,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,0.07077904345671543,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,273,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,0.029290594621658183,OGI,2021-04-08,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,6,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,0.06441368520589652,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,188,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,0.07702802072602385,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,0.03511793394515361,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,0.03188417461424405,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,0.03249617327661452,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,0.09326485810702306,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,0.04608173704426913,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,92,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,0.12307448860249891,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,92,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,0.004102383256940431,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,0.023198815117672755,OGI,2018-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,184,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,4.393755726000465,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,7.669067663817308,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,98,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,0.25826336169851144,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,275,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,0.07017485957920662,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,0.002924858151102975,OGI,2021-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,91,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,0.003919936236153633,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,0.9587280813787601,OGI,2019-04-09,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,92,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,0.011217478547092489,OGI,2020-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,0.05538155828069257,OGI,2020-07-09,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,92,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,0.010232253944532399,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,0.004535061540638924,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,7,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,0.05321373944212019,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,182,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,0.046500810520041534,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,91,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,0.005039561604134918,OGI,2020-10-08,N/A,N/A,True,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,0.006527048136288904,OGI,2020-10-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,1.1143557711660843,OGI,2019-01-08,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,0.5669195407356508,OGI,2019-04-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,182,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,0.04039522526035332,OGI,2021-04-09,N/A,N/A,True,OGI,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,183,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,0.012278956352073864,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,0.700881395404984,OGI,2018-07-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,1.0406957085683008,OGI,2018-07-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,182,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,0.027420955575046733,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,0.04088861949292541,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,0.10984149572884501,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,0.10984149572884501,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,7,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,0.7365543608206943,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,91,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,0.025052077761630015,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,0.025052077761630015,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,0.08098932252073468,OGI,2020-04-09,N/A,N/A,True,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,0.08098932252073468,OGI,2020-04-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,0.09622657630477799,OGI,2019-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,0.2908543841257284,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,91,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,0.0011144616418626685,OGI,2021-07-09,N/A,N/A,True,OGI,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,98,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,0.19083649511680328,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,98,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,0.19083649511680328,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,0.1372588253548581,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,0.07338101979609353,OGI,2017-10-08,N/A,N/A,True,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,0.15132431313655847,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,182,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,0.8626087470398404,OGI,2021-07-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,99,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,0.03213611230564383,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,0.02893345396896284,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,0.06309596903808164,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,0.06309596903808164,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,190,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,0.42839314680518575,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,0.8292833492621117,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,0.2829884512702499,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,182,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,0.08558129179949413,OGI,2021-04-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,190,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,0.03669141900410791,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,0.03127046744982116,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,0.029641150262063484,OGI,2017-10-09,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,0.030738688523904174,OGI,2018-04-10,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,184,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,0.3843541166620583,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,0.6158087891528791,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,0.5577659871849058,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,273,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,0.1699360774960304,OGI,2021-04-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,0.042126555419298745,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,0.042126555419298745,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,0.472073994246726,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,0.16695851087526872,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,0.01782937359050711,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,0.17745857264706005,OGI,2019-01-09,N/A,N/A,True,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,0.143420413788927,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,91,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,0.2564657648340163,OGI,2021-10-09,N/A,N/A,True,OGI,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,91,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,0.0016064644206650453,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,0.03614296964205892,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,0.37033297272316684,OGI,2018-07-10,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,0.12346084921041303,OGI,2017-10-09,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,0.0782930880361554,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,99,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,0.06457531000294833,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,273,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,0.06669367587834145,OGI,2018-07-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,275,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,0.4034470587790385,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,0.6707533589250959,OGI,2020-10-09,N/A,N/A,True,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,1.1213289282750452,OGI,2020-10-09,N/A,N/A,True,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,182,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,0.05261762395986968,OGI,2021-04-10,N/A,N/A,True,OGI,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,8,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,0.12434506866951306,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,0.9592323822297519,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,0.8129768484007556,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,0.2694176102525554,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,0.0183995182257412,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,0.012411023871849745,OGI,2020-07-11,N/A,N/A,True,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,273,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,0.2805383525554626,OGI,2021-04-11,N/A,N/A,True,OGI,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,3.084648715907779,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,1.3298653570400925,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,92,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,0.0025013129343127148,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,0.10528169430609836,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,0.10528169430609836,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,0.04270487006922563,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,275,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,0.11060971869499711,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,182,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,0.10934357434490914,OGI,2021-07-11,N/A,N/A,True,OGI,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,0.5240591420647646,OGI,2019-07-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,92,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,0.3498890454434233,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,282,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,0.14457117698576705,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,282,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,0.14457117698576705,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,0.028893069700019577,OGI,2019-07-11,N/A,N/A,True,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,0.055258567361825876,OGI,2021-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,91,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,0.019687930798966084,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,91,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,0.09445653191178675,OGI,2021-10-10,N/A,N/A,True,OGI,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,91,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,0.002612776186367789,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,0.1173066331001992,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,0.10727215990550092,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,91,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,0.09445653191178675,OGI,2021-10-10,N/A,N/A,True,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,91,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,0.00858894774825183,OGI,2021-10-10,N/A,N/A,True,OGI,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,9,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,0.04980228730879779,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,1.8766572764966016,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,6.4023941886980005,OGI,2019-01-10,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,0.12870716938948062,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,0.054248911785166186,OGI,2021-04-11,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,100,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,0.009781912957865157,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,0.1190500593057349,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,0.1190500593057349,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,0.04658936421959972,OGI,2021-01-10,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,91,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,0.07766281110902629,OGI,2021-04-11,N/A,N/A,True,OGI,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,9,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,0.0007842177821895659,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,0.4261913305437644,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,184,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,0.14500555180000055,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,100,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,1.6700232772143184,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,191,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,0.8489043165267401,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,0.0088092642956014,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,0.0088092642956014,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,1.021419099222718,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,91,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,0.18365746702003635,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,0.2549623690881855,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,0.10163112619534373,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,0.00786088735013224,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,0.01809957410551294,OGI,2020-10-11,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,182,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,0.040142668583627784,OGI,2021-07-12,N/A,N/A,True,OGI,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,101,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,0.02439515633253511,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,0.030598226430429802,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,192,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,0.5429566052847238,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,0.06762171499999173,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,0.09595291417437588,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,274,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,0.16976080682676173,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,2.4705145156240933,OGI,2019-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,1.209208443212051,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,0.011160304606172804,OGI,2020-10-11,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,0.0026878300991242158,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,0.3580043622335885,OGI,2019-01-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,0.757599168863424,OGI,2019-10-11,N/A,N/A,True,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,91,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,0.01340381516976135,OGI,2021-04-12,N/A,N/A,True,OGI,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,0.13494605429169546,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,0.1536629556507461,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,0.09241587591846831,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,0.04483781057163107,OGI,2019-10-11,N/A,N/A,True,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,0.015646570994450458,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,0.3751131504011189,OGI,2019-01-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,0.7658269219526086,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,1.6977426296960068,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,101,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,1.9904466010033672,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,283,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,3.4830805165622145,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,1.1919350727495317,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,0.734512649711237,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,10,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,0.2057277868405753,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,192,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,0.06690691730559664,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,10,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,0.0949740643691763,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,10,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,0.0949740643691763,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,0.8591829543672548,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,1.6097729720830467,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,0.013437358085092471,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,0.04239405354841244,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,0.002895881945941999,OGI,2020-07-13,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,0.002895881945941999,OGI,2020-07-13,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,0.24697819236503635,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,2.171369345511565,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,182,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,0.15134843175306342,OGI,2021-07-13,N/A,N/A,True,OGI,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,7.665462445357717e-06,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,182,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,0.015992158618081335,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,2.390266443976467,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,2.124895649168285,OGI,2018-10-12,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,0.288167183576099,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,1.2911357088719495,OGI,2019-01-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,0.2807710666335534,OGI,2019-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,0.15983643944239898,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,0.10685937254172626,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,0.10685937254172626,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,0.12005308320857098,OGI,2020-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,273,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,0.06786658993546887,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,182,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,1.0580315369566153,OGI,2021-07-13,N/A,N/A,True,OGI,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,91,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,0.7976156283210918,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,91,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,0.7260982002821756,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,183,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,0.026105154210067347,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,0.000901758618302822,OGI,2019-07-13,N/A,N/A,True,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,0.021092958269471822,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,0.1747443890671619,OGI,2019-07-13,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,0.23879378913668586,OGI,2020-01-12,N/A,N/A,True,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,0.3049587500822492,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,0.3779211024277476,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,0.3779211024277476,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,0.15653353443268084,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,273,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,0.11371701204082064,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,12,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,0.022489232743345636,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,92,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,0.009509007121054973,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,182,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,0.09587829861016761,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,0.07170309667433573,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,12,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,1.1777022875345686,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,285,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,0.2512157455804715,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,0.1063918847196439,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,1.4382015533878048,OGI,2019-04-14,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,12,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,0.10547564066160892,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,0.0024075594876978457,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,273,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,0.0367510945049421,OGI,2017-10-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,273,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,0.0367510945049421,OGI,2017-10-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,182,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,0.9113996204416785,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,1.5933821486844766,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,0.051683790545553276,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,183,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,0.019376122392849277,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,184,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,0.08693977711937709,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,0.1501242326367913,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,91,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,1.0835556583487604,OGI,2021-10-13,N/A,N/A,True,OGI,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,194,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,2.796117587319966,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,194,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,2.796117587319966,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,194,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,2.796117587319966,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,0.002968102981001947,OGI,2019-10-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,0.06693505686905223,OGI,2018-07-14,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,0.15132681201366277,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,0.3968561360561798,OGI,2017-04-14,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,0.13305644399639577,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,0.13305644399639577,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,0.13305644399639577,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,0.008596878524559237,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,91,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,0.0015864425423546718,OGI,2021-10-13,N/A,N/A,True,OGI,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,103,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,1.4439465446172344,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,273,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,0.08921705144057275,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,91,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,0.019740326495131022,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,91,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,0.019740326495131022,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,12,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,0.08721299394981541,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,12,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,0.08721299394981541,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,0.10363210894713677,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,92,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,0.0023191769844129115,OGI,2018-01-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,92,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,0.013300942507820036,OGI,2020-04-14,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,0.09275269305598667,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,0.03423338033899307,OGI,2019-10-14,N/A,N/A,True,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,91,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,0.022789725004269377,OGI,2021-04-15,N/A,N/A,True,OGI,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,195,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,0.2660896037891285,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,286,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,0.2811615328416279,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,0.28010195645604385,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,0.9326239322349733,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,0.01722867792910154,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,0.07378030835598018,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,92,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,0.0056945741172408386,OGI,2019-01-14,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,0.418374617148561,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,273,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,0.17258338107050583,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,0.030101720668533505,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,0.0712126477760235,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,13,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,0.007013394971901122,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,0.30093130754561614,OGI,2019-10-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,0.31007918833237796,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,0.9437468246341716,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,1.7570034348942785,OGI,2019-01-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,273,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,0.08924115458233918,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,0.339022416729637,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,0.2667628637999852,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,13,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,0.9230340440346047,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,0.013790984541901741,OGI,2021-07-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,0.013790984541901741,OGI,2021-07-15,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,0.6505646716687971,OGI,2017-10-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,0.2007886207529234,OGI,2018-07-15,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,275,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,0.11572360496499144,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,0.3016909428335474,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,91,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,0.015155953531406372,OGI,2021-04-15,N/A,N/A,True,OGI,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,273,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,1.2147486673329853,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,1.7955981977877604,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,0.035810815846297014,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,0.03530686718530029,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,0.021496404510386796,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,0.021496404510386796,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,104,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,0.23299611942535706,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,104,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,0.23299611942535706,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,0.11684912287968445,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,0.16438866765492363,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,0.10889364976742633,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,0.05397742298860126,OGI,2020-10-15,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,0.0314560521113149,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,0.30760290917744915,OGI,2019-10-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,91,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,0.014884467561238613,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,14,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,0.06638562342236419,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,0.13910342162700245,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,0.0023841426812873847,OGI,2020-04-16,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,275,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,0.054244369586154424,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,0.000282024172665876,OGI,2019-04-16,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,0.03896161389618737,OGI,2018-04-16,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,183,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,0.031312978849723234,OGI,2019-07-16,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,0.07432306723901709,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,273,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,0.0652171721914975,OGI,2019-04-16,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,91,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,0.09178937619043773,OGI,2021-10-15,N/A,N/A,True,OGI,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,0.012119950594684353,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,92,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,0.0392643561997474,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,0.025135247134218858,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-12-07,2020-12-06,2020-12-06,0.0,24.418331958356813,,0.0007743002269900054,0.0007743002269900054,OGI,2020-07-17,N/A,N/A,True,expired,False +0000000002,1661.0,0,Placeholder_NonRep_3,active,29,29,0,2021-12-03,,,0.0,4026.49430153223,,1.6069980449921097,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-03-25,2019-03-25,2019-03-25,0.0,935.4092917906394,,0.029661634062361723,0.029661634062361723,OGI,2018-04-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-06-01,2020-05-31,2020-05-31,0.0,220.1341202891802,,0.006980407162898915,0.006980407162898915,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-07-02,2018-07-02,2018-07-02,0.0,2790.885673699194,,0.08849840416347013,0.05228335230781021,OGI,2017-07-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-05,2018-08-05,2018-08-05,0.0,180.42195868184265,,0.0057211427791046,0.02641545812519598,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000002,1661.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-07-29,2020-07-28,2020-07-28,0.0,4572.933406543129,,0.1450067670770906,0.1450067670770906,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,328,328,273,2016-11-25,2017-11-25,2017-11-25,0.0,1651.2997518834645,,0.05826910258170536,0.05826910258170536,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,92,2018-02-16,2019-02-16,2019-02-16,0.0,288.38244668309744,,0.009144547396090101,0.009144547396090101,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,184,2019-12-30,2020-12-29,2020-12-29,0.0,445.92254578044657,,0.014140111167568702,0.014140111167568702,OGI,2020-01-16,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_1,active,124,124,91,2021-08-30,,,0.0,375.9129321534314,,0.0350874525979532,0.0350874525979532,OGI,2021-10-16,N/A,N/A,True,OGI,False +0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,0.05674269681501904,OGI,2018-01-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,0.043711442253104166,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,10.14325211380172,OGI,2020-01-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,0.15089274095026575,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,0.18734196837704606,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,0.18734196837704606,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,1.4270728926499454,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,1.4270728926499454,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,0.000303987317342838,OGI,2019-07-17,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,15,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,0.018514669363422963,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,15,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,0.018514669363422963,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,0.036246700760069035,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,273,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,0.9725380946368704,OGI,2021-04-17,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,31.805682911968578,,0.18406066499981816,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-01-19,2019-01-19,2019-01-19,0.0,58.1692174286256,,0.0018445337845200914,0.0018445337845200914,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-03,2021-02-02,2021-02-02,0.0,3694.507651331464,,0.11715206910614738,0.11715206910614738,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,active,93,93,91,2021-09-30,,,0.0,117.2283417748445,,0.014589349583687338,0.014589349583687338,OGI,2021-10-16,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,114,114,91,2016-04-25,2017-04-25,2017-04-25,0.0,41.609363848602406,,0.004224472450516001,0.004224472450516001,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-12-23,2018-12-23,2018-12-23,0.0,1791.3208427999493,,0.05680241130136825,0.05680241130136825,OGI,2018-01-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,active,69,69,0,2021-10-24,,,0.0,87.99470554282966,,0.014760249856218072,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-10-03,2019-10-03,2019-10-03,0.0,238230.99256653336,,7.55425521837054,7.55425521837054,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000004,2420.0,0,Placeholder_NonRep_4,active,189,189,182,2021-06-26,,,0.0,2221.4855652305173,,0.136040415272298,0.136040415272298,OGI,2021-07-17,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,132,132,106,2016-05-13,2017-05-13,2017-05-13,0.0,168.5228068104239,,0.014776480675717584,0.05686451397635127,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,316,316,288,2016-11-13,2017-11-13,2017-11-13,0.0,2701.642026775154,,0.09895254727698495,0.08843053895182654,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-09-29,2019-09-29,2019-09-29,0.0,283.29123468783774,,0.008983106122775168,0.008983106122775168,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_4,expired,365,365,92,2019-06-27,2020-06-26,2020-06-26,0.0,137.36378573434624,,0.004355777071738528,0.004355777071738528,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000007,446.0,0,Placeholder_NonRep_0,active,357,357,365,2021-01-09,,,0.0,7461.6644859078515,,0.24190996491816613,0.22724893610424102,OGI,2021-01-17,N/A,N/A,True,OGI,False +0000000008,446.0,0,Placeholder_NonRep_0,active,25,25,0,2021-12-07,,,0.0,100.41109301136844,,0.046486617134892785,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-08-19,2018-08-19,2018-08-19,0.0,4523.844193076357,,0.14345015832941263,0.08627145370735526,OGI,2017-10-17,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-11-09,2018-11-09,2018-11-09,0.0,897.9614363278616,,0.02847417035539896,0.07189945521060354,OGI,2018-01-17,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-06-18,2019-06-18,2019-06-18,0.0,50.013243619013714,,0.0015859095515922664,0.057836746078801286,OGI,2018-07-18,N/A,N/A,True,expired,False +0000000003,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,744.6918615739565,,0.023614024022512572,,,,N/A,N/A,False,expired,False +0000000004,446.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-07-19,2020-07-18,2020-07-18,0.0,322.2125386849606,,0.010217292576260799,0.01144687283402888,OGI,2019-10-17,N/A,N/A,True,expired,False +0000000005,446.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-11-08,2020-11-07,2020-11-07,0.0,477.31671072085726,,0.015135613607333119,0.011595032336460797,OGI,2020-01-17,N/A,N/A,True,expired,False +0000000006,446.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-02-15,2021-02-14,2021-02-14,0.0,231.26937884421068,,0.007333503895364367,0.06792814657905699,OGI,2020-07-18,N/A,N/A,True,expired,False 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+0000000000,157.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-06-25,2021-06-25,2021-06-25,0.0,53.13858843150752,,0.0016850135854739826,1.6776167149086971,OGI,2021-01-17,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-08-21,2021-08-21,2021-08-21,0.0,3506.0590316556204,,0.11117640257659882,1.6819827094279987,OGI,2021-01-17,N/A,N/A,True,expired,False +0000000002,157.0,0,Placeholder_NonRep_1,active,144,144,0,2021-08-10,,,0.0,507.33495999944336,,0.04077730838472892,,,,N/A,N/A,False,,False +0000000000,157.0,0,Placeholder_NonRep_1,expired,349,349,273,2016-12-16,2017-12-16,2017-12-16,0.0,1671.5743363852148,,0.05543531572963808,0.05543531572963808,OGI,2017-04-18,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-01,2019-12-01,2019-12-01,0.0,1119.2219068431768,,0.03549029384966949,0.03549029384966949,OGI,2019-01-17,N/A,N/A,True,expired,False +0000000000,157.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-11-21,2018-11-21,2018-11-21,0.0,1702.359934135241,,0.05398147939292367,0.05398147939292367,OGI,2018-07-18,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,447.13704587471005,,0.014178622712922057,,,,N/A,N/A,False,expired,False diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_estimated_emissions.csv new file mode 100644 index 000000000..75a8a4b58 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_estimated_emissions.csv @@ -0,0 +1,5501 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +35.0,0,Placeholder_NonRep_0,0.0,2017-01-01,,False,False,2017-01-01,2017-01-01,0.0,311.0,True +35.0,0,Placeholder_NonRep_0,0.0,2017-01-01,2017-01-01,True,False,2017-01-01,2017-04-02,0.0,311.0,True +35.0,0,Placeholder_NonRep_0,0.0,2017-04-02,,True,False,2017-04-02,2017-07-02,0.0,311.0,True +35.0,0,Placeholder_NonRep_0,0.0,2017-07-02,,True,False,2017-07-02,2017-10-01,0.0,311.0,True +35.0,0,Placeholder_NonRep_0,0.0,2017-10-01,,True,True,2017-10-01,2017-10-01,0.0,311.0,True +35.0,0,Placeholder_NonRep_0,0.06908231508931957,2018-01-01,,False,False,2017-10-01,2018-04-02,1092.2743003402497,311.0,True +35.0,0,Placeholder_NonRep_0,0.06908231508931957,2018-04-02,,True,False,2018-04-02,2018-07-02,543.1527941582663,311.0,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_timeseries.csv new file mode 100644 index 000000000..01ed37406 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),OGI Deployment Cost ($),OGI Sites flagged for Follow-Up,OGI Leaks tagged for repair,OGI Sites Visited,OGI Travel Time (Minutes),OGI Survey Time (Minutes) +2017-01-01,4317.06166,0,4317.06166,1000.00000,127,128,0,0,5,0,0,1000.00000,,5,3,120,360 +2017-01-02,4301.27345,0,4301.27345,1000.00000,127,1,0,0,4,0,0,1000.00000,,4,3,120,360 +2017-01-03,4326.86803,0,4326.86803,1000.00000,128,1,0,0,2,0,0,1000.00000,,2,3,120,360 +2017-01-04,4326.86803,0,4326.86803,1000.00000,128,0,0,0,5,0,0,1000.00000,,5,3,120,360 +2017-01-05,4326.86803,0,4326.86803,1000.00000,128,0,0,0,8,0,0,1000.00000,,8,3,120,360 +2017-01-06,4326.86803,0,4326.86803,1000.00000,128,0,0,0,2,0,0,1000.00000,,2,3,120,360 +2017-01-07,4326.86803,0,4326.86803,1000.00000,128,0,0,0,4,0,0,1000.00000,,4,3,120,360 +2017-01-08,4320.06419,0,4320.06419,1000.00000,128,1,0,0,4,0,0,1000.00000,,4,3,120,360 +2017-01-09,4320.05484,0,4320.05484,1000.00000,127,0,0,0,5,0,0,1000.00000,,5,3,120,360 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+2021-12-24,2542.60056,0,2542.60056,0.00000,105,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-25,2542.60056,0,2542.60056,0.00000,105,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-26,2629.52148,0,2629.52148,0.00000,106,2,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-27,2629.52148,0,2629.52148,0.00000,106,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-28,2631.65994,0,2631.65994,0.00000,107,1,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-29,2631.65994,0,2631.65994,0.00000,107,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-30,2631.63580,0,2631.63580,0.00000,106,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-31,2631.63580,0,2631.63580,0.00000,106,0,0,0,0,0,0,0.00000,,0,0,0,0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_emissions_summary.csv new file mode 100644 index 000000000..5cea9bf91 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,0.06832980056385994,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,0.05050869792829121,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,0.05050869792829121,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,0.07197734165268582,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,0.050267305493095216,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,0.021903587677543152,OGI,2019-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,0.11791280804579185,OGI,2020-04-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,0,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,0.19423991702077428,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,91,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,0.234428633615253,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,0.10874094158906389,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,0.18172416264996927,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,0.18172416264996927,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,0.01413021096249748,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,0.775309427627681,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,0.0050538337676485565,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,0.0050538337676485565,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,0.026574952706609263,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,91,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,0.3113613850377008,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,0.14757215202254634,OGI,2018-10-01,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,0.0070584205630953405,OGI,2020-01-01,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,0.022537892032083475,OGI,2021-07-02,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,91,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,0.05252994460862532,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,0.0073841748047671135,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,0.004733196119493264,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,0.05252994460862532,OGI,2021-10-01,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,0.031588767432187456,OGI,2017-04-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,0.11172151872744157,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,0.001218782245335355,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,0,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,183,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,0.04345862378356505,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,183,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,0.04345862378356505,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,0.3308513730203285,OGI,2019-10-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,273,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,0.2473052455379702,OGI,2021-04-03,N/A,N/A,True,OGI,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,182,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,0.1985429602252679,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,274,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,0.4476584025649038,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,0.04991224881120747,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,92,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,0.1275293269409055,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,0.015875509699597445,OGI,2021-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,0,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,0.08345911336331754,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,183,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,0.005514059182743264,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,0.9597092089814881,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,274,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,3.2702035071440996,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,182,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,1.7715486034170027,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,0.12511947356696684,OGI,2017-10-02,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,91,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,0.022877069048957085,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,182,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,0.017482251510814683,OGI,2017-04-03,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,0.0801919577360814,OGI,2019-01-02,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,0.728668452100993,OGI,2020-01-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,0.32139448361529216,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,92,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,0.09060005370303462,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,0.03974215769681267,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,91,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,0.012544264778169566,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,0.032332826424316834,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,183,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,0.13242766593104163,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,274,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,0.19731161953780224,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,0.014171866693456079,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,273,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,0.039847627094368704,OGI,2021-04-03,N/A,N/A,True,OGI,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,273,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,0.039847627094368704,OGI,2021-04-03,N/A,N/A,True,OGI,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,1,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,0.07887976715309933,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,0.028517419451880265,OGI,2019-04-03,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,0.0516439325200002,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,2,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,0.01742991054461176,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,0.24072467573534118,OGI,2019-04-04,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,0.3039635960622554,OGI,2019-07-04,N/A,N/A,True,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,0.21674291884994237,OGI,2019-10-03,N/A,N/A,True,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,0.20834126343947673,OGI,2020-10-03,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,92,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,0.001783286151564228,OGI,2020-04-04,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,0.4173305419406734,OGI,2017-04-04,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,0.005325770733506993,OGI,2019-07-04,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,0.005325770733506993,OGI,2019-07-04,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,0.0902452916254706,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,273,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,3.3392025173883155,OGI,2021-04-04,N/A,N/A,True,OGI,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,0,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,,,,N/A,N/A,False,,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,1.9100587269912361,OGI,2021-04-04,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,2,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,0.21250480288463156,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,0.3943131088910032,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,91,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,0.0017078648709462569,OGI,2021-07-04,N/A,N/A,True,OGI,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,0.14539694576680495,OGI,2017-10-03,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,2,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,0.23613449719706958,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,184,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,0.1898183285886496,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,,,,N/A,N/A,False,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,0.8308551486483544,OGI,2019-04-04,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,,,,N/A,N/A,False,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,91,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,0.05795432133582069,OGI,2021-10-03,N/A,N/A,True,OGI,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,0.2398219863855634,OGI,2017-07-04,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,0.10522830215972936,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,0.3148017803029254,OGI,2020-07-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,0,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,,,,N/A,N/A,False,,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,0.0015802840252636071,OGI,2018-07-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,2,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,0.0860655628642573,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,0.2524951708817347,OGI,2018-10-03,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,0.12317949484927891,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,1.0952806180467294,OGI,2020-01-03,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,183,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,0.020680613436358276,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,91,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,0.00865571730929878,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,182,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,0.0021190879318529828,OGI,2017-04-05,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,0.00865571730929878,OGI,2021-10-04,N/A,N/A,True,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,273,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,0.260721666464487,OGI,2021-04-05,N/A,N/A,True,OGI,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,91,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,0.18008003982756499,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,0.12374040958384536,OGI,2017-07-05,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,0.025532852182951066,OGI,2019-10-04,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,0.01868874970606269,OGI,2018-10-04,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,0.012864745711558306,OGI,2019-10-04,N/A,N/A,True,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,0.009015768322986579,OGI,2020-04-05,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,3,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,0.044830040165948874,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,0.06916682844625753,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,0.7144257450094409,OGI,2020-10-04,N/A,N/A,True,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,0.9744253847405331,OGI,2021-01-04,N/A,N/A,True,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,0.9744253847405331,OGI,2021-01-04,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,91,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,0.024974249296085438,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,3,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,0.0929500179005847,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,3,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,0.0929500179005847,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,3,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,0.0929500179005847,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,0.007058343772544348,OGI,2018-04-05,N/A,N/A,True,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,0.9033016590392194,OGI,2019-07-05,N/A,N/A,True,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,91,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,0.00397532508597172,OGI,2021-07-05,N/A,N/A,True,OGI,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,0.10847281367709283,OGI,2017-10-04,N/A,N/A,True,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,0.1340287132146059,OGI,2017-10-04,N/A,N/A,True,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,0.2259548013296744,OGI,2017-10-04,N/A,N/A,True,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,0.08504821682311303,OGI,2019-01-04,N/A,N/A,True,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,0.09866675971954586,OGI,2019-07-05,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,182,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,0.8202186490886407,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,95,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,0.0052543026003948985,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,182,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,0.02813187255353699,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,182,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,0.02813187255353699,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,273,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,0.24892547085544808,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,182,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,0.24383455994023173,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,2.888372568476929,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,0.21712391829184094,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,273,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,1.399700530027639,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,91,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,0.004396743513904917,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,91,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,0.004396743513904917,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,0.2219729120289407,OGI,2018-04-06,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,2.895593717361849,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,182,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,0.02482844319436488,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,0.16691961084394732,OGI,2018-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,0.16691961084394732,OGI,2018-01-05,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,0.08995171239486925,OGI,2017-07-06,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,0.22270856798028202,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,0.10321062979830459,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,95,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,0.35176167750203974,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,186,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,0.6455598228284399,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,1.5906712226635236,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,0.03872392670208385,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,0.03872392670208385,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,183,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,0.05211947148741973,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,183,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,0.05211947148741973,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,0.05748965398265279,OGI,2017-10-05,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,182,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,0.0887710888296863,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,182,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,0.0887710888296863,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,182,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,0.0887710888296863,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,0.006912281560967454,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,0.03094764167727188,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,0.09310395483163908,OGI,2020-04-06,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,1.1696859062312606,OGI,2017-10-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,0.059624152390171624,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,0.05666707131067214,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,0.012924752339484437,OGI,2018-04-06,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,0.030340135345789793,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,92,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,0.00021368403628311088,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,0.023459037343743567,OGI,2017-10-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,182,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,0.01996247433464858,OGI,2018-07-06,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,182,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,13.547919882620183,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,4,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,0.07167233427830491,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,95,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,0.04903758006859672,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,0.1545812854808487,OGI,2020-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,273,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,0.42146534504498673,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,0.37724883764758843,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,0.37724883764758843,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,1.0859226005138893,OGI,2019-04-07,N/A,N/A,True,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,0.05736898049240578,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,0.17106020387524254,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,0.14984998643187863,OGI,2019-01-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,0.061661018585329824,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,0.0026981760081687275,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,92,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,0.0026981760081687275,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,0.03973171638925827,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,0.05736713346404271,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,0.01178291692257757,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,0.02037291643398426,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,182,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,1.0236790808392668,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,0.503666994184018,OGI,2019-01-06,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,30.003179317559294,OGI,2017-04-07,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,0.5358510583204867,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,273,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,0.11941983752576663,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,273,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,0.026683112885795814,OGI,2017-04-07,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,0.060005236006394035,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,0.060005236006394035,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,0.11004429724538471,OGI,2019-04-07,N/A,N/A,True,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,0.2817259724888803,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,273,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,0.11941983752576663,OGI,2021-04-07,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,0.1440038797769278,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,0.13791955329172095,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,0.1418124490197902,OGI,2020-07-07,N/A,N/A,True,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,0.134484909938552,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,16.14003590517785,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,24.20358199368774,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,0.06890493809800936,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,0.06890493809800936,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,0.0006366751265619928,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,187,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,0.13965233045336992,OGI,2017-01-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,183,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,0.07095787479903191,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,0.11672922412100589,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,91,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,0.07876180861915925,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,0.385319245759332,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,1.4273064060414435,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,97,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,0.20420289077495168,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,97,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,0.20420289077495168,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,0.164416656377598,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,1.1977126373863172,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,0.013100119630875949,OGI,2018-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,0.6877450024345196,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,1.1683246588081126,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,0.03397079372558334,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,0.04196764426554063,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,279,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,0.6255839536219462,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,0.0011671276606723179,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,0.3978552053922538,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,0.02761443186628279,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,273,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,0.3564132346547412,OGI,2021-04-08,N/A,N/A,True,OGI,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,0.02108160761595702,OGI,2017-10-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,0.02108160761595702,OGI,2017-10-07,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,0.02108160761595702,OGI,2017-10-07,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,0.4619808149010876,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,0.6233092163718992,OGI,2019-10-07,N/A,N/A,True,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,0.33060541763715234,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,6,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,0.08379394285139842,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,91,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,0.2186237707998242,OGI,2021-10-07,N/A,N/A,True,OGI,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,0.04713335933393496,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,0.04713335933393496,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,0.16384687935456566,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,0.1804609453955777,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,0.1751062835233444,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,97,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,0.3145018889203967,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,0.11033471178601537,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,0.027091200481586,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,0.028636100844402972,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,0.06508352217083856,OGI,2019-10-07,N/A,N/A,True,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,0.18143805370407284,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,91,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,0.024297022913160996,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,0.012259961216903708,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,1.3790964545281295,OGI,2019-10-07,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,0.23235951846253644,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,0.0781011187992585,OGI,2021-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,0.8199060021751909,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,0.1484131485988523,OGI,2018-04-09,N/A,N/A,True,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,0.06155613515069355,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,0.1309494884363378,OGI,2019-04-09,N/A,N/A,True,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,0.2091706581031756,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,7,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,0.07178778995009058,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,92,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,0.0005796342315152244,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,1.5991325071387004,OGI,2017-10-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,0.2525243537920595,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,0.24581252072998666,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,275,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,0.24485368743540484,OGI,2020-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,0.31107328634061,OGI,2017-10-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,0.04765159234512489,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,10.413406105025825,OGI,2018-07-09,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,0.24701920426008533,OGI,2020-01-08,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,0.01808603769310672,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,0.01808603769310672,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,182,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,0.10871299028829645,OGI,2021-07-09,N/A,N/A,True,OGI,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,275,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,0.03791071423456451,OGI,2020-04-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,0.0741701308403128,OGI,2020-10-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,0.0642373822080679,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,0.0642373822080679,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,0.0605749619650375,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,0.003957406249382967,OGI,2021-07-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,0.15265979217399772,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,0.15265979217399772,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,0.03654861866032513,OGI,2018-04-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,275,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,0.07589549621119257,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,0.6283589961369009,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,1.637437453881124,OGI,2018-04-09,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,3.558451462877265,OGI,2019-01-08,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,98,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,0.20524016618819643,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,0.19798881556490497,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,91,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,0.004701302703737426,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,0.784003211424864,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,0.784003211424864,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,275,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,0.06835010135193,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,0.16340089354406395,OGI,2020-07-10,N/A,N/A,True,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,0.16340089354406395,OGI,2020-07-10,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,0.2379493806266924,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,92,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,0.05830156495467998,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,0.10117944492113323,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,99,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,0.04445968358594429,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,0.019476951506421487,OGI,2018-04-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,0.019476951506421487,OGI,2018-04-10,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,0.03342503435773562,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,182,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,0.014112719453558555,OGI,2021-07-10,N/A,N/A,True,OGI,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,182,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,0.014112719453558555,OGI,2021-07-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,0.005202235365984512,OGI,2020-07-10,N/A,N/A,True,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,0.22728737958427983,OGI,2019-01-09,N/A,N/A,True,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,0.2846402250380556,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,0.68041315252798,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,0.68041315252798,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,0.014731664857255003,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,0.013028719686266763,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,0.013028719686266763,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,91,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,0.027666890559031095,OGI,2021-10-09,N/A,N/A,True,OGI,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,91,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,0.0009096946835050126,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,0.24695761088740648,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,0.0856608487283874,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,0.3840583513501234,OGI,2017-10-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,0.3615896739960121,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,0.3615896739960121,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,91,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,1.7266870346835326,OGI,2021-10-09,N/A,N/A,True,OGI,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,0.3798302945147066,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,91,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,0.000962449916787935,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,0.3383538518090781,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,0.01044982859409163,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,0.004567582406579609,OGI,2020-07-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,182,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,0.00829477043633985,OGI,2021-07-11,N/A,N/A,True,OGI,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,182,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,0.00829477043633985,OGI,2021-07-11,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,191,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,0.19960316766512515,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,282,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,0.2654596658894166,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,0.031842097529516375,OGI,2021-04-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,0.6992167429777818,OGI,2019-01-10,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,0.7548643227219497,OGI,2019-01-10,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,182,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,0.6853600225407251,OGI,2019-07-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,1.5524560731005737,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,1.3801973805267647,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,9.357477357192609,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,14.034845052285206,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,0.0075208933579791444,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,0.0075208933579791444,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,0.07606703622154276,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,0.1698946144358351,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,191,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,0.08283142664001819,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,0.12685331711214337,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,0.08917248324185856,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,0.10875843889635459,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,0.004904294839459557,OGI,2021-01-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,282,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,0.5356424506677399,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,0.17706098309484536,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,191,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,0.2034063661294328,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,0.06679791484732882,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,0.06679791484732882,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,0.12326172250338019,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,5.125198093223945,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,282,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,7.200204504291988,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,0.22724621573251036,OGI,2019-10-10,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,0.26994233906625886,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,184,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,0.02005944409827283,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,283,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,0.15393143132291645,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,0.2234031376913277,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,92,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,0.03466924045992951,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,0.027408777364772926,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,0.04003371860050192,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,0.5713904193044111,OGI,2019-07-12,N/A,N/A,True,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,92,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,0.381031329362389,OGI,2020-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,0.10047514478708265,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,0.543354111452206,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,91,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,3.7998600638307365,OGI,2021-04-12,N/A,N/A,True,OGI,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,0.006208093070227316,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,5.956717378359694,OGI,2019-07-12,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,5.6993645171548035,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,91,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,0.06306426129478682,OGI,2017-07-12,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,0.06760309649497584,OGI,2017-07-12,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,0.05265825558681064,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,0.2621334609555829,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,0.03500610674926987,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,0.01721082930966016,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,0.027348735042578006,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,0.22273110952208572,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,91,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,0.018649981718910736,OGI,2021-10-11,N/A,N/A,True,OGI,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,91,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,0.018649981718910736,OGI,2021-10-11,N/A,N/A,True,OGI,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,0.13840894190361527,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,0.2575035501450133,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,10,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,0.03334505742832925,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,10,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,0.03334505742832925,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,0.09358630409716372,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,0.12431866939950437,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,0.11588076943046709,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,0.1986594968306588,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,0.1288884371916515,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,91,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,0.051958095146752446,OGI,2021-10-11,N/A,N/A,True,OGI,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,192,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,0.1719834708225265,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,0.0054365434725645026,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,0.9563774083733649,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,182,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,0.0222148525038677,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,273,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,1.5726104463161834,OGI,2021-04-12,N/A,N/A,True,OGI,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,182,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,0.04806250969982132,OGI,2019-04-13,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,0.06618824765868811,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,0.019905854451090152,OGI,2021-10-12,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,193,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,0.20944320529369367,OGI,2017-01-12,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,0.16783642355911926,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,0.07430800585243691,OGI,2019-01-12,N/A,N/A,True,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,273,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,0.0380079787766702,OGI,2021-04-13,N/A,N/A,True,OGI,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,0.26090996959599577,OGI,2019-04-13,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,0.20883187590066915,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,0.039994530849577076,OGI,2021-01-12,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,0.04484702327214857,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,0.03923113539576288,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,0.04673902039446491,OGI,2021-01-12,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,91,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,0.01259943793838292,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,91,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,0.01259943793838292,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,193,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,0.00965219631700561,OGI,2017-01-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,273,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,0.1432417839570604,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,91,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,0.18909232172470408,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,91,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,0.18909232172470408,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,273,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,0.11539031755218111,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,0.09009648136030354,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,0.08431252468431931,OGI,2018-10-12,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,91,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,0.03811679953392668,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,91,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,0.03811679953392668,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,0.09758678840478063,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,91,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,0.36721170415509363,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,0.10708598329401803,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,0.00937813343284923,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,0.006885627280976351,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,0.006885627280976351,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,193,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,0.6120799630157199,OGI,2017-01-12,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,0.21696075704339873,OGI,2019-04-13,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,0.08235412101995372,OGI,2020-01-12,N/A,N/A,True,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,182,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,0.07631205383144557,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,0.06656266644380371,OGI,2018-04-14,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,0.06936240605630047,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,273,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,0.09449236380928036,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,0.02040216851564154,OGI,2019-10-13,N/A,N/A,True,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,273,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,0.11331144208211834,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,0.05755637473621371,OGI,2020-04-14,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,0.104314924119074,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,12,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,0.16350121212247676,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,285,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,0.30047087658697824,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,0.9020656325572483,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,0.47294760711232986,OGI,2017-10-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,12,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,0.18134279576252624,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,103,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,0.11737505040006437,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,182,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,0.01656595775079216,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,0.023554167123973107,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,0.01537818031425434,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,0.013709415089608285,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,0.013709415089608285,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,0.023502091596454847,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,0.023502091596454847,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,0.023502091596454847,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,12,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,0.10533798995335122,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,12,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,0.10533798995335122,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,0.005218870180375661,OGI,2019-04-14,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,273,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,0.5525642093539135,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,4.24957413470422,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,182,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,0.0197967333824975,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,273,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,0.0287495935302148,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,2.195400926817629,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,273,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,0.6554349090908251,OGI,2018-04-14,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,1.0876819704491845,OGI,2018-04-14,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,1.5534919308033244,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,0.3245342338691439,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,0.08311896457543325,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,0.08311896457543325,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,0.08716657266291111,OGI,2018-07-15,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,0.9139711583281437,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,0.9069587118094464,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,0.3976110427893373,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,0.46400397569361385,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,0.005360151157911089,OGI,2017-07-15,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,13,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,0.0008621460254794943,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,0.3291591788917559,OGI,2017-07-15,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,0.0040463341416934,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,91,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,0.12360095059353843,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,104,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,0.10614812928689604,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,0.424332448158938,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,0.19154685384008477,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,273,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,0.06363776626893115,OGI,2021-04-15,N/A,N/A,True,OGI,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,91,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,0.0683575034500126,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,0.09825722776969235,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,0.12219288574433668,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,0.10787230183856558,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,104,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,0.03790576013919324,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,0.11641694462101872,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,0.09195501751856033,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,0.0056856714715613,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,0.00787146478632195,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,273,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,0.06697405823237107,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,92,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,0.03284277048081747,OGI,2019-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,286,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,0.06529752258432396,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,182,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,0.02528532977363636,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,0.04313305915372799,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,0.0922757586465138,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,0.3468778612730473,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,0.9323271990286228,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,1.7447951100549484,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,1.7447951100549484,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,1.8722019238999585,OGI,2017-07-15,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,3.498334511480256,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,91,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,0.010117943041200884,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,286,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,2.191650344446121,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,286,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,2.191650344446121,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,0.005311902214004619,OGI,2018-07-15,N/A,N/A,True,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,182,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,0.023482001745493322,OGI,2021-07-15,N/A,N/A,True,OGI,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,182,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,0.023482001745493322,OGI,2021-07-15,N/A,N/A,True,OGI,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,13,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,0.8898361316889059,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,195,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,0.7696022964224871,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,0.17608678542900907,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,0.17608678542900907,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,0.0097499209271606,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,91,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,2.986751637977043,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,91,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,2.986751637977043,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,1.058615639477323,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,0.41859903375895163,OGI,2019-10-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,0.3396768720501051,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,91,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,0.024644867541943397,OGI,2021-10-15,N/A,N/A,True,OGI,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,0.6438177779499501,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,0.5209604819150188,OGI,2020-07-16,N/A,N/A,True,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,0.009661006636598801,OGI,2017-10-15,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,0.15262111177000853,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,0.15262111177000853,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,0.30145649759284876,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,0.6109060824317425,OGI,2019-07-16,N/A,N/A,True,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,0.1280405736435949,OGI,2020-07-16,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,0.07582976816084329,OGI,2018-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,0.9944145405979963,OGI,2020-10-15,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,105,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,0.8173042123333286,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,105,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,0.8173042123333286,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,0.007305748130776132,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,0.012121531117546373,OGI,2018-07-16,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,14,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,0.006331958309872946,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,14,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,0.006331958309872946,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,0.09836993738585678,OGI,2017-10-15,N/A,N/A,True,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,0.10682506625144024,OGI,2018-01-15,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,0.007284077771019869,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,0.15952700662720234,OGI,2021-01-15,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,,,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,273,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,2.9358748932963135,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,182,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,3.7664580704385986,OGI,2021-07-16,N/A,N/A,True,OGI,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,182,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,3.7664580704385986,OGI,2021-07-16,N/A,N/A,True,OGI,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,91,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,0.03360713631119999,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,1.702877771419215,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,1.8690920918838825,OGI,2019-04-16,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,1.820099317379772,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,182,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,0.07590502945334253,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,0.5974111380867841,OGI,2018-01-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,4.45278678305685,OGI,2019-07-16,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,0.09341644351394515,OGI,2021-01-15,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,0.13626558657631874,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,0.700372806110905,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,1.210458700536184,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,0.10772237394514675,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,14,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,0.038758003034757856,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,105,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,0.053375487573853755,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,273,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,0.2545138619911803,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,14,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,0.014661771595828507,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,14,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,0.014661771595828507,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,273,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,0.036867717633013074,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,0.008264227519501956,OGI,2021-04-16,N/A,N/A,True,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,0.015726177222826862,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,0.015726177222826862,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,0.02050781265448383,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,0.022291310454279664,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,0.022291310454279664,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,0.1590984990552697,OGI,2021-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,0.9986939661695377,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,92,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,0.014201029437204127,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,92,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,0.014201029437204127,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,91,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,0.02663685030826795,OGI,2017-07-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,1.0538980460165583,OGI,2018-04-17,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,4.742834148018943,OGI,2018-07-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,182,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,2.781172791413596,OGI,2021-07-17,N/A,N/A,True,OGI,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,275,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,0.16599346673104226,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-12-16,2021-12-16,2021-12-16,0.0,18970.239916517447,,0.6015423616348758,0.6015423616348758,OGI,2021-01-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-21,2018-04-21,2018-04-21,0.0,34318.29136897866,,1.0882258805485368,0.8864079919248817,OGI,2017-07-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-10-21,2018-10-21,2018-10-21,0.0,28531.048322591694,,0.9047136073881181,0.6295592272795036,OGI,2018-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-04-14,2019-04-14,2019-04-14,0.0,6258.793086342321,,0.19846502683733894,0.3973870287848591,OGI,2018-04-17,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_0,expired,365,365,92,2019-09-30,2020-09-29,2020-09-29,0.0,358.82444922407785,,0.011378248643584407,0.011378248643584407,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-05,2018-02-05,2018-02-05,0.0,631.2344631495707,,0.020016313519456198,,,,N/A,N/A,False,expired,False +0000000004,982.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,206.8330401898604,,0.01173480847119306,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,197,2017-01-09,2018-01-09,2018-01-09,0.0,433.8192783925799,,0.013756319076375567,0.029047601705735195,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-07-10,2018-07-10,2018-07-10,0.0,2362.722834390521,,0.07492144959381408,0.06727580827913426,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-06-16,2020-06-15,2020-06-15,0.0,3040.429452875698,,0.09641138549199955,0.0823866280105349,OGI,2019-07-17,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_3,expired,365,365,275,2020-02-18,2021-02-17,2021-02-17,0.0,1271.2904451338197,,0.040312355566140906,0.047324734306873235,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_4,active,146,146,0,2021-08-08,,,0.0,42.93923221248009,,0.003403985303500768,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-06-27,2019-06-27,2019-06-27,0.0,2094.2877639541543,,0.06640942934912969,0.054365659878391134,OGI,2018-07-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,365,365,92,2018-12-11,2019-12-11,2019-12-11,0.0,575.0385078373101,,0.018234351466175486,0.042321890407652586,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-12-10,2021-12-10,2021-12-10,0.0,2274.852560533092,,0.07213510148823857,0.07213510148823857,OGI,2021-01-16,N/A,N/A,True,expired,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,365,365,275,2020-02-11,2021-02-10,2021-02-10,0.0,5836.821984616591,,0.1850844109784561,0.1468522691459162,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-12-12,2021-12-12,2021-12-12,0.0,1014.0666852926809,,0.03215584364829657,0.10862012731337634,OGI,2021-01-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_1,active,304,304,0,2021-03-03,,,0.0,33.03744279730091,,0.001257821743927453,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-22,2018-01-22,2018-01-22,0.0,5208.92211109667,,0.16517383660250728,0.16517383660250728,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-03-13,2020-03-12,2020-03-12,0.0,12.364231426849571,,0.00039206720658452467,0.011018210467374437,OGI,2019-04-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-05-14,2020-05-13,2020-05-13,0.0,1352.7884469159326,,0.042896640249744176,0.02164435372816435,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_2,active,172,172,182,2021-07-13,,,0.0,2951.389180814363,,0.19860230814050137,0.19860230814050137,OGI,2021-07-17,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-11,2018-12-11,2018-12-11,0.0,130.21826004776528,,0.0041291939386023995,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-07-04,2020-07-03,2020-07-03,0.0,879.118389784443,,0.027876661269166762,0.027876661269166762,OGI,2019-07-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-06-23,2021-06-23,2021-06-23,0.0,306.0971237366008,,0.00970627612051626,0.00970627612051626,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_3,active,38,38,0,2021-11-24,,,0.0,24.277773787206698,,0.007394546109651163,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-07-19,2018-07-19,2018-07-19,0.0,3387.014936836363,,0.10740153909298461,0.10740153909298461,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-04-29,2021-04-29,2021-04-29,0.0,28918.46979584127,,0.9169986617149057,0.5333298179743442,OGI,2020-07-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-09-08,2021-09-08,2021-09-08,0.0,1262.7425816644695,,0.04004130459362219,0.25928064387394306,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,active,327,327,91,2021-02-08,,,0.0,1698.6016136731678,,0.06012153180120794,0.06012153180120794,OGI,2021-10-16,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,137,137,106,2016-05-18,2017-05-18,2017-05-18,0.0,1202.577212642725,,0.10159647984613451,0.10159647984613451,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-09-20,2020-09-19,2020-09-19,0.0,4709.618641910242,,0.14934102745783365,0.14934102745783365,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,active,231,231,182,2021-05-15,,,0.0,3674.0915315787265,,0.18408747853428764,0.18408747853428764,OGI,2021-07-18,N/A,N/A,True,OGI,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-09-29,2019-09-29,2019-09-29,0.0,15076.610311290246,,0.47807617679129394,0.36148643752163895,OGI,2018-10-17,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-05-02,2020-05-01,2020-05-01,0.0,369.514240858885,,0.011717219712673928,0.04086465453008768,OGI,2019-07-18,N/A,N/A,True,expired,False +0000000000,446.0,0,Placeholder_NonRep_1,expired,323,323,273,2016-11-20,2017-11-20,2017-11-20,0.0,2003.2027241500627,,0.07178085670185697,0.07178085670185697,OGI,2017-04-18,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_1,expired,365,365,275,2019-07-05,2020-07-04,2020-07-04,0.0,1427.0870203354802,,0.04525263255756849,2.1139032082951275,OGI,2019-07-18,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-11-13,2020-11-12,2020-11-12,0.0,175392.32583756122,,5.561654167857725,4.872103975945206,OGI,2020-01-17,N/A,N/A,True,expired,False +0000000000,446.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-01-25,2018-01-25,2018-01-25,0.0,336561.66409506433,,10.67230035816414,10.67230035816414,OGI,2017-04-18,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_2,expired,365,365,182,2018-04-10,2019-04-10,2019-04-10,0.0,928.9485150032425,,0.029456764174379833,0.029456764174379833,OGI,2018-07-18,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-09-03,2021-09-03,2021-09-03,0.0,391.10345679038585,,0.012401809258954396,0.012401809258954396,OGI,2021-07-18,N/A,N/A,True,expired,False +0000000003,446.0,0,Placeholder_NonRep_3,active,298,298,0,2021-03-09,,,0.0,68.51405775275492,,0.0026610294615630014,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-02-08,2018-02-08,2018-02-08,0.0,8359.851169649877,,0.26508914160482866,0.26508914160482866,OGI,2017-04-18,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-10-16,2020-10-15,2020-10-15,0.0,3174.3781285025675,,0.10065887013262835,0.07572356444767797,OGI,2019-10-17,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-05-06,2021-05-06,2021-05-06,0.0,28.938928180186466,,0.0009176473928268157,0.050788258762727585,OGI,2020-07-18,N/A,N/A,True,expired,False +0000000000,157.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-07-05,2020-07-04,2020-07-04,0.0,10074.949879129046,,0.3194745649140362,0.3194745649140362,OGI,2019-07-18,N/A,N/A,True,expired,False +0000000000,157.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-06-07,2018-06-07,2018-06-07,0.0,127.93040809285473,,0.004056646629022537,0.004056646629022537,OGI,2018-01-17,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-09-30,2020-09-29,2020-09-29,0.0,1378.058033370547,,0.04369793357973576,0.02538163426047555,OGI,2019-10-17,N/A,N/A,True,expired,False +0000000002,157.0,0,Placeholder_NonRep_1,expired,365,365,275,2019-11-05,2020-11-04,2020-11-04,0.0,57.77731261125571,,0.0018321065642838566,0.022765020072009808,OGI,2020-01-17,N/A,N/A,True,expired,False +0000000003,157.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-11-14,2021-11-14,2021-11-14,0.0,9988.645366821538,,0.3167378667815049,0.3167378667815049,OGI,2021-01-17,N/A,N/A,True,expired,False +0000000002,157.0,0,Placeholder_NonRep_2,active,331,331,273,2021-02-04,,,0.0,14596.722585290687,,0.5104034696098623,0.3459052361226419,OGI,2021-04-18,N/A,N/A,True,OGI,False +0000000003,157.0,0,Placeholder_NonRep_2,active,184,184,182,2021-07-01,,,0.0,1140.5178873059224,,0.07174151364394137,0.2910724916269018,OGI,2021-07-18,N/A,N/A,True,OGI,False +0000000000,157.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-03-21,2018-03-21,2018-03-21,0.0,1916.3414203126604,,0.06076678780798644,0.06076678780798644,OGI,2017-07-18,N/A,N/A,True,expired,False 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--git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_emissions.csv new file mode 100644 index 000000000..eeda56583 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_emissions.csv @@ -0,0 +1,5501 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +35.0,0,Placeholder_NonRep_0,0.0,2017-01-01,,False,False,2017-01-01,2017-01-01,0.0,311.0,True 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_timeseries.csv new file mode 100644 index 000000000..df12df8ab --- 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Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,0.06908231508931957,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,8.779675793252101,OGI,2020-07-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,0,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,357,357,91,2016-12-24,2017-12-24,2017-12-24,0.0,350.0207156061337,,0.011347803052901418,0.011347803052901418,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-03-24,2020-03-23,2020-03-23,0.0,912.0810297176926,,0.028921899724685837,0.03426300997504142,OGI,2019-04-02,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-08-03,2020-08-02,2020-08-02,0.0,1361.2470373315957,,0.04316486039230072,0.039604120225397,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-03-01,2019-03-01,2019-03-01,0.0,4028.1222897934153,,0.12773091989451468,0.14463982991669308,OGI,2018-04-02,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-10-12,2019-10-12,2019-10-12,0.0,6161.079835631087,,0.19536655998322827,0.14281636423603286,OGI,2019-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-07-08,2020-07-07,2020-07-07,0.0,65.42732975628881,,0.002074687016625089,0.029931534668438987,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-06-16,2021-06-16,2021-06-16,0.0,531.575267009302,,0.016856141140579085,0.011828228748065914,OGI,2020-07-02,N/A,N/A,True,expired,False +0000000004,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-08-30,2021-08-30,2021-08-30,0.0,44.13974094523854,,0.0013996620035907703,0.01261583363788719,OGI,2021-01-01,N/A,N/A,True,expired,False +0000000005,35.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-11-30,2021-11-30,2021-11-30,0.0,617.8437808586908,,0.019591697769491715,0.016103765703689453,OGI,2021-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,active,104,104,91,2021-09-19,,,0.0,1061.7170910740988,,0.11815761786348145,0.11815761786348145,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,92,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,0.0038936766422563458,OGI,2020-01-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,0.17224521543882915,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,0.6901488423953782,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,1.986513829014969,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-07-09,2021-07-09,2021-07-09,0.0,16501.44416505885,,0.5232573619057219,0.5232573619057219,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_0,active,213,213,182,2021-06-02,,,0.0,12256.47265002182,,0.6659968184892747,0.6659968184892747,OGI,2021-07-02,N/A,N/A,True,OGI,False +0000000000,300.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-05-02,2018-05-02,2018-05-02,0.0,4260.875209252875,,0.13511146655418804,0.13511146655418804,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-06-12,2019-06-12,2019-06-12,0.0,10475.941200714595,,0.3321899163088088,0.3321899163088088,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,287,287,182,2016-10-15,2017-10-15,2017-10-15,0.0,524.7785616579042,,0.021163156603186867,0.07382639192799913,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-07-18,2018-07-18,2018-07-18,0.0,7310.5524634512185,,0.23181609790243587,0.2186502890712328,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,0.45520545737307627,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,0,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,0.5544962083469895,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,0.26135860107081543,OGI,2018-04-02,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,0.26135860107081543,OGI,2018-04-02,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,0.041925432947016145,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,0.20961252821567217,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,0.20961252821567217,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,,,,N/A,N/A,False,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,0.02610295101354264,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,0.02610295101354264,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,0.02610295101354264,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,182,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,0.019297443406000824,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,0,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,182,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,0.1601330949436391,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,91,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,0.02116465757934936,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,0.009780009272425397,OGI,2019-04-02,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,273,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,0.001642696694598607,OGI,2017-04-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,0.048854496579385266,OGI,2020-04-02,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,91,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,0.8665432613191577,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,182,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,0.019709990953277984,OGI,2021-07-02,N/A,N/A,True,OGI,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,91,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,0.024068453252973684,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,0.09894305982301914,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,0.09894305982301914,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,91,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,0.07355742497448328,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,0.05750223206341709,OGI,2017-07-02,N/A,N/A,True,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,0.06290594033391081,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,0.4181806857825292,OGI,2020-04-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,0.028796880941451396,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,274,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,0.13445657515618245,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,0.4884339800214908,OGI,2020-01-02,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,91,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,0.01514055812720078,OGI,2021-10-02,N/A,N/A,True,OGI,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,0.223445503240639,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,273,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,0.051884193902048334,OGI,2018-10-02,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,273,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,0.051884193902048334,OGI,2018-10-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,0.09032007015608923,OGI,2020-01-02,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,0.017399883806013157,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,0.011734478887482688,OGI,2018-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,92,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,0.6236304218274452,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,0.08862685840201118,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,0.6428230917478598,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,0.00038963825577628653,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,0.00038963825577628653,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,0.09075128898955456,OGI,2020-07-03,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,0.1353051761213873,OGI,2020-10-02,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,91,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,0.028895762446335155,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,273,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,0.05496616098118934,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,182,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,0.04934544862735999,OGI,2018-10-02,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,1,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,0.3468236564307674,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,92,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,0.1765939601469885,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,0.2280170048600577,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,0.04840349620796196,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,183,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,0.04185155543010041,OGI,2020-10-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,0.0185306806995898,OGI,2019-10-02,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,0.049729285097498445,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,0.023484014177935678,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,0.023484014177935678,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,0.023484014177935678,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,0.6707565469753595,OGI,2017-10-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,1.1557167360061449,OGI,2018-04-03,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,1.1481914364926662,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,274,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,0.3437180230217598,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,0.4805860848279456,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,0,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,92,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,0.1984010086324608,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,0.03772759617805344,OGI,2018-04-03,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,91,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,0.016724265076458748,OGI,2021-07-03,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,0.011759143316495354,OGI,2017-07-04,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,0.08705564267619109,OGI,2020-07-04,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,2,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,0.17850378917646528,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,93,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,0.11672940620915617,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,275,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,0.07048484390949392,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,1.0841549403448343,OGI,2018-10-03,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,0,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,0.02729236126273371,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,0,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,0.0025940963231708704,OGI,2020-07-04,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,0.14250239581656887,OGI,2018-01-03,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,0.9316433740142076,OGI,2018-07-04,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,0.10205981967557813,OGI,2020-01-03,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,0.10205981967557813,OGI,2020-01-03,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,91,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,0.11198680153671035,OGI,2021-10-03,N/A,N/A,True,OGI,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,93,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,0.0013268168262409595,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,3.4252133129959765,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,91,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,0.00034351951372448117,OGI,2017-04-04,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,0.3944536513047329,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,91,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,0.01377323422141332,OGI,2017-04-04,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,0.0556659099948454,OGI,2018-10-03,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,91,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,0.07507273383772317,OGI,2021-10-03,N/A,N/A,True,OGI,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,91,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,0.024089811156733015,OGI,2020-10-03,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,91,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,0.022538355358790705,OGI,2021-10-04,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,91,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,0.01370856886322266,OGI,2021-04-05,N/A,N/A,True,OGI,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,0.1380891402095893,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,185,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,0.23995345241502203,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,0.06658991263552255,OGI,2018-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,0.591353398116783,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,92,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,0.0072628305712679865,OGI,2020-04-05,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,273,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,0.0391934064967103,OGI,2018-10-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,2.214408089446483,OGI,2020-04-05,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,94,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,0.6662718027967839,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,0.014894452704996813,OGI,2017-07-05,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,185,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,0.19833007024625648,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,91,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,0.03829795142055031,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,185,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,0.2272338254065616,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,276,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,0.13812114734086733,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,276,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,0.13812114734086733,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,0.006384874079155026,OGI,2020-07-05,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,182,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,0.04059700915791686,OGI,2021-07-05,N/A,N/A,True,OGI,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,0.031101361431390695,OGI,2020-07-05,N/A,N/A,True,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,94,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,0.007756994020070573,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,94,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,0.007756994020070573,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,0.031938506872358725,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,0.025653814049864346,OGI,2020-10-04,N/A,N/A,True,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,0.025653814049864346,OGI,2020-10-04,N/A,N/A,True,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,182,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,0.05076865189960757,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,95,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,1.2016084651242256,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,0.18027424569562653,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,0.18027424569562653,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,183,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,0.005652245059416768,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,0.05076865189960757,OGI,2021-04-06,N/A,N/A,True,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,1.1311855892276697,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,1.1406882448455775,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,0.5952548462767254,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,182,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,0.07223343024728589,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,0.2516799016701189,OGI,2018-07-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,0.08879964231155715,OGI,2020-01-05,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,0.08311044829974167,OGI,2020-04-06,N/A,N/A,True,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,186,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,10.110526900157856,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,0.007100183482438698,OGI,2019-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,0.007100183482438698,OGI,2019-10-05,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,182,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,0.575796719085351,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,277,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,0.28611460082101414,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,0.3206496812852945,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,0.03804773664557844,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,0.21862169426024056,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,1.0451836322439285,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,186,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,1.7296618908339987,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,277,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,0.8758846150288869,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,0.4063856305258739,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,0.19623499090909097,OGI,2018-07-06,N/A,N/A,True,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,0.03821902263120162,OGI,2021-04-06,N/A,N/A,True,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,0.03821902263120162,OGI,2021-04-06,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,95,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,0.1576042497278404,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,0.08846905460767811,OGI,2019-10-05,N/A,N/A,True,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,182,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,0.08436338392242332,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,273,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,0.15519470611268746,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,0.16450230057269183,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,0.19098429376607184,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,0.09633581388489905,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,95,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,0.3797408765415546,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,275,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,0.19621776015911788,OGI,2020-04-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,0.6529836913906553,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,91,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,0.12670241554737477,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,0.7720394969286778,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,277,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,0.16186682357869592,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,277,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,0.16186682357869592,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,0.12941169682082032,OGI,2017-07-06,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,95,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,0.08626146258411357,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,0.18227123089497999,OGI,2018-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,182,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,0.019679647041286333,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,0.4621479748897411,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,91,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,0.05235283884718316,OGI,2021-10-06,N/A,N/A,True,OGI,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,0.06974995718614463,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,0.08355047197353675,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,0.24181861245710257,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,0.24181861245710257,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,0.8894437758480436,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,182,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,0.10132977612365297,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,273,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,0.8491068837401252,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,273,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,0.8491068837401252,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,0.004400013570624029,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,182,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,0.1413620720936348,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,0.1750373877226713,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,0.09529871410991005,OGI,2017-10-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,0.09487993205656295,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,0.2027304628140058,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,91,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,0.7239316567192444,OGI,2021-10-06,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,96,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,0.07647521434813292,OGI,2017-01-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,0.04528247725294642,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,0.001456140532288288,OGI,2021-04-07,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,182,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,2.0050129074412313,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,0.0026906464370823435,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,0.18026995100993118,OGI,2020-07-07,N/A,N/A,True,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,0.0168157573925001,OGI,2017-10-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,0.025008421033436437,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,2.3589928102850264,OGI,2018-04-07,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,5.363262241946128,OGI,2019-01-06,N/A,N/A,True,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,1.4354349245238123,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,0.031175881811906923,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,0.005477764420239098,OGI,2020-07-07,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,5,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,0.4949814367967469,OGI,2017-01-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,0.14425653692644932,OGI,2019-04-07,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,0.025051657295402794,OGI,2017-10-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,0.008368566664038138,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,0.017612462646186683,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,0.025183241442074837,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,182,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,0.16210382440961854,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,0.029144028034448058,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,0.08516773503025549,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,92,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,0.013647929190534234,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,92,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,0.013647929190534234,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,0.05816770741201713,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,273,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,0.04595544082620448,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,0.15200449027885096,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,0.2305915710941389,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,0.7854624709330951,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,0.5526199680277962,OGI,2018-10-07,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,0.12509363458401448,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,0.10235997651240197,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,0.4336693536956502,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,0.4336693536956502,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,1.3870941123529583,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,273,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,0.22730610523659514,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,0.41133274399122033,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,0.41133274399122033,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,0.24723957954882897,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,0.5783781669203486,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,0.30079693442463784,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,0.302358976569119,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,0.302358976569119,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,0.14056224829514008,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,0.7483337690923176,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,2.131479512669643,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,2.131479512669643,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,0.4034613326365709,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,182,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,0.16318551593612468,OGI,2021-07-08,N/A,N/A,True,OGI,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,182,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,0.013474765358387543,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,0.020396153155325683,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,184,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,0.027902496903985816,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,182,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,0.30870603208777486,OGI,2021-07-08,N/A,N/A,True,OGI,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,97,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,0.04321323959612506,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,97,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,0.036972778410525486,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,0.0479611774338356,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,0.0479611774338356,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,0.08975600370727602,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,0.08975600370727602,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,6,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,0.02024653921010821,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,0.07218409536338638,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,0.04111942673139513,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,0.07077904345671543,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,273,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,0.029290594621658183,OGI,2021-04-08,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,6,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,0.06441368520589652,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,188,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,0.07702802072602385,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,0.03511793394515361,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,0.03188417461424405,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,0.03249617327661452,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,0.09326485810702306,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,0.04608173704426913,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,92,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,0.12307448860249891,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,92,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,0.004102383256940431,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,0.023198815117672755,OGI,2018-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,184,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,4.393755726000465,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,7.669067663817308,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,98,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,0.25826336169851144,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,275,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,0.07017485957920662,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,0.002924858151102975,OGI,2021-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,91,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,0.003919936236153633,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,0.9587280813787601,OGI,2019-04-09,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,92,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,0.011217478547092489,OGI,2020-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,0.05538155828069257,OGI,2020-07-09,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,92,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,0.010232253944532399,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,0.004535061540638924,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,7,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,0.05321373944212019,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,182,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,0.046500810520041534,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,91,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,0.005039561604134918,OGI,2020-10-08,N/A,N/A,True,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,0.006527048136288904,OGI,2020-10-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,1.1143557711660843,OGI,2019-01-08,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,0.5669195407356508,OGI,2019-04-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,182,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,0.04039522526035332,OGI,2021-04-09,N/A,N/A,True,OGI,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,183,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,0.012278956352073864,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,0.700881395404984,OGI,2018-07-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,1.0406957085683008,OGI,2018-07-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,182,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,0.027420955575046733,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,0.04088861949292541,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,0.10984149572884501,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,0.10984149572884501,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,7,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,0.7365543608206943,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,91,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,0.025052077761630015,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,0.025052077761630015,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,0.08098932252073468,OGI,2020-04-09,N/A,N/A,True,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,0.08098932252073468,OGI,2020-04-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,0.09622657630477799,OGI,2019-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,0.2908543841257284,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,91,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,0.0011144616418626685,OGI,2021-07-09,N/A,N/A,True,OGI,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,98,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,0.19083649511680328,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,98,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,0.19083649511680328,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,0.1372588253548581,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,0.07338101979609353,OGI,2017-10-08,N/A,N/A,True,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,0.15132431313655847,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,182,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,0.8626087470398404,OGI,2021-07-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,99,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,0.03213611230564383,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,0.02893345396896284,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,0.06309596903808164,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,0.06309596903808164,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,190,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,0.42839314680518575,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,0.8292833492621117,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,0.2829884512702499,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,182,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,0.08558129179949413,OGI,2021-04-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,190,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,0.03669141900410791,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,0.03127046744982116,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,0.029641150262063484,OGI,2017-10-09,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,0.030738688523904174,OGI,2018-04-10,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,184,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,0.3843541166620583,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,0.6158087891528791,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,0.5577659871849058,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,273,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,0.1699360774960304,OGI,2021-04-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,0.042126555419298745,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,0.042126555419298745,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,0.472073994246726,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,0.16695851087526872,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,0.01782937359050711,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,0.17745857264706005,OGI,2019-01-09,N/A,N/A,True,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,0.143420413788927,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,91,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,0.2564657648340163,OGI,2021-10-09,N/A,N/A,True,OGI,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,91,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,0.0016064644206650453,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,0.03614296964205892,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,0.37033297272316684,OGI,2018-07-10,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,0.12346084921041303,OGI,2017-10-09,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,0.0782930880361554,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,99,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,0.06457531000294833,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,273,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,0.06669367587834145,OGI,2018-07-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,275,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,0.4034470587790385,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,0.6707533589250959,OGI,2020-10-09,N/A,N/A,True,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,1.1213289282750452,OGI,2020-10-09,N/A,N/A,True,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,182,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,0.05261762395986968,OGI,2021-04-10,N/A,N/A,True,OGI,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,8,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,0.12434506866951306,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,365,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,0.9592323822297519,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,0.8129768484007556,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,0.2694176102525554,OGI,2020-04-10,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,0.0183995182257412,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,0.012411023871849745,OGI,2020-07-11,N/A,N/A,True,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,273,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,0.2805383525554626,OGI,2021-04-11,N/A,N/A,True,OGI,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,3.084648715907779,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,1.3298653570400925,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,92,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,0.0025013129343127148,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,0.10528169430609836,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,0.10528169430609836,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,0.04270487006922563,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,275,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,0.11060971869499711,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,182,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,0.10934357434490914,OGI,2021-07-11,N/A,N/A,True,OGI,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,0.5240591420647646,OGI,2019-07-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,92,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,0.3498890454434233,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,282,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,0.14457117698576705,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,282,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,0.14457117698576705,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,0.028893069700019577,OGI,2019-07-11,N/A,N/A,True,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,0.055258567361825876,OGI,2021-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,91,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,0.019687930798966084,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,91,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,0.09445653191178675,OGI,2021-10-10,N/A,N/A,True,OGI,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,91,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,0.002612776186367789,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,0.1173066331001992,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,0.10727215990550092,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,91,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,0.09445653191178675,OGI,2021-10-10,N/A,N/A,True,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,91,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,0.00858894774825183,OGI,2021-10-10,N/A,N/A,True,OGI,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,9,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,0.04980228730879779,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,1.8766572764966016,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,6.4023941886980005,OGI,2019-01-10,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,0.12870716938948062,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,0.054248911785166186,OGI,2021-04-11,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,100,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,0.009781912957865157,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,0.1190500593057349,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,0.1190500593057349,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,0.04658936421959972,OGI,2021-01-10,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,91,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,0.07766281110902629,OGI,2021-04-11,N/A,N/A,True,OGI,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,9,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,0.0007842177821895659,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,0.4261913305437644,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,184,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,0.14500555180000055,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,100,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,1.6700232772143184,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,191,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,0.8489043165267401,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,0.0088092642956014,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,0.0088092642956014,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,1.021419099222718,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,91,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,0.18365746702003635,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,0.2549623690881855,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,0.10163112619534373,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,0.00786088735013224,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,0.01809957410551294,OGI,2020-10-11,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,182,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,0.040142668583627784,OGI,2021-07-12,N/A,N/A,True,OGI,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,101,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,0.02439515633253511,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,0.030598226430429802,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,192,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,0.5429566052847238,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,0.06762171499999173,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,0.09595291417437588,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,274,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,0.16976080682676173,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,2.4705145156240933,OGI,2019-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,1.209208443212051,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,0.011160304606172804,OGI,2020-10-11,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,0.0026878300991242158,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,0.3580043622335885,OGI,2019-01-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,0.757599168863424,OGI,2019-10-11,N/A,N/A,True,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,91,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,0.01340381516976135,OGI,2021-04-12,N/A,N/A,True,OGI,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,0.13494605429169546,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,0.1536629556507461,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,0.09241587591846831,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,0.04483781057163107,OGI,2019-10-11,N/A,N/A,True,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,0.015646570994450458,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,0.3751131504011189,OGI,2019-01-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,0.7658269219526086,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,1.6977426296960068,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,101,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,1.9904466010033672,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,283,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,3.4830805165622145,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,1.1919350727495317,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,0.734512649711237,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,10,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,0.2057277868405753,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,192,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,0.06690691730559664,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,10,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,0.0949740643691763,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,10,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,0.0949740643691763,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,0.8591829543672548,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,1.6097729720830467,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,0.013437358085092471,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,0.04239405354841244,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,0.002895881945941999,OGI,2020-07-13,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,0.002895881945941999,OGI,2020-07-13,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,0.24697819236503635,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,2.171369345511565,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,182,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,0.15134843175306342,OGI,2021-07-13,N/A,N/A,True,OGI,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,7.665462445357717e-06,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,182,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,0.015992158618081335,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,2.390266443976467,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,2.124895649168285,OGI,2018-10-12,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,0.288167183576099,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,1.2911357088719495,OGI,2019-01-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,0.2807710666335534,OGI,2019-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,0.15983643944239898,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,0.10685937254172626,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,0.10685937254172626,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,0.12005308320857098,OGI,2020-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,273,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,0.06786658993546887,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,182,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,1.0580315369566153,OGI,2021-07-13,N/A,N/A,True,OGI,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,91,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,0.7976156283210918,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,91,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,0.7260982002821756,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,183,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,0.026105154210067347,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,0.000901758618302822,OGI,2019-07-13,N/A,N/A,True,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,0.021092958269471822,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,0.1747443890671619,OGI,2019-07-13,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,0.23879378913668586,OGI,2020-01-12,N/A,N/A,True,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,0.3049587500822492,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,0.3779211024277476,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,0.3779211024277476,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,0.15653353443268084,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,273,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,0.11371701204082064,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,12,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,0.022489232743345636,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,92,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,0.009509007121054973,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,182,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,0.09587829861016761,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,0.07170309667433573,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,12,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,1.1777022875345686,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,285,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,0.2512157455804715,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,0.1063918847196439,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,1.4382015533878048,OGI,2019-04-14,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,12,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,0.10547564066160892,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,0.0024075594876978457,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,273,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,0.0367510945049421,OGI,2017-10-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,273,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,0.0367510945049421,OGI,2017-10-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,182,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,0.9113996204416785,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,1.5933821486844766,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,0.051683790545553276,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,183,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,0.019376122392849277,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,184,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,0.08693977711937709,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,0.1501242326367913,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,91,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,1.0835556583487604,OGI,2021-10-13,N/A,N/A,True,OGI,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,194,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,2.796117587319966,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,194,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,2.796117587319966,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,194,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,2.796117587319966,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,0.002968102981001947,OGI,2019-10-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,0.06693505686905223,OGI,2018-07-14,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,0.15132681201366277,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,0.3968561360561798,OGI,2017-04-14,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,0.13305644399639577,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,0.13305644399639577,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,0.13305644399639577,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,0.008596878524559237,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,91,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,0.0015864425423546718,OGI,2021-10-13,N/A,N/A,True,OGI,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,103,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,1.4439465446172344,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,273,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,0.08921705144057275,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,91,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,0.019740326495131022,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,91,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,0.019740326495131022,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,12,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,0.08721299394981541,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,12,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,0.08721299394981541,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,0.10363210894713677,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,92,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,0.0023191769844129115,OGI,2018-01-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,92,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,0.013300942507820036,OGI,2020-04-14,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,0.09275269305598667,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,0.03423338033899307,OGI,2019-10-14,N/A,N/A,True,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,91,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,0.022789725004269377,OGI,2021-04-15,N/A,N/A,True,OGI,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,195,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,0.2660896037891285,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,286,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,0.2811615328416279,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,0.28010195645604385,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,0.9326239322349733,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,274,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,0.01722867792910154,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,0.07378030835598018,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,92,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,0.0056945741172408386,OGI,2019-01-14,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,0.418374617148561,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,273,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,0.17258338107050583,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,0.030101720668533505,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,0.0712126477760235,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,13,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,0.007013394971901122,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,0.30093130754561614,OGI,2019-10-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,0.31007918833237796,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,0.9437468246341716,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,1.7570034348942785,OGI,2019-01-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,273,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,0.08924115458233918,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,0.339022416729637,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,0.2667628637999852,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,13,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,0.9230340440346047,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,0.013790984541901741,OGI,2021-07-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,0.013790984541901741,OGI,2021-07-15,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,0.6505646716687971,OGI,2017-10-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,0.2007886207529234,OGI,2018-07-15,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,275,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,0.11572360496499144,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,0.3016909428335474,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,91,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,0.015155953531406372,OGI,2021-04-15,N/A,N/A,True,OGI,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,273,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,1.2147486673329853,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,1.7955981977877604,OGI,2018-04-15,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,0.035810815846297014,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,0.03530686718530029,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,0.021496404510386796,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,0.021496404510386796,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,104,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,0.23299611942535706,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,104,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,0.23299611942535706,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,0.11684912287968445,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,0.16438866765492363,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,0.10889364976742633,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,0.05397742298860126,OGI,2020-10-15,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,0.0314560521113149,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,0.30760290917744915,OGI,2019-10-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,91,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,0.014884467561238613,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,14,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,0.06638562342236419,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,0.13910342162700245,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,0.0023841426812873847,OGI,2020-04-16,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,275,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,0.054244369586154424,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,91,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,0.000282024172665876,OGI,2019-04-16,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,0.03896161389618737,OGI,2018-04-16,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,183,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,0.031312978849723234,OGI,2019-07-16,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,0.07432306723901709,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,273,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,0.0652171721914975,OGI,2019-04-16,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,91,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,0.09178937619043773,OGI,2021-10-15,N/A,N/A,True,OGI,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,0.012119950594684353,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,92,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,0.0392643561997474,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,0.025135247134218858,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-12-07,2020-12-06,2020-12-06,0.0,24.418331958356813,,0.0007743002269900054,0.0007743002269900054,OGI,2020-07-17,N/A,N/A,True,expired,False +0000000002,1661.0,0,Placeholder_NonRep_3,active,29,29,0,2021-12-03,,,0.0,4026.49430153223,,1.6069980449921097,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-03-25,2019-03-25,2019-03-25,0.0,935.4092917906394,,0.029661634062361723,0.029661634062361723,OGI,2018-04-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-06-01,2020-05-31,2020-05-31,0.0,220.1341202891802,,0.006980407162898915,0.006980407162898915,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-07-02,2018-07-02,2018-07-02,0.0,2790.885673699194,,0.08849840416347013,0.05228335230781021,OGI,2017-07-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-05,2018-08-05,2018-08-05,0.0,180.42195868184265,,0.0057211427791046,0.02641545812519598,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000002,1661.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-07-29,2020-07-28,2020-07-28,0.0,4572.933406543129,,0.1450067670770906,0.1450067670770906,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,328,328,273,2016-11-25,2017-11-25,2017-11-25,0.0,1651.2997518834645,,0.05826910258170536,0.05826910258170536,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,92,2018-02-16,2019-02-16,2019-02-16,0.0,288.38244668309744,,0.009144547396090101,0.009144547396090101,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,184,2019-12-30,2020-12-29,2020-12-29,0.0,445.92254578044657,,0.014140111167568702,0.014140111167568702,OGI,2020-01-16,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_1,active,124,124,91,2021-08-30,,,0.0,375.9129321534314,,0.0350874525979532,0.0350874525979532,OGI,2021-10-16,N/A,N/A,True,OGI,False +0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,0.05674269681501904,OGI,2018-01-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,0.043711442253104166,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,10.14325211380172,OGI,2020-01-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,0.15089274095026575,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,0.18734196837704606,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,0.18734196837704606,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,1.4270728926499454,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,1.4270728926499454,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,0.000303987317342838,OGI,2019-07-17,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,15,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,0.018514669363422963,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,15,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,0.018514669363422963,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,0.036246700760069035,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,273,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,0.9725380946368704,OGI,2021-04-17,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,31.805682911968578,,0.18406066499981816,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-01-19,2019-01-19,2019-01-19,0.0,58.1692174286256,,0.0018445337845200914,0.0018445337845200914,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-03,2021-02-02,2021-02-02,0.0,3694.507651331464,,0.11715206910614738,0.11715206910614738,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,active,93,93,91,2021-09-30,,,0.0,117.2283417748445,,0.014589349583687338,0.014589349583687338,OGI,2021-10-16,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,114,114,91,2016-04-25,2017-04-25,2017-04-25,0.0,41.609363848602406,,0.004224472450516001,0.004224472450516001,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-12-23,2018-12-23,2018-12-23,0.0,1791.3208427999493,,0.05680241130136825,0.05680241130136825,OGI,2018-01-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,active,69,69,0,2021-10-24,,,0.0,87.99470554282966,,0.014760249856218072,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-10-03,2019-10-03,2019-10-03,0.0,238230.99256653336,,7.55425521837054,7.55425521837054,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000004,2420.0,0,Placeholder_NonRep_4,active,189,189,182,2021-06-26,,,0.0,2221.4855652305173,,0.136040415272298,0.136040415272298,OGI,2021-07-17,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,132,132,106,2016-05-13,2017-05-13,2017-05-13,0.0,168.5228068104239,,0.014776480675717584,0.05686451397635127,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,316,316,288,2016-11-13,2017-11-13,2017-11-13,0.0,2701.642026775154,,0.09895254727698495,0.08843053895182654,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-09-29,2019-09-29,2019-09-29,0.0,283.29123468783774,,0.008983106122775168,0.008983106122775168,OGI,2018-10-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_4,expired,365,365,92,2019-06-27,2020-06-26,2020-06-26,0.0,137.36378573434624,,0.004355777071738528,0.004355777071738528,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000007,446.0,0,Placeholder_NonRep_0,active,357,357,365,2021-01-09,,,0.0,7461.6644859078515,,0.24190996491816613,0.22724893610424102,OGI,2021-01-17,N/A,N/A,True,OGI,False +0000000008,446.0,0,Placeholder_NonRep_0,active,25,25,0,2021-12-07,,,0.0,100.41109301136844,,0.046486617134892785,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-08-19,2018-08-19,2018-08-19,0.0,4523.844193076357,,0.14345015832941263,0.08627145370735526,OGI,2017-10-17,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-11-09,2018-11-09,2018-11-09,0.0,897.9614363278616,,0.02847417035539896,0.07189945521060354,OGI,2018-01-17,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-06-18,2019-06-18,2019-06-18,0.0,50.013243619013714,,0.0015859095515922664,0.057836746078801286,OGI,2018-07-18,N/A,N/A,True,expired,False +0000000003,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,744.6918615739565,,0.023614024022512572,,,,N/A,N/A,False,expired,False +0000000004,446.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-07-19,2020-07-18,2020-07-18,0.0,322.2125386849606,,0.010217292576260799,0.01144687283402888,OGI,2019-10-17,N/A,N/A,True,expired,False +0000000005,446.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-11-08,2020-11-07,2020-11-07,0.0,477.31671072085726,,0.015135613607333119,0.011595032336460797,OGI,2020-01-17,N/A,N/A,True,expired,False +0000000006,446.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-02-15,2021-02-14,2021-02-14,0.0,231.26937884421068,,0.007333503895364367,0.06792814657905699,OGI,2020-07-18,N/A,N/A,True,expired,False +0000000000,446.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-10-19,2018-10-19,2018-10-19,0.0,1145.0242860277533,,0.03630848192629862,0.03630848192629862,OGI,2018-04-18,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-08,2021-04-08,2021-04-08,0.0,144.74234982375006,,0.004589749804152399,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_2,active,25,25,0,2021-12-07,,,0.0,99.90111885285013,,0.04625051798743061,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_2,expired,365,365,91,2018-01-23,2019-01-23,2019-01-23,0.0,536.4959819296258,,0.017012175987113957,0.017012175987113957,OGI,2018-10-17,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_3,active,6,6,0,2021-12-26,,,0.0,874.3859940080346,,1.6867013773303137,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-06-24,2021-06-24,2021-06-24,0.0,157.30145245130936,,0.004987996335975055,0.04793763236801443,OGI,2020-10-17,N/A,N/A,True,expired,False +0000000001,446.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-09-14,2021-09-14,2021-09-14,0.0,2866.220896264097,,0.0908872684000538,0.04793763236801443,OGI,2020-10-17,N/A,N/A,True,expired,False +0000000000,446.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-12-01,2018-12-01,2018-12-01,0.0,4764.957619310258,,0.1510958149197824,0.1510958149197824,OGI,2018-01-17,N/A,N/A,True,expired,False +0000000002,157.0,0,Placeholder_NonRep_0,active,351,351,365,2021-01-15,,,0.0,149205.54617792388,,4.919988728564019,2.0779587820303247,OGI,2021-01-17,N/A,N/A,True,OGI,False +0000000003,157.0,0,Placeholder_NonRep_0,active,244,244,182,2021-05-02,,,0.0,587.7756827521383,,0.02788098070128161,2.080141779289975,OGI,2021-07-18,N/A,N/A,True,OGI,False +0000000000,157.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-06-25,2021-06-25,2021-06-25,0.0,53.13858843150752,,0.0016850135854739826,1.6776167149086971,OGI,2021-01-17,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-08-21,2021-08-21,2021-08-21,0.0,3506.0590316556204,,0.11117640257659882,1.6819827094279987,OGI,2021-01-17,N/A,N/A,True,expired,False +0000000002,157.0,0,Placeholder_NonRep_1,active,144,144,0,2021-08-10,,,0.0,507.33495999944336,,0.04077730838472892,,,,N/A,N/A,False,,False +0000000000,157.0,0,Placeholder_NonRep_1,expired,349,349,273,2016-12-16,2017-12-16,2017-12-16,0.0,1671.5743363852148,,0.05543531572963808,0.05543531572963808,OGI,2017-04-18,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-01,2019-12-01,2019-12-01,0.0,1119.2219068431768,,0.03549029384966949,0.03549029384966949,OGI,2019-01-17,N/A,N/A,True,expired,False +0000000000,157.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-11-21,2018-11-21,2018-11-21,0.0,1702.359934135241,,0.05398147939292367,0.05398147939292367,OGI,2018-07-18,N/A,N/A,True,expired,False +0000000001,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,447.13704587471005,,0.014178622712922057,,,,N/A,N/A,False,expired,False diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_estimated_emissions.csv new file mode 100644 index 000000000..9edde1f77 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_estimated_emissions.csv @@ -0,0 +1,1101 @@ +Site ID,Survey Level,Method,Start 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_timeseries.csv new file mode 100644 index 000000000..01ed37406 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),OGI Deployment Cost ($),OGI Sites flagged for Follow-Up,OGI Leaks tagged for repair,OGI Sites Visited,OGI Travel Time (Minutes),OGI Survey Time (Minutes) 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+2021-12-28,2631.65994,0,2631.65994,0.00000,107,1,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-29,2631.65994,0,2631.65994,0.00000,107,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-30,2631.63580,0,2631.63580,0.00000,106,0,0,0,0,0,0,0.00000,,0,0,0,0 +2021-12-31,2631.63580,0,2631.63580,0.00000,106,0,0,0,0,0,0,0.00000,,0,0,0,0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_emissions_summary.csv new file mode 100644 index 000000000..5cea9bf91 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,0.06832980056385994,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,0.05050869792829121,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,0.05050869792829121,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,0.07197734165268582,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,0.050267305493095216,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,0.021903587677543152,OGI,2019-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,0.11791280804579185,OGI,2020-04-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,0,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,0.19423991702077428,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,91,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,0.234428633615253,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,0.10874094158906389,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,0.18172416264996927,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,0.18172416264996927,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,0.01413021096249748,OGI,2017-10-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,0.775309427627681,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,0.0050538337676485565,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,0.0050538337676485565,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,0.026574952706609263,OGI,2020-10-01,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,91,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,0.3113613850377008,OGI,2017-01-01,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,0.14757215202254634,OGI,2018-10-01,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,0.0070584205630953405,OGI,2020-01-01,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,0.022537892032083475,OGI,2021-07-02,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,91,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,0.05252994460862532,OGI,2021-10-01,N/A,N/A,True,OGI,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,0.0073841748047671135,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,0.004733196119493264,OGI,2018-07-02,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,0.05252994460862532,OGI,2021-10-01,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,0.031588767432187456,OGI,2017-04-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,0.11172151872744157,OGI,2018-01-01,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,0.001218782245335355,OGI,2019-10-01,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,0,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,183,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,0.04345862378356505,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,183,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,0.04345862378356505,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,0.3308513730203285,OGI,2019-10-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,273,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,0.2473052455379702,OGI,2021-04-03,N/A,N/A,True,OGI,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,182,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,0.1985429602252679,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,274,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,0.4476584025649038,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,0.04991224881120747,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,92,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,0.1275293269409055,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,0.015875509699597445,OGI,2021-01-02,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,0,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,0.08345911336331754,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,183,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,0.005514059182743264,OGI,2018-07-03,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,0.9597092089814881,OGI,2020-04-03,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,274,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,3.2702035071440996,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,182,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,1.7715486034170027,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,0.12511947356696684,OGI,2017-10-02,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,91,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,0.022877069048957085,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,182,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,0.017482251510814683,OGI,2017-04-03,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,0.0801919577360814,OGI,2019-01-02,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,0.728668452100993,OGI,2020-01-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,0.32139448361529216,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,92,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,0.09060005370303462,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,0.03974215769681267,OGI,2017-07-03,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,91,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,0.012544264778169566,OGI,2021-07-03,N/A,N/A,True,OGI,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,0.032332826424316834,OGI,2018-01-02,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,183,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,0.13242766593104163,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,274,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,0.19731161953780224,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,0.014171866693456079,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,273,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,0.039847627094368704,OGI,2021-04-03,N/A,N/A,True,OGI,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,273,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,0.039847627094368704,OGI,2021-04-03,N/A,N/A,True,OGI,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,1,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,0.07887976715309933,OGI,2017-01-02,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,182,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,0.028517419451880265,OGI,2019-04-03,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,0.0516439325200002,OGI,2019-07-03,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,2,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,0.01742991054461176,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,0.24072467573534118,OGI,2019-04-04,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,0.3039635960622554,OGI,2019-07-04,N/A,N/A,True,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,0.21674291884994237,OGI,2019-10-03,N/A,N/A,True,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,0.20834126343947673,OGI,2020-10-03,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,92,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,0.001783286151564228,OGI,2020-04-04,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,0.4173305419406734,OGI,2017-04-04,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,0.005325770733506993,OGI,2019-07-04,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,0.005325770733506993,OGI,2019-07-04,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,0.0902452916254706,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,273,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,3.3392025173883155,OGI,2021-04-04,N/A,N/A,True,OGI,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,0,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,,,,N/A,N/A,False,,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,1.9100587269912361,OGI,2021-04-04,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,2,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,0.21250480288463156,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,0.3943131088910032,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,91,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,0.0017078648709462569,OGI,2021-07-04,N/A,N/A,True,OGI,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,0.14539694576680495,OGI,2017-10-03,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,2,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,0.23613449719706958,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,184,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,0.1898183285886496,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,,,,N/A,N/A,False,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,0.8308551486483544,OGI,2019-04-04,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,,,,N/A,N/A,False,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,91,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,0.05795432133582069,OGI,2021-10-03,N/A,N/A,True,OGI,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,0.2398219863855634,OGI,2017-07-04,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,0.10522830215972936,OGI,2018-04-04,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,0.3148017803029254,OGI,2020-07-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,0,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,,,,N/A,N/A,False,,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,0.0015802840252636071,OGI,2018-07-04,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,2,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,0.0860655628642573,OGI,2017-01-03,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,0.2524951708817347,OGI,2018-10-03,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,0.12317949484927891,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,1.0952806180467294,OGI,2020-01-03,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,183,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,0.020680613436358276,OGI,2021-01-03,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,91,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,0.00865571730929878,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,182,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,0.0021190879318529828,OGI,2017-04-05,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,0.00865571730929878,OGI,2021-10-04,N/A,N/A,True,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,273,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,0.260721666464487,OGI,2021-04-05,N/A,N/A,True,OGI,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,91,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,0.18008003982756499,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,0.12374040958384536,OGI,2017-07-05,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,0.025532852182951066,OGI,2019-10-04,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,0.01868874970606269,OGI,2018-10-04,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,0.012864745711558306,OGI,2019-10-04,N/A,N/A,True,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,0.009015768322986579,OGI,2020-04-05,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,3,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,0.044830040165948874,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,0.06916682844625753,OGI,2019-04-05,N/A,N/A,True,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,0.7144257450094409,OGI,2020-10-04,N/A,N/A,True,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,0.9744253847405331,OGI,2021-01-04,N/A,N/A,True,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,0.9744253847405331,OGI,2021-01-04,N/A,N/A,True,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,91,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,0.024974249296085438,OGI,2021-10-04,N/A,N/A,True,OGI,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,3,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,0.0929500179005847,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,3,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,0.0929500179005847,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,3,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,0.0929500179005847,OGI,2017-01-04,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,0.007058343772544348,OGI,2018-04-05,N/A,N/A,True,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,0.9033016590392194,OGI,2019-07-05,N/A,N/A,True,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,91,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,0.00397532508597172,OGI,2021-07-05,N/A,N/A,True,OGI,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,0.10847281367709283,OGI,2017-10-04,N/A,N/A,True,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,274,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,0.1340287132146059,OGI,2017-10-04,N/A,N/A,True,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,0.2259548013296744,OGI,2017-10-04,N/A,N/A,True,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,0.08504821682311303,OGI,2019-01-04,N/A,N/A,True,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,0.09866675971954586,OGI,2019-07-05,N/A,N/A,True,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,182,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,0.8202186490886407,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,95,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,0.0052543026003948985,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,182,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,0.02813187255353699,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,182,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,0.02813187255353699,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,273,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,0.24892547085544808,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,182,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,0.24383455994023173,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,2.888372568476929,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,0.21712391829184094,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,273,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,1.399700530027639,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,91,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,0.004396743513904917,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,91,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,0.004396743513904917,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,0.2219729120289407,OGI,2018-04-06,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,2.895593717361849,OGI,2020-10-05,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,182,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,0.02482844319436488,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,0.16691961084394732,OGI,2018-01-05,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,0.16691961084394732,OGI,2018-01-05,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,0.08995171239486925,OGI,2017-07-06,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,0.22270856798028202,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,0.10321062979830459,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,95,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,0.35176167750203974,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,186,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,0.6455598228284399,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,1.5906712226635236,OGI,2017-04-06,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,0.03872392670208385,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,0.03872392670208385,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,183,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,0.05211947148741973,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,183,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,0.05211947148741973,OGI,2020-07-06,N/A,N/A,True,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,0.05748965398265279,OGI,2017-10-05,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,182,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,0.0887710888296863,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,182,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,0.0887710888296863,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,182,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,0.0887710888296863,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,0.006912281560967454,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,0.03094764167727188,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,0.09310395483163908,OGI,2020-04-06,N/A,N/A,True,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,1.1696859062312606,OGI,2017-10-05,N/A,N/A,True,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,0.059624152390171624,OGI,2018-10-05,N/A,N/A,True,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,0.05666707131067214,OGI,2019-01-05,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,0.012924752339484437,OGI,2018-04-06,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,0.030340135345789793,OGI,2019-07-06,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,92,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,0.00021368403628311088,OGI,2021-01-05,N/A,N/A,True,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,0.023459037343743567,OGI,2017-10-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,182,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,0.01996247433464858,OGI,2018-07-06,N/A,N/A,True,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,182,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,13.547919882620183,OGI,2021-07-06,N/A,N/A,True,OGI,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,4,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,0.07167233427830491,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,95,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,0.04903758006859672,OGI,2017-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,0.1545812854808487,OGI,2020-01-05,N/A,N/A,True,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,273,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,0.42146534504498673,OGI,2021-04-06,N/A,N/A,True,OGI,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,0.37724883764758843,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,0.37724883764758843,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,1.0859226005138893,OGI,2019-04-07,N/A,N/A,True,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,273,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,0.05736898049240578,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,0.17106020387524254,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,0.14984998643187863,OGI,2019-01-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,0.061661018585329824,OGI,2019-07-07,N/A,N/A,True,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,0.0026981760081687275,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,92,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,0.0026981760081687275,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,0.03973171638925827,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,0.05736713346404271,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,0.01178291692257757,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,0.02037291643398426,OGI,2021-01-06,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,182,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,1.0236790808392668,OGI,2021-07-07,N/A,N/A,True,OGI,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,0.503666994184018,OGI,2019-01-06,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,30.003179317559294,OGI,2017-04-07,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,0.5358510583204867,OGI,2018-10-06,N/A,N/A,True,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,273,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,0.11941983752576663,OGI,2021-04-07,N/A,N/A,True,OGI,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,273,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,0.026683112885795814,OGI,2017-04-07,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,0.060005236006394035,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,0.060005236006394035,OGI,2018-07-07,N/A,N/A,True,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,0.11004429724538471,OGI,2019-04-07,N/A,N/A,True,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,0.2817259724888803,OGI,2020-01-06,N/A,N/A,True,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,273,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,0.11941983752576663,OGI,2021-04-07,N/A,N/A,True,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,0.1440038797769278,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,0.13791955329172095,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,0.1418124490197902,OGI,2020-07-07,N/A,N/A,True,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,0.134484909938552,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,16.14003590517785,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,24.20358199368774,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,0.06890493809800936,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,0.06890493809800936,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,0.0006366751265619928,OGI,2019-10-06,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,187,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,0.13965233045336992,OGI,2017-01-06,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,183,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,0.07095787479903191,OGI,2018-01-06,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,0.11672922412100589,OGI,2020-04-07,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,91,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,0.07876180861915925,OGI,2020-10-06,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,0.385319245759332,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,1.4273064060414435,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,97,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,0.20420289077495168,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,97,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,0.20420289077495168,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,0.164416656377598,OGI,2019-04-08,N/A,N/A,True,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,1.1977126373863172,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,0.013100119630875949,OGI,2018-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,0.6877450024345196,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,1.1683246588081126,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,0.03397079372558334,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,0.04196764426554063,OGI,2020-01-07,N/A,N/A,True,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,279,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,0.6255839536219462,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,0.0011671276606723179,OGI,2018-04-08,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,0.3978552053922538,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,0.02761443186628279,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,273,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,0.3564132346547412,OGI,2021-04-08,N/A,N/A,True,OGI,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,0.02108160761595702,OGI,2017-10-07,N/A,N/A,True,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,0.02108160761595702,OGI,2017-10-07,N/A,N/A,True,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,0.02108160761595702,OGI,2017-10-07,N/A,N/A,True,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,0.4619808149010876,OGI,2019-07-08,N/A,N/A,True,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,0.6233092163718992,OGI,2019-10-07,N/A,N/A,True,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,0.33060541763715234,OGI,2021-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,6,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,0.08379394285139842,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,91,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,0.2186237707998242,OGI,2021-10-07,N/A,N/A,True,OGI,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,0.04713335933393496,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,92,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,0.04713335933393496,OGI,2018-01-07,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,0.16384687935456566,OGI,2020-04-08,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,0.1804609453955777,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,274,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,0.1751062835233444,OGI,2020-10-07,N/A,N/A,True,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,97,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,0.3145018889203967,OGI,2017-01-07,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,0.11033471178601537,OGI,2017-07-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,0.027091200481586,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,0.028636100844402972,OGI,2019-01-07,N/A,N/A,True,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,0.06508352217083856,OGI,2019-10-07,N/A,N/A,True,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,0.18143805370407284,OGI,2020-07-08,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,91,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,0.024297022913160996,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,183,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,0.012259961216903708,OGI,2017-04-08,N/A,N/A,True,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,1.3790964545281295,OGI,2019-10-07,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,0.23235951846253644,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,0.0781011187992585,OGI,2021-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,0.8199060021751909,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,0.1484131485988523,OGI,2018-04-09,N/A,N/A,True,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,0.06155613515069355,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,274,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,0.1309494884363378,OGI,2019-04-09,N/A,N/A,True,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,0.2091706581031756,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,7,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,0.07178778995009058,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,92,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,0.0005796342315152244,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,1.5991325071387004,OGI,2017-10-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,0.2525243537920595,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,0.24581252072998666,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,275,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,0.24485368743540484,OGI,2020-01-08,N/A,N/A,True,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,0.31107328634061,OGI,2017-10-08,N/A,N/A,True,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,0.04765159234512489,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,10.413406105025825,OGI,2018-07-09,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,0.24701920426008533,OGI,2020-01-08,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,0.01808603769310672,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,0.01808603769310672,OGI,2018-10-08,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,182,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,0.10871299028829645,OGI,2021-07-09,N/A,N/A,True,OGI,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,275,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,0.03791071423456451,OGI,2020-04-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,0.0741701308403128,OGI,2020-10-08,N/A,N/A,True,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,0.0642373822080679,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,0.0642373822080679,OGI,2017-04-09,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,0.0605749619650375,OGI,2017-07-09,N/A,N/A,True,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,182,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,0.003957406249382967,OGI,2021-07-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,0.15265979217399772,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,0.15265979217399772,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,0.03654861866032513,OGI,2018-04-09,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,275,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,0.07589549621119257,OGI,2019-10-08,N/A,N/A,True,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,0.6283589961369009,OGI,2018-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,1.637437453881124,OGI,2018-04-09,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,3.558451462877265,OGI,2019-01-08,N/A,N/A,True,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,98,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,0.20524016618819643,OGI,2017-01-08,N/A,N/A,True,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,0.19798881556490497,OGI,2019-07-09,N/A,N/A,True,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,91,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,0.004701302703737426,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,0.784003211424864,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,0.784003211424864,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,275,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,0.06835010135193,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,0.16340089354406395,OGI,2020-07-10,N/A,N/A,True,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,0.16340089354406395,OGI,2020-07-10,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,0.2379493806266924,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,92,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,0.05830156495467998,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,0.10117944492113323,OGI,2020-01-09,N/A,N/A,True,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,99,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,0.04445968358594429,OGI,2017-01-09,N/A,N/A,True,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,0.019476951506421487,OGI,2018-04-10,N/A,N/A,True,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,182,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,0.019476951506421487,OGI,2018-04-10,N/A,N/A,True,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,183,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,0.03342503435773562,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,182,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,0.014112719453558555,OGI,2021-07-10,N/A,N/A,True,OGI,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,182,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,0.014112719453558555,OGI,2021-07-10,N/A,N/A,True,OGI,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,0.005202235365984512,OGI,2020-07-10,N/A,N/A,True,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,0.22728737958427983,OGI,2019-01-09,N/A,N/A,True,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,0.2846402250380556,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,0.68041315252798,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,0.68041315252798,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,0.014731664857255003,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,0.013028719686266763,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,91,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,0.013028719686266763,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,91,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,0.027666890559031095,OGI,2021-10-09,N/A,N/A,True,OGI,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,91,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,0.0009096946835050126,OGI,2017-04-10,N/A,N/A,True,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,0.24695761088740648,OGI,2018-01-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,0.0856608487283874,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,0.3840583513501234,OGI,2017-10-09,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,0.3615896739960121,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,0.3615896739960121,OGI,2019-07-10,N/A,N/A,True,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,91,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,1.7266870346835326,OGI,2021-10-09,N/A,N/A,True,OGI,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,0.3798302945147066,OGI,2019-10-09,N/A,N/A,True,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,91,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,0.000962449916787935,OGI,2017-07-10,N/A,N/A,True,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,0.3383538518090781,OGI,2019-04-10,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,91,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,0.01044982859409163,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,0.004567582406579609,OGI,2020-07-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,182,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,0.00829477043633985,OGI,2021-07-11,N/A,N/A,True,OGI,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,182,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,0.00829477043633985,OGI,2021-07-11,N/A,N/A,True,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,191,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,0.19960316766512515,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,282,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,0.2654596658894166,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,91,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,0.031842097529516375,OGI,2021-04-11,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,0.6992167429777818,OGI,2019-01-10,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,0.7548643227219497,OGI,2019-01-10,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,182,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,0.6853600225407251,OGI,2019-07-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,1.5524560731005737,OGI,2020-04-11,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,1.3801973805267647,OGI,2017-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,9.357477357192609,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,14.034845052285206,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,0.0075208933579791444,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,182,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,0.0075208933579791444,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,0.07606703622154276,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,0.1698946144358351,OGI,2018-10-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,191,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,0.08283142664001819,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,0.12685331711214337,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,0.08917248324185856,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,0.10875843889635459,OGI,2018-07-11,N/A,N/A,True,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,0.004904294839459557,OGI,2021-01-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,282,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,0.5356424506677399,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,274,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,0.17706098309484536,OGI,2020-01-10,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,191,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,0.2034063661294328,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,0.06679791484732882,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,0.06679791484732882,OGI,2018-01-10,N/A,N/A,True,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,0.12326172250338019,OGI,2018-04-11,N/A,N/A,True,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,5.125198093223945,OGI,2019-04-11,N/A,N/A,True,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,282,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,7.200204504291988,OGI,2017-01-10,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,0.22724621573251036,OGI,2019-10-10,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,0.26994233906625886,OGI,2018-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,184,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,0.02005944409827283,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,283,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,0.15393143132291645,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,0.2234031376913277,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,92,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,0.03466924045992951,OGI,2020-01-11,N/A,N/A,True,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,0.027408777364772926,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,0.04003371860050192,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,0.5713904193044111,OGI,2019-07-12,N/A,N/A,True,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,92,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,0.381031329362389,OGI,2020-04-12,N/A,N/A,True,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,0.10047514478708265,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,0.543354111452206,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,91,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,3.7998600638307365,OGI,2021-04-12,N/A,N/A,True,OGI,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,0.006208093070227316,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,5.956717378359694,OGI,2019-07-12,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,5.6993645171548035,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,91,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,0.06306426129478682,OGI,2017-07-12,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,0.06760309649497584,OGI,2017-07-12,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,0.05265825558681064,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,0.2621334609555829,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,0.03500610674926987,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,0.01721082930966016,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,91,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,0.027348735042578006,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,0.22273110952208572,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,91,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,0.018649981718910736,OGI,2021-10-11,N/A,N/A,True,OGI,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,91,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,0.018649981718910736,OGI,2021-10-11,N/A,N/A,True,OGI,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,0.13840894190361527,OGI,2017-10-11,N/A,N/A,True,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,0.2575035501450133,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,10,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,0.03334505742832925,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,10,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,0.03334505742832925,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,0.09358630409716372,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,0.12431866939950437,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,0.11588076943046709,OGI,2018-10-11,N/A,N/A,True,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,365,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,0.1986594968306588,OGI,2019-04-12,N/A,N/A,True,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,0.1288884371916515,OGI,2021-01-11,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,91,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,0.051958095146752446,OGI,2021-10-11,N/A,N/A,True,OGI,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,192,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,0.1719834708225265,OGI,2017-01-11,N/A,N/A,True,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,91,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,0.0054365434725645026,OGI,2018-07-12,N/A,N/A,True,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,0.9563774083733649,OGI,2020-07-12,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,182,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,0.0222148525038677,OGI,2017-04-12,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,273,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,1.5726104463161834,OGI,2021-04-12,N/A,N/A,True,OGI,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,182,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,0.04806250969982132,OGI,2019-04-13,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,0.06618824765868811,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,0.019905854451090152,OGI,2021-10-12,N/A,N/A,True,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,193,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,0.20944320529369367,OGI,2017-01-12,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,0.16783642355911926,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,0.07430800585243691,OGI,2019-01-12,N/A,N/A,True,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,273,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,0.0380079787766702,OGI,2021-04-13,N/A,N/A,True,OGI,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,0.26090996959599577,OGI,2019-04-13,N/A,N/A,True,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,0.20883187590066915,OGI,2019-10-12,N/A,N/A,True,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,0.039994530849577076,OGI,2021-01-12,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,0.04484702327214857,OGI,2017-04-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,183,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,0.03923113539576288,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,0.04673902039446491,OGI,2021-01-12,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,91,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,0.01259943793838292,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,91,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,0.01259943793838292,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,193,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,0.00965219631700561,OGI,2017-01-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,273,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,0.1432417839570604,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,91,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,0.18909232172470408,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,91,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,0.18909232172470408,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,273,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,0.11539031755218111,OGI,2017-10-12,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,0.09009648136030354,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,0.08431252468431931,OGI,2018-10-12,N/A,N/A,True,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,91,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,0.03811679953392668,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,91,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,0.03811679953392668,OGI,2017-07-13,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,0.09758678840478063,OGI,2020-04-13,N/A,N/A,True,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,91,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,0.36721170415509363,OGI,2021-10-12,N/A,N/A,True,OGI,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,0.10708598329401803,OGI,2018-07-13,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,0.00937813343284923,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,0.006885627280976351,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,0.006885627280976351,OGI,2020-10-12,N/A,N/A,True,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,193,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,0.6120799630157199,OGI,2017-01-12,N/A,N/A,True,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,0.21696075704339873,OGI,2019-04-13,N/A,N/A,True,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,183,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,0.08235412101995372,OGI,2020-01-12,N/A,N/A,True,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,182,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,0.07631205383144557,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,274,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,0.06656266644380371,OGI,2018-04-14,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,0.06936240605630047,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,273,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,0.09449236380928036,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,0.02040216851564154,OGI,2019-10-13,N/A,N/A,True,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,273,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,0.11331144208211834,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,0.05755637473621371,OGI,2020-04-14,N/A,N/A,True,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,0.104314924119074,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,12,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,0.16350121212247676,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,285,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,0.30047087658697824,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,0.9020656325572483,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,0.47294760711232986,OGI,2017-10-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,12,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,0.18134279576252624,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,103,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,0.11737505040006437,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,182,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,0.01656595775079216,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,0.023554167123973107,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,0.01537818031425434,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,0.013709415089608285,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,0.013709415089608285,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,0.023502091596454847,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,0.023502091596454847,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,0.023502091596454847,OGI,2020-07-14,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,12,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,0.10533798995335122,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,12,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,0.10533798995335122,OGI,2017-01-13,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,0.005218870180375661,OGI,2019-04-14,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,273,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,0.5525642093539135,OGI,2021-04-14,N/A,N/A,True,OGI,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,366,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,4.24957413470422,OGI,2020-01-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,182,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,0.0197967333824975,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,273,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,0.0287495935302148,OGI,2017-07-14,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,2.195400926817629,OGI,2020-10-13,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,273,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,0.6554349090908251,OGI,2018-04-14,N/A,N/A,True,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,1.0876819704491845,OGI,2018-04-14,N/A,N/A,True,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,1.5534919308033244,OGI,2018-10-13,N/A,N/A,True,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,0.3245342338691439,OGI,2019-07-14,N/A,N/A,True,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,0.08311896457543325,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,0.08311896457543325,OGI,2021-01-13,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,91,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,0.08716657266291111,OGI,2018-07-15,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,0.9139711583281437,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,0.9069587118094464,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,0.3976110427893373,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,0.46400397569361385,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,182,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,0.005360151157911089,OGI,2017-07-15,N/A,N/A,True,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,13,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,0.0008621460254794943,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,365,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,0.3291591788917559,OGI,2017-07-15,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,0.0040463341416934,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,91,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,0.12360095059353843,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,104,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,0.10614812928689604,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,365,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,0.424332448158938,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,0.19154685384008477,OGI,2019-07-15,N/A,N/A,True,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,273,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,0.06363776626893115,OGI,2021-04-15,N/A,N/A,True,OGI,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,91,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,0.0683575034500126,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,0.09825722776969235,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,0.12219288574433668,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,0.10787230183856558,OGI,2020-07-15,N/A,N/A,True,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,104,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,0.03790576013919324,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,0.11641694462101872,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,0.09195501751856033,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,183,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,0.0056856714715613,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,274,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,0.00787146478632195,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,273,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,0.06697405823237107,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,92,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,0.03284277048081747,OGI,2019-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,286,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,0.06529752258432396,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,182,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,0.02528532977363636,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,0.04313305915372799,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,275,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,0.0922757586465138,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,0.3468778612730473,OGI,2020-04-15,N/A,N/A,True,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,0.9323271990286228,OGI,2021-01-14,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,1.7447951100549484,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,1.7447951100549484,OGI,2017-04-15,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,1.8722019238999585,OGI,2017-07-15,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,3.498334511480256,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,91,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,0.010117943041200884,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,286,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,2.191650344446121,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,286,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,2.191650344446121,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,183,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,0.005311902214004619,OGI,2018-07-15,N/A,N/A,True,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,182,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,0.023482001745493322,OGI,2021-07-15,N/A,N/A,True,OGI,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,182,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,0.023482001745493322,OGI,2021-07-15,N/A,N/A,True,OGI,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,13,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,0.8898361316889059,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,195,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,0.7696022964224871,OGI,2017-01-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,0.17608678542900907,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,365,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,0.17608678542900907,OGI,2018-01-14,N/A,N/A,True,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,0.0097499209271606,OGI,2020-10-14,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,91,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,2.986751637977043,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,91,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,2.986751637977043,OGI,2021-10-14,N/A,N/A,True,OGI,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,365,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,1.058615639477323,OGI,2019-04-15,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,274,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,0.41859903375895163,OGI,2019-10-14,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,0.3396768720501051,OGI,2020-01-14,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,91,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,0.024644867541943397,OGI,2021-10-15,N/A,N/A,True,OGI,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,0.6438177779499501,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,182,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,0.5209604819150188,OGI,2020-07-16,N/A,N/A,True,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,0.009661006636598801,OGI,2017-10-15,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,0.15262111177000853,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,274,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,0.15262111177000853,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,0.30145649759284876,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,366,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,0.6109060824317425,OGI,2019-07-16,N/A,N/A,True,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,365,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,0.1280405736435949,OGI,2020-07-16,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,274,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,0.07582976816084329,OGI,2018-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,365,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,0.9944145405979963,OGI,2020-10-15,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,105,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,0.8173042123333286,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,105,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,0.8173042123333286,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,91,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,0.007305748130776132,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,274,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,0.012121531117546373,OGI,2018-07-16,N/A,N/A,True,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,14,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,0.006331958309872946,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,14,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,0.006331958309872946,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,0.09836993738585678,OGI,2017-10-15,N/A,N/A,True,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,274,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,0.10682506625144024,OGI,2018-01-15,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,91,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,0.007284077771019869,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,0.15952700662720234,OGI,2021-01-15,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,,,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,273,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,2.9358748932963135,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,182,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,3.7664580704385986,OGI,2021-07-16,N/A,N/A,True,OGI,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,182,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,3.7664580704385986,OGI,2021-07-16,N/A,N/A,True,OGI,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,91,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,0.03360713631119999,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,365,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,1.702877771419215,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,365,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,1.8690920918838825,OGI,2019-04-16,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,1.820099317379772,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,182,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,0.07590502945334253,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,365,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,0.5974111380867841,OGI,2018-01-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,4.45278678305685,OGI,2019-07-16,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,274,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,0.09341644351394515,OGI,2021-01-15,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,0.13626558657631874,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,0.700372806110905,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,365,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,1.210458700536184,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,183,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,0.10772237394514675,OGI,2020-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,14,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,0.038758003034757856,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,105,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,0.053375487573853755,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,273,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,0.2545138619911803,OGI,2021-04-16,N/A,N/A,True,OGI,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,14,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,0.014661771595828507,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,14,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,0.014661771595828507,OGI,2017-01-15,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,273,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,0.036867717633013074,OGI,2018-10-15,N/A,N/A,True,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,0.008264227519501956,OGI,2021-04-16,N/A,N/A,True,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,0.015726177222826862,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,182,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,0.015726177222826862,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,0.02050781265448383,OGI,2017-07-16,N/A,N/A,True,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,0.022291310454279664,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,183,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,0.022291310454279664,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,0.1590984990552697,OGI,2021-01-15,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,365,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,0.9986939661695377,OGI,2017-04-16,N/A,N/A,True,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,92,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,0.014201029437204127,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,92,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,0.014201029437204127,OGI,2019-01-15,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,91,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,0.02663685030826795,OGI,2017-07-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,1.0538980460165583,OGI,2018-04-17,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,365,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,4.742834148018943,OGI,2018-07-17,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,182,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,2.781172791413596,OGI,2021-07-17,N/A,N/A,True,OGI,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,275,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,0.16599346673104226,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,365,2020-12-16,2021-12-16,2021-12-16,0.0,18970.239916517447,,0.6015423616348758,0.6015423616348758,OGI,2021-01-16,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-04-21,2018-04-21,2018-04-21,0.0,34318.29136897866,,1.0882258805485368,0.8864079919248817,OGI,2017-07-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,365,2017-10-21,2018-10-21,2018-10-21,0.0,28531.048322591694,,0.9047136073881181,0.6295592272795036,OGI,2018-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,365,2018-04-14,2019-04-14,2019-04-14,0.0,6258.793086342321,,0.19846502683733894,0.3973870287848591,OGI,2018-04-17,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_0,expired,365,365,92,2019-09-30,2020-09-29,2020-09-29,0.0,358.82444922407785,,0.011378248643584407,0.011378248643584407,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-05,2018-02-05,2018-02-05,0.0,631.2344631495707,,0.020016313519456198,,,,N/A,N/A,False,expired,False +0000000004,982.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,206.8330401898604,,0.01173480847119306,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,197,2017-01-09,2018-01-09,2018-01-09,0.0,433.8192783925799,,0.013756319076375567,0.029047601705735195,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-07-10,2018-07-10,2018-07-10,0.0,2362.722834390521,,0.07492144959381408,0.06727580827913426,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-06-16,2020-06-15,2020-06-15,0.0,3040.429452875698,,0.09641138549199955,0.0823866280105349,OGI,2019-07-17,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_3,expired,365,365,275,2020-02-18,2021-02-17,2021-02-17,0.0,1271.2904451338197,,0.040312355566140906,0.047324734306873235,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_4,active,146,146,0,2021-08-08,,,0.0,42.93923221248009,,0.003403985303500768,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-06-27,2019-06-27,2019-06-27,0.0,2094.2877639541543,,0.06640942934912969,0.054365659878391134,OGI,2018-07-17,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,365,365,92,2018-12-11,2019-12-11,2019-12-11,0.0,575.0385078373101,,0.018234351466175486,0.042321890407652586,OGI,2019-01-16,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-12-10,2021-12-10,2021-12-10,0.0,2274.852560533092,,0.07213510148823857,0.07213510148823857,OGI,2021-01-16,N/A,N/A,True,expired,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,365,365,275,2020-02-11,2021-02-10,2021-02-10,0.0,5836.821984616591,,0.1850844109784561,0.1468522691459162,OGI,2020-04-17,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,92,2020-12-12,2021-12-12,2021-12-12,0.0,1014.0666852926809,,0.03215584364829657,0.10862012731337634,OGI,2021-01-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_1,active,304,304,0,2021-03-03,,,0.0,33.03744279730091,,0.001257821743927453,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,365,2017-01-22,2018-01-22,2018-01-22,0.0,5208.92211109667,,0.16517383660250728,0.16517383660250728,OGI,2017-04-17,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_1,expired,365,365,182,2019-03-13,2020-03-12,2020-03-12,0.0,12.364231426849571,,0.00039206720658452467,0.011018210467374437,OGI,2019-04-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_1,expired,365,365,91,2019-05-14,2020-05-13,2020-05-13,0.0,1352.7884469159326,,0.042896640249744176,0.02164435372816435,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_2,active,172,172,182,2021-07-13,,,0.0,2951.389180814363,,0.19860230814050137,0.19860230814050137,OGI,2021-07-17,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-11,2018-12-11,2018-12-11,0.0,130.21826004776528,,0.0041291939386023995,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,91,2019-07-04,2020-07-03,2020-07-03,0.0,879.118389784443,,0.027876661269166762,0.027876661269166762,OGI,2019-07-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-06-23,2021-06-23,2021-06-23,0.0,306.0971237366008,,0.00970627612051626,0.00970627612051626,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000003,2420.0,0,Placeholder_NonRep_3,active,38,38,0,2021-11-24,,,0.0,24.277773787206698,,0.007394546109651163,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,274,2017-07-19,2018-07-19,2018-07-19,0.0,3387.014936836363,,0.10740153909298461,0.10740153909298461,OGI,2017-10-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-04-29,2021-04-29,2021-04-29,0.0,28918.46979584127,,0.9169986617149057,0.5333298179743442,OGI,2020-07-17,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_3,expired,365,365,365,2020-09-08,2021-09-08,2021-09-08,0.0,1262.7425816644695,,0.04004130459362219,0.25928064387394306,OGI,2020-10-16,N/A,N/A,True,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,active,327,327,91,2021-02-08,,,0.0,1698.6016136731678,,0.06012153180120794,0.06012153180120794,OGI,2021-10-16,N/A,N/A,True,OGI,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,137,137,106,2016-05-18,2017-05-18,2017-05-18,0.0,1202.577212642725,,0.10159647984613451,0.10159647984613451,OGI,2017-01-16,N/A,N/A,True,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-09-20,2020-09-19,2020-09-19,0.0,4709.618641910242,,0.14934102745783365,0.14934102745783365,OGI,2019-10-16,N/A,N/A,True,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,active,231,231,182,2021-05-15,,,0.0,3674.0915315787265,,0.18408747853428764,0.18408747853428764,OGI,2021-07-18,N/A,N/A,True,OGI,False 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--git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_emissions.csv new file mode 100644 index 000000000..d28cd840b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_emissions.csv @@ -0,0 +1,1101 @@ +Site ID,Survey Level,Method,Start Date,End Date,"""Measured"" Rate (g/s)","""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +35.0,,,2017-01-01,2017-01-01,0.38847983404154857,0.0,311.0,True +35.0,,,2017-01-01,2017-01-01,0.0,0.0,311.0,True +35.0,,,2017-01-01,2017-07-02,0.2746173502097317,4318.30290857799,311.0,True +35.0,,,2017-07-02,2017-07-02,0.0,0.0,311.0,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_timeseries.csv new file mode 100644 index 000000000..df12df8ab --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),OGI Deployment Cost ($),OGI Sites flagged for Follow-Up,OGI Leaks tagged for repair,OGI Sites Visited,OGI Travel Time (Minutes),OGI Survey Time (Minutes) +2017-01-01,2055.13878,0,2055.13878,1000.00000,105,106,0,0,2,0,0,1000.00000,,2,3,120,360 +2017-01-02,2037.55713,0,2037.55713,1000.00000,106,2,0,0,7,0,0,1000.00000,,7,3,120,360 +2017-01-03,2037.55713,0,2037.55713,1000.00000,106,0,0,0,4,0,0,1000.00000,,4,3,120,360 +2017-01-04,2037.55713,0,2037.55713,1000.00000,106,0,0,0,2,0,0,1000.00000,,2,3,120,360 +2017-01-05,2028.55038,0,2028.55038,1000.00000,106,1,0,0,3,0,0,1000.00000,,3,3,120,360 +2017-01-06,2028.55038,0,2028.55038,1000.00000,106,0,0,0,1,0,0,1000.00000,,1,3,120,360 +2017-01-07,2028.88925,0,2028.88925,1000.00000,107,1,0,0,4,0,0,1000.00000,,4,3,120,360 +2017-01-08,2029.05928,0,2029.05928,1000.00000,108,1,0,0,2,0,0,1000.00000,,2,3,120,360 +2017-01-09,2030.24783,0,2030.24783,1000.00000,109,1,0,0,1,0,0,1000.00000,,1,3,120,360 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/dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,1554,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,8.779675793252101,airH,2020-07-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,0,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,357,357,0,2016-12-24,2017-12-24,2017-12-24,0.0,350.0207156061337,,0.011347803052901418,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,912.0810297176926,,0.028921899724685837,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,1361.2470373315957,,0.04316486039230072,,airH,2020-07-02,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,4028.1222897934153,,0.12773091989451468,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,6161.079835631087,,0.19536655998322827,,,,N/A,N/A,False,expired,False 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+0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,,,,N/A,N/A,False,expired,False 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+0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,0,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,,,,N/A,N/A,False,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,,,,N/A,N/A,False,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,,,,N/A,N/A,False,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,,,,N/A,N/A,False,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,,,,N/A,N/A,False,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,0,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,0,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,0,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,0,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,,,,N/A,N/A,False,,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,0,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,,,,N/A,N/A,False,,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,0,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,,,,N/A,N/A,False,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,,,,N/A,N/A,False,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,0,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,,,,N/A,N/A,False,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,0,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,,,,N/A,N/A,False,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,,,,N/A,N/A,False,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,0,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,0,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,,,,N/A,N/A,False,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,0,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,0,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,0,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,0,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,0,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,0,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,0,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,,,,N/A,N/A,False,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,0,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,0,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,0,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,0,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,0,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,0,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,,,,N/A,N/A,False,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,0,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,,,,N/A,N/A,False,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,93,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,1.2016084651242256,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,0.3845410895813463,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,0.3845410895813463,airH,2017-04-02,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,0,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,airH,2017-07-02,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,184,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,10.110526900157856,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,0,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,184,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,0.27920758472815804,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,0.2930216169138702,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,,,,N/A,N/A,False,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,0,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,0,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,,,,N/A,N/A,False,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,0,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,,,,N/A,N/A,False,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,,,,N/A,N/A,False,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,0,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,,,,N/A,N/A,False,,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,0,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,0,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,0,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,0,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,0,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,,,,N/A,N/A,False,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,732,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,4.6891309201648035,airH,2019-01-01,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,1005,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,5.363262241946128,airH,2019-01-01,N/A,N/A,True,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,182,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,4.815705629772316,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,732,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,0.031175881811906923,airH,2019-01-01,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,0.14425653692644932,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,,airH,2019-01-01,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,0,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,,airH,2019-01-01,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,,,,N/A,N/A,False,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,,,,N/A,N/A,False,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,,,,N/A,N/A,False,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,,,,N/A,N/A,False,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,0,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,0,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,,airH,2020-01-01,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,0.04608173704426913,airH,2020-10-01,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,0.12307448860249891,airH,2020-07-02,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,1189,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,4.393755726000465,airH,2020-01-01,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,1371,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,7.669067663817308,airH,2020-01-01,N/A,N/A,True,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,0,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,0,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,0,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,,,,N/A,N/A,False,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,0,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,0,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,0,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,0,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,0,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,0,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,,,,N/A,N/A,False,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,0,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,0,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,,,,N/A,N/A,False,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,0,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,,,,N/A,N/A,False,,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,0,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,914,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,2.49972092961855,airH,2019-07-02,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,914,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,2.49972092961855,airH,2019-07-02,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,,airH,2019-07-02,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,0,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,914,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,0.6982292386861059,airH,2019-07-02,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,,airH,2019-07-02,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,,,,N/A,N/A,False,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,0,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,0,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,732,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,0.0269963743479146,airH,2019-01-01,N/A,N/A,True,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,,,,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,0,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,0,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,732,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,3.522379790024383,airH,2019-01-01,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,1005,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,6.4023941886980005,airH,2019-01-01,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,airH,2019-01-01,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,0,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,,,,N/A,N/A,False,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,0,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,,,,N/A,N/A,False,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,0,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,,,,N/A,N/A,False,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,0,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,0,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,0,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,823,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,2.124895649168285,airH,2019-04-02,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,823,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,2.124895649168285,airH,2019-04-02,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,823,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,2.3756706118610844,airH,2019-04-02,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,,,,N/A,N/A,False,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,,,,N/A,N/A,False,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,0,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,,,,N/A,N/A,False,,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,0,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,0,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,0,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,0,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,,,,N/A,N/A,False,,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,0,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,0,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,184,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,2.796117587319966,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,184,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,2.796117587319966,airH,2017-01-01,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,184,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,2.796117587319966,airH,2017-01-01,N/A,N/A,True,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,0,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,,,,N/A,N/A,False,,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,0,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,0,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,0,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,0,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,,,,N/A,N/A,False,,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,0,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,0,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,0,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,24.418331958356813,,0.0007743002269900054,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_3,active,29,29,0,2021-12-03,,,0.0,4026.49430153223,,1.6069980449921097,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-25,2019-03-25,2019-03-25,0.0,935.4092917906394,,0.029661634062361723,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,220.1341202891802,,0.006980407162898915,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,2790.885673699194,,0.08849840416347013,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,180.42195868184265,,0.0057211427791046,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-29,2020-07-28,2020-07-28,0.0,4572.933406543129,,0.1450067670770906,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,1651.2997518834645,,0.05826910258170536,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-16,2019-02-16,2019-02-16,0.0,288.38244668309744,,0.009144547396090101,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,1280,2019-12-30,2020-12-29,2020-12-29,0.0,445.92254578044657,,0.014140111167568702,0.014140111167568702,airH,2020-01-01,N/A,N/A,True,expired,False +0000000003,982.0,0,Placeholder_NonRep_1,active,124,124,0,2021-08-30,,,0.0,375.9129321534314,,0.0350874525979532,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,1371,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,10.14325211380172,airH,2020-01-01,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,0.22205021779989303,airH,2020-07-02,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,0.22205021779989303,airH,2020-10-01,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,,airH,2020-01-01,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,0,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,31.805682911968578,,0.18406066499981816,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-19,2019-01-19,2019-01-19,0.0,58.1692174286256,,0.0018445337845200914,,airH,2019-01-02,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,3694.507651331464,,0.11715206910614738,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,active,93,93,0,2021-09-30,,,0.0,117.2283417748445,,0.014589349583687338,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,41.609363848602406,,0.004224472450516001,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-23,2018-12-23,2018-12-23,0.0,1791.3208427999493,,0.05680241130136825,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,active,69,69,0,2021-10-24,,,0.0,87.99470554282966,,0.014760249856218072,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,915,2018-10-03,2019-10-03,2019-10-03,0.0,238230.99256653336,,7.55425521837054,7.55425521837054,airH,2019-01-02,N/A,N/A,True,expired,False +0000000004,2420.0,0,Placeholder_NonRep_4,active,189,189,0,2021-06-26,,,0.0,2221.4855652305173,,0.136040415272298,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,168.5228068104239,,0.014776480675717584,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,316,316,0,2016-11-13,2017-11-13,2017-11-13,0.0,2701.642026775154,,0.09895254727698495,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-29,2019-09-29,2019-09-29,0.0,283.29123468783774,,0.008983106122775168,,airH,2019-01-02,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_4,expired,365,365,91,2019-06-27,2020-06-26,2020-06-26,0.0,137.36378573434624,,0.004355777071738528,0.004355777071738528,airH,2019-07-03,N/A,N/A,True,expired,False +0000000007,446.0,0,Placeholder_NonRep_0,active,357,357,0,2021-01-09,,,0.0,7461.6644859078515,,0.24190996491816613,,,,N/A,N/A,False,,False +0000000008,446.0,0,Placeholder_NonRep_0,active,25,25,0,2021-12-07,,,0.0,100.41109301136844,,0.046486617134892785,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,4523.844193076357,,0.14345015832941263,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-09,2018-11-09,2018-11-09,0.0,897.9614363278616,,0.02847417035539896,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,50.013243619013714,,0.0015859095515922664,,,,N/A,N/A,False,expired,False +0000000003,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,744.6918615739565,,0.023614024022512572,,,,N/A,N/A,False,expired,False +0000000004,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,322.2125386849606,,0.010217292576260799,,,,N/A,N/A,False,expired,False +0000000005,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,477.31671072085726,,0.015135613607333119,,,,N/A,N/A,False,expired,False +0000000006,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-15,2021-02-14,2021-02-14,0.0,231.26937884421068,,0.007333503895364367,,,,N/A,N/A,False,expired,False +0000000000,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-19,2018-10-19,2018-10-19,0.0,1145.0242860277533,,0.03630848192629862,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-08,2021-04-08,2021-04-08,0.0,144.74234982375006,,0.004589749804152399,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_2,active,25,25,0,2021-12-07,,,0.0,99.90111885285013,,0.04625051798743061,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-23,2019-01-23,2019-01-23,0.0,536.4959819296258,,0.017012175987113957,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_3,active,6,6,0,2021-12-26,,,0.0,874.3859940080346,,1.6867013773303137,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-24,2021-06-24,2021-06-24,0.0,157.30145245130936,,0.004987996335975055,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-14,2021-09-14,2021-09-14,0.0,2866.220896264097,,0.0908872684000538,,,,N/A,N/A,False,expired,False +0000000000,446.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,4764.957619310258,,0.1510958149197824,,,,N/A,N/A,False,expired,False +0000000002,157.0,0,Placeholder_NonRep_0,active,351,351,0,2021-01-15,,,0.0,149205.54617792388,,4.919988728564019,,,,N/A,N/A,False,,False +0000000003,157.0,0,Placeholder_NonRep_0,active,244,244,0,2021-05-02,,,0.0,587.7756827521383,,0.02788098070128161,,,,N/A,N/A,False,,False 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_timeseries.csv new file mode 100644 index 000000000..d2d117499 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_timeseries.csv @@ -0,0 +1,1827 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_emissions_summary.csv new file mode 100644 index 000000000..6b00764c6 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,0,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,0,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,,,,N/A,N/A,False,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,0,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,,,,N/A,N/A,False,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,0,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,,,,N/A,N/A,False,,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,0,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,0,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,0,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,0,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,0,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,0,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,0,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,0,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,,,,N/A,N/A,False,,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,0,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,0,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,,,,N/A,N/A,False,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,,,,N/A,N/A,False,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,0,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,,,,N/A,N/A,False,,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,0,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,,,,N/A,N/A,False,,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,0,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,0,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,,,,N/A,N/A,False,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,,,,N/A,N/A,False,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,,,,N/A,N/A,False,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,0,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,0,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,,,,N/A,N/A,False,,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,,,,N/A,N/A,False,,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,0,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,0,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,,,,N/A,N/A,False,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,0,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,0,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,0,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,0,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,0,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,1645,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,0.8202186490886407,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,0,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,1645,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,0.02813187255353699,airH,2021-07-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,1645,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,0.02813187255353699,airH,2021-07-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,1645,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,0.24383455994023173,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,1645,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,0.24383455994023173,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,1645,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,0.24383455994023173,airH,2021-07-02,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,1645,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,2.3969626549171124,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,0,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,1645,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,2.3969626549171124,airH,2021-07-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,0,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,,airH,2021-07-02,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,,,,N/A,N/A,False,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,0,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,,,,N/A,N/A,False,,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,,,,N/A,N/A,False,,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,0,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,,airH,2021-07-02,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,1736,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,13.547919882620183,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,0,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,1736,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,0.42146534504498673,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,367,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,30.003179317559294,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,,,,N/A,N/A,False,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,93,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,0.026683112885795814,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,,,,N/A,N/A,False,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,92,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,0.1440038797769278,airH,2018-01-01,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,1554,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,16.14003590517785,airH,2020-10-01,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,1646,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,24.20358199368774,airH,2020-10-01,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,1463,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,0.07876180861915925,airH,2020-10-01,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,1463,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,0.07876180861915925,airH,2020-10-01,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,0,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,,,,N/A,N/A,False,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,0,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,0,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,,,,N/A,N/A,False,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,,,,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,0,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,823,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,10.413406105025825,airH,2018-07-02,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,0.01808603769310672,airH,2018-10-01,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,0.01808603769310672,airH,2018-10-01,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,0,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,0,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,,,,N/A,N/A,False,,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,0,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,0,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,0,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,0,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,0,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,0,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,183,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,0.8382253433402309,airH,2018-10-01,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,0.8382253433402309,OGI_FU,2019-01-03,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,732,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,9.357477357192609,airH,2018-07-02,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,823,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,14.034845052285206,airH,2018-07-02,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,,airH,2019-04-02,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,,airH,2019-04-02,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,0.09952393077511584,airH,2018-07-02,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,0.146437719882262,airH,2018-10-01,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,182,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,0.08283142664001819,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,airH,2017-01-01,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,275,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,0.5356424506677399,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,184,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,0.2034063661294328,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,275,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,7.200204504291988,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,91,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,3.7998600638307365,airH,2021-04-02,N/A,N/A,True,OGI_FU,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,1189,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,5.956717378359694,airH,2019-07-02,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,5.6993645171548035,airH,2020-07-02,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,914,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,0.2621334609555829,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,0.008313190589855303,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,0.22273110952208572,airH,2021-01-01,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,0,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,,airH,2021-04-02,N/A,N/A,False,,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,0,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,914,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,0.2575035501450133,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,,,,N/A,N/A,False,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,,,,N/A,N/A,False,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,0,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,0,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,0,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,,,,N/A,N/A,False,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,0,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,,,,N/A,N/A,False,,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,0,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,0,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,,,,N/A,N/A,False,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,0,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,0,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,,,,N/A,N/A,False,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,0,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,1371,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,4.24957413470422,airH,2020-10-01,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,1371,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,2.195400926817629,airH,2020-10-01,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,,,,N/A,N/A,False,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,0,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,0,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,0,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,,,,N/A,N/A,False,,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,0,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,,,,N/A,N/A,False,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,0,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,367,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,1.98547679841066,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,1.671097248985855,airH,2017-07-02,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,1.671097248985855,airH,2017-07-02,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,92,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,2.0016946617795064,airH,2018-01-01,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,93,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,0.006752123484450192,airH,2017-04-02,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,0,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,,airH,2021-10-01,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,275,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,2.191650344446121,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,367,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,3.2647415056595728,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,,,,N/A,N/A,False,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,1369,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,0.018904641472715745,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,1369,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,0.018904641472715745,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,184,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,0.7295243513336808,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,92,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,0.1942547173959931,airH,2018-01-01,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,,,,N/A,N/A,False,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,1369,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,0.018904641472715745,airH,2021-10-01,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,1369,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,2.986751637977043,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,1369,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,2.986751637977043,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,0,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,,,,N/A,N/A,False,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,,,,N/A,N/A,False,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,,,,N/A,N/A,False,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,,,,N/A,N/A,False,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,0,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,639,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,0.15952700662720234,airH,2021-07-02,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,airH,2020-01-01,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,639,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,4.701798273350511,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,639,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,4.701798273350511,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,91,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,3.7664580704385986,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,1005,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,1.9180848663879932,airH,2019-07-02,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,1097,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,1.8690920918838825,airH,2019-07-02,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,1.820099317379772,airH,2020-01-01,N/A,N/A,True,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,548,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,0.07590502945334253,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,1097,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,4.45278678305685,airH,2019-07-02,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,548,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,0.07590502945334253,airH,2021-07-02,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,914,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,1.380487332011277,airH,2019-07-02,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,92,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,0.10772237394514675,airH,2020-01-01,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,0,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,0,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,,,,N/A,N/A,False,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,,,,N/A,N/A,False,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,,,,N/A,N/A,False,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,0,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,732,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,1.0538980460165583,airH,2018-07-02,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,732,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,4.742834148018943,airH,2018-07-02,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,0,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,18970.239916517447,,0.6015423616348758,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,34318.29136897866,,1.0882258805485368,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,28531.048322591694,,0.9047136073881181,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,6258.793086342321,,0.19846502683733894,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,358.82444922407785,,0.011378248643584407,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-05,2018-02-05,2018-02-05,0.0,631.2344631495707,,0.020016313519456198,,,,N/A,N/A,False,expired,False +0000000004,982.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,206.8330401898604,,0.01173480847119306,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,433.8192783925799,,0.013756319076375567,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-10,2018-07-10,2018-07-10,0.0,2362.722834390521,,0.07492144959381408,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,3040.429452875698,,0.09641138549199955,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-18,2021-02-17,2021-02-17,0.0,1271.2904451338197,,0.040312355566140906,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_4,active,146,146,0,2021-08-08,,,0.0,42.93923221248009,,0.003403985303500768,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-27,2019-06-27,2019-06-27,0.0,2094.2877639541543,,0.06640942934912969,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,575.0385078373101,,0.018234351466175486,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,2274.852560533092,,0.07213510148823857,,,,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,5836.821984616591,,0.1850844109784561,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-12,2021-12-12,2021-12-12,0.0,1014.0666852926809,,0.03215584364829657,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_1,active,304,304,0,2021-03-03,,,0.0,33.03744279730091,,0.001257821743927453,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-22,2018-01-22,2018-01-22,0.0,5208.92211109667,,0.16517383660250728,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,12.364231426849571,,0.00039206720658452467,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,1352.7884469159326,,0.042896640249744176,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_2,active,172,172,0,2021-07-13,,,0.0,2951.389180814363,,0.19860230814050137,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-11,2018-12-11,2018-12-11,0.0,130.21826004776528,,0.0041291939386023995,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,879.118389784443,,0.027876661269166762,,,,N/A,N/A,False,expired,False 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+0000000000,157.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,1912.0163935378996,,0.06062964210863456,,,,N/A,N/A,False,expired,False diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_emissions.csv new file mode 100644 index 000000000..e2b19ab52 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_emissions.csv @@ -0,0 +1,396 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_timeseries.csv new file mode 100644 index 000000000..ad23e4de5 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,2055.13878,0,2055.13878,4700.00000,105,106,0,0,0.00000,0,0,4700.00000,0,,48,235,235,0.00000,,0,0,0,0 +2017-01-02,2037.55713,0,2037.55713,300.00000,106,2,0,0,0.00000,0,0,300.00000,0,,3,15,15,0.00000,,0,0,0,0 +2017-01-03,2037.55713,0,2037.55713,500.00000,106,0,0,0,3.00000,0,0,0.00000,1,,0,0,0,500.00000,,3,1,30,120 +2017-01-04,2037.55713,0,2037.55713,0.00000,106,0,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2017-01-05,2028.55038,0,2028.55038,0.00000,106,1,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2017-01-06,2028.55038,0,2028.55038,0.00000,106,0,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,1554,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,8.779675793252101,airH,2020-07-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,0,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,357,357,0,2016-12-24,2017-12-24,2017-12-24,0.0,350.0207156061337,,0.011347803052901418,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,912.0810297176926,,0.028921899724685837,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,1361.2470373315957,,0.04316486039230072,,airH,2020-07-02,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,4028.1222897934153,,0.12773091989451468,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,6161.079835631087,,0.19536655998322827,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-08,2020-07-07,2020-07-07,0.0,65.42732975628881,,0.002074687016625089,,airH,2020-07-02,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-06-16,2021-06-16,2021-06-16,0.0,531.575267009302,,0.016856141140579085,0.010871867604986058,airH,2020-07-02,N/A,N/A,True,expired,False +0000000004,35.0,0,Placeholder_NonRep_2,expired,365,365,183,2020-08-30,2021-08-30,2021-08-30,0.0,44.13974094523854,,0.0013996620035907703,0.010871867604986058,airH,2020-10-01,N/A,N/A,True,expired,False +0000000005,35.0,0,Placeholder_NonRep_2,expired,365,365,92,2020-11-30,2021-11-30,2021-11-30,0.0,617.8437808586908,,0.019591697769491715,0.01261583363788719,airH,2021-01-01,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,active,104,104,0,2021-09-19,,,0.0,1061.7170910740988,,0.11815761786348145,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_4,expired,365,365,274,2020-07-09,2021-07-09,2021-07-09,0.0,16501.44416505885,,0.5232573619057219,0.5232573619057219,airH,2020-10-01,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_0,active,213,213,0,2021-06-02,,,0.0,12256.47265002182,,0.6659968184892747,,,,N/A,N/A,False,,False +0000000000,300.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,4260.875209252875,,0.13511146655418804,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,10475.941200714595,,0.3321899163088088,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,524.7785616579042,,0.021163156603186867,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-18,2018-07-18,2018-07-18,0.0,7310.5524634512185,,0.23181609790243587,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,0,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,,,,N/A,N/A,False,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,,,,N/A,N/A,False,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,,,,N/A,N/A,False,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,,,,N/A,N/A,False,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,,,,N/A,N/A,False,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,0,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,0,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,0,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,0,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,,,,N/A,N/A,False,,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,0,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,,,,N/A,N/A,False,,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,0,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,,,,N/A,N/A,False,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,,,,N/A,N/A,False,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,0,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,,,,N/A,N/A,False,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,0,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,,,,N/A,N/A,False,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,,,,N/A,N/A,False,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,0,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,0,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,,,,N/A,N/A,False,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,0,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,0,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,0,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,0,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,0,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,0,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,0,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,,,,N/A,N/A,False,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,0,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,0,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,0,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,0,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,0,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,0,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,,,,N/A,N/A,False,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,0,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,,,,N/A,N/A,False,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,93,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,1.2016084651242256,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,0.3845410895813463,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,182,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,0.3845410895813463,airH,2017-04-02,N/A,N/A,True,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,0,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,airH,2017-07-02,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,184,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,10.110526900157856,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,0,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,184,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,0.27920758472815804,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,182,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,0.2930216169138702,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,,,,N/A,N/A,False,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,0,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,0,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,,,,N/A,N/A,False,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,0,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,,,,N/A,N/A,False,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,,,,N/A,N/A,False,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,0,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,,,,N/A,N/A,False,,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,0,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,0,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,0,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,0,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,0,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,,,,N/A,N/A,False,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,732,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,4.6891309201648035,airH,2019-01-01,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,1005,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,5.363262241946128,airH,2019-01-01,N/A,N/A,True,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,182,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,4.815705629772316,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,732,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,0.031175881811906923,airH,2019-01-01,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,182,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,0.14425653692644932,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,,airH,2019-01-01,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,0,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,,airH,2019-01-01,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,,,,N/A,N/A,False,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,,,,N/A,N/A,False,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,,,,N/A,N/A,False,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,,,,N/A,N/A,False,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,0,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,0,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,,airH,2020-01-01,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,0.04608173704426913,airH,2020-10-01,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,182,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,0.12307448860249891,airH,2020-07-02,N/A,N/A,True,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,1189,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,4.393755726000465,airH,2020-01-01,N/A,N/A,True,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,1371,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,7.669067663817308,airH,2020-01-01,N/A,N/A,True,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,0,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,0,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,0,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,,,,N/A,N/A,False,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,0,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,0,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,0,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,0,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,0,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,0,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,,,,N/A,N/A,False,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,0,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,0,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,,,,N/A,N/A,False,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,0,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,,,,N/A,N/A,False,,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,0,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,914,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,2.49972092961855,airH,2019-07-02,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,914,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,2.49972092961855,airH,2019-07-02,N/A,N/A,True,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,,airH,2019-07-02,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,0,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,914,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,0.6982292386861059,airH,2019-07-02,N/A,N/A,True,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,,airH,2019-07-02,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,,,,N/A,N/A,False,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,0,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,0,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,732,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,0.0269963743479146,airH,2019-01-01,N/A,N/A,True,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,,,,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,0,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,0,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,732,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,3.522379790024383,airH,2019-01-01,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,1005,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,6.4023941886980005,airH,2019-01-01,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,airH,2019-01-01,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,0,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,,,,N/A,N/A,False,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,0,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,,,,N/A,N/A,False,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,0,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,,,,N/A,N/A,False,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,0,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,0,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,0,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,823,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,2.124895649168285,airH,2019-04-02,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,823,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,2.124895649168285,airH,2019-04-02,N/A,N/A,True,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,823,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,2.3756706118610844,airH,2019-04-02,N/A,N/A,True,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,,,,N/A,N/A,False,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,,,,N/A,N/A,False,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,0,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,,,,N/A,N/A,False,,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,0,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,0,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,0,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,0,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,,,,N/A,N/A,False,,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,0,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,0,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,184,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,2.796117587319966,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,184,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,2.796117587319966,airH,2017-01-01,N/A,N/A,True,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,184,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,2.796117587319966,airH,2017-01-01,N/A,N/A,True,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,0,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,,,,N/A,N/A,False,,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,0,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,0,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,0,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,0,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,,,,N/A,N/A,False,,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,0,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,0,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,0,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,,,,N/A,N/A,False,expired,False 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+0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,1371,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,10.14325211380172,airH,2020-01-01,N/A,N/A,True,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,0.22205021779989303,airH,2020-07-02,N/A,N/A,True,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,91,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,0.22205021779989303,airH,2020-10-01,N/A,N/A,True,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,,airH,2020-01-01,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,0,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,31.805682911968578,,0.18406066499981816,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-19,2019-01-19,2019-01-19,0.0,58.1692174286256,,0.0018445337845200914,,airH,2019-01-02,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,3694.507651331464,,0.11715206910614738,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,active,93,93,0,2021-09-30,,,0.0,117.2283417748445,,0.014589349583687338,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,41.609363848602406,,0.004224472450516001,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-23,2018-12-23,2018-12-23,0.0,1791.3208427999493,,0.05680241130136825,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,active,69,69,0,2021-10-24,,,0.0,87.99470554282966,,0.014760249856218072,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,915,2018-10-03,2019-10-03,2019-10-03,0.0,238230.99256653336,,7.55425521837054,7.55425521837054,airH,2019-01-02,N/A,N/A,True,expired,False +0000000004,2420.0,0,Placeholder_NonRep_4,active,189,189,0,2021-06-26,,,0.0,2221.4855652305173,,0.136040415272298,,,,N/A,N/A,False,,False 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+0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,4523.844193076357,,0.14345015832941263,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-09,2018-11-09,2018-11-09,0.0,897.9614363278616,,0.02847417035539896,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,50.013243619013714,,0.0015859095515922664,,,,N/A,N/A,False,expired,False +0000000003,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,744.6918615739565,,0.023614024022512572,,,,N/A,N/A,False,expired,False +0000000004,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,322.2125386849606,,0.010217292576260799,,,,N/A,N/A,False,expired,False 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+0000000000,157.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-25,2021-06-25,2021-06-25,0.0,53.13858843150752,,0.0016850135854739826,,,,N/A,N/A,False,expired,False +0000000001,157.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,3506.0590316556204,,0.11117640257659882,,,,N/A,N/A,False,expired,False +0000000002,157.0,0,Placeholder_NonRep_1,active,144,144,0,2021-08-10,,,0.0,507.33495999944336,,0.04077730838472892,,,,N/A,N/A,False,,False +0000000000,157.0,0,Placeholder_NonRep_1,expired,349,349,0,2016-12-16,2017-12-16,2017-12-16,0.0,1671.5743363852148,,0.05543531572963808,,,,N/A,N/A,False,expired,False +0000000001,157.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-01,2019-12-01,2019-12-01,0.0,1119.2219068431768,,0.03549029384966949,,,,N/A,N/A,False,expired,False +0000000000,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,1702.359934135241,,0.05398147939292367,,,,N/A,N/A,False,expired,False +0000000001,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,447.13704587471005,,0.014178622712922057,,,,N/A,N/A,False,expired,False diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_emissions.csv new file mode 100644 index 000000000..7aff5cede --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_emissions.csv @@ -0,0 +1,1133 @@ +Site ID,Survey Level,Method,Start Date,End Date,"""Measured"" Rate (g/s)","""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +35.0,,,2017-01-01,2017-01-01,0.0,0.0,311.0,True 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_timeseries.csv new file mode 100644 index 000000000..d2d117499 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4317.06166,0,4317.06166,4700.00000,127,128,0,0,0.00000,0,0,4700.00000,0,,48,235,235,0.00000,,0,0,0,0 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_emissions_summary.csv new file mode 100644 index 000000000..6b00764c6 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,0,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,0,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,,,,N/A,N/A,False,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,0,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,,,,N/A,N/A,False,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,0,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,,,,N/A,N/A,False,,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,0,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,0,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,0,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,0,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,0,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,0,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,0,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,0,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,,,,N/A,N/A,False,,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,0,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,0,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,,,,N/A,N/A,False,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,,,,N/A,N/A,False,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,0,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,,,,N/A,N/A,False,,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,0,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,,,,N/A,N/A,False,,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,0,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,0,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,,,,N/A,N/A,False,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,,,,N/A,N/A,False,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,,,,N/A,N/A,False,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,0,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,0,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,,,,N/A,N/A,False,,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,,,,N/A,N/A,False,,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,0,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,0,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,,,,N/A,N/A,False,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,0,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,0,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,0,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,0,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,0,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,1645,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,0.8202186490886407,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,0,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,1645,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,0.02813187255353699,airH,2021-07-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,1645,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,0.02813187255353699,airH,2021-07-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,1645,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,0.24383455994023173,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,1645,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,0.24383455994023173,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,1645,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,0.24383455994023173,airH,2021-07-02,N/A,N/A,True,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,1645,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,2.3969626549171124,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,0,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,1645,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,2.3969626549171124,airH,2021-07-02,N/A,N/A,True,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,0,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,,airH,2021-07-02,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,,,,N/A,N/A,False,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,0,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,,,,N/A,N/A,False,,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,,,,N/A,N/A,False,,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,0,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,,airH,2021-07-02,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,1736,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,13.547919882620183,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,0,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,1736,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,0.42146534504498673,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,367,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,30.003179317559294,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,,,,N/A,N/A,False,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,93,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,0.026683112885795814,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,,,,N/A,N/A,False,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,92,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,0.1440038797769278,airH,2018-01-01,N/A,N/A,True,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,1554,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,16.14003590517785,airH,2020-10-01,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,1646,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,24.20358199368774,airH,2020-10-01,N/A,N/A,True,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,1463,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,0.07876180861915925,airH,2020-10-01,N/A,N/A,True,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,1463,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,0.07876180861915925,airH,2020-10-01,N/A,N/A,True,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,0,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,,,,N/A,N/A,False,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,0,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,0,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,,,,N/A,N/A,False,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,,,,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,0,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,823,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,10.413406105025825,airH,2018-07-02,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,0.01808603769310672,airH,2018-10-01,N/A,N/A,True,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,274,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,0.01808603769310672,airH,2018-10-01,N/A,N/A,True,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,0,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,0,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,,,,N/A,N/A,False,,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,0,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,0,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,0,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,0,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,0,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,0,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,183,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,0.8382253433402309,airH,2018-10-01,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,183,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,0.8382253433402309,OGI_FU,2019-01-03,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,732,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,9.357477357192609,airH,2018-07-02,N/A,N/A,True,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,823,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,14.034845052285206,airH,2018-07-02,N/A,N/A,True,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,,airH,2019-04-02,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,,airH,2019-04-02,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,183,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,0.09952393077511584,airH,2018-07-02,N/A,N/A,True,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,274,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,0.146437719882262,airH,2018-10-01,N/A,N/A,True,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,182,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,0.08283142664001819,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,airH,2017-01-01,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,275,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,0.5356424506677399,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,184,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,0.2034063661294328,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,275,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,7.200204504291988,airH,2017-01-01,N/A,N/A,True,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,91,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,3.7998600638307365,airH,2021-04-02,N/A,N/A,True,OGI_FU,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,1189,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,5.956717378359694,airH,2019-07-02,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,365,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,5.6993645171548035,airH,2020-07-02,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,914,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,0.2621334609555829,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,0.008313190589855303,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,183,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,0.22273110952208572,airH,2021-01-01,N/A,N/A,True,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,0,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,,airH,2021-04-02,N/A,N/A,False,,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,0,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,914,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,0.2575035501450133,airH,2019-07-02,N/A,N/A,True,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,,,,N/A,N/A,False,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,,,,N/A,N/A,False,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,0,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,0,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,0,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,,,,N/A,N/A,False,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,0,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,,,,N/A,N/A,False,,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,0,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,0,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,,,,N/A,N/A,False,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,0,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,0,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,,,,N/A,N/A,False,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,0,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,1371,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,4.24957413470422,airH,2020-10-01,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,1371,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,2.195400926817629,airH,2020-10-01,N/A,N/A,True,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,,,,N/A,N/A,False,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,0,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,0,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,0,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,,,,N/A,N/A,False,,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,0,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,,,,N/A,N/A,False,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,0,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,367,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,1.98547679841066,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,1.671097248985855,airH,2017-07-02,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,274,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,1.671097248985855,airH,2017-07-02,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,92,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,2.0016946617795064,airH,2018-01-01,N/A,N/A,True,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,93,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,0.006752123484450192,airH,2017-04-02,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,0,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,,airH,2021-10-01,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,275,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,2.191650344446121,airH,2017-04-02,N/A,N/A,True,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,367,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,3.2647415056595728,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,,,,N/A,N/A,False,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,1369,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,0.018904641472715745,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,1369,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,0.018904641472715745,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,184,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,0.7295243513336808,airH,2017-04-02,N/A,N/A,True,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,92,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,0.1942547173959931,airH,2018-01-01,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,,,,N/A,N/A,False,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,1369,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,0.018904641472715745,airH,2021-10-01,N/A,N/A,True,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,1369,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,2.986751637977043,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,1369,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,2.986751637977043,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,0,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,,,,N/A,N/A,False,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,,,,N/A,N/A,False,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,,,,N/A,N/A,False,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,,,,N/A,N/A,False,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,0,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,639,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,0.15952700662720234,airH,2021-07-02,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,airH,2020-01-01,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,639,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,4.701798273350511,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,639,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,4.701798273350511,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,91,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,3.7664580704385986,airH,2021-10-01,N/A,N/A,True,OGI_FU,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,1005,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,1.9180848663879932,airH,2019-07-02,N/A,N/A,True,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,1097,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,1.8690920918838825,airH,2019-07-02,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,92,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,1.820099317379772,airH,2020-01-01,N/A,N/A,True,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,548,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,0.07590502945334253,airH,2021-07-02,N/A,N/A,True,OGI_FU,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,1097,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,4.45278678305685,airH,2019-07-02,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,548,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,0.07590502945334253,airH,2021-07-02,N/A,N/A,True,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,914,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,1.380487332011277,airH,2019-07-02,N/A,N/A,True,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,92,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,0.10772237394514675,airH,2020-01-01,N/A,N/A,True,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,0,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,0,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,,,,N/A,N/A,False,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,,,,N/A,N/A,False,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,,,,N/A,N/A,False,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,0,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,732,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,1.0538980460165583,airH,2018-07-02,N/A,N/A,True,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,732,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,4.742834148018943,airH,2018-07-02,N/A,N/A,True,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,0,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,18970.239916517447,,0.6015423616348758,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,34318.29136897866,,1.0882258805485368,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,28531.048322591694,,0.9047136073881181,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,6258.793086342321,,0.19846502683733894,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,358.82444922407785,,0.011378248643584407,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-05,2018-02-05,2018-02-05,0.0,631.2344631495707,,0.020016313519456198,,,,N/A,N/A,False,expired,False +0000000004,982.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,206.8330401898604,,0.01173480847119306,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,433.8192783925799,,0.013756319076375567,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-10,2018-07-10,2018-07-10,0.0,2362.722834390521,,0.07492144959381408,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,3040.429452875698,,0.09641138549199955,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-18,2021-02-17,2021-02-17,0.0,1271.2904451338197,,0.040312355566140906,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_4,active,146,146,0,2021-08-08,,,0.0,42.93923221248009,,0.003403985303500768,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-27,2019-06-27,2019-06-27,0.0,2094.2877639541543,,0.06640942934912969,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,575.0385078373101,,0.018234351466175486,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,2274.852560533092,,0.07213510148823857,,,,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,5836.821984616591,,0.1850844109784561,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-12,2021-12-12,2021-12-12,0.0,1014.0666852926809,,0.03215584364829657,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_1,active,304,304,0,2021-03-03,,,0.0,33.03744279730091,,0.001257821743927453,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-22,2018-01-22,2018-01-22,0.0,5208.92211109667,,0.16517383660250728,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,12.364231426849571,,0.00039206720658452467,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,1352.7884469159326,,0.042896640249744176,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_2,active,172,172,0,2021-07-13,,,0.0,2951.389180814363,,0.19860230814050137,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-11,2018-12-11,2018-12-11,0.0,130.21826004776528,,0.0041291939386023995,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,879.118389784443,,0.027876661269166762,,,,N/A,N/A,False,expired,False 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+1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_timeseries.csv new file mode 100644 index 000000000..ad23e4de5 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time 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+2021-12-27,5123.41160,0,5123.41160,0.00000,116,2,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2021-12-28,5123.41160,0,5123.41160,0.00000,116,0,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2021-12-29,5125.82442,0,5125.82442,0.00000,117,1,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2021-12-30,5125.82442,0,5125.82442,0.00000,117,0,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2021-12-31,5225.50915,0,5225.50915,0.00000,119,2,0,0,0.00000,0,0,0.00000,0,,0,0,0,0.00000,,0,0,0,0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_0_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_0_emissions_summary.csv new file mode 100644 index 000000000..b422c0c9b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_0_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,0,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,357,357,0,2016-12-24,2017-12-24,2017-12-24,0.0,350.0207156061337,,0.011347803052901418,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,912.0810297176926,,0.028921899724685837,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,1361.2470373315957,,0.04316486039230072,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,4028.1222897934153,,0.12773091989451468,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,6161.079835631087,,0.19536655998322827,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-08,2020-07-07,2020-07-07,0.0,65.42732975628881,,0.002074687016625089,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-16,2021-06-16,2021-06-16,0.0,531.575267009302,,0.016856141140579085,,,,N/A,N/A,False,expired,False +0000000004,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-30,2021-08-30,2021-08-30,0.0,44.13974094523854,,0.0013996620035907703,,,,N/A,N/A,False,expired,False +0000000005,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-30,2021-11-30,2021-11-30,0.0,617.8437808586908,,0.019591697769491715,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,active,104,104,0,2021-09-19,,,0.0,1061.7170910740988,,0.11815761786348145,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-09,2021-07-09,2021-07-09,0.0,16501.44416505885,,0.5232573619057219,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_0,active,213,213,0,2021-06-02,,,0.0,12256.47265002182,,0.6659968184892747,,,,N/A,N/A,False,,False +0000000000,300.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,4260.875209252875,,0.13511146655418804,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,10475.941200714595,,0.3321899163088088,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,524.7785616579042,,0.021163156603186867,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-18,2018-07-18,2018-07-18,0.0,7310.5524634512185,,0.23181609790243587,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,0,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,,,,N/A,N/A,False,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,,,,N/A,N/A,False,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,,,,N/A,N/A,False,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,,,,N/A,N/A,False,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,,,,N/A,N/A,False,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,0,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,0,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,0,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,0,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,,,,N/A,N/A,False,,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,0,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,,,,N/A,N/A,False,,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,0,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,,,,N/A,N/A,False,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,,,,N/A,N/A,False,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,0,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,,,,N/A,N/A,False,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,0,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,,,,N/A,N/A,False,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,,,,N/A,N/A,False,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,0,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,0,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,,,,N/A,N/A,False,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,0,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,0,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,0,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,0,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,0,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,0,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,0,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,,,,N/A,N/A,False,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,0,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,0,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,0,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,0,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,0,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,0,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,,,,N/A,N/A,False,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,0,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,,,,N/A,N/A,False,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,0,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,0,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,0,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,,,,N/A,N/A,False,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,0,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,0,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,,,,N/A,N/A,False,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,0,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,,,,N/A,N/A,False,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,,,,N/A,N/A,False,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,0,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,,,,N/A,N/A,False,,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,0,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,0,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,0,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,0,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,0,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,,,,N/A,N/A,False,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,,,,N/A,N/A,False,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,0,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,,,,N/A,N/A,False,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,,,,N/A,N/A,False,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,,,,N/A,N/A,False,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,,,,N/A,N/A,False,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,0,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,0,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,,,,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,0,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,0,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,0,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,,,,N/A,N/A,False,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,0,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,0,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,0,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,0,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,0,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,0,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,,,,N/A,N/A,False,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,0,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,0,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,,,,N/A,N/A,False,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,0,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,,,,N/A,N/A,False,,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,0,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,0,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,,,,N/A,N/A,False,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,0,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,0,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,,,,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,,,,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,0,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,0,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,0,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,,,,N/A,N/A,False,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,0,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,,,,N/A,N/A,False,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,0,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,,,,N/A,N/A,False,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,0,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,0,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,0,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,,,,N/A,N/A,False,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,,,,N/A,N/A,False,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,0,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,,,,N/A,N/A,False,,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,0,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,0,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,0,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,0,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,,,,N/A,N/A,False,,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,0,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,0,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,0,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,0,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,0,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,,,,N/A,N/A,False,,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,0,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,0,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,0,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,0,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,,,,N/A,N/A,False,,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,0,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,0,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,0,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,24.418331958356813,,0.0007743002269900054,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_3,active,29,29,0,2021-12-03,,,0.0,4026.49430153223,,1.6069980449921097,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-25,2019-03-25,2019-03-25,0.0,935.4092917906394,,0.029661634062361723,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,220.1341202891802,,0.006980407162898915,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,2790.885673699194,,0.08849840416347013,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,180.42195868184265,,0.0057211427791046,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-29,2020-07-28,2020-07-28,0.0,4572.933406543129,,0.1450067670770906,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,1651.2997518834645,,0.05826910258170536,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-16,2019-02-16,2019-02-16,0.0,288.38244668309744,,0.009144547396090101,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,445.92254578044657,,0.014140111167568702,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_1,active,124,124,0,2021-08-30,,,0.0,375.9129321534314,,0.0350874525979532,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,0,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,31.805682911968578,,0.18406066499981816,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-19,2019-01-19,2019-01-19,0.0,58.1692174286256,,0.0018445337845200914,,,,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,3694.507651331464,,0.11715206910614738,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,active,93,93,0,2021-09-30,,,0.0,117.2283417748445,,0.014589349583687338,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,41.609363848602406,,0.004224472450516001,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-23,2018-12-23,2018-12-23,0.0,1791.3208427999493,,0.05680241130136825,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,active,69,69,0,2021-10-24,,,0.0,87.99470554282966,,0.014760249856218072,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-03,2019-10-03,2019-10-03,0.0,238230.99256653336,,7.55425521837054,,,,N/A,N/A,False,expired,False +0000000004,2420.0,0,Placeholder_NonRep_4,active,189,189,0,2021-06-26,,,0.0,2221.4855652305173,,0.136040415272298,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,168.5228068104239,,0.014776480675717584,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,316,316,0,2016-11-13,2017-11-13,2017-11-13,0.0,2701.642026775154,,0.09895254727698495,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-29,2019-09-29,2019-09-29,0.0,283.29123468783774,,0.008983106122775168,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,137.36378573434624,,0.004355777071738528,,,,N/A,N/A,False,expired,False +0000000007,446.0,0,Placeholder_NonRep_0,active,357,357,0,2021-01-09,,,0.0,7461.6644859078515,,0.24190996491816613,,,,N/A,N/A,False,,False +0000000008,446.0,0,Placeholder_NonRep_0,active,25,25,0,2021-12-07,,,0.0,100.41109301136844,,0.046486617134892785,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,4523.844193076357,,0.14345015832941263,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-09,2018-11-09,2018-11-09,0.0,897.9614363278616,,0.02847417035539896,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,50.013243619013714,,0.0015859095515922664,,,,N/A,N/A,False,expired,False +0000000003,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,744.6918615739565,,0.023614024022512572,,,,N/A,N/A,False,expired,False +0000000004,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,322.2125386849606,,0.010217292576260799,,,,N/A,N/A,False,expired,False +0000000005,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,477.31671072085726,,0.015135613607333119,,,,N/A,N/A,False,expired,False +0000000006,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-15,2021-02-14,2021-02-14,0.0,231.26937884421068,,0.007333503895364367,,,,N/A,N/A,False,expired,False +0000000000,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-19,2018-10-19,2018-10-19,0.0,1145.0242860277533,,0.03630848192629862,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-08,2021-04-08,2021-04-08,0.0,144.74234982375006,,0.004589749804152399,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_2,active,25,25,0,2021-12-07,,,0.0,99.90111885285013,,0.04625051798743061,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-23,2019-01-23,2019-01-23,0.0,536.4959819296258,,0.017012175987113957,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_3,active,6,6,0,2021-12-26,,,0.0,874.3859940080346,,1.6867013773303137,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-24,2021-06-24,2021-06-24,0.0,157.30145245130936,,0.004987996335975055,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-14,2021-09-14,2021-09-14,0.0,2866.220896264097,,0.0908872684000538,,,,N/A,N/A,False,expired,False +0000000000,446.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,4764.957619310258,,0.1510958149197824,,,,N/A,N/A,False,expired,False +0000000002,157.0,0,Placeholder_NonRep_0,active,351,351,0,2021-01-15,,,0.0,149205.54617792388,,4.919988728564019,,,,N/A,N/A,False,,False 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+0000000000,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,1702.359934135241,,0.05398147939292367,,,,N/A,N/A,False,expired,False +0000000001,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,447.13704587471005,,0.014178622712922057,,,,N/A,N/A,False,expired,False diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_0_timeseries.csv new file mode 100644 index 000000000..d16726942 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally 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+2021-12-29,2631.65994,0,2631.65994,0.00000,107,0,0,0,0,0,0 +2021-12-30,2631.63580,0,2631.63580,0.00000,106,0,0,0,0,0,0 +2021-12-31,2631.63580,0,2631.63580,0.00000,106,0,0,0,0,0,0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_1_emissions_summary.csv new file mode 100644 index 000000000..93bf880ea --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_none/keptP_none_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,,,,N/A,N/A,False,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,0,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,,,,N/A,N/A,False,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,,,,N/A,N/A,False,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,,,,N/A,N/A,False,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,,,,N/A,N/A,False,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,,,,N/A,N/A,False,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,,,,N/A,N/A,False,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,,,,N/A,N/A,False,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,0,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,,,,N/A,N/A,False,,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,,,,N/A,N/A,False,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,,,,N/A,N/A,False,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,,,,N/A,N/A,False,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,,,,N/A,N/A,False,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,0,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,,,,N/A,N/A,False,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,0,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,,,,N/A,N/A,False,,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,0,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,0,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,,,,N/A,N/A,False,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,0,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,,,,N/A,N/A,False,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,0,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,,,,N/A,N/A,False,,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,,,,N/A,N/A,False,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,0,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,,,,N/A,N/A,False,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,0,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,,,,N/A,N/A,False,,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,,,,N/A,N/A,False,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,,,,N/A,N/A,False,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,0,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,,,,N/A,N/A,False,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,0,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,,,,N/A,N/A,False,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,,,,N/A,N/A,False,,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,0,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,,,,N/A,N/A,False,,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,0,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,,,,N/A,N/A,False,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,,,,N/A,N/A,False,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,,,,N/A,N/A,False,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,,,,N/A,N/A,False,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,,,,N/A,N/A,False,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,,,,N/A,N/A,False,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,0,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,,,,N/A,N/A,False,,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,0,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,,,,N/A,N/A,False,,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,,,,N/A,N/A,False,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,,,,N/A,N/A,False,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,,,,N/A,N/A,False,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,0,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,,,,N/A,N/A,False,,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,,,,N/A,N/A,False,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,0,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,,,,N/A,N/A,False,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,,,,N/A,N/A,False,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,,,,N/A,N/A,False,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,,,,N/A,N/A,False,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,0,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,0,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,,,,N/A,N/A,False,,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,,,,N/A,N/A,False,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,,,,N/A,N/A,False,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,,,,N/A,N/A,False,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,,,,N/A,N/A,False,,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,0,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,0,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,,,,N/A,N/A,False,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,0,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,0,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,0,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,0,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,0,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,0,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,,,,N/A,N/A,False,,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,0,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,0,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,,,,N/A,N/A,False,,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,0,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,0,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,0,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,0,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,,,,N/A,N/A,False,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,0,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,,,,N/A,N/A,False,,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,,,,N/A,N/A,False,,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,0,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,0,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,0,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,0,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,,,,N/A,N/A,False,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,,,,N/A,N/A,False,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,0,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,,,,N/A,N/A,False,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,0,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,0,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,,,,N/A,N/A,False,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,,,,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,0,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,0,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,0,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,,,,N/A,N/A,False,,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,0,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,0,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,0,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,0,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,0,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,0,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,0,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,0,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,0,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,,,,N/A,N/A,False,,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,0,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,,,,N/A,N/A,False,,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,0,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,,,,N/A,N/A,False,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,,,,N/A,N/A,False,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,0,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,0,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,0,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,,,,N/A,N/A,False,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,0,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,,,,N/A,N/A,False,,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,0,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,0,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,,,,N/A,N/A,False,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,0,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,0,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,,,,N/A,N/A,False,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,0,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,,,,N/A,N/A,False,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,0,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,0,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,0,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,,,,N/A,N/A,False,,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,0,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,,,,N/A,N/A,False,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,0,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,0,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,0,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,,,,N/A,N/A,False,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,0,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,,,,N/A,N/A,False,,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,0,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,,,,N/A,N/A,False,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,0,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,,,,N/A,N/A,False,,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,0,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,0,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,,,,N/A,N/A,False,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,,,,N/A,N/A,False,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,,,,N/A,N/A,False,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,,,,N/A,N/A,False,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,0,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,,,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,0,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,,,,N/A,N/A,False,,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,0,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,,,,N/A,N/A,False,,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,0,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,,,,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,,,,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,0,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,,,,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,,,,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,0,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,0,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,,,,N/A,N/A,False,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,,,,N/A,N/A,False,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,,,,N/A,N/A,False,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,0,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,0,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,18970.239916517447,,0.6015423616348758,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,34318.29136897866,,1.0882258805485368,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,28531.048322591694,,0.9047136073881181,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,6258.793086342321,,0.19846502683733894,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,358.82444922407785,,0.011378248643584407,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-05,2018-02-05,2018-02-05,0.0,631.2344631495707,,0.020016313519456198,,,,N/A,N/A,False,expired,False +0000000004,982.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,206.8330401898604,,0.01173480847119306,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,433.8192783925799,,0.013756319076375567,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-10,2018-07-10,2018-07-10,0.0,2362.722834390521,,0.07492144959381408,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,3040.429452875698,,0.09641138549199955,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-18,2021-02-17,2021-02-17,0.0,1271.2904451338197,,0.040312355566140906,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_4,active,146,146,0,2021-08-08,,,0.0,42.93923221248009,,0.003403985303500768,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-27,2019-06-27,2019-06-27,0.0,2094.2877639541543,,0.06640942934912969,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,575.0385078373101,,0.018234351466175486,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,2274.852560533092,,0.07213510148823857,,,,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,5836.821984616591,,0.1850844109784561,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-12,2021-12-12,2021-12-12,0.0,1014.0666852926809,,0.03215584364829657,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_1,active,304,304,0,2021-03-03,,,0.0,33.03744279730091,,0.001257821743927453,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-22,2018-01-22,2018-01-22,0.0,5208.92211109667,,0.16517383660250728,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,12.364231426849571,,0.00039206720658452467,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,1352.7884469159326,,0.042896640249744176,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_2,active,172,172,0,2021-07-13,,,0.0,2951.389180814363,,0.19860230814050137,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-11,2018-12-11,2018-12-11,0.0,130.21826004776528,,0.0041291939386023995,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,879.118389784443,,0.027876661269166762,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-23,2021-06-23,2021-06-23,0.0,306.0971237366008,,0.00970627612051626,,,,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_3,active,38,38,0,2021-11-24,,,0.0,24.277773787206698,,0.007394546109651163,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-19,2018-07-19,2018-07-19,0.0,3387.014936836363,,0.10740153909298461,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,28918.46979584127,,0.9169986617149057,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-08,2021-09-08,2021-09-08,0.0,1262.7425816644695,,0.04004130459362219,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,active,327,327,0,2021-02-08,,,0.0,1698.6016136731678,,0.06012153180120794,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,1202.577212642725,,0.10159647984613451,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-20,2020-09-19,2020-09-19,0.0,4709.618641910242,,0.14934102745783365,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,active,231,231,0,2021-05-15,,,0.0,3674.0915315787265,,0.18408747853428764,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-09-29,2019-09-29,2019-09-29,0.0,15076.610311290246,,0.47807617679129394,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,369.514240858885,,0.011717219712673928,,,,N/A,N/A,False,expired,False +0000000000,446.0,0,Placeholder_NonRep_1,expired,323,323,0,2016-11-20,2017-11-20,2017-11-20,0.0,2003.2027241500627,,0.07178085670185697,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-05,2020-07-04,2020-07-04,0.0,1427.0870203354802,,0.04525263255756849,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-13,2020-11-12,2020-11-12,0.0,175392.32583756122,,5.561654167857725,,,,N/A,N/A,False,expired,False +0000000000,446.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,336561.66409506433,,10.67230035816414,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,928.9485150032425,,0.029456764174379833,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-03,2021-09-03,2021-09-03,0.0,391.10345679038585,,0.012401809258954396,,,,N/A,N/A,False,expired,False +0000000003,446.0,0,Placeholder_NonRep_3,active,298,298,0,2021-03-09,,,0.0,68.51405775275492,,0.0026610294615630014,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-08,2018-02-08,2018-02-08,0.0,8359.851169649877,,0.26508914160482866,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-10-16,2020-10-15,2020-10-15,0.0,3174.3781285025675,,0.10065887013262835,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-06,2021-05-06,2021-05-06,0.0,28.938928180186466,,0.0009176473928268157,,,,N/A,N/A,False,expired,False +0000000000,157.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-05,2020-07-04,2020-07-04,0.0,10074.949879129046,,0.3194745649140362,,,,N/A,N/A,False,expired,False +0000000000,157.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-07,2018-06-07,2018-06-07,0.0,127.93040809285473,,0.004056646629022537,,,,N/A,N/A,False,expired,False +0000000001,157.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,1378.058033370547,,0.04369793357973576,,,,N/A,N/A,False,expired,False +0000000002,157.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-05,2020-11-04,2020-11-04,0.0,57.77731261125571,,0.0018321065642838566,,,,N/A,N/A,False,expired,False +0000000003,157.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-14,2021-11-14,2021-11-14,0.0,9988.645366821538,,0.3167378667815049,,,,N/A,N/A,False,expired,False +0000000002,157.0,0,Placeholder_NonRep_2,active,331,331,0,2021-02-04,,,0.0,14596.722585290687,,0.5104034696098623,,,,N/A,N/A,False,,False +0000000003,157.0,0,Placeholder_NonRep_2,active,184,184,0,2021-07-01,,,0.0,1140.5178873059224,,0.07174151364394137,,,,N/A,N/A,False,,False +0000000000,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-21,2018-03-21,2018-03-21,0.0,1916.3414203126604,,0.06076678780798644,,,,N/A,N/A,False,expired,False +0000000001,157.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,5423.802315436934,,0.17198764318356588,,,,N/A,N/A,False,expired,False +0000000000,157.0,0,Placeholder_NonRep_3,expired,143,143,0,2016-05-24,2017-05-24,2017-05-24,0.0,55.79061534174014,,0.004515557444779537,,,,N/A,N/A,False,expired,False 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ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,228,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,0.06908231508931957,OGI_FU,2017-12-08,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,363,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,8.779675793252101,stationary,2020-06-26,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,45,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,0.024640260112217933,OGI_FU,2021-10-09,N/A,N/A,True,OGI_FU,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,357,357,132,2016-12-24,2017-12-24,2017-12-24,0.0,350.0207156061337,,0.011347803052901418,0.011347803052901418,OGI_FU,2017-01-21,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_1,expired,365,365,207,2019-03-24,2020-03-23,2020-03-23,0.0,912.0810297176926,,0.028921899724685837,0.03604338005849325,OGI_FU,2019-03-27,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_1,expired,365,365,210,2019-08-03,2020-08-02,2020-08-02,0.0,1361.2470373315957,,0.04316486039230072,0.0431648586944075,OGI_FU,2019-08-03,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,348,2018-03-01,2019-03-01,2019-03-01,0.0,4028.1222897934153,,0.12773091989451468,0.16154873993887126,OGI_FU,2018-03-02,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,363,2018-10-12,2019-10-12,2019-10-12,0.0,6161.079835631087,,0.19536655998322827,0.09872062354493094,OGI_FU,2018-10-13,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,141,2019-07-08,2020-07-07,2020-07-07,0.0,65.42732975628881,,0.002074687016625089,0.008543047895813508,OGI_FU,2019-07-10,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_2,expired,365,365,204,2020-06-16,2021-06-16,2021-06-16,0.0,531.575267009302,,0.016856141140579085,0.01261583363788709,OGI_FU,2020-06-16,N/A,N/A,True,expired,False +0000000004,35.0,0,Placeholder_NonRep_2,expired,365,365,210,2020-08-30,2021-08-30,2021-08-30,0.0,44.13974094523854,,0.0013996620035907703,0.010495938694372216,stationary,2020-08-30,N/A,N/A,True,expired,False +0000000005,35.0,0,Placeholder_NonRep_2,expired,365,365,216,2020-11-30,2021-11-30,2021-11-30,0.0,617.8437808586908,,0.019591697769491715,0.01959114260841535,stationary,2020-11-30,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,active,104,104,87,2021-09-19,,,0.0,1061.7170910740988,,0.11815761786348145,0.11815761786348145,OGI_FU,2021-09-21,N/A,N/A,True,OGI_FU,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,23,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,0.0008876669000936238,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,69,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,0.0038936766422563458,OGI_FU,2019-07-19,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,285,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,0.8115638765153703,OGI_FU,2017-07-02,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,363,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,1.2080524693288486,OGI_FU,2017-10-03,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,366,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,2.0977225946811178,OGI_FU,2018-05-28,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-07-09,2021-07-09,2021-07-09,0.0,16501.44416505885,,0.5232573619057219,0.5232573619057219,stationary,2020-07-09,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_0,active,213,213,213,2021-06-02,,,0.0,12256.47265002182,,0.6659968184892747,0.6659968184892747,OGI_FU,2021-06-02,N/A,N/A,True,OGI_FU,False +0000000000,300.0,0,Placeholder_NonRep_0,expired,365,365,306,2017-05-02,2018-05-02,2018-05-02,0.0,4260.875209252875,,0.13511146655418804,0.13511146655418804,OGI_FU,2017-05-03,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_0,expired,365,365,366,2018-06-12,2019-06-12,2019-06-12,0.0,10475.941200714595,,0.3321899163088088,0.3321899163088088,OGI_FU,2018-06-12,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,287,287,161,2016-10-15,2017-10-15,2017-10-15,0.0,524.7785616579042,,0.021163156603186867,0.12648962705662553,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,363,2017-07-18,2018-07-18,2018-07-18,0.0,7310.5524634512185,,0.23181609790243587,0.23181609790243585,OGI_FU,2017-07-20,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,363,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,0.45520545737307627,OGI_FU,2019-08-09,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,86,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,0.5544962083469895,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,366,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,0.26135860107081543,OGI_FU,2018-02-06,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,363,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,0.15233418218397354,OGI_FU,2018-02-12,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,72,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,0.15416868954736118,OGI_FU,2017-01-06,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,366,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,0.20961252821567217,OGI_FU,2017-04-09,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,360,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,0.13264416597739423,OGI_FU,2017-04-18,N/A,N/A,True,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,57,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,0.0014490523782109967,OGI_FU,2018-05-19,N/A,N/A,True,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,189,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,0.0261029510177683,OGI_FU,2018-12-18,N/A,N/A,True,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,279,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,0.034653842136661464,OGI_FU,2019-05-26,N/A,N/A,True,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,264,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,0.014123852271039204,OGI_FU,2019-07-01,N/A,N/A,True,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,237,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,0.012517434493343076,OGI_FU,2019-08-30,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,18,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,0.08016211613193414,OGI_FU,2021-11-29,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,194,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,0.1601330949436391,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,42,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,0.02116465757934936,OGI_FU,2021-09-03,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,84,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,0.009780009272425397,OGI_FU,2019-02-22,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,48,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,0.001642696694598607,OGI_FU,2017-01-15,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,252,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,0.048854496579385266,OGI_FU,2019-11-10,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,150,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,0.8665432613191577,OGI_FU,2021-08-04,N/A,N/A,True,OGI_FU,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,132,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,0.024068386748116816,OGI_FU,2021-03-01,N/A,N/A,True,OGI_FU,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,51,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,0.024068453252973684,OGI_FU,2021-09-27,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,17,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,0.09894305982301914,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,101,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,0.04536250791134232,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,137,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,0.04817110426603175,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,246,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,0.06124508583293828,OGI_FU,2017-02-11,N/A,N/A,True,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,228,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,0.06314320526060085,OGI_FU,2017-11-05,N/A,N/A,True,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,0.4181806857825292,OGI_FU,2020-02-11,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,162,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,0.028796880941451396,OGI_FU,2017-06-03,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,33,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,0.00027941115642747636,OGI_FU,2021-03-11,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,273,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,0.13445657515618245,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,0.4884339800214908,OGI_FU,2019-12-17,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,87,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,0.01514055812720078,OGI_FU,2021-05-28,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,366,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,0.1254104707545236,OGI_FU,2017-10-19,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,261,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,0.027375435425106835,OGI_FU,2018-07-07,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,249,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,0.030249547921231697,OGI_FU,2018-08-06,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,63,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,0.014727930611474163,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,270,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,0.09032007015608923,OGI_FU,2019-09-06,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,153,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,0.011734478887523908,OGI_FU,2017-05-16,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,126,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,0.0011118446652380563,OGI_FU,2017-09-10,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,114,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,0.6236304218274452,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,288,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,0.08862685840201118,OGI_FU,2017-06-21,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,0.6428230917478598,OGI_FU,2020-02-09,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,45,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,0.002481614376454088,OGI_FU,2017-01-13,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,72,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,0.019075121741447827,OGI_FU,2019-04-06,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,87,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,0.028655054842626967,OGI_FU,2019-04-06,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,276,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,0.10188976077251022,OGI_FU,2020-01-28,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,324,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,0.14644364790434544,OGI_FU,2020-09-12,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,114,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,0.028895762446335155,OGI_FU,2021-06-09,N/A,N/A,True,OGI_FU,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,264,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,0.04934544862736,OGI_FU,2018-04-20,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,228,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,0.02686262065335867,OGI_FU,2018-08-27,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,63,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,0.3468236564307674,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,99,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,0.006447383832098155,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,0.2280170048600577,OGI_FU,2018-06-28,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,240,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,0.04185155543010041,OGI_FU,2020-03-13,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,207,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,0.01564419221738334,OGI_FU,2020-07-11,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,24,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,0.004951888452259027,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,138,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,0.030230157348805544,OGI_FU,2019-03-28,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,219,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,0.04972928509749844,OGI_FU,2020-03-10,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,234,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,0.023484014177935678,OGI_FU,2017-10-01,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,219,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,0.009322389402131002,OGI_FU,2017-12-03,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,213,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,0.009322389402131002,OGI_FU,2017-12-15,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,300,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,1.0089826795865713,OGI_FU,2017-05-19,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,363,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,1.1481914364926662,OGI_FU,2018-04-05,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,351,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,0.01714992603830664,OGI_FU,2018-05-11,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,102,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,0.008563129750538245,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,147,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,0.01680899487327648,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,120,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,0.012199976885925787,OGI_FU,2018-03-12,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,357,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,0.3437180230217598,OGI_FU,2019-11-20,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,0.6174541140022427,OGI_FU,2020-01-28,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,42,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,0.05056478128910967,OGI_FU,2021-11-03,N/A,N/A,True,OGI_FU,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,129,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,0.1984010086324608,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,180,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,0.03772759617805344,OGI_FU,2018-02-22,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,60,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,0.008361667745839785,OGI_FU,2020-04-27,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,135,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,0.036056981858092765,OGI_FU,2020-12-23,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,105,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,0.011759143316495354,OGI_FU,2017-06-25,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,51,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,0.0024316076760836644,OGI_FU,2018-09-24,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,243,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,0.08705564267619109,OGI_FU,2020-03-11,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,55,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,0.17850378917646528,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,148,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,0.05495502329937894,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,262,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,0.05506998980960609,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,84,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,0.006322758122202028,OGI_FU,2019-09-28,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,366,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,1.0841549403448343,OGI_FU,2018-07-17,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,21,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,0.04034084693320754,OGI_FU,2021-11-25,N/A,N/A,True,OGI_FU,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,81,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,0.003277754675043137,OGI_FU,2018-02-26,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,171,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,0.02729236126273371,OGI_FU,2017-09-05,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,9,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,0.013521520470734344,OGI_FU,2021-12-10,N/A,N/A,True,OGI_FU,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,60,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,0.0025940963231708704,OGI_FU,2019-07-18,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,309,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,0.14250239581656887,OGI_FU,2017-10-17,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,363,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,0.9316433740142076,OGI_FU,2018-06-05,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,363,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,0.10205981967557815,OGI_FU,2019-11-09,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,315,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,0.019276928623856687,OGI_FU,2020-01-05,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,141,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,0.11198680153671035,OGI_FU,2021-07-13,N/A,N/A,True,OGI_FU,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,51,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,0.0013268168262409595,OGI_FU,2017-01-29,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,366,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,3.4252133129959765,OGI_FU,2018-02-14,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,24,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,0.00034351951372448117,OGI_FU,2017-01-14,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,366,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,0.3944536513047329,OGI_FU,2018-03-07,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,27,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,0.01377323422141332,OGI_FU,2017-01-29,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,231,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,0.0556659099948454,OGI_FU,2018-09-06,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,108,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,0.07507273383772317,OGI_FU,2021-08-12,N/A,N/A,True,OGI_FU,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,138,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,0.023887236183847377,OGI_FU,2017-07-25,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,174,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,0.024089811156733015,OGI_FU,2020-06-24,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,0,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,0,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,0,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,0,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,,,,N/A,N/A,False,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,0,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,,,,N/A,N/A,False,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,,stationary,2017-03-13,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,,stationary,2017-04-02,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,0,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,stationary,2017-04-16,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,0,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,0,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,,stationary,2017-03-30,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,,,,N/A,N/A,False,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,0,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,0,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,,,,N/A,N/A,False,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,0,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,,,,N/A,N/A,False,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,,,,N/A,N/A,False,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,0,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,,,,N/A,N/A,False,,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,0,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,0,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,0,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,0,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,0,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,,,,N/A,N/A,False,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,,stationary,2019-06-19,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,,stationary,2019-11-09,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,,stationary,2019-04-07,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,0,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,,stationary,2019-10-04,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,,,,N/A,N/A,False,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,,,,N/A,N/A,False,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,,,,N/A,N/A,False,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,,,,N/A,N/A,False,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,0,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,0,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,,stationary,2020-07-24,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,,stationary,2020-06-04,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,0,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,0,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,0,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,,,,N/A,N/A,False,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,0,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,0,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,0,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,0,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,0,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,0,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,,,,N/A,N/A,False,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,0,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,0,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,,,,N/A,N/A,False,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,0,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,,,,N/A,N/A,False,,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,0,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,0,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,,stationary,2019-05-27,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,,,,N/A,N/A,False,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,0,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,0,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,,,,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,0,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,0,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,,stationary,2019-11-28,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,0,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,,,,N/A,N/A,False,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,0,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,,,,N/A,N/A,False,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,0,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,,,,N/A,N/A,False,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,0,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,0,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,0,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,,stationary,2019-06-03,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,,,,N/A,N/A,False,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,,,,N/A,N/A,False,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,0,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,,,,N/A,N/A,False,,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,0,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,0,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,0,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,0,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,,,,N/A,N/A,False,,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,0,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,0,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,0,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,0,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,0,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,,,,N/A,N/A,False,,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,0,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,0,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,0,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,0,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,,,,N/A,N/A,False,,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,0,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,0,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,0,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,24.418331958356813,,0.0007743002269900054,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_3,active,29,29,0,2021-12-03,,,0.0,4026.49430153223,,1.6069980449921097,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-25,2019-03-25,2019-03-25,0.0,935.4092917906394,,0.029661634062361723,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,220.1341202891802,,0.006980407162898915,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,2790.885673699194,,0.08849840416347013,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,180.42195868184265,,0.0057211427791046,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-29,2020-07-28,2020-07-28,0.0,4572.933406543129,,0.1450067670770906,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,1651.2997518834645,,0.05826910258170536,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-16,2019-02-16,2019-02-16,0.0,288.38244668309744,,0.009144547396090101,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,445.92254578044657,,0.014140111167568702,,stationary,2019-12-30,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_1,active,124,124,0,2021-08-30,,,0.0,375.9129321534314,,0.0350874525979532,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,,stationary,2019-11-16,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,,stationary,2020-05-18,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,,stationary,2020-09-28,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,,stationary,2020-10-14,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,,stationary,2019-11-16,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,0,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,31.805682911968578,,0.18406066499981816,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-19,2019-01-19,2019-01-19,0.0,58.1692174286256,,0.0018445337845200914,,stationary,2018-10-03,N/A,N/A,False,expired,False +0000000000,2420.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,3694.507651331464,,0.11715206910614738,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_2,active,93,93,0,2021-09-30,,,0.0,117.2283417748445,,0.014589349583687338,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_2,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,41.609363848602406,,0.004224472450516001,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-23,2018-12-23,2018-12-23,0.0,1791.3208427999493,,0.05680241130136825,,stationary,2018-10-03,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_3,active,69,69,0,2021-10-24,,,0.0,87.99470554282966,,0.014760249856218072,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-10-03,2019-10-03,2019-10-03,0.0,238230.99256653336,,7.55425521837054,,stationary,2018-10-03,N/A,N/A,False,expired,False +0000000004,2420.0,0,Placeholder_NonRep_4,active,189,189,0,2021-06-26,,,0.0,2221.4855652305173,,0.136040415272298,,,,N/A,N/A,False,,False +0000000000,2420.0,0,Placeholder_NonRep_4,expired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,168.5228068104239,,0.014776480675717584,,,,N/A,N/A,False,expired,False +0000000001,2420.0,0,Placeholder_NonRep_4,expired,316,316,0,2016-11-13,2017-11-13,2017-11-13,0.0,2701.642026775154,,0.09895254727698495,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-29,2019-09-29,2019-09-29,0.0,283.29123468783774,,0.008983106122775168,,stationary,2018-10-03,N/A,N/A,False,expired,False +0000000003,2420.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,137.36378573434624,,0.004355777071738528,,stationary,2019-06-27,N/A,N/A,False,expired,False +0000000007,446.0,0,Placeholder_NonRep_0,active,357,357,0,2021-01-09,,,0.0,7461.6644859078515,,0.24190996491816613,,,,N/A,N/A,False,,False +0000000008,446.0,0,Placeholder_NonRep_0,active,25,25,0,2021-12-07,,,0.0,100.41109301136844,,0.046486617134892785,,,,N/A,N/A,False,,False +0000000000,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,4523.844193076357,,0.14345015832941263,,,,N/A,N/A,False,expired,False +0000000001,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-09,2018-11-09,2018-11-09,0.0,897.9614363278616,,0.02847417035539896,,,,N/A,N/A,False,expired,False +0000000002,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,50.013243619013714,,0.0015859095515922664,,,,N/A,N/A,False,expired,False +0000000003,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,744.6918615739565,,0.023614024022512572,,,,N/A,N/A,False,expired,False +0000000004,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,322.2125386849606,,0.010217292576260799,,,,N/A,N/A,False,expired,False +0000000005,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,477.31671072085726,,0.015135613607333119,,,,N/A,N/A,False,expired,False +0000000006,446.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-15,2021-02-14,2021-02-14,0.0,231.26937884421068,,0.007333503895364367,,,,N/A,N/A,False,expired,False 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_emissions.csv new file mode 100644 index 000000000..7614400f0 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_emissions.csv @@ -0,0 +1,27451 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +35.0,0.0,Placeholder_NonRep_0,0.0,2017-01-01,2017-01-01,False,False,2017-01-01,2017-01-03,0.0,311.0,True +35.0,0.0,Placeholder_NonRep_0,0.0,2017-01-03,,True,False,2017-01-03,2017-01-06,0.0,311.0,True +35.0,0.0,Placeholder_NonRep_0,0.0,2017-01-06,,True,False,2017-01-06,2017-01-09,0.0,311.0,True 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+895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-01-22,,True,False,2017-01-22,2017-01-25,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-01-25,,True,False,2017-01-25,2017-01-28,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-01-28,,True,False,2017-01-28,2017-01-31,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-01-31,,True,False,2017-01-31,2017-02-03,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-02-03,,True,False,2017-02-03,2017-02-06,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-02-06,,True,False,2017-02-06,2017-02-09,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-02-09,,True,False,2017-02-09,2017-02-12,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-02-12,,True,False,2017-02-12,2017-02-15,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-15,,True,False,2017-02-15,2017-02-18,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-18,,True,False,2017-02-18,2017-02-21,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-21,,True,True,2017-02-21,2017-02-21,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-02-24,,False,False,2017-02-21,2017-02-27,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-02-27,,True,False,2017-02-27,2017-03-02,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-02,,True,False,2017-03-02,2017-03-05,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-05,,True,False,2017-03-05,2017-03-08,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-08,,True,False,2017-03-08,2017-03-11,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-11,,True,False,2017-03-11,2017-03-14,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-14,,True,False,2017-03-14,2017-03-17,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-17,,True,True,2017-03-17,2017-03-17,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-20,,False,False,2017-03-17,2017-03-23,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-23,,True,False,2017-03-23,2017-03-26,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-26,,True,False,2017-03-26,2017-03-29,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-03-29,,True,False,2017-03-29,2017-04-01,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-01,,True,False,2017-04-01,2017-04-04,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-04,,True,False,2017-04-04,2017-04-07,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-04-07,,True,False,2017-04-07,2017-04-10,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-04-10,,True,True,2017-04-10,2017-04-10,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-13,,False,False,2017-04-10,2017-04-16,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-16,,True,False,2017-04-16,2017-04-19,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-04-19,,True,True,2017-04-19,2017-04-19,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-22,,False,False,2017-04-19,2017-04-25,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-25,,True,False,2017-04-25,2017-04-28,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-04-28,,True,False,2017-04-28,2017-05-01,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-05-01,,True,False,2017-05-01,2017-05-04,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-05-04,,True,True,2017-05-04,2017-05-04,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-07,,False,False,2017-05-04,2017-05-10,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-10,,True,False,2017-05-10,2017-05-13,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-13,,True,False,2017-05-13,2017-05-16,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-16,,True,False,2017-05-16,2017-05-19,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-19,,True,False,2017-05-19,2017-05-22,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-22,,True,False,2017-05-22,2017-05-25,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-25,,True,False,2017-05-25,2017-05-28,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-28,,True,False,2017-05-28,2017-05-31,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-05-31,,True,False,2017-05-31,2017-06-03,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-03,,True,False,2017-06-03,2017-06-06,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-06,,True,False,2017-06-06,2017-06-09,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-09,,True,False,2017-06-09,2017-06-12,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-12,,True,False,2017-06-12,2017-06-15,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-15,,True,False,2017-06-15,2017-06-18,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-18,,True,False,2017-06-18,2017-06-21,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-06-21,,True,True,2017-06-21,2017-06-21,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-06-24,,False,False,2017-06-21,2017-06-27,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-06-27,,True,False,2017-06-27,2017-06-30,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-06-30,,True,True,2017-06-30,2017-06-30,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-03,,False,False,2017-06-30,2017-07-06,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-06,,True,False,2017-07-06,2017-07-09,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-09,,True,False,2017-07-09,2017-07-12,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-12,,True,False,2017-07-12,2017-07-15,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-15,,True,False,2017-07-15,2017-07-18,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-18,,True,False,2017-07-18,2017-07-21,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-21,,True,False,2017-07-21,2017-07-24,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-24,,True,False,2017-07-24,2017-07-27,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-27,,True,False,2017-07-27,2017-07-30,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-07-30,,True,False,2017-07-30,2017-08-02,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-02,,True,False,2017-08-02,2017-08-05,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-05,,True,False,2017-08-05,2017-08-08,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-08,,True,False,2017-08-08,2017-08-11,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-11,,True,False,2017-08-11,2017-08-14,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-08-14,,True,True,2017-08-14,2017-08-14,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-17,,False,False,2017-08-14,2017-08-20,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-20,,True,False,2017-08-20,2017-08-23,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-23,,True,False,2017-08-23,2017-08-26,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-26,,True,False,2017-08-26,2017-08-29,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-08-29,,True,False,2017-08-29,2017-09-01,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-09-01,,True,False,2017-09-01,2017-09-04,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-09-04,,True,True,2017-09-04,2017-09-04,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-09-07,,False,False,2017-09-04,2017-09-10,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-09-10,,True,False,2017-09-10,2017-09-13,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-09-13,,True,True,2017-09-13,2017-09-13,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-09-16,,False,False,2017-09-13,2017-09-19,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-09-19,,True,False,2017-09-19,2017-09-22,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-09-22,,True,False,2017-09-22,2017-09-25,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-09-25,,True,False,2017-09-25,2017-09-28,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-09-28,,True,True,2017-09-28,2017-09-28,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-01,,False,False,2017-09-28,2017-10-04,69.70228856096499,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-04,,True,False,2017-10-04,2017-10-07,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-07,,True,False,2017-10-07,2017-10-10,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-10,,True,False,2017-10-10,2017-10-13,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-13,,True,False,2017-10-13,2017-10-16,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-16,,True,False,2017-10-16,2017-10-19,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-19,,True,False,2017-10-19,2017-10-22,34.851144280482494,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.13445657515618245,2017-10-22,,True,False,2017-10-22,2017-10-25,34.851144280482494,311.0,True 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+2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-05-27,,True,False,2020-05-27,2020-05-30,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-05-30,,True,False,2020-05-30,2020-06-02,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-02,,True,False,2020-06-02,2020-06-05,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-05,,True,False,2020-06-05,2020-06-08,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-08,,True,False,2020-06-08,2020-06-11,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-11,,True,False,2020-06-11,2020-06-14,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-14,,True,False,2020-06-14,2020-06-17,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-17,,True,False,2020-06-17,2020-06-20,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-20,,True,False,2020-06-20,2020-06-23,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-23,,True,False,2020-06-23,2020-06-26,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-26,,True,False,2020-06-26,2020-06-29,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-06-29,,True,False,2020-06-29,2020-07-02,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-02,,True,False,2020-07-02,2020-07-05,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-05,,True,False,2020-07-05,2020-07-08,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-08,,True,False,2020-07-08,2020-07-11,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-11,,True,False,2020-07-11,2020-07-14,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-14,,True,False,2020-07-14,2020-07-17,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-17,,True,False,2020-07-17,2020-07-20,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-20,,True,False,2020-07-20,2020-07-23,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-23,,True,False,2020-07-23,2020-07-26,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-26,,True,False,2020-07-26,2020-07-29,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-07-29,,True,False,2020-07-29,2020-08-01,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-01,,True,False,2020-08-01,2020-08-04,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-04,,True,False,2020-08-04,2020-08-07,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-07,,True,False,2020-08-07,2020-08-10,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-10,,True,False,2020-08-10,2020-08-13,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-13,,True,False,2020-08-13,2020-08-16,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-16,,True,False,2020-08-16,2020-08-19,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-19,,True,False,2020-08-19,2020-08-22,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-22,,True,False,2020-08-22,2020-08-25,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-25,,True,False,2020-08-25,2020-08-28,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-28,,True,False,2020-08-28,2020-08-31,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-08-31,,True,False,2020-08-31,2020-09-03,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-03,,True,False,2020-09-03,2020-09-06,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-06,,True,False,2020-09-06,2020-09-09,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-09,,True,False,2020-09-09,2020-09-12,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-12,,True,False,2020-09-12,2020-09-15,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-15,,True,False,2020-09-15,2020-09-18,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-18,,True,False,2020-09-18,2020-09-21,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-21,,True,False,2020-09-21,2020-09-24,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-24,,True,False,2020-09-24,2020-09-27,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-27,,True,False,2020-09-27,2020-09-30,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-09-30,,True,False,2020-09-30,2020-10-03,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-03,,True,False,2020-10-03,2020-10-06,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-06,,True,False,2020-10-06,2020-10-09,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-09,,True,False,2020-10-09,2020-10-12,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-12,,True,False,2020-10-12,2020-10-15,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-15,,True,False,2020-10-15,2020-10-18,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-18,,True,False,2020-10-18,2020-10-21,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-21,,True,False,2020-10-21,2020-10-24,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-24,,True,False,2020-10-24,2020-10-27,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-27,,True,False,2020-10-27,2020-10-30,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-10-30,,True,False,2020-10-30,2020-11-02,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-02,,True,False,2020-11-02,2020-11-05,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-05,,True,False,2020-11-05,2020-11-08,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-08,,True,False,2020-11-08,2020-11-11,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-11,,True,False,2020-11-11,2020-11-14,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-14,,True,False,2020-11-14,2020-11-17,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-17,,True,False,2020-11-17,2020-11-20,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-20,,True,False,2020-11-20,2020-11-23,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-23,,True,False,2020-11-23,2020-11-26,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-26,,True,False,2020-11-26,2020-11-29,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-11-29,,True,False,2020-11-29,2020-12-02,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-02,,True,False,2020-12-02,2020-12-05,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-05,,True,False,2020-12-05,2020-12-08,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-08,,True,False,2020-12-08,2020-12-11,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-11,,True,False,2020-12-11,2020-12-14,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-14,,True,False,2020-12-14,2020-12-17,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-17,,True,False,2020-12-17,2020-12-20,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-20,,True,False,2020-12-20,2020-12-23,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-23,,True,False,2020-12-23,2020-12-26,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-26,,True,False,2020-12-26,2020-12-29,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2020-12-29,,True,False,2020-12-29,2021-01-01,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-01,,True,False,2021-01-01,2021-01-04,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-04,,True,False,2021-01-04,2021-01-07,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-07,,True,False,2021-01-07,2021-01-10,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-10,,True,False,2021-01-10,2021-01-13,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-13,,True,False,2021-01-13,2021-01-16,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-16,,True,False,2021-01-16,2021-01-19,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-19,,True,False,2021-01-19,2021-01-22,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-22,,True,False,2021-01-22,2021-01-25,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-25,,True,False,2021-01-25,2021-01-28,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-28,,True,False,2021-01-28,2021-01-31,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-01-31,,True,False,2021-01-31,2021-02-03,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-02-03,,True,False,2021-02-03,2021-02-06,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.6428230917478598,2021-02-06,,True,False,2021-02-06,2021-02-09,166.61974538104525,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-09,,True,False,2021-02-09,2021-02-12,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-12,,True,False,2021-02-12,2021-02-15,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-15,,True,False,2021-02-15,2021-02-18,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-18,,True,False,2021-02-18,2021-02-21,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-21,,True,False,2021-02-21,2021-02-24,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-24,,True,False,2021-02-24,2021-02-27,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_1,0.0,2021-02-27,,True,False,2021-02-27,2021-03-02,0.0,311.0,True 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+2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-21,,True,False,2021-12-21,2021-12-24,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-24,,True,False,2021-12-24,2021-12-27,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-27,,True,False,2021-12-27,2021-12-30,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-30,,True,False,2021-12-30,2021-12-31,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2021-12-31,0.0,311.0,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_timeseries.csv new file mode 100644 index 000000000..8dca214dc --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4317.06166,0,4317.06166,750.00000,127,128,0,0,0.00000,0,0,750,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-02,4301.27345,0,4301.27345,250.00000,127,1,0,0,0.00000,0,0,250,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-03,4326.86803,0,4326.86803,1250.00000,128,1,0,0,5.00000,0,0,250,50,,50,0,0,1000.00000,,5,3,120,360 +2017-01-04,4326.86803,0,4326.86803,1250.00000,128,0,0,0,6.00000,0,0,250,0,,50,0,0,1000.00000,,6,3,120,360 +2017-01-05,4326.86803,0,4326.86803,1250.00000,128,0,0,0,1.00000,0,0,250,3,,50,0,0,1000.00000,,1,3,120,360 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+2021-12-29,2631.65994,0,2631.65994,1250.00000,107,0,0,0,5.00000,0,0,250,3,,50,0,0,1000.00000,,5,3,120,360 +2021-12-30,2631.63580,0,2631.63580,1250.00000,106,0,0,0,2.00000,0,0,250,3,,50,0,0,1000.00000,,2,3,120,360 +2021-12-31,2631.63580,0,2631.63580,1250.00000,106,0,0,0,3.00000,0,0,250,3,,50,0,0,1000.00000,,3,3,120,360 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_emissions_summary.csv new file mode 100644 index 000000000..245d58ae9 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,222,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,0.06832980056385994,OGI_FU,2017-05-18,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,291,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,0.05050869792829121,OGI_FU,2020-07-10,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,255,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,0.005515041597146112,OGI_FU,2020-09-08,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,231,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,0.07197734165268582,OGI_FU,2017-11-23,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,186,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,0.050267305493095216,OGI_FU,2017-04-12,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,138,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,0.021903587677543152,OGI_FU,2018-04-22,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,288,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,0.11791280804579185,OGI_FU,2020-02-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,83,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,0.19423991702077428,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,131,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,0.27461612374743327,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,297,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,0.10874094158906389,OGI_FU,2018-04-19,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,357,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,0.18172416264996927,OGI_FU,2017-08-28,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,366,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,0.3159667607828528,OGI_FU,2017-09-18,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,114,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,0.01413021096249748,OGI_FU,2017-03-10,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,168,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,0.027322308791932343,OGI_FU,2020-11-10,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,363,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,0.775309427627681,OGI_FU,2017-10-27,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,111,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,0.005053833798279276,OGI_FU,2020-06-16,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,90,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,0.00405815602059058,OGI_FU,2020-08-24,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,138,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,0.026574952706609263,OGI_FU,2020-08-27,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,92,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,0.3113613850377008,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,159,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,0.022009844590951986,OGI_FU,2017-09-03,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,57,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,0.001407876781242576,OGI_FU,2017-06-29,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,330,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,0.14757215202254634,OGI_FU,2018-08-29,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,78,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,0.012863222363965891,OGI_FU,2019-10-23,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,111,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,0.02253789203185822,OGI_FU,2020-10-11,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,237,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,0.030835358998780524,OGI_FU,2021-01-24,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,129,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,0.007384174883772436,OGI_FU,2017-12-20,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,105,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,0.0020925728197087653,OGI_FU,2018-05-19,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,246,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,0.052529944608625326,OGI_FU,2020-10-17,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,123,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,0.06072794798454016,OGI_FU,2017-02-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,309,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,0.11900631429973738,OGI_FU,2017-11-05,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,30,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,0.001218782245335355,OGI_FU,2019-06-19,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,54,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,0.011477784060349333,OGI_FU,2021-08-11,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,204,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,0.04345862378356505,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,225,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,0.04510649842914041,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,363,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,0.3308513730203285,OGI_FU,2019-07-23,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,360,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,0.1985429602252679,OGI_FU,2021-01-07,N/A,N/A,True,OGI_FU,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,228,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,0.1985429602252679,OGI_FU,2021-05-19,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,276,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,0.4476584025649038,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,39,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,0.017629315004628165,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,213,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,0.04991224881120747,OGI_FU,2017-10-16,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,75,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,0.1275293269409055,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,120,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,0.015875509699597445,OGI_FU,2020-12-20,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,9,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,0.034477093258136,OGI_FU,2021-12-15,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,258,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,0.08345911336331754,OGI_FU,2019-12-23,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,48,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,0.0021875543691304965,OGI_FU,2017-01-13,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,75,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,0.005514059182743264,OGI_FU,2018-02-28,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,0.9597092089814881,OGI_FU,2020-02-21,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,333,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,3.2702035071440996,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,246,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,1.7715486034170027,OGI_FU,2021-05-01,N/A,N/A,True,OGI_FU,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,309,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,0.12511947356696684,OGI_FU,2017-08-08,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,87,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,0.022877069048957085,OGI_FU,2021-05-25,N/A,N/A,True,OGI_FU,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,102,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,0.017482251510814683,OGI_FU,2017-01-16,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,249,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,0.0801919577360814,OGI_FU,2018-10-26,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,0.728668452100993,OGI_FU,2019-12-11,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,366,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,0.32139448361529216,OGI_FU,2017-05-04,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,105,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,0.09060005370303462,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,204,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,0.03974215769681267,OGI_FU,2017-06-24,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,63,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,0.012544264778169566,OGI_FU,2021-06-21,N/A,N/A,True,OGI_FU,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,39,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,0.04445888678424162,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,81,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,0.013826824079045128,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,165,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,0.032332826424316834,OGI_FU,2017-11-21,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,243,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,0.13242766593104163,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,330,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,0.2621955729028512,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,147,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,0.014171866693456079,OGI_FU,2018-08-30,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,249,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,0.039847627094368704,OGI_FU,2021-01-25,N/A,N/A,True,OGI_FU,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,249,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,0.039847627094368704,OGI_FU,2021-01-25,N/A,N/A,True,OGI_FU,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,24,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,0.07887976715309933,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,99,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,0.012501968355968217,OGI_FU,2018-02-07,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,189,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,0.03776802467858976,OGI_FU,2018-09-17,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,246,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,0.05626923513362405,OGI_FU,2019-04-27,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,9,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,0.01742991054461176,OGI_FU,2017-01-14,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,39,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,0.0009267937242242108,OGI_FU,2017-12-25,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,336,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,0.2544553117217191,OGI_FU,2019-02-03,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,0.3387738721575281,OGI_FU,2019-06-03,N/A,N/A,True,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,354,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,0.13687163085892123,OGI_FU,2019-08-11,N/A,N/A,True,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,0.20834126343947673,OGI_FU,2020-09-13,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,36,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,0.001783286151564228,OGI_FU,2019-10-13,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,363,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,0.4173305419406734,OGI_FU,2017-03-18,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,90,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,0.005325770645664429,OGI_FU,2019-02-18,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,93,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,0.008227223273565842,OGI_FU,2019-05-28,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,288,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,0.0902452916254706,OGI_FU,2020-10-10,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,282,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,1.9313523207595304,OGI_FU,2021-03-27,N/A,N/A,True,OGI_FU,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,57,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,1.9313487268663765,OGI_FU,2021-11-07,N/A,N/A,True,OGI_FU,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,37,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,0.020857839480119034,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,129,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,0.014314927708461706,OGI_FU,2018-10-03,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,102,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,1.9091282948360297,OGI_FU,2020-05-07,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,46,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,0.21250480288463156,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,0.3943131088910032,OGI_FU,2020-11-09,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,33,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,0.0017078648709462569,OGI_FU,2021-05-17,N/A,N/A,True,OGI_FU,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,333,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,0.14539694576680495,OGI_FU,2017-08-30,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,88,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,0.23613449719706958,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,241,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,0.17437960571917632,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,162,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,0.03004515046528448,OGI_FU,2018-03-22,N/A,N/A,True,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,0.8308551486483544,OGI_FU,2019-03-26,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,42,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,0.0008748183558331029,OGI_FU,2017-10-23,N/A,N/A,True,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,99,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,0.05795432133582069,OGI_FU,2021-08-15,N/A,N/A,True,OGI_FU,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,366,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,0.19393777585402905,OGI_FU,2017-04-11,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,252,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,0.09299251268465356,OGI_FU,2018-03-28,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,0.3148017803029254,OGI_FU,2020-04-16,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,0.0448533419225737,OGI_FU,2017-09-02,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,129,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,0.010250870587412468,OGI_FU,2021-03-09,N/A,N/A,True,OGI_FU,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,48,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,0.0018052155999558482,OGI_FU,2017-02-13,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,54,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,0.0015802851693247576,OGI_FU,2017-09-17,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,63,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,0.0860655628642573,OGI_FU,2017-01-08,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,366,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,0.2524951708817347,OGI_FU,2018-07-17,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,285,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,0.12317949484927891,OGI_FU,2020-11-06,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,1.0952806180467294,OGI_FU,2019-11-24,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,159,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,0.020680613436358276,OGI_FU,2020-12-27,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,,,,N/A,N/A,False,,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,0,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,0,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,,,,N/A,N/A,False,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,0,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,0,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,0,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,0,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,0,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,0,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,,stationary,2021-04-08,N/A,N/A,False,,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,0,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,0,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,,stationary,2021-04-08,N/A,N/A,False,,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,0,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,,stationary,2021-05-31,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,0,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,,stationary,2021-04-08,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,0,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,0,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,,stationary,2021-04-08,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,,,,N/A,N/A,False,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,0,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,,,,N/A,N/A,False,,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,,,,N/A,N/A,False,,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,0,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,,stationary,2021-04-16,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,0,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,,stationary,2021-04-16,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,0,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,0,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,,stationary,2021-04-16,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,,stationary,2017-01-29,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,,,,N/A,N/A,False,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,,stationary,2017-01-29,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,,,,N/A,N/A,False,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,,stationary,2017-12-28,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,,stationary,2020-07-31,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,,stationary,2020-07-31,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,,stationary,2020-07-31,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,,stationary,2020-09-05,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,0,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,,,,N/A,N/A,False,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,0,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,0,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,,,,N/A,N/A,False,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,,,,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,0,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,,stationary,2018-05-28,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,,stationary,2018-08-08,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,,stationary,2018-08-12,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,0,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,,stationary,2018-05-28,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,0,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,,,,N/A,N/A,False,,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,0,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,0,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,0,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,0,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,0,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,0,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,,stationary,2018-07-27,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,,stationary,2018-04-28,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,,stationary,2018-04-28,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,,stationary,2019-02-08,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,,stationary,2019-02-17,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,,stationary,2018-04-28,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,,stationary,2018-08-20,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,0,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,0,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,0,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,,stationary,2021-02-07,N/A,N/A,False,,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,,stationary,2020-04-14,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,,stationary,2020-11-20,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,0,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,,stationary,2021-03-08,N/A,N/A,False,,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,0,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,,,,N/A,N/A,False,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,,,,N/A,N/A,False,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,0,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,0,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,0,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,,,,N/A,N/A,False,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,0,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,,,,N/A,N/A,False,,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,0,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,0,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,,,,N/A,N/A,False,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,0,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,0,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,,,,N/A,N/A,False,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,0,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,,stationary,2020-09-05,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,,stationary,2020-09-05,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,,stationary,2020-11-21,N/A,N/A,False,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,,stationary,2020-12-14,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,0,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,0,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,0,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,,,,N/A,N/A,False,,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,0,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,,,,N/A,N/A,False,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,0,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,,stationary,2017-02-19,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,,stationary,2017-04-12,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,,stationary,2017-05-07,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,,stationary,2017-12-29,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,0,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,,stationary,2021-07-23,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,0,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,,stationary,2018-02-09,N/A,N/A,False,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,0,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,,stationary,2021-07-20,N/A,N/A,False,,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,0,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,,stationary,2021-07-20,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,,stationary,2017-11-29,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,,stationary,2018-01-08,N/A,N/A,False,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,,stationary,2021-07-20,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,0,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,,stationary,2021-07-20,N/A,N/A,False,,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,0,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,,stationary,2021-07-20,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,0,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,,,,N/A,N/A,False,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,,,,N/A,N/A,False,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,,,,N/A,N/A,False,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,,,,N/A,N/A,False,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,0,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,,stationary,2021-05-26,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,stationary,2019-12-27,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,0,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,,stationary,2021-05-26,N/A,N/A,False,,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,0,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,,stationary,2021-05-26,N/A,N/A,False,,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,0,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,,stationary,2021-07-09,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,,stationary,2019-12-26,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,0,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,,stationary,2021-05-26,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,,stationary,2021-05-26,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,,stationary,2019-12-12,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,0,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,0,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,,,,N/A,N/A,False,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,,,,N/A,N/A,False,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,,,,N/A,N/A,False,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,0,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,,stationary,2018-05-05,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,,stationary,2018-05-05,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,0,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,,,,N/A,N/A,False,expired,False 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+895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-11-23,,True,False,2019-11-23,2019-11-26,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-11-26,,True,False,2019-11-26,2019-11-29,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-11-29,,True,False,2019-11-29,2019-12-02,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-02,,True,False,2019-12-02,2019-12-05,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-05,,True,False,2019-12-05,2019-12-08,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-08,,True,False,2019-12-08,2019-12-11,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-11,,True,False,2019-12-11,2019-12-14,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-14,,True,False,2019-12-14,2019-12-17,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-17,,True,False,2019-12-17,2019-12-20,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-20,,True,False,2019-12-20,2019-12-23,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-23,,True,False,2019-12-23,2019-12-26,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-26,,True,False,2019-12-26,2019-12-29,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2019-12-29,,True,False,2019-12-29,2020-01-01,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-01,,True,False,2020-01-01,2020-01-04,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-04,,True,False,2020-01-04,2020-01-07,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-07,,True,False,2020-01-07,2020-01-10,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-10,,True,False,2020-01-10,2020-01-13,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-13,,True,False,2020-01-13,2020-01-16,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-16,,True,False,2020-01-16,2020-01-19,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-19,,True,False,2020-01-19,2020-01-22,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-22,,True,False,2020-01-22,2020-01-25,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-25,,True,False,2020-01-25,2020-01-28,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-28,,True,False,2020-01-28,2020-01-31,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-01-31,,True,False,2020-01-31,2020-02-03,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-03,,True,False,2020-02-03,2020-02-06,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-06,,True,False,2020-02-06,2020-02-09,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-09,,True,False,2020-02-09,2020-02-12,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-12,,True,False,2020-02-12,2020-02-15,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-15,,True,False,2020-02-15,2020-02-18,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-18,,True,False,2020-02-18,2020-02-21,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-21,,True,False,2020-02-21,2020-02-24,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-24,,True,False,2020-02-24,2020-02-27,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-02-27,,True,False,2020-02-27,2020-03-01,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-01,,True,False,2020-03-01,2020-03-04,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-04,,True,False,2020-03-04,2020-03-07,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-07,,True,False,2020-03-07,2020-03-10,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-10,,True,False,2020-03-10,2020-03-13,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-13,,True,False,2020-03-13,2020-03-16,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-16,,True,False,2020-03-16,2020-03-19,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-19,,True,False,2020-03-19,2020-03-22,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-22,,True,False,2020-03-22,2020-03-25,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-25,,True,False,2020-03-25,2020-03-28,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-28,,True,False,2020-03-28,2020-03-31,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-03-31,,True,False,2020-03-31,2020-04-03,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-03,,True,False,2020-04-03,2020-04-06,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-06,,True,False,2020-04-06,2020-04-09,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-09,,True,False,2020-04-09,2020-04-12,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-12,,True,False,2020-04-12,2020-04-15,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-15,,True,False,2020-04-15,2020-04-18,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-18,,True,False,2020-04-18,2020-04-21,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-21,,True,False,2020-04-21,2020-04-24,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-24,,True,False,2020-04-24,2020-04-27,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-27,,True,False,2020-04-27,2020-04-30,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-04-30,,True,False,2020-04-30,2020-05-03,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-03,,True,False,2020-05-03,2020-05-06,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-06,,True,False,2020-05-06,2020-05-09,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-09,,True,False,2020-05-09,2020-05-12,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-12,,True,False,2020-05-12,2020-05-15,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-15,,True,False,2020-05-15,2020-05-18,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-18,,True,False,2020-05-18,2020-05-21,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-21,,True,False,2020-05-21,2020-05-24,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-24,,True,False,2020-05-24,2020-05-27,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-27,,True,False,2020-05-27,2020-05-30,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-05-30,,True,False,2020-05-30,2020-06-02,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-02,,True,False,2020-06-02,2020-06-05,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-05,,True,False,2020-06-05,2020-06-08,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-08,,True,False,2020-06-08,2020-06-11,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-11,,True,False,2020-06-11,2020-06-14,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-14,,True,False,2020-06-14,2020-06-17,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-17,,True,False,2020-06-17,2020-06-20,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-20,,True,False,2020-06-20,2020-06-23,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-23,,True,False,2020-06-23,2020-06-26,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-26,,True,False,2020-06-26,2020-06-29,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-06-29,,True,False,2020-06-29,2020-07-02,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-07-02,,True,False,2020-07-02,2020-07-05,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-07-05,,True,False,2020-07-05,2020-07-08,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-07-08,,True,False,2020-07-08,2020-07-11,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-07-11,,True,False,2020-07-11,2020-07-14,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-07-14,,True,False,2020-07-14,2020-07-17,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.3308513730203285,2020-07-17,,True,False,2020-07-17,2020-07-20,85.75667588686916,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-07-20,,True,False,2020-07-20,2020-07-23,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-07-23,,True,False,2020-07-23,2020-07-26,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-07-26,,True,False,2020-07-26,2020-07-29,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-07-29,,True,False,2020-07-29,2020-08-01,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-08-01,,True,False,2020-08-01,2020-08-04,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-08-04,,True,False,2020-08-04,2020-08-07,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-08-07,,True,False,2020-08-07,2020-08-10,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-08-10,,True,False,2020-08-10,2020-08-13,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-08-13,,True,False,2020-08-13,2020-08-16,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_0,0.0,2020-08-16,,True,False,2020-08-16,2020-08-19,0.0,311.0,True 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+895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-02-12,,True,False,2021-02-12,2021-02-15,102.01907270259919,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-02-15,,True,False,2021-02-15,2021-02-18,102.01907270259919,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-02-18,,True,False,2021-02-18,2021-02-21,102.01907270259919,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-02-21,,True,False,2021-02-21,2021-02-24,102.01907270259919,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-02-24,,True,False,2021-02-24,2021-02-27,102.01907270259919,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-02-27,,True,False,2021-02-27,2021-03-02,102.01907270259919,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3935921014760771,2021-03-02,,True,False,2021-03-02,2021-03-05,102.01907270259919,311.0,True 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+895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-06,,True,False,2021-12-06,2021-12-09,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-09,,True,False,2021-12-09,2021-12-12,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-12,,True,False,2021-12-12,2021-12-15,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-15,,True,False,2021-12-15,2021-12-18,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-18,,True,False,2021-12-18,2021-12-21,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-21,,True,False,2021-12-21,2021-12-24,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-24,,True,False,2021-12-24,2021-12-27,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-27,,True,False,2021-12-27,2021-12-30,102.92467058077888,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.3970859204505358,2021-12-30,,True,False,2021-12-30,2021-12-31,34.3082235269263,311.0,True +895.0,0.0,Placeholder_NonRep_1,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2017-01-01,-0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-01-01,2017-01-01,False,False,2021-12-31,2017-01-04,-0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-01-04,,True,True,2017-01-04,2017-01-04,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-01-07,,False,False,2017-01-04,2017-01-10,9.139036898399242,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-01-10,,True,False,2017-01-10,2017-01-13,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-01-13,,True,False,2017-01-13,2017-01-16,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-01-16,,True,True,2017-01-16,2017-01-16,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-01-19,,False,False,2017-01-16,2017-01-22,9.139036898399242,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-01-22,,True,False,2017-01-22,2017-01-25,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-01-25,,True,False,2017-01-25,2017-01-28,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-01-28,,True,False,2017-01-28,2017-01-31,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-01-31,,True,False,2017-01-31,2017-02-03,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-03,,True,True,2017-02-03,2017-02-03,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-02-06,,False,False,2017-02-03,2017-02-09,9.139036898399242,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-02-09,,True,False,2017-02-09,2017-02-12,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-12,,True,False,2017-02-12,2017-02-15,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-15,,True,False,2017-02-15,2017-02-18,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-18,,True,False,2017-02-18,2017-02-21,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-21,,True,True,2017-02-21,2017-02-21,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-02-24,,False,False,2017-02-21,2017-02-27,9.139036898399242,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-02-27,,True,False,2017-02-27,2017-03-02,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-02,,True,False,2017-03-02,2017-03-05,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-05,,True,False,2017-03-05,2017-03-08,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-08,,True,False,2017-03-08,2017-03-11,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-11,,True,True,2017-03-11,2017-03-11,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-03-14,,False,False,2017-03-11,2017-03-17,9.139036898399242,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-03-17,,True,False,2017-03-17,2017-03-20,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-20,,True,False,2017-03-20,2017-03-23,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-03-23,,True,True,2017-03-23,2017-03-23,0.0,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-03-26,,False,False,2017-03-23,2017-03-29,9.139036898399242,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-03-29,,True,False,2017-03-29,2017-04-01,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.017629315004628165,2017-04-01,,True,False,2017-04-01,2017-04-04,4.569518449199621,311.0,True +895.0,0.0,Placeholder_NonRep_2,0.0,2017-04-04,,True,False,2017-04-04,2017-04-07,0.0,311.0,True 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+1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-06-19,,True,False,2021-06-19,2021-06-22,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-06-22,,True,False,2021-06-22,2021-06-25,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-06-25,,True,False,2021-06-25,2021-06-28,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-06-28,,True,False,2021-06-28,2021-07-01,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-01,,True,False,2021-07-01,2021-07-04,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-04,,True,False,2021-07-04,2021-07-07,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-07,,True,False,2021-07-07,2021-07-10,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-10,,True,False,2021-07-10,2021-07-13,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-13,,True,False,2021-07-13,2021-07-16,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-16,,True,False,2021-07-16,2021-07-19,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-19,,True,False,2021-07-19,2021-07-22,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-22,,True,False,2021-07-22,2021-07-25,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-25,,True,False,2021-07-25,2021-07-28,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-28,,True,False,2021-07-28,2021-07-31,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-07-31,,True,False,2021-07-31,2021-08-03,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-03,,True,False,2021-08-03,2021-08-06,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-06,,True,False,2021-08-06,2021-08-09,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-09,,True,False,2021-08-09,2021-08-12,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-12,,True,False,2021-08-12,2021-08-15,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-15,,True,False,2021-08-15,2021-08-18,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-18,,True,False,2021-08-18,2021-08-21,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-21,,True,False,2021-08-21,2021-08-24,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-24,,True,False,2021-08-24,2021-08-27,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-27,,True,False,2021-08-27,2021-08-30,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-08-30,,True,False,2021-08-30,2021-09-02,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-02,,True,False,2021-09-02,2021-09-05,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-05,,True,False,2021-09-05,2021-09-08,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-08,,True,False,2021-09-08,2021-09-11,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-11,,True,False,2021-09-11,2021-09-14,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-14,,True,False,2021-09-14,2021-09-17,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-17,,True,False,2021-09-17,2021-09-20,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-20,,True,False,2021-09-20,2021-09-23,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-23,,True,False,2021-09-23,2021-09-26,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-26,,True,False,2021-09-26,2021-09-29,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-09-29,,True,False,2021-09-29,2021-10-02,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-02,,True,False,2021-10-02,2021-10-05,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-05,,True,False,2021-10-05,2021-10-08,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-08,,True,False,2021-10-08,2021-10-11,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-11,,True,False,2021-10-11,2021-10-14,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-14,,True,False,2021-10-14,2021-10-17,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-17,,True,False,2021-10-17,2021-10-20,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-20,,True,False,2021-10-20,2021-10-23,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-23,,True,False,2021-10-23,2021-10-26,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-26,,True,False,2021-10-26,2021-10-29,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-10-29,,True,False,2021-10-29,2021-11-01,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-11-01,,True,False,2021-11-01,2021-11-04,988.9993159973591,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.8155837808540087,2021-11-04,,True,True,2021-11-04,2021-11-04,0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-07,,False,False,2021-11-04,2021-11-10,2002.4223600150592,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-10,,True,False,2021-11-10,2021-11-13,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-13,,True,False,2021-11-13,2021-11-16,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-16,,True,False,2021-11-16,2021-11-19,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-19,,True,False,2021-11-19,2021-11-22,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-22,,True,False,2021-11-22,2021-11-25,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-25,,True,False,2021-11-25,2021-11-28,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-11-28,,True,False,2021-11-28,2021-12-01,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-01,,True,False,2021-12-01,2021-12-04,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-04,,True,False,2021-12-04,2021-12-07,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-07,,True,False,2021-12-07,2021-12-10,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-10,,True,False,2021-12-10,2021-12-13,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-13,,True,False,2021-12-13,2021-12-16,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-16,,True,False,2021-12-16,2021-12-19,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-19,,True,False,2021-12-19,2021-12-22,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-22,,True,False,2021-12-22,2021-12-25,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-25,,True,False,2021-12-25,2021-12-28,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-28,,True,False,2021-12-28,2021-12-31,1001.2111800075296,311.0,True +1347.0,0.0,Placeholder_NonRep_3,3.862697453732753,2021-12-31,,True,False,2021-12-31,2021-12-31,0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_3,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2017-01-01,-0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.0,2017-01-01,2017-01-01,False,True,2021-12-31,2017-01-01,-0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-05,,False,False,2017-01-01,2017-01-08,128.52290478462518,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-08,,True,False,2017-01-08,2017-01-11,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-11,,True,False,2017-01-11,2017-01-14,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-14,,True,False,2017-01-14,2017-01-17,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-17,,True,False,2017-01-17,2017-01-20,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-20,,True,False,2017-01-20,2017-01-23,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-23,,True,False,2017-01-23,2017-01-26,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-26,,True,False,2017-01-26,2017-01-29,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-01-29,,True,False,2017-01-29,2017-02-01,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-02-01,,True,False,2017-02-01,2017-02-04,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-02-04,,True,False,2017-02-04,2017-02-07,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-02-07,,True,False,2017-02-07,2017-02-10,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-02-10,,True,False,2017-02-10,2017-02-13,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-02-13,,True,False,2017-02-13,2017-02-16,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.21250480288463156,2017-02-16,,True,False,2017-02-16,2017-02-19,55.0812449076965,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.0,2017-02-19,,True,False,2017-02-19,2017-02-22,0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.0,2017-02-22,,True,False,2017-02-22,2017-02-25,0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.0,2017-02-25,,True,False,2017-02-25,2017-02-28,0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.0,2017-02-28,,True,False,2017-02-28,2017-03-03,0.0,311.0,True +1347.0,0.0,Placeholder_NonRep_4,0.0,2017-03-03,,True,False,2017-03-03,2017-03-06,0.0,311.0,True 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+2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-24,,True,False,2021-12-24,2021-12-27,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-27,,True,True,2021-12-27,2021-12-27,0.0,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.022877069048957085,2021-12-30,,False,False,2021-12-27,2021-12-31,7.906315063319569,311.0,True +2315.0,0.0,Placeholder_NonRep_4,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2021-12-31,0.0,311.0,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_timeseries.csv new file mode 100644 index 000000000..991310e6e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,2055.13878,0,2055.13878,750.00000,105,106,0,0,0.00000,0,0,750,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-02,2037.55713,0,2037.55713,250.00000,106,2,0,0,0.00000,0,0,250,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-03,2037.55713,0,2037.55713,1250.00000,106,0,0,0,2.00000,0,0,250,50,,50,0,0,1000.00000,,2,3,120,360 +2017-01-04,2037.55713,0,2037.55713,1250.00000,106,0,0,0,7.00000,0,0,250,0,,50,0,0,1000.00000,,7,3,120,360 +2017-01-05,2028.55038,0,2028.55038,1250.00000,106,1,0,0,3.00000,0,0,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-06,2028.55038,0,2028.55038,1250.00000,106,0,0,0,2.00000,0,0,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-07,2028.88925,0,2028.88925,1250.00000,107,1,0,0,6.00000,0,0,250,3,,50,0,0,1000.00000,,6,3,120,360 +2017-01-08,2029.05928,0,2029.05928,1250.00000,108,1,0,0,3.00000,0,0,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-09,2030.24783,0,2030.24783,1250.00000,109,1,0,0,2.00000,0,0,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-10,2030.24783,0,2030.24783,1250.00000,109,0,0,0,8.00000,0,0,250,3,,50,0,0,1000.00000,,8,3,120,360 +2017-01-11,2031.80018,0,2031.80018,1250.00000,110,1,0,0,4.00000,0,0,250,3,,50,0,0,1000.00000,,4,3,120,360 +2017-01-12,2401.41035,0,2401.41035,1250.00000,110,1,0,0,2.00000,0,0,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-13,2401.41035,0,2401.41035,1250.00000,110,0,0,0,8.00000,0,0,250,3,,50,0,0,1000.00000,,8,3,120,360 +2017-01-14,2401.41035,0,2401.41035,1250.00000,110,0,0,0,4.00000,0,0,250,3,,50,0,0,1000.00000,,4,3,120,360 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ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,228,2017-12-07,2018-12-07,2018-12-07,0.0,2178.579888656782,,0.06908231508931957,0.06908231508931957,OGI_FU,2017-12-08,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,363,2020-06-26,2021-06-26,2021-06-26,0.0,276875.8558159983,,8.779675793252101,8.779675793252101,stationary,2020-06-26,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_1,active,86,86,45,2021-10-07,,,0.0,183.08698873782416,,0.024640260112217933,0.024640260112217933,OGI_FU,2021-10-09,N/A,N/A,True,OGI_FU,False 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+0000000005,35.0,0,Placeholder_NonRep_2,expired,365,365,216,2020-11-30,2021-11-30,2021-11-30,0.0,617.8437808586908,,0.019591697769491715,0.01959114260841535,stationary,2020-11-30,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,active,104,104,87,2021-09-19,,,0.0,1061.7170910740988,,0.11815761786348145,0.11815761786348145,OGI_FU,2021-09-21,N/A,N/A,True,OGI_FU,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,115,115,23,2016-04-26,2017-04-26,2017-04-26,0.0,8.819858319330246,,0.0008876669000936238,0.0008876669000936238,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,365,365,69,2019-06-23,2020-06-22,2020-06-22,0.0,122.79098659019613,,0.0038936766422563458,0.0038936766422563458,OGI_FU,2019-07-19,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,285,2017-06-21,2018-06-21,2018-06-21,0.0,823.3446270568099,,0.02610808685492167,0.8115638765153703,OGI_FU,2017-07-02,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,363,2017-10-01,2018-10-01,2018-10-01,0.0,10040.505601101022,,0.31838234402273663,1.2080524693288486,OGI_FU,2017-10-03,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_4,expired,365,365,366,2018-05-27,2019-05-27,2019-05-27,0.0,66153.77974586374,,2.0977225946811178,2.0977225946811178,OGI_FU,2018-05-28,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-07-09,2021-07-09,2021-07-09,0.0,16501.44416505885,,0.5232573619057219,0.5232573619057219,stationary,2020-07-09,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_0,active,213,213,213,2021-06-02,,,0.0,12256.47265002182,,0.6659968184892747,0.6659968184892747,OGI_FU,2021-06-02,N/A,N/A,True,OGI_FU,False +0000000000,300.0,0,Placeholder_NonRep_0,expired,365,365,306,2017-05-02,2018-05-02,2018-05-02,0.0,4260.875209252875,,0.13511146655418804,0.13511146655418804,OGI_FU,2017-05-03,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_0,expired,365,365,366,2018-06-12,2019-06-12,2019-06-12,0.0,10475.941200714595,,0.3321899163088088,0.3321899163088088,OGI_FU,2018-06-12,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,287,287,161,2016-10-15,2017-10-15,2017-10-15,0.0,524.7785616579042,,0.021163156603186867,0.12648962705662553,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,363,2017-07-18,2018-07-18,2018-07-18,0.0,7310.5524634512185,,0.23181609790243587,0.23181609790243585,OGI_FU,2017-07-20,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_1,expired,365,365,363,2019-08-07,2020-08-06,2020-08-06,0.0,14355.359303717334,,0.45520545737307627,0.45520545737307627,OGI_FU,2019-08-09,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,87,87,86,2016-03-29,2017-03-29,2017-03-29,0.0,4168.037098902651,,0.5544962083469895,0.5544962083469895,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,366,2018-02-05,2019-02-05,2019-02-05,0.0,15118.592991400128,,0.4794074388444992,0.26135860107081543,OGI_FU,2018-02-06,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,363,2018-02-12,2019-02-12,2019-02-12,0.0,1365.8166953383445,,0.043309763297131675,0.15233418218397354,OGI_FU,2018-02-12,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_4,expired,125,125,72,2016-05-06,2017-05-06,2017-05-06,0.0,452.7946758277744,,0.041925432947016145,0.15416868954736118,OGI_FU,2017-01-06,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_4,expired,365,365,366,2017-04-09,2018-04-09,2018-04-09,0.0,11464.889232902104,,0.36354925269222804,0.20961252821567217,OGI_FU,2017-04-09,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_4,expired,365,365,360,2017-04-17,2018-04-17,2018-04-17,0.0,1755.792146716771,,0.05567580373911628,0.13264416597739423,OGI_FU,2017-04-18,N/A,N/A,True,expired,False +0000000003,300.0,0,Placeholder_NonRep_4,expired,365,365,57,2018-05-08,2019-05-08,2019-05-08,0.0,77.07187908774056,,0.002443933253670109,0.0014490523782109967,OGI_FU,2018-05-19,N/A,N/A,True,expired,False +0000000004,300.0,0,Placeholder_NonRep_4,expired,365,365,189,2018-12-14,2019-12-14,2019-12-14,0.0,14.199955785583905,,0.00045027764413952006,0.0261029510177683,OGI_FU,2018-12-18,N/A,N/A,True,expired,False +0000000005,300.0,0,Placeholder_NonRep_4,expired,365,365,279,2019-05-24,2020-05-23,2020-05-23,0.0,2474.035587814723,,0.0784511538500356,0.034653842136661464,OGI_FU,2019-05-26,N/A,N/A,True,expired,False +0000000006,300.0,0,Placeholder_NonRep_4,expired,365,365,264,2019-06-30,2020-06-29,2020-06-29,0.0,410.549421711813,,0.013018436761536434,0.014123852271039204,OGI_FU,2019-07-01,N/A,N/A,True,expired,False +0000000007,300.0,0,Placeholder_NonRep_4,expired,365,365,237,2019-08-25,2020-08-24,2020-08-24,0.0,393.94568734020334,,0.01249193579845901,0.012517434493343076,OGI_FU,2019-08-30,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_0,active,36,36,18,2021-11-26,,,0.0,249.33624601676794,,0.08016211613193414,0.08016211613193414,OGI_FU,2021-11-29,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,223,223,194,2016-08-12,2017-08-12,2017-08-12,0.0,3085.3163668980833,,0.1601330949436391,0.1601330949436391,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,active,125,125,42,2021-08-29,,,0.0,228.5783018569731,,0.02116465757934936,0.02116465757934936,OGI_FU,2021-09-03,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,365,365,84,2019-02-10,2020-02-10,2020-02-10,0.0,308.42237241520735,,0.009780009272425397,0.009780009272425397,OGI_FU,2019-02-22,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,361,361,48,2016-12-28,2017-12-28,2017-12-28,0.0,51.23636698320839,,0.001642696694598607,0.001642696694598607,OGI_FU,2017-01-15,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,252,2019-11-08,2020-11-07,2020-11-07,0.0,1540.6754041274937,,0.048854496579385266,0.048854496579385266,OGI_FU,2019-11-10,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_3,active,152,152,150,2021-08-02,,,0.0,11380.139342252234,,0.8665432613191577,0.8665432613191577,OGI_FU,2021-08-04,N/A,N/A,True,OGI_FU,False +0000000006,69.0,0,Placeholder_NonRep_4,active,315,315,132,2021-02-20,,,0.0,417.80720383589545,,0.015351528653582283,0.024068386748116816,OGI_FU,2021-03-01,N/A,N/A,True,OGI_FU,False +0000000007,69.0,0,Placeholder_NonRep_4,active,101,101,51,2021-09-22,,,0.0,286.0983212908787,,0.032785377852365086,0.024068453252973684,OGI_FU,2021-09-27,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,19,19,17,2016-01-21,2017-01-20,2017-01-20,0.0,361.297479158234,,0.2200886203449281,0.09894305982301914,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,134,134,101,2016-05-15,2017-05-15,2017-05-15,0.0,460.1395011723663,,0.03974394530579449,0.04536250791134232,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,191,191,137,2016-07-11,2017-07-11,2017-07-11,0.0,610.5329198756887,,0.03699661381833482,0.04817110426603175,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_4,expired,365,365,246,2017-02-10,2018-02-10,2018-02-10,0.0,1871.565933448749,,0.05934696643356003,0.06124508583293828,OGI_FU,2017-02-11,N/A,N/A,True,expired,False +0000000004,69.0,0,Placeholder_NonRep_4,expired,365,365,228,2017-11-05,2018-11-05,2018-11-05,0.0,1991.284121098309,,0.06314320526060087,0.06314320526060085,OGI_FU,2017-11-05,N/A,N/A,True,expired,False +0000000005,69.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-02-11,2021-02-10,2021-02-10,0.0,13187.746106837843,,0.4181806857825292,0.4181806857825292,OGI_FU,2020-02-11,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,365,365,162,2017-05-28,2018-05-28,2018-05-28,0.0,908.1384373696113,,0.028796880941451396,0.028796880941451396,OGI_FU,2017-06-03,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,365,365,33,2020-12-31,2021-12-31,2021-12-31,0.0,8.811510229096896,,0.00027941115642747636,0.00027941115642747636,OGI_FU,2021-03-11,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,331,331,273,2016-11-28,2017-11-28,2017-11-28,0.0,3845.2429189465684,,0.13445657515618245,0.13445657515618245,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,366,2019-12-17,2020-12-16,2020-12-16,0.0,15403.253993957736,,0.4884339800214908,0.4884339800214908,OGI_FU,2019-12-17,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_3,active,219,219,87,2021-05-27,,,0.0,286.4835846596423,,0.01514055812720078,0.01514055812720078,OGI_FU,2021-05-28,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,365,365,366,2017-10-18,2018-10-18,2018-10-18,0.0,10138.210219512104,,0.3214805371484051,0.1254104707545236,OGI_FU,2017-10-19,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,261,2018-07-07,2019-07-07,2019-07-07,0.0,771.235021290314,,0.02445570209571011,0.027375435425106835,OGI_FU,2018-07-07,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_3,expired,365,365,249,2018-08-06,2019-08-06,2019-08-06,0.0,955.388441842023,,0.03029516875450352,0.030249547921231697,OGI_FU,2018-08-06,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,134,134,63,2016-05-15,2017-05-15,2017-05-15,0.0,170.51408944740328,,0.014727930611474163,0.014727930611474163,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,expired,365,365,270,2019-09-04,2020-09-03,2020-09-03,0.0,2848.33373244243,,0.09032007015608923,0.09032007015608923,OGI_FU,2019-09-06,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,365,365,153,2017-05-15,2018-05-15,2018-05-15,0.0,727.3869452172079,,0.023065288724543626,0.011734478887523908,OGI_FU,2017-05-16,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,126,2017-09-02,2018-09-02,2018-09-02,0.0,12.730107174100235,,0.0004036690504217476,0.0011118446652380563,OGI_FU,2017-09-10,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_1,expired,117,117,114,2016-04-28,2017-04-28,2017-04-28,0.0,6304.155208169279,,0.6236304218274452,0.6236304218274452,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_1,expired,365,365,288,2017-06-20,2018-06-20,2018-06-20,0.0,2794.9366065658246,,0.08862685840201118,0.08862685840201118,OGI_FU,2017-06-21,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_1,expired,365,365,366,2020-02-09,2021-02-08,2021-02-08,0.0,20272.06902136051,,0.6428230917478598,0.6428230917478598,OGI_FU,2020-02-09,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,256,256,45,2016-09-14,2017-09-14,2017-09-14,0.0,54.8893394241621,,0.002481614376454088,0.002481614376454088,OGI_FU,2017-01-13,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_2,expired,365,365,72,2019-02-24,2020-02-24,2020-02-24,0.0,5.896609697040268,,0.000186980266902596,0.019075121741447827,OGI_FU,2019-04-06,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_2,expired,365,365,87,2019-03-16,2020-03-15,2020-03-15,0.0,18.678654371281674,,0.000592296244649977,0.028655054842626967,OGI_FU,2019-04-06,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_2,expired,365,365,276,2020-01-23,2021-01-22,2021-01-22,0.0,1808.1441111324855,,0.05733587364068003,0.10188976077251022,OGI_FU,2020-01-28,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_2,expired,365,365,324,2020-09-12,2021-09-12,2021-09-12,0.0,4618.246880311439,,0.14644364790434547,0.14644364790434544,OGI_FU,2020-09-12,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_3,active,211,211,114,2021-06-04,,,0.0,526.7813077016684,,0.028895762446335155,0.028895762446335155,OGI_FU,2021-06-09,N/A,N/A,True,OGI_FU,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,264,2018-04-20,2019-04-20,2019-04-20,0.0,2265.1772070738734,,0.07182829804267736,0.04934544862736,OGI_FU,2018-04-20,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,expired,365,365,228,2018-08-27,2019-08-27,2019-08-27,0.0,847.1389287509761,,0.02686259921204262,0.02686262065335867,OGI_FU,2018-08-27,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,65,65,63,2016-03-07,2017-03-07,2017-03-07,0.0,3859.7816031745947,,0.6872830489983253,0.3468236564307674,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,162,162,99,2016-06-12,2017-06-12,2017-06-12,0.0,89.07932844057201,,0.006364263863209591,0.006447383832098155,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2018-06-27,2019-06-27,2019-06-27,0.0,7190.744265266779,,0.2280170048600577,0.2280170048600577,OGI_FU,2018-06-28,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,expired,365,365,240,2020-03-10,2021-03-10,2021-03-10,0.0,2146.318669526214,,0.0680593185415466,0.04185155543010041,OGI_FU,2020-03-13,N/A,N/A,True,expired,False +0000000004,2315.0,0,Placeholder_NonRep_4,expired,365,365,207,2020-07-10,2021-07-10,2021-07-10,0.0,493.3426345610796,,0.01564379231865422,0.01564419221738334,OGI_FU,2020-07-11,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,151,151,24,2016-06-01,2017-06-01,2017-06-01,0.0,64.60431750355218,,0.004951888452259027,0.004951888452259027,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_0,expired,365,365,138,2019-03-26,2020-03-25,2020-03-25,0.0,584.383546542264,,0.0185306806995898,0.030230157348805544,OGI_FU,2019-03-28,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_0,expired,365,365,219,2020-03-10,2021-03-10,2021-03-10,0.0,1568.2627348347112,,0.049729285097498445,0.04972928509749844,OGI_FU,2020-03-10,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,365,365,234,2017-09-27,2018-09-27,2018-09-27,0.0,1640.8269555722513,,0.05203028144254983,0.023484014177935678,OGI_FU,2017-10-01,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,219,2017-12-03,2018-12-03,2018-12-03,0.0,108.61233764900948,,0.003444074633720493,0.009322389402131002,OGI_FU,2017-12-03,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_1,expired,365,365,213,2017-12-07,2018-12-07,2018-12-07,0.0,472.3363201248777,,0.01497768645753671,0.009322389402131002,OGI_FU,2017-12-15,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,365,365,300,2017-05-14,2018-05-14,2018-05-14,0.0,4198.049025940638,,0.13311926135022317,1.0089826795865713,OGI_FU,2017-05-19,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,365,365,363,2018-04-03,2019-04-03,2019-04-03,0.0,72017.76678383784,,2.2836684038507684,1.1481914364926662,OGI_FU,2018-04-05,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,351,2018-05-10,2019-05-10,2019-05-10,0.0,400.963498627612,,0.012714469134564052,0.01714992603830664,OGI_FU,2018-05-11,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,233,233,102,2016-08-22,2017-08-22,2017-08-22,0.0,6.381851628231293,,0.0003170129762871211,0.008563129750538245,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,337,337,147,2016-12-04,2017-12-04,2017-12-04,0.0,489.4314692129871,,0.016809246524789368,0.01680899487327648,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,120,2018-03-01,2019-03-01,2019-03-01,0.0,384.73847107455566,,0.012199976885925787,0.012199976885925787,OGI_FU,2018-03-12,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_3,expired,365,365,357,2019-11-19,2020-11-18,2020-11-18,0.0,2206.949179774466,,0.06998189940938818,0.3437180230217598,OGI_FU,2019-11-20,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_3,expired,365,365,366,2020-01-27,2021-01-26,2021-01-26,0.0,19472.03396825397,,0.6174541466341315,0.6174541140022427,OGI_FU,2020-01-28,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,67,67,42,2021-10-26,,,0.0,320.69454596236864,,0.0553991407480598,0.05056478128910967,OGI_FU,2021-11-03,N/A,N/A,True,OGI_FU,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,130,130,129,2016-05-11,2017-05-11,2017-05-11,0.0,2228.4401289598,,0.1984010086324608,0.1984010086324608,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,180,2018-02-20,2019-02-20,2019-02-20,0.0,1189.7774730710935,,0.03772759617805344,0.03772759617805344,OGI_FU,2018-02-22,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,60,2020-03-11,2021-03-11,2021-03-11,0.0,15.953888821579651,,0.0005058944958643978,0.008361667745839785,OGI_FU,2020-04-27,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,135,2020-12-23,2021-12-23,2021-12-23,0.0,527.4164234512032,,0.016724265076458748,0.036056981858092765,OGI_FU,2020-12-23,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,365,365,105,2017-06-17,2018-06-17,2018-06-17,0.0,370.8363436289975,,0.011759143316495354,0.011759143316495354,OGI_FU,2017-06-25,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,51,2018-09-11,2019-09-11,2019-09-11,0.0,76.68317967297445,,0.0024316076760836644,0.0024316076760836644,OGI_FU,2018-09-24,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,243,2020-03-07,2021-03-07,2021-03-07,0.0,2745.3867474363624,,0.08705564267619109,0.08705564267619109,OGI_FU,2020-03-11,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,56,56,55,2016-02-27,2017-02-26,2017-02-26,0.0,2059.229431747524,,0.4256013210457018,0.17850378917646528,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,165,165,148,2016-06-15,2017-06-15,2017-06-15,0.0,781.7998479457931,,0.05484005667408761,0.05495502329937894,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,362,362,262,2016-12-29,2017-12-29,2017-12-29,0.0,1722.413057277101,,0.05506998980960651,0.05506998980960609,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,84,2019-09-25,2020-09-24,2020-09-24,0.0,199.3945001417632,,0.006322758122202028,0.006322758122202028,OGI_FU,2019-09-28,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,365,365,366,2018-07-16,2019-07-16,2019-07-16,0.0,34189.91019871469,,1.0841549403448343,1.0841549403448343,OGI_FU,2018-07-17,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_0,active,39,39,21,2021-11-23,,,0.0,135.93251782613615,,0.04034084693320754,0.04034084693320754,OGI_FU,2021-11-25,N/A,N/A,True,OGI_FU,False +0000000000,1284.0,0,Placeholder_NonRep_0,expired,365,365,81,2018-02-23,2019-02-23,2019-02-23,0.0,103.36727143216038,,0.003277754675043137,0.003277754675043137,OGI_FU,2018-02-26,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_1,expired,365,365,171,2017-09-01,2018-09-01,2018-09-01,0.0,860.6919047815703,,0.02729236126273371,0.02729236126273371,OGI_FU,2017-09-05,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_2,active,29,29,9,2021-12-03,,,0.0,33.87952169147197,,0.013521520470734344,0.013521520470734344,OGI_FU,2021-12-10,N/A,N/A,True,OGI_FU,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,60,2019-07-15,2020-07-14,2020-07-14,0.0,81.80742164751658,,0.0025940963231708704,0.0025940963231708704,OGI_FU,2019-07-18,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,365,365,309,2017-10-10,2018-10-10,2018-10-10,0.0,4493.955554471317,,0.14250239581656887,0.14250239581656887,OGI_FU,2017-10-17,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,363,2018-06-03,2019-06-03,2019-06-03,0.0,29380.305442912053,,0.9316433740142076,0.9316433740142076,OGI_FU,2018-06-05,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_4,expired,365,365,363,2019-11-07,2020-11-06,2020-11-06,0.0,6202.148475811418,,0.19666883802040264,0.10205981967557815,OGI_FU,2019-11-09,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_4,expired,365,365,315,2020-01-03,2021-01-02,2021-01-02,0.0,234.96847076664633,,0.007450801330753625,0.019276928623856687,OGI_FU,2020-01-05,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,active,174,174,141,2021-07-11,,,0.0,1683.5647795822888,,0.11198680153671035,0.11198680153671035,OGI_FU,2021-07-13,N/A,N/A,True,OGI_FU,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,51,2017-01-02,2018-01-02,2018-01-02,0.0,41.84249543233491,,0.0013268168262409595,0.0013268168262409595,OGI_FU,2017-01-29,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,366,2018-02-14,2019-02-14,2019-02-14,0.0,108017.52703864113,,3.4252133129959765,3.4252133129959765,OGI_FU,2018-02-14,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,155,155,24,2016-06-05,2017-06-05,2017-06-05,0.0,4.600413327798252,,0.00034351951372448117,0.00034351951372448117,OGI_FU,2017-01-14,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_1,expired,365,365,366,2018-03-07,2019-03-07,2019-03-07,0.0,12439.490347546058,,0.3944536513047329,0.3944536513047329,OGI_FU,2018-03-07,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,133,133,27,2016-05-14,2017-05-14,2017-05-14,0.0,158.27098908510476,,0.01377323422141332,0.01377323422141332,OGI_FU,2017-01-29,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,231,2018-08-30,2019-08-30,2019-08-30,0.0,1755.4801375974446,,0.0556659099948454,0.0556659099948454,OGI_FU,2018-09-06,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,active,143,143,108,2021-08-11,,,0.0,927.5386411118374,,0.07507273383772317,0.07507273383772317,OGI_FU,2021-08-12,N/A,N/A,True,OGI_FU,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,138,2017-07-20,2018-07-20,2018-07-20,0.0,753.3078802938109,,0.023887236183847377,0.023887236183847377,OGI_FU,2017-07-25,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,174,2020-06-21,2021-06-21,2021-06-21,0.0,759.6962846387323,,0.024089811156733015,0.024089811156733015,OGI_FU,2020-06-24,N/A,N/A,True,expired,False +0000000001,2288.0,0,Placeholder_NonRep_0,active,66,66,0,2021-10-27,,,0.0,319.74039624837246,,0.05607119743412817,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-15,2021-10-15,2021-10-15,0.0,710.7695745948238,,0.022538355358790705,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,326.9000165399529,,0.01370856886322266,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,4354.779125649608,,0.1380891402095893,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,247,247,0,2016-09-05,2017-09-05,2017-09-05,0.0,5120.798637298502,,0.23995345241502203,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,145.1407086319489,,0.015411645072199808,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,263,263,0,2016-09-21,2017-09-21,2017-09-21,0.0,20.483035948336333,,0.0009014151153154632,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,active,31,31,0,2021-12-01,,,0.0,6.868781685365411,,0.0025645092911310524,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,2099.9794848738393,,0.06658991263552255,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-24,2020-03-23,2020-03-23,0.0,18648.920763010872,,0.591353398116783,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,229.04062489550725,,0.0072628305712679865,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,1236.003267280256,,0.0391934064967103,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-06,2021-03-06,2021-03-06,0.0,69833.57350878429,,2.214408089446483,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,expired,155,155,0,2016-06-05,2017-06-05,2017-06-05,0.0,8922.71198305453,,0.6662718027967839,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,150.85192137643492,,0.0047834830471979615,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,469.71146050477955,,0.014894452704996813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,4146.843772764928,,0.19833007024625648,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,active,197,197,0,2021-06-18,,,0.0,651.8617715389026,,0.03829795142055031,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,9480.904682270602,,0.5836845376693387,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,288,288,0,2016-10-16,2017-10-16,2017-10-16,0.0,1923.3277845749162,,0.0772942300256766,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,517.4377427775883,,0.020722708524669526,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,201.35338896023293,,0.006384874079155026,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,23.70996931979916,,0.0007518381950722717,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_3,active,248,248,0,2021-04-28,,,0.0,869.8802346285162,,0.04059700915791686,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_3,expired,48,48,0,2016-02-19,2017-02-18,2017-02-18,0.0,12.948553843777812,,0.0031222400279171036,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_3,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,35.79234174213947,,0.0025259952110249736,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-04,2020-12-03,2020-12-03,0.0,980.812534100337,,0.031101361431390695,,,,N/A,N/A,False,expired,False +0000000006,1238.0,0,Placeholder_NonRep_4,active,10,10,0,2021-12-22,,,0.0,247.85137980941147,,0.28686502292755955,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_4,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,95.34087066048879,,1.1034822993112128,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_4,expired,119,119,0,2016-04-30,2017-04-30,2017-04-30,0.0,54.24395133746217,,0.005275827822271063,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_4,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,173.37710039349915,,0.010238160217870083,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-08,2019-10-08,2019-10-08,0.0,1007.2127527267048,,0.031938506872358725,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-14,2021-05-14,2021-05-14,0.0,168.18540708340763,,0.005333124273319623,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-01,2021-10-01,2021-10-01,0.0,1449.8519526696364,,0.045974503826409066,,,,N/A,N/A,False,expired,False +0000000005,2107.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,2201.825144000182,,0.07302030749231209,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,21877.897571610425,,1.7463200488194783,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,501.82804670544385,,0.015912862972648524,,stationary,2017-03-13,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,6573.92305195574,,0.20845773249479133,,stationary,2017-04-02,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-19,2019-04-19,2019-04-19,0.0,178.2492001937672,,0.005652245059416768,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,899.3119955344943,,0.02851699630690304,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,72.79043708378804,,0.002308169618334222,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-31,2019-08-31,2019-08-31,0.0,71273.34704668379,,2.260063008837005,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-21,2020-06-20,2020-06-20,0.0,1271.4934273491542,,0.04031879208996557,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_2,active,319,319,0,2021-02-16,,,0.0,1990.8689111035949,,0.07223343024728589,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,66.21648574359445,,0.002099710988825293,,stationary,2017-04-16,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,7936.9773790688705,,0.2516799016701189,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,4056.286476433558,,0.12862400039426553,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-15,2021-03-15,2021-03-15,0.0,1185.6557187277488,,0.037596896205217806,,,,N/A,N/A,False,expired,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,207031.23722915238,,10.110526900157856,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,46.49791473123443,,0.0014744392038062667,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,401.3248578731392,,0.01272592776107113,,,,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_4,active,181,181,0,2021-07-04,,,0.0,11766.297541208229,,0.7523977862957993,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,297,297,0,2016-10-25,2017-10-25,2017-10-25,0.0,6101.252638858952,,0.23776548817102164,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,10983.286987030284,,0.34827774565671876,,stationary,2017-03-30,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,949.2952792803897,,0.030101955837150862,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-20,2021-09-20,2021-09-20,0.0,1450.4515664295334,,0.045993517454006004,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_2,active,333,333,0,2021-02-02,,,0.0,79.01133142907788,,0.0027461952031572505,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-13,2019-12-13,2019-12-13,0.0,32960.91102644453,,1.0451836322439285,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,98107.25165676641,,4.578631443061455,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,336.2197401582279,,0.012971440592524223,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,985.2867489960986,,0.031243237855025956,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,6188.4666733090935,,0.19623499090909097,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-09,2021-08-09,2021-08-09,0.0,2377.811991820616,,0.07539992363713267,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,32.73820357453221,,0.0010381216252705544,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,1811.0619544725596,,0.1576042497278404,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,2789.9601061077374,,0.08846905460767811,,,,N/A,N/A,False,expired,False +0000000004,1548.0,0,Placeholder_NonRep_0,active,202,202,0,2021-06-13,,,0.0,27.24595710337694,,0.0015611224046214326,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_0,expired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,4089.69089548154,,0.15519470611268746,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-10,2021-02-09,2021-02-09,0.0,1738.7685274407124,,0.05513598831306166,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,14177.43727868606,,0.4495635869700044,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-19,2021-11-19,2021-11-19,0.0,664.9543532795349,,0.021085564221192756,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,5380.776324243212,,0.3797408765415546,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,949.8976817169373,,0.030121057893104302,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-27,2021-12-27,2021-12-27,0.0,21902.000092360955,,0.6945078669571586,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_2,active,207,207,0,2021-06-08,,,0.0,10.530757774099834,,0.0005888104856693859,,,,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,1171.3384912523704,,0.12670241554737477,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-30,2020-06-29,2020-06-29,0.0,24347.037575142785,,0.7720394969286778,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,76.65412734982367,,0.0024306864329599084,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,35.332151058597454,,0.001424867364280772,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,11267.685828013666,,0.3612549319025618,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,3262.323368992298,,0.10344759541451984,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,318,318,0,2016-11-15,2017-11-15,2017-11-15,0.0,2370.0509367910377,,0.08626146258411357,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,5748.105537504089,,0.18227123089497999,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-10,2020-06-09,2020-06-09,0.0,620.6173490940058,,0.019679647041286333,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,14574.298536122877,,0.4621479748897411,,,,N/A,N/A,False,expired,False +0000000006,108.0,0,Placeholder_NonRep_0,active,162,162,0,2021-07-23,,,0.0,732.7722147762533,,0.05235283884718316,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-24,2018-04-24,2018-04-24,0.0,234.4925634898837,,0.007435710410003922,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-11,2019-07-11,2019-07-11,0.0,2199.634649822257,,0.06974995718614463,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-02,2020-09-01,2020-09-01,0.0,1395.153040918363,,0.044240012713037895,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,2795.484019471987,,0.0886442167513948,,,,N/A,N/A,False,expired,False +0000000004,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,4245.2036963273395,,0.13461452613924846,,,,N/A,N/A,False,expired,False +0000000005,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,30279.422102166103,,0.9601541762482909,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_3,active,75,75,0,2021-10-18,,,0.0,57.05713439138516,,0.008805113332003883,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-10,2020-04-09,2020-04-09,0.0,124.98133132796308,,0.0039631320182636695,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_4,active,351,351,0,2021-01-15,,,0.0,3072.9673226363498,,0.10132977612365297,,,,N/A,N/A,False,,False +0000000001,2179.0,0,Placeholder_NonRep_0,active,359,359,0,2021-01-07,,,0.0,783.647786866067,,0.025264617084044764,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_0,active,319,319,0,2021-02-16,,,0.0,46109.155303560074,,1.6729491503962057,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,138.7588279631994,,0.004400013570624029,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,236,236,0,2021-05-10,,,0.0,135.81657160882972,,0.0066608095774889015,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,8705.933320254046,,0.2760633346097807,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,3097.7872240106017,,0.09823018848333971,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,2886.479850660937,,0.09152967562978617,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-13,2020-08-12,2020-08-12,0.0,6393.307875302488,,0.2027304628140058,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,active,135,135,0,2021-08-19,,,0.0,8443.938843973268,,0.7239316567192444,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,1057.1933631485897,,0.07647521434813292,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,1428.0282026489185,,0.04528247725294642,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,45.92084782624345,,0.001456140532288288,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,active,214,214,0,2021-06-01,,,0.0,37071.88665342539,,2.0050129074412313,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,84.85222603982879,,0.0026906464370823435,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-28,2021-06-28,2021-06-28,0.0,5684.99317504919,,0.18026995100993118,,,,N/A,N/A,False,expired,False +0000000005,1737.0,0,Placeholder_NonRep_0,active,349,349,0,2021-01-17,,,0.0,588.6886366584968,,0.019522996811607792,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-22,2018-05-22,2018-05-22,0.0,264.0522305285226,,0.008373041302908503,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,327.1374626948602,,0.010373460892150563,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,1751.1500418455953,,0.05552860355928447,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-04,2019-12-04,2019-12-04,0.0,294001.7153547889,,9.322733236770322,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000004,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,9734.470126210665,,0.3086780227743107,,stationary,2019-06-19,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,983.1626088202967,,0.031175881811906923,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-09,2020-11-08,2020-11-08,0.0,172.7467787566602,,0.005477764420239098,,stationary,2019-11-09,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,684.262338227823,,0.4949814367967469,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,4549.274148512506,,0.14425653692644932,,stationary,2019-04-07,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-23,2018-08-23,2018-08-23,0.0,1000.476242928109,,0.031724893547948656,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-01,2019-06-01,2019-06-01,0.0,158.6875290869635,,0.005031948537765205,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,77.92246179588552,,0.002470905054410373,,,,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-01,2021-08-01,2021-08-01,0.0,1032.930782224401,,0.03275402023796299,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_4,active,304,304,0,2021-03-03,,,0.0,4257.754210413277,,0.16210382440961854,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,212.38061856644075,,0.006734545236125087,,stationary,2018-12-04,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3039.2024166780943,,0.09637247642941697,,stationary,2019-10-04,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,938.9762885013768,,0.13253391605992784,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,722.8478899818151,,0.022921356227226505,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-17,2018-10-17,2018-10-17,0.0,137.95429992356014,,0.004374502153841962,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1988.4272365654472,,0.06305261404634219,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,1372.2255740851474,,0.04351298750904196,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-31,2018-01-31,2018-01-31,0.0,8403.767757451822,,0.26648172746866505,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,151.9868385535878,,0.004819471034804281,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-20,2019-02-20,2019-02-20,0.0,20380.001709540058,,0.6462456148382819,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,35458.91825152055,,1.12439492172503,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,48.4760961527693,,0.0015371669251892852,,,,N/A,N/A,False,expired,False +0000000005,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,547.4097911237326,,0.01735825060640958,,,,N/A,N/A,False,expired,False +0000000006,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,910.3137600489275,,0.028865859971110082,,,,N/A,N/A,False,expired,False +0000000007,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,670.191268514378,,0.02125162571392624,,,,N/A,N/A,False,expired,False +0000000008,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-05,2021-12-05,2021-12-05,0.0,52334.02940973914,,1.6595011862550462,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_2,active,59,59,0,2021-11-03,,,0.0,611.9966778819689,,0.12005584547276539,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,204.16843902223417,,0.006474138731044969,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-18,2020-04-17,2020-04-17,0.0,4865.844060622468,,0.15429490298777485,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,23399.120400298125,,0.7419812404965158,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-10,2021-12-10,2021-12-10,0.0,7796.947380651871,,0.24723957954882897,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,24805.085182988663,,0.7865640912921316,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,7297.481687019196,,0.23140162630071015,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,active,6,6,0,2021-12-26,,,0.0,7.172408169563004,,0.013835663907336043,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,276.1229381685325,,0.008755800931270057,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,302.8574357620669,,0.009603546288751487,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,24863.82103979592,,0.788426593093478,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,390.75302699796254,,0.01239069720313174,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,302.04355357355666,,0.009577738253854537,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,21332.97724038266,,0.6764642706869184,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-27,2021-09-27,2021-09-27,0.0,118922.5067877585,,3.7710079524276536,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,12723.556586026902,,0.4034613326365709,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_2,active,203,203,0,2021-06-12,,,0.0,2862.1434011068777,,0.16318551593612468,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,424.94020034210956,,0.013474765358387543,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,169.77297299085882,,0.005383465658005416,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,1116.6531988218428,,0.03540884065264595,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_3,active,177,177,0,2021-07-08,,,0.0,4720.979607511924,,0.30870603208777486,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,884.8688645619337,,0.04321323959612506,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,75.08524483524513,,0.0023809374947756576,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,766.6675331206566,,0.036972778410525486,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,240.64624582358417,,0.00763084239673973,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,807.2986752444691,,0.025599273060770835,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1211.7720815841114,,0.03842504063876558,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,5108.33940492081,,0.16198437991250667,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,19.242310865286843,,0.02024653921010821,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,2276.397631379753,,0.07218409536338638,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,49.6146773350095,,0.0015732710976347505,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,2543.8698054675447,,0.08066558236515552,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-02,2021-11-02,2021-11-02,0.0,923.7081919886125,,0.029290594621658183,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,139.8138122956068,,0.04759457117906005,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,1930.0913097697357,,0.08123279923273298,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,1821.3380047113128,,0.05775424926152057,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-11,2019-02-11,2019-02-11,0.0,189.66065655828803,,0.00601409996696753,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_2,active,301,301,0,2021-03-06,,,0.0,3.126307142300139,,0.00012021299150594232,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,34.047089481756295,,0.0024028264370029,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,279,279,0,2016-10-07,2017-10-07,2017-10-07,0.0,1090.8802990723377,,0.04525422719502264,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-08,2019-03-08,2019-03-08,0.0,258.2388225266099,,0.0081886993444511,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,3324.4808142254324,,0.10541859507310478,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-24,2021-07-24,2021-07-24,0.0,1453.2336594280714,,0.04608173704426913,,stationary,2020-07-24,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-04,2021-06-04,2021-06-04,0.0,3881.277072568406,,0.12307448860249891,,stationary,2020-06-04,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,129.37275839087346,,0.004102383256940431,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-31,2019-03-31,2019-03-31,0.0,731.597833550928,,0.023198815117672755,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,841.1642138280323,,0.026673142244673778,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-01,2020-10-31,2020-10-31,0.0,276281.7969364733,,8.760838309756256,,stationary,2019-11-01,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_0,active,54,54,0,2021-11-08,,,0.0,9390.640393033682,,2.0127401391104427,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,160,160,0,2016-06-10,2017-06-10,2017-06-10,0.0,3570.2327121202225,,0.25826336169851144,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,123.74467286045976,,0.003923917835504178,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-19,2019-06-19,2019-06-19,0.0,690.8345666023,,0.021906220402153093,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-07,2020-10-06,2020-10-06,0.0,2213.03437168986,,0.07017485957920662,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,92.23832665318342,,0.002924858151102975,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,261,261,0,2016-09-19,2017-09-19,2017-09-19,0.0,88.39613009975889,,0.003919936236153633,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,14.332797356597233,,0.0019289402127203423,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,30234.448774360582,,0.9587280813787601,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,353.7544034611088,,0.011217478547092489,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-06,2021-06-06,2021-06-06,0.0,1746.512821939921,,0.05538155828069257,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_4,active,277,277,0,2021-03-30,,,0.0,188.00960376238834,,0.007855729532791329,,,,N/A,N/A,False,,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,322.68436039477376,,0.010232253944532399,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,143.0177007455891,,0.004535061540638924,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,10,10,0,2016-01-12,2017-01-11,2017-01-11,0.0,45.97667087799184,,0.05321373944212019,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,1466.4495605600298,,0.046500810520041534,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-14,2021-06-14,2021-06-14,0.0,65.10886419198252,,0.0020645885398269444,,,,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,252.74636530401503,,0.008014534668442892,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-15,2019-12-15,2019-12-15,0.0,59311.85214748945,,1.8807664937686914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-01,2020-02-01,2020-02-01,0.0,4067.2154663561596,,0.1289705563913039,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,active,306,306,0,2021-03-01,,,0.0,1067.9851235233252,,0.04039522526035332,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,387.22916751900135,,0.012278956352073864,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,670.227325654852,,0.021252769078350203,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,43535.7640453283,,1.3805100217316177,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,14.056009285991726,,0.00048562773928937687,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-14,2018-01-14,2018-01-14,0.0,1714.179753643118,,0.05435628341080409,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,245.3187757497424,,0.007779007348736123,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,6682.60404285997,,0.2119039841089539,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-04,2021-07-04,2021-07-04,0.0,191.3612782595678,,0.006068026327358187,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_1,active,45,45,0,2021-11-17,,,0.0,91.5925599681788,,0.023557757193461627,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,4772.872258118099,,0.7365543608206943,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,593.9255549666088,,0.018833255801833104,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,492.7182685418633,,0.02416422770234342,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-04-07,2018-04-07,2018-04-07,0.0,818.0415637604262,,0.025939927820916607,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-09,2021-01-08,2021-01-08,0.0,4486.458964945143,,0.14226468052210622,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-03,2021-02-02,2021-02-02,0.0,621.6995850826362,,0.019713964519363147,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-16,2019-12-16,2019-12-16,0.0,802.6803840051175,,0.025452828006250552,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,9730.364089374561,,0.3085478212003603,,,,N/A,N/A,False,expired,False +0000000005,572.0,0,Placeholder_NonRep_4,active,312,312,0,2021-02-23,,,0.0,30.042319587363583,,0.0011144616418626685,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,139,139,0,2016-05-20,2017-05-20,2017-05-20,0.0,1184.4778358305891,,0.09862758425181431,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,144,144,0,2016-05-25,2017-05-25,2017-05-25,0.0,3555.736683974715,,0.28579416505712407,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,5801.507544504352,,0.18396459742847387,,,,N/A,N/A,False,expired,False +0000000003,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,1815.9490254017846,,0.05758336584861062,,,,N/A,N/A,False,expired,False +0000000004,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-15,2019-09-15,2019-09-15,0.0,4772.163539074508,,0.15132431313655847,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,active,208,208,0,2021-06-07,,,0.0,15502.11431480238,,0.8626087470398404,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,580.4580534772718,,0.04172835098036518,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,105.94192113274634,,0.00335939628147978,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-25,2018-11-25,2018-11-25,0.0,1226.2724281510357,,0.038884843612095245,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,2917.1297969712145,,0.09250157905159863,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_1,active,206,206,0,2021-06-09,,,0.0,796.8953513506679,,0.044773426338921916,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,9993.555328671373,,0.42839314680518575,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,12.059911869510701,,0.0003824172967247178,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,39073.246629633475,,1.239004522756008,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,4617.3348234907635,,0.14641472677228448,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_2,active,296,296,0,2021-03-11,,,0.0,2188.6901889969827,,0.08558129179949413,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,961.5732027144501,,0.03877811664063307,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,1595.499994824464,,0.050592972945981224,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,176.03181660670543,,0.005581932287122826,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,1011.1799690769708,,0.03206430647758025,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,2388.7853541606405,,0.07574788667429733,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,21853.197491948704,,0.6929603466498193,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,64,64,0,2021-10-29,,,0.0,421.26190416421605,,0.07618307005284577,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,17589.70817186319,,0.5577659871849058,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,201.94292476323463,,0.006403568136835193,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_4,active,284,284,0,2021-03-23,,,0.0,4169.823495166595,,0.1699360774960304,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,90,90,0,2016-04-01,2017-04-01,2017-04-01,0.0,130.66465011569048,,0.0168035815477997,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-27,2020-09-26,2020-09-26,0.0,2197.113098057191,,0.0696699993041981,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,459.8930053488192,,0.01458311153439939,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,183,183,0,2016-07-03,2017-07-03,2017-07-03,0.0,295.5874813356754,,0.018694816417202706,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-25,2020-06-24,2020-06-24,0.0,19698.386424365894,,0.6246317359324547,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-24,2021-01-23,2021-01-23,0.0,454.14265716133616,,0.014400769189540086,,,,N/A,N/A,False,expired,False +0000000004,1035.0,0,Placeholder_NonRep_1,active,129,129,0,2021-08-25,,,0.0,141.7143129381219,,0.012714821358932845,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,114.63569560007241,,0.004575179422097398,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,562.2671255502322,,0.01782937359050711,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,8816.615680247938,,0.2795730492214592,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,229.19665824726695,,0.007267778356394817,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_2,active,91,91,0,2021-10-02,,,0.0,2016.4364294309696,,0.2564657648340163,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_2,expired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,186.41679620047606,,0.017400014579644196,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_2,expired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,29.564086026382963,,0.0016064644206650453,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-19,2020-03-18,2020-03-18,0.0,1139.80469063197,,0.03614296964205892,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,11678.82062779779,,0.37033297272316684,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,4463.225547256141,,0.1415279536801161,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2184.168721029919,,0.06925953580130388,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,175,175,0,2016-06-25,2017-06-25,2017-06-25,0.0,976.3786872445789,,0.06457531000294833,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-08,2019-06-08,2019-06-08,0.0,2103.251762499376,,0.06669367587834145,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,78.44922354665786,,0.002487608559952367,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-19,2021-05-19,2021-05-19,0.0,1163.9470984278973,,0.036908520371254985,,,,N/A,N/A,False,expired,False +0000000004,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,49571.58023710182,,1.5719044976249943,,,,N/A,N/A,False,expired,False +0000000003,2044.0,0,Placeholder_NonRep_1,active,342,342,0,2021-01-24,,,0.0,1554.7876468653974,,0.05261762395986968,,,,N/A,N/A,False,,False +0000000004,2044.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,113.15601925368453,,0.025186079784028786,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,247.09852046005636,,0.12434506866951306,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-30,2020-01-30,2020-01-30,0.0,36707.59272676117,,1.1639901295903465,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-09,2020-06-08,2020-06-08,0.0,21948.18627930125,,0.6959724213375587,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,8496.353756924587,,0.2694176102525554,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,11763.415633164357,,2.431261498256522,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_0,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,170.0528336311944,,0.009648059279184504,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,674.673785739135,,0.021393765402686928,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-29,2021-05-29,2021-05-29,0.0,296.9674698504931,,0.009416776694904016,,,,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_1,active,313,313,0,2021-02-22,,,0.0,7586.6547758278875,,0.2805383525554626,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-11,2019-09-11,2019-09-11,0.0,152616.3299101191,,4.839432074775465,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,5046.068562782111,,0.16000978446163466,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,78.88140469648577,,0.0025013129343127148,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-17,2019-01-17,2019-01-17,0.0,26.4244524640556,,0.0008379138909200786,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-08,2019-02-08,2019-02-08,0.0,6613.902570810181,,0.20972547472127664,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-08,2020-03-07,2020-03-07,0.0,490.16185999816764,,0.015542930618917036,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-04,2020-10-03,2020-10-03,0.0,3916.4775500178953,,0.12419068842015142,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,active,209,209,0,2021-06-06,,,0.0,1974.4825280906314,,0.10934357434490914,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-11,2020-05-10,2020-05-10,0.0,22019.357271205037,,0.6982292386861059,,stationary,2019-05-11,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-26,2021-01-25,2021-01-25,0.0,48.84460300255845,,0.0015488522007406915,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,2203.745963203419,,0.08646209836799351,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,expired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,6059.004633114484,,0.2026802556035406,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-27,2020-05-26,2020-05-26,0.0,911.1718460598174,,0.028893069700019577,,stationary,2019-05-27,N/A,N/A,False,expired,False +0000000003,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,1742.634180322541,,0.055258567361825876,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,active,153,153,0,2021-08-01,,,0.0,367.1891080237331,,0.02777695382653512,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,237,237,0,2016-08-26,2017-08-26,2017-08-26,0.0,403.14582138426874,,0.019687930798966084,,,,N/A,N/A,False,expired,False +0000000004,959.0,0,Placeholder_NonRep_1,active,95,95,0,2021-09-28,,,0.0,1440.058630788114,,0.17544573961843493,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,110,110,0,2016-04-21,2017-04-21,2017-04-21,0.0,24.831824875239466,,0.002612776186367789,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-09,2018-12-09,2018-12-09,0.0,5914.512008123919,,0.18754794546308723,,,,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-13,2019-02-13,2019-02-13,0.0,851.357661435835,,0.0269963743479146,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,424.7055361332503,,0.013467324205138579,,,,N/A,N/A,False,expired,False +0000000003,959.0,0,Placeholder_NonRep_2,active,134,134,0,2021-08-20,,,0.0,99.4394014501604,,0.00858894774825183,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,210,210,0,2016-07-30,2017-07-30,2017-07-30,0.0,903.612700930827,,0.04980228730879779,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,7282.758684984707,,0.23093476296881993,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,214880.77943143318,,6.813824817079946,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,262,262,0,2016-09-20,2017-09-20,2017-09-20,0.0,27.63735850433983,,0.0012209039486296572,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-28,2020-11-27,2020-11-27,0.0,4058.9092938666613,,0.12870716938948062,,stationary,2019-11-28,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,9.37446166158147,,0.00029726222924852453,,stationary,2018-12-17,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,1710.793682057001,,0.054248911785166186,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,active,242,242,0,2021-05-04,,,0.0,49.893216377550644,,0.0023862305047420533,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,114,114,0,2016-04-25,2017-04-25,2017-04-25,0.0,96.34792986978866,,0.009781912957865157,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,7233.114732564708,,0.22936056356432988,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,275.61060796660456,,0.00873955504713992,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,1469.2421900292968,,0.04658936421959972,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_2,active,353,353,0,2021-01-13,,,0.0,2368.6536085764146,,0.07766281110902629,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,23.85025856617483,,0.0007842177821895659,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-12,2020-01-12,2020-01-12,0.0,17874.107159259824,,0.5667842199156463,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,139.15772233314857,,0.004412662428118612,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,41496.00829592894,,3.312261198589475,,,,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,876.238981743808,,0.027785355839161845,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,243.53664072282373,,0.007722496217745551,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-09-23,2018-09-23,2018-09-23,0.0,312.0812769293478,,0.009896032373457249,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-13,2018-02-13,2018-02-13,0.0,32211.472713087634,,1.021419099222718,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,18.22748379228916,,0.0015398996174886082,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-18,2018-03-18,2018-03-18,0.0,11535.081485550612,,0.3657750344225841,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,428.3584324116096,,0.013583156786263621,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,86.4573307149275,,0.0027415439724418913,,,,N/A,N/A,False,expired,False +0000000004,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,732.231781750299,,0.02321891748320329,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,active,174,174,0,2021-07-11,,,0.0,1177.4381246360956,,0.07832043719641972,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,769.3256501028274,,0.02439515633253511,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,61.9650854802795,,0.001964899970835854,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,12853.73749086844,,0.5429566052847238,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,1239.0657070763605,,0.03929051582560757,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-30,2018-11-30,2018-11-30,0.0,3621.6062328453704,,0.11484038029063198,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,5353.576804088759,,0.16976080682676173,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,133597.31338414206,,4.236343017000952,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,6312.358825466312,,0.20016358528241726,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,351.95136606026557,,0.011160304606172804,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-25,2018-03-25,2018-03-25,0.0,84.76341000598127,,0.0026878300991242158,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,6707.617632169904,,0.2126971598227392,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,25037.24937308408,,0.7939259694661364,,,,N/A,N/A,False,expired,False +0000000005,995.0,0,Placeholder_NonRep_2,active,326,326,0,2021-02-09,,,0.0,377.53721959756615,,0.01340381516976135,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-21,2018-03-21,2018-03-21,0.0,4255.658768142908,,0.13494605429169546,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,5421.75625146625,,0.17192276292067002,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,3886.1794992947284,,0.12322994353420626,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,782.9807516911218,,0.024828156763417104,,,,N/A,N/A,False,expired,False +0000000004,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,203.87977407085748,,0.006464985225483811,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-27,2019-12-27,2019-12-27,0.0,11829.568311049688,,0.3751131504011189,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-06,2021-05-06,2021-05-06,0.0,2109.4474911506213,,0.06689014114506028,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,60887.23500994222,,1.930721556631856,,,,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,164,164,0,2016-06-14,2017-06-14,2017-06-14,0.0,3.7981177071279535,,0.0002680469249045812,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,284,284,0,2016-10-12,2017-10-12,2017-10-12,0.0,97674.98780533591,,3.98062515508183,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,37588.86445422924,,1.1919350727495317,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,active,346,346,0,2021-01-20,,,0.0,136.11631399491503,,0.004553237863777665,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-20,2018-10-20,2018-10-20,0.0,23163.59092129357,,0.734512649711237,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,1924.7215623469492,,0.39082227955388016,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_1,expired,336,336,0,2016-12-03,2017-12-03,2017-12-03,0.0,598.9927818323115,,0.020633294127270427,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,14.585578036699282,,0.001250478226740336,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,454.85213303272917,,0.18153421656797938,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_3,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,218.81556546759367,,0.008413912170373202,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,43.07159328550107,,0.0013657912634925504,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,54147.315704566,,1.717000117471017,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,423.7605245714762,,0.013437358085092471,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-07-05,2021-07-05,2021-07-05,0.0,1336.938872702735,,0.04239405354841244,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-05,2019-04-05,2019-04-05,0.0,20.85715314477577,,0.000661375987594361,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,7.17255880148851,,0.00022744034758652047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,175.4765072929653,,0.005564323544297478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,active,338,338,0,2021-01-28,,,0.0,4.107759235796763,,0.00014066127122359067,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_1,active,24,24,0,2021-12-08,,,0.0,730.9723258673216,,0.35251366023694136,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,7788.704274423787,,0.24697819236503635,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-16,2019-01-16,2019-01-16,0.0,334.23925846027504,,0.01059865735858305,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,68476.30368005272,,2.171369345511565,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,active,182,182,0,2021-07-03,,,0.0,2379.923819630572,,0.15134843175306342,,,,N/A,N/A,False,,False +0000000002,1121.0,0,Placeholder_NonRep_4,active,46,46,0,2021-11-16,,,0.0,2070.9132238048137,,0.5210631098542707,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,0.241738023676801,,7.665462445357717e-06,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,active,74,74,0,2021-10-19,,,0.0,31.92076306488974,,0.0049926118407297515,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,319,319,0,2016-11-16,2017-11-16,2017-11-16,0.0,440.76947896811055,,0.015992158618081335,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-13,2019-06-13,2019-06-13,0.0,133960.5762727377,,4.247862007633742,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,60.8421116043786,,0.0019292907028278347,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,9087.640301255859,,0.288167183576099,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,74919.14841565117,,2.3756706118610844,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,443.28057024465767,,0.01405633467290264,,stationary,2019-06-03,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-08-21,2020-08-20,2020-08-20,0.0,40.56094112037931,,0.0012861790055929512,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1467.2329674975929,,0.04652565219107029,,,,N/A,N/A,False,expired,False +0000000004,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-12,2021-03-12,2021-03-12,0.0,5584.710399998275,,0.177090005073512,,,,N/A,N/A,False,expired,False +0000000005,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-04-15,2021-04-15,2021-04-15,0.0,4088.168154642672,,0.12963496177836986,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,active,227,227,0,2021-05-19,,,0.0,14.097678221700443,,0.0007187998766978933,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-07,2018-06-07,2018-06-07,0.0,2140.2407802049465,,0.06786658993546887,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,active,183,183,0,2021-07-02,,,0.0,20846.23625174643,,1.3184474455921391,,,,N/A,N/A,False,,False +0000000002,2075.0,0,Placeholder_NonRep_4,active,92,92,0,2021-10-01,,,0.0,2200.099157274594,,0.2767838110500445,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,8,8,0,2016-01-10,2017-01-09,2017-01-09,0.0,73.63590749823936,,0.1065334309870361,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_0,active,119,119,0,2021-09-04,,,0.0,7465.451256021218,,0.7260982002821756,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_1,expired,9,9,0,2016-01-11,2017-01-10,2017-01-10,0.0,0.0841592480709934,,0.00010822948568800591,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,823.2521431686839,,0.026105154210067347,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,active,236,236,0,2021-05-10,,,0.0,19.02759708594899,,0.0009331644835780067,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,28.437859786797798,,0.000901758618302822,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,665.1875319860634,,0.021092958269471822,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-17,2020-04-16,2020-04-16,0.0,3995.8426431776375,,0.12670733901501893,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-08,2020-11-07,2020-11-07,0.0,8035.566404362654,,0.25480613915406686,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,413.4161683232558,,0.013109340700255446,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-06,2018-08-06,2018-08-06,0.0,28432.850498992775,,0.901599774828538,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,5.270760465398275,,0.0001671347179540295,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-27,2021-05-27,2021-05-27,0.0,4936.441541869023,,0.15653353443268084,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,active,300,300,0,2021-03-07,,,0.0,2947.5449520980715,,0.11371701204082064,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,155.44557672200506,,0.022489232743345636,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,299.87604856958967,,0.009509007121054973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_1,active,310,310,0,2021-02-25,,,0.0,2568.00434997473,,0.09587829861016761,,,,N/A,N/A,False,,False +0000000002,1916.0,0,Placeholder_NonRep_1,active,155,155,0,2021-07-30,,,0.0,310.35071349673035,,0.023174336431954178,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,2261.228856721852,,0.07170309667433573,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_2,expired,65,65,0,2016-03-07,2017-03-07,2017-03-07,0.0,12140.28807045611,,2.1617322062777973,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_2,expired,303,303,0,2016-10-31,2017-10-31,2017-10-31,0.0,5070.187677062244,,0.1936723687913398,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,602.6971308336883,,0.019111400647948005,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,45355.12418763781,,1.4382015533878048,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,546.7857211897807,,0.10547564066160892,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,75.92479600403927,,0.0024075594876978457,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,718.5760241880419,,0.022785896251523392,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-12,2018-10-12,2018-10-12,0.0,1599.3890084276668,,0.050716292758360815,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_0,active,137,137,0,2021-08-17,,,0.0,228.60002964078015,,0.019312654572247578,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-20,2020-12-19,2020-12-19,0.0,65.89708269560346,,0.0020895827846145183,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-05,2021-06-05,2021-06-05,0.0,57417.89977780195,,1.8207096580987425,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,2139.327330076405,,0.06783762462190528,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-24,2020-05-23,2020-05-23,0.0,101.61808434905802,,0.003222288316497274,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,84.95282564044213,,0.002693836429491442,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,5398.51279683291,,0.17118571780926273,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,active,109,109,0,2021-09-14,,,0.0,10204.493768065287,,1.0835556583487604,,,,N/A,N/A,False,,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,202,202,0,2016-07-22,2017-07-22,2017-07-22,0.0,28540.46418647738,,1.6352942901126113,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,205,205,0,2016-07-25,2017-07-25,2017-07-25,0.0,119507.630251237,,6.747269097292061,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,149.06018454831226,,0.005789374555225898,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,93.6020956088774,,0.002968102981001947,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,2110.863953422431,,0.06693505686905223,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,4772.24234366287,,0.15132681201366277,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,12515.255106667686,,0.3968561360561798,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,8020.638623469955,,0.2543327823271802,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,2042.3097956827933,,0.06476121878750613,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,2525.255634458262,,0.08007533087450096,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,271.1111611505001,,0.008596878524559237,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_1,active,89,89,0,2021-10-04,,,0.0,12.199108573690484,,0.0015864425423546718,,,,N/A,N/A,False,,False +0000000005,585.0,0,Placeholder_NonRep_1,active,11,11,0,2021-12-21,,,0.0,8.87227526530326,,0.00933530646601774,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_1,expired,146,146,0,2016-05-27,2017-05-27,2017-05-27,0.0,18214.519292419645,,1.4439465446172344,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,2813.5489342299024,,0.08921705144057275,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-03,2021-01-02,2021-01-02,0.0,74.59410624818396,,0.0023653635923447476,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-19,2021-04-19,2021-04-19,0.0,1170.46776645272,,0.0371152893979173,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,342.37157034668564,,0.1585053566419841,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,345,345,0,2016-12-12,2017-12-12,2017-12-12,0.0,474.5621765279333,,0.015920631257646714,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,3268.1421877569055,,0.10363210894713677,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,73.13756538044558,,0.0023191769844129115,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,419.4585229266127,,0.013300942507820036,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,2925.048928213596,,0.09275269305598667,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,1079.5838823704855,,0.03423338033899307,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_1,active,320,320,0,2021-02-15,,,0.0,937.5939759865205,,0.03391181915460505,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,5198.356668912744,,0.2359457456841296,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,9342.0184542932,,0.29623346189412736,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,8833.2952987978,,0.28010195645604385,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,29411.228326962122,,0.9326239322349733,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,367.9504066096534,,0.011667630853933705,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-25,2018-02-25,2018-02-25,0.0,2326.7358043141912,,0.07378030835598018,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-23,2019-07-23,2019-07-23,0.0,179.5840893613071,,0.0056945741172408386,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,20945.134347354568,,0.6641658532266161,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,275.0745581344402,,0.008722557018469058,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,949.2878630028728,,0.030101720668533505,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,2245.7620602646775,,0.0712126477760235,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,27.874036976323822,,0.007013394971901122,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,9201.682146267229,,0.29178342675885427,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,9970.982328910753,,0.31617777552355253,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,29761.999861663237,,0.9437468246341716,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-17,2019-12-17,2019-12-17,0.0,55408.860322825974,,1.7570034348942785,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-05-15,2021-05-15,2021-05-15,0.0,2814.3090509086487,,0.08924115458233918,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_2,active,4,4,0,2021-12-28,,,0.0,8.55385608189381,,0.024750740977701996,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-28,2018-01-28,2018-01-28,0.0,141.05958048567945,,0.004472969954517993,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,10691.410933985833,,0.339022416729637,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,8412.633672796333,,0.2667628637999852,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_3,active,31,31,0,2021-12-01,,,0.0,15.553698304708108,,0.005807085687241677,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,21,21,0,2016-01-23,2017-01-22,2017-01-22,0.0,1674.7529694963866,,0.9230340440346047,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,593.388453001431,,0.018816224410243245,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,426.2201294366244,,0.013515351643728577,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-18,2021-10-18,2021-10-18,0.0,443.60484759020227,,0.014066617440074905,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-13,2020-09-12,2020-09-12,0.0,509.05779999169425,,0.01614211694544946,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-24,2018-09-24,2018-09-24,0.0,25674.07568272282,,0.8141195992745693,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-15,2019-05-15,2019-05-15,0.0,5042.602894820284,,0.15989988885148032,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-17,2020-09-16,2020-09-16,0.0,3649.4596061759703,,0.11572360496499144,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-24,2021-11-24,2021-11-24,0.0,9514.125573198753,,0.3016909428335474,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,active,346,346,0,2021-01-20,,,0.0,453.0781372492747,,0.015155953531406372,,,,N/A,N/A,False,,False +0000000001,1821.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,94.31300808726623,,0.005513059301771548,,,,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1672.972388169431,,0.053049606423434516,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,74943.65555785662,,2.376447728242536,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,1151.5794234912926,,0.036516343971692435,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,1100.7233435770759,,0.03490370825650291,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,299.7238678675531,,0.00950418150264945,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-13,2021-03-13,2021-03-13,0.0,1056.097357411563,,0.03348862751812414,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,5297.087469158928,,0.4575289757081716,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,352,352,0,2016-12-19,2017-12-19,2017-12-19,0.0,257.3915293015173,,0.008463263142542525,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,707.5043467545676,,0.022434815663196585,,,,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,3684.9539391337294,,0.11684912287968445,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-28,2019-07-28,2019-07-28,0.0,5184.161023165672,,0.16438866765492363,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,3434.0701390655568,,0.10889364976742633,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,1702.2320113685294,,0.05397742298860126,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,111.22863595246938,,0.0059053599617986206,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-03-16,2018-03-16,2018-03-16,0.0,185.33733267536076,,0.005877008265961464,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,991.9980593824267,,0.0314560521113149,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-28,2020-08-27,2020-08-27,0.0,9700.565343820037,,0.30760290917744915,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_1,active,326,326,0,2021-02-09,,,0.0,419.2418671168713,,0.014884467561238613,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,70,70,0,2016-03-12,2017-03-12,2017-03-12,0.0,401.50025045845865,,0.06638562342236419,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,4386.76550442915,,0.13910342162700245,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,active,104,104,0,2021-09-19,,,0.0,58.1800635825489,,0.006474811207103465,,,,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,172.4510086198236,,0.006085246182666539,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,75.18632359707897,,0.0023841426812873847,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,1710.650439268966,,0.054244369586154424,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,8.893914309191066,,0.000282024172665876,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,136.5832106333349,,0.060800930659426135,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,1228.693455830165,,0.03896161389618737,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-09,2020-05-08,2020-05-08,0.0,987.4861010048719,,0.031312978849723234,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-28,2019-08-28,2019-08-28,0.0,2631.015754668221,,0.08342896228653668,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,1865.246404752014,,0.059146575493151124,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,active,153,153,0,2021-08-01,,,0.0,1213.3821217366344,,0.09178937619043773,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,382.21476195396576,,0.012119950594684353,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-14,2018-04-14,2018-04-14,0.0,1431.9044388963837,,0.04540539189803347,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-19,2018-05-19,2018-05-19,0.0,161.68121340219537,,0.005126877644666266,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,1238.2407371152342,,0.0392643561997474,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_2,active,21,21,0,2021-12-11,,,0.0,0.34833580887830423,,0.00019198402164809537,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,792.6651536247259,,0.025135247134218858,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,24.418331958356813,,0.0007743002269900054,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_3,active,29,29,0,2021-12-03,,,0.0,4026.49430153223,,1.6069980449921097,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-03-25,2019-03-25,2019-03-25,0.0,935.4092917906394,,0.029661634062361723,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,220.1341202891802,,0.006980407162898915,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,2790.885673699194,,0.08849840416347013,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,180.42195868184265,,0.0057211427791046,,,,N/A,N/A,False,expired,False +0000000002,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-29,2020-07-28,2020-07-28,0.0,4572.933406543129,,0.1450067670770906,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,328,328,0,2016-11-25,2017-11-25,2017-11-25,0.0,1651.2997518834645,,0.05826910258170536,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-16,2019-02-16,2019-02-16,0.0,288.38244668309744,,0.009144547396090101,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,445.92254578044657,,0.014140111167568702,,stationary,2019-12-30,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_1,active,124,124,0,2021-08-30,,,0.0,375.9129321534314,,0.0350874525979532,,,,N/A,N/A,False,,False +0000000000,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1789.4376867584406,,0.05674269681501904,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-24,2019-08-24,2019-08-24,0.0,1378.484042893893,,0.043711442253104166,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,319877.5986608511,,10.14325211380172,,stationary,2019-11-16,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-05-18,2021-05-18,2021-05-18,0.0,160.70213408380627,,0.005095831243144541,,stationary,2020-05-18,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,13844.449202991049,,0.4390046043566415,,stationary,2020-09-28,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,270.5090987478895,,0.008577787251011208,,stationary,2020-10-14,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-14,2018-02-14,2018-02-14,0.0,89030.26200698147,,2.823131088501442,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,978.0794782358829,,0.031014696798448847,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,9.58654403972374,,0.000303987317342838,,stationary,2019-11-16,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_4,expired,26,26,0,2016-01-28,2017-01-27,2017-01-27,0.0,71.25052781802805,,0.03171764949164354,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_4,expired,57,57,0,2016-02-28,2017-02-27,2017-02-27,0.0,26.1590071455247,,0.005311689235202383,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,1143.0759551695373,,0.036246700760069035,,,,N/A,N/A,False,expired,False +0000000002,2420.0,0,Placeholder_NonRep_0,active,284,284,0,2021-03-23,,,0.0,23863.75075096167,,0.9725380946368704,,,,N/A,N/A,False,,False 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_emissions.csv new file mode 100644 index 000000000..327f7ba01 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_emissions.csv @@ -0,0 +1,96873 @@ +Site ID,Survey Level,Method,Start Date,End Date,"""Measured"" Rate (g/s)","""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +35.0,,,2017-01-01,2017-01-01,0.0,0.0,311.0,True +35.0,,,2017-01-01,2017-01-02,0.0,0.0,311.0,True +35.0,,,2017-01-02,2017-01-03,0.0,0.0,311.0,True +35.0,,,2017-01-03,2017-01-03,0.0,0.0,311.0,True +35.0,,,2017-01-03,2017-01-04,0.0008876669000936238,0.0766944201680891,311.0,True +35.0,,,2017-01-04,2017-01-05,0.0,0.0,311.0,True +35.0,,,2017-01-05,2017-01-06,0.0,0.0,311.0,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_timeseries.csv new file mode 100644 index 000000000..8dca214dc --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4317.06166,0,4317.06166,750.00000,127,128,0,0,0.00000,0,0,750,0,,50,0,0,0.00000,,0,0,0,0 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_emissions_summary.csv new file mode 100644 index 000000000..245d58ae9 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_emissions_summary.csv @@ -0,0 +1,717 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,35.0,0,Placeholder_NonRep_0,expired,365,365,222,2017-05-16,2018-05-16,2018-05-16,0.0,2154.8485905818875,,0.06832980056385994,0.06832980056385994,OGI_FU,2017-05-18,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_0,expired,365,365,291,2020-07-10,2021-07-10,2021-07-10,0.0,3106.356906996183,,0.09850193134817932,0.05050869792829121,OGI_FU,2020-07-10,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_0,expired,365,365,255,2020-09-08,2021-09-08,2021-09-08,0.0,79.32768873700034,,0.0025154645084031054,0.005515041597146112,OGI_FU,2020-09-08,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_1,expired,365,365,231,2017-11-23,2018-11-23,2018-11-23,0.0,2269.8774463591003,,0.07197734165268582,0.07197734165268582,OGI_FU,2017-11-23,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_2,expired,365,365,186,2017-04-05,2018-04-05,2018-04-05,0.0,1585.2297460302507,,0.050267305493095216,0.050267305493095216,OGI_FU,2017-04-12,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_2,expired,365,365,138,2018-04-20,2019-04-20,2019-04-20,0.0,690.7515409990009,,0.021903587677543152,0.021903587677543152,OGI_FU,2018-04-22,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_2,expired,365,365,288,2020-02-02,2021-02-01,2021-02-01,0.0,3718.4983145320925,,0.11791280804579185,0.11791280804579185,OGI_FU,2020-02-02,N/A,N/A,True,expired,False +0000000003,35.0,0,Placeholder_NonRep_3,active,16,16,0,2021-12-16,,,0.0,13.600308680956697,,0.009838186256479092,,,,N/A,N/A,False,,False +0000000000,35.0,0,Placeholder_NonRep_3,expired,84,84,83,2016-03-26,2017-03-26,2017-03-26,0.0,826.368362657794,,0.11386248383181687,0.19423991702077428,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_3,expired,132,132,131,2016-05-13,2017-05-13,2017-05-13,0.0,3131.9559556719487,,0.2746173502097317,0.27461612374743327,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000002,35.0,0,Placeholder_NonRep_3,expired,365,365,297,2018-04-15,2019-04-15,2019-04-15,0.0,3429.254333952719,,0.10874094158906389,0.10874094158906389,OGI_FU,2018-04-19,N/A,N/A,True,expired,False +0000000000,35.0,0,Placeholder_NonRep_4,expired,365,365,357,2017-08-26,2018-08-26,2018-08-26,0.0,1480.7767575334892,,0.046955122955780346,0.18172416264996927,OGI_FU,2017-08-28,N/A,N/A,True,expired,False +0000000001,35.0,0,Placeholder_NonRep_4,expired,365,365,366,2017-09-18,2018-09-18,2018-09-18,0.0,9980.929629125372,,0.3164932023441582,0.3159667607828528,OGI_FU,2017-09-18,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_1,expired,365,365,114,2017-03-02,2018-03-02,2018-03-02,0.0,445.6103329133206,,0.01413021096249748,0.01413021096249748,OGI_FU,2017-03-10,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_1,expired,365,365,168,2020-11-10,2021-11-10,2021-11-10,0.0,861.6363300623784,,0.027322308791932343,0.027322308791932343,OGI_FU,2020-11-10,N/A,N/A,True,expired,False +0000000000,300.0,0,Placeholder_NonRep_3,expired,365,365,363,2017-10-25,2018-10-25,2018-10-25,0.0,24450.15810966655,,0.775309427627681,0.775309427627681,OGI_FU,2017-10-27,N/A,N/A,True,expired,False +0000000001,300.0,0,Placeholder_NonRep_3,expired,365,365,111,2020-04-30,2021-04-30,2021-04-30,0.0,191.79028846427622,,0.006081630151708404,0.005053833798279276,OGI_FU,2020-06-16,N/A,N/A,True,expired,False +0000000002,300.0,0,Placeholder_NonRep_3,expired,365,365,90,2020-08-14,2021-08-14,2021-08-14,0.0,126.96511492885354,,0.004026037383588709,0.00405815602059058,OGI_FU,2020-08-24,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_0,expired,365,365,138,2020-08-14,2021-08-14,2021-08-14,0.0,838.0677085556298,,0.026574952706609263,0.026574952706609263,OGI_FU,2020-08-27,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_1,expired,94,94,92,2016-04-05,2017-04-05,2017-04-05,0.0,2528.752624722191,,0.3113613850377008,0.3113613850377008,OGI_FU,2017-01-03,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_1,expired,365,365,159,2017-09-02,2018-09-02,2018-09-02,0.0,694.1024590202619,,0.022009844590951986,0.022009844590951986,OGI_FU,2017-09-03,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_2,expired,365,365,57,2017-06-23,2018-06-23,2018-06-23,0.0,44.39880217326588,,0.001407876781242576,0.001407876781242576,OGI_FU,2017-06-29,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_2,expired,365,365,330,2018-08-28,2019-08-28,2019-08-28,0.0,4653.835386183022,,0.14757215202254634,0.14757215202254634,OGI_FU,2018-08-29,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_2,expired,365,365,78,2019-10-21,2020-10-20,2020-10-20,0.0,222.59435087777467,,0.0070584205630953405,0.012863222363965891,OGI_FU,2019-10-23,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_2,expired,365,365,111,2020-10-04,2021-10-04,2021-10-04,0.0,710.7549631237845,,0.022537892032083475,0.02253789203185822,OGI_FU,2020-10-11,N/A,N/A,True,expired,False +0000000003,69.0,0,Placeholder_NonRep_3,active,353,353,237,2021-01-13,,,0.0,940.4335880695725,,0.03083469691236401,0.030835358998780524,OGI_FU,2021-01-24,N/A,N/A,True,OGI_FU,False +0000000000,69.0,0,Placeholder_NonRep_3,expired,365,365,129,2017-12-17,2018-12-17,2018-12-17,0.0,400.0698642807279,,0.012686132175314812,0.007384174883772436,OGI_FU,2017-12-20,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_3,expired,365,365,105,2018-05-18,2019-05-18,2019-05-18,0.0,65.66480900554345,,0.0020822174342194143,0.0020925728197087653,OGI_FU,2018-05-19,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_3,expired,365,365,246,2020-10-14,2021-10-14,2021-10-14,0.0,2340.765664526905,,0.07422519230488663,0.052529944608625326,OGI_FU,2020-10-17,N/A,N/A,True,expired,False +0000000000,69.0,0,Placeholder_NonRep_4,expired,365,365,123,2017-01-31,2018-01-31,2018-01-31,0.0,77.25011706977863,,0.002449585143004142,0.06072794798454016,OGI_FU,2017-02-02,N/A,N/A,True,expired,False +0000000001,69.0,0,Placeholder_NonRep_4,expired,365,365,309,2017-11-04,2018-11-04,2018-11-04,0.0,3752.9831277565186,,0.11900631429973739,0.11900631429973738,OGI_FU,2017-11-05,N/A,N/A,True,expired,False +0000000002,69.0,0,Placeholder_NonRep_4,expired,365,365,30,2019-06-13,2020-06-12,2020-06-12,0.0,38.435516888895755,,0.001218782245335355,0.001218782245335355,OGI_FU,2019-06-19,N/A,N/A,True,expired,False +0000000003,895.0,0,Placeholder_NonRep_0,active,148,148,54,2021-08-06,,,0.0,146.768720336499,,0.011477784060349333,0.011477784060349333,OGI_FU,2021-08-11,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_0,expired,295,295,204,2016-10-23,2017-10-23,2017-10-23,0.0,1065.341657265566,,0.041797773747079645,0.04345862378356505,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_0,expired,337,337,225,2016-12-04,2017-12-04,2017-12-04,0.0,1313.7346953236452,,0.04511947382005045,0.04510649842914041,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,895.0,0,Placeholder_NonRep_0,expired,365,365,363,2019-07-21,2020-07-20,2020-07-20,0.0,10433.728899569081,,0.3308513730203285,0.3308513730203285,OGI_FU,2019-07-23,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_1,active,360,360,360,2021-01-06,,,0.0,12242.288724311902,,0.3935921014760771,0.1985429602252679,OGI_FU,2021-01-07,N/A,N/A,True,OGI_FU,False +0000000002,895.0,0,Placeholder_NonRep_1,active,229,229,228,2021-05-17,,,0.0,69.12730470105032,,0.003493818974458713,0.1985429602252679,OGI_FU,2021-05-19,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_1,expired,277,277,276,2016-10-05,2017-10-05,2017-10-05,0.0,10713.71901690533,,0.4476584025649038,0.4476584025649038,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_2,expired,107,107,39,2016-04-18,2017-04-18,2017-04-18,0.0,162.9794913547865,,0.017629315004628165,0.017629315004628165,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_2,expired,365,365,213,2017-10-11,2018-10-11,2018-10-11,0.0,1574.0326785102388,,0.04991224881120747,0.04991224881120747,OGI_FU,2017-10-16,N/A,N/A,True,expired,False +0000000000,895.0,0,Placeholder_NonRep_3,expired,93,93,75,2016-04-04,2017-04-04,2017-04-04,0.0,1024.7236478355637,,0.1275293269409055,0.1275293269409055,OGI_FU,2017-01-07,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_3,expired,365,365,120,2020-12-13,2021-12-13,2021-12-13,0.0,500.6500738865051,,0.015875509699597445,0.015875509699597445,OGI_FU,2020-12-20,N/A,N/A,True,expired,False +0000000001,895.0,0,Placeholder_NonRep_4,active,21,21,9,2021-12-11,,,0.0,62.55523800756196,,0.034477093258136,0.034477093258136,OGI_FU,2021-12-15,N/A,N/A,True,OGI_FU,False +0000000000,895.0,0,Placeholder_NonRep_4,expired,365,365,258,2019-12-23,2020-12-22,2020-12-22,0.0,2631.966599025582,,0.08345911336331754,0.08345911336331754,OGI_FU,2019-12-23,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_0,expired,245,245,48,2016-09-03,2017-09-03,2017-09-03,0.0,46.30615088575435,,0.0021875543691304965,0.0021875543691304965,OGI_FU,2017-01-13,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_0,expired,365,365,75,2018-01-09,2019-01-09,2019-01-09,0.0,173.89137038699158,,0.005514059182743264,0.005514059182743264,OGI_FU,2018-02-28,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-02-21,2021-02-20,2021-02-20,0.0,30265.389614440213,,0.9597092089814881,0.9597092089814881,OGI_FU,2020-02-21,N/A,N/A,True,expired,False +0000000000,2315.0,0,Placeholder_NonRep_2,expired,336,336,333,2016-12-03,2017-12-03,2017-12-03,0.0,94935.31589379608,,3.2702035071440996,3.2702035071440996,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_3,active,245,245,246,2021-05-01,,,0.0,37500.14083713111,,1.7715486034170027,1.7715486034170027,OGI_FU,2021-05-01,N/A,N/A,True,OGI_FU,False +0000000000,2315.0,0,Placeholder_NonRep_3,expired,365,365,309,2017-08-08,2018-08-08,2018-08-08,0.0,3945.767718407866,,0.12511947356696684,0.12511947356696684,OGI_FU,2017-08-08,N/A,N/A,True,expired,False +0000000003,2315.0,0,Placeholder_NonRep_4,active,222,222,87,2021-05-24,,,0.0,438.80048601423607,,0.022877069048957085,0.022877069048957085,OGI_FU,2021-05-25,N/A,N/A,True,OGI_FU,False +0000000000,2315.0,0,Placeholder_NonRep_4,expired,300,300,102,2016-10-28,2017-10-28,2017-10-28,0.0,453.1399591603166,,0.017482251510814683,0.017482251510814683,OGI_FU,2017-01-16,N/A,N/A,True,expired,False +0000000001,2315.0,0,Placeholder_NonRep_4,expired,365,365,249,2018-10-23,2019-10-23,2019-10-23,0.0,2528.9335791650633,,0.0801919577360814,0.0801919577360814,OGI_FU,2018-10-26,N/A,N/A,True,expired,False +0000000002,2315.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-12-11,2020-12-10,2020-12-10,0.0,22979.288305456914,,0.728668452100993,0.728668452100993,OGI_FU,2019-12-11,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_0,expired,365,365,366,2017-05-04,2018-05-04,2018-05-04,0.0,10135.496435291854,,0.32139448361529216,0.32139448361529216,OGI_FU,2017-05-04,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_1,expired,151,151,105,2016-06-01,2017-06-01,2017-06-01,0.0,1182.0045406312709,,0.09060005370303462,0.09060005370303462,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_1,expired,365,365,204,2017-06-24,2018-06-24,2018-06-24,0.0,1253.3086851266844,,0.03974215769681267,0.03974215769681267,OGI_FU,2017-06-24,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_2,active,205,205,63,2021-06-10,,,0.0,222.18401775093938,,0.012544264778169566,0.012544264778169566,OGI_FU,2021-06-21,N/A,N/A,True,OGI_FU,False +0000000000,537.0,0,Placeholder_NonRep_2,expired,47,47,39,2016-02-18,2017-02-17,2017-02-17,0.0,304.936920354734,,0.07509281923629187,0.04445888678424162,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_2,expired,146,146,81,2016-05-27,2017-05-27,2017-05-27,0.0,174.39350392799474,,0.013824954332191365,0.013826824079045128,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_2,expired,365,365,165,2017-11-20,2018-11-20,2018-11-20,0.0,1019.6480141172557,,0.032332826424316834,0.032332826424316834,OGI_FU,2017-11-21,N/A,N/A,True,expired,False +0000000000,537.0,0,Placeholder_NonRep_3,expired,244,244,243,2016-09-02,2017-09-02,2017-09-02,0.0,56.0719693792788,,0.0026597587175204345,0.13242766593104163,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_3,expired,332,332,330,2016-11-29,2017-11-29,2017-11-29,0.0,7521.027576537157,,0.2621955731445628,0.2621955729028512,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_3,expired,365,365,147,2018-08-28,2019-08-28,2019-08-28,0.0,446.92398804483093,,0.014171866693456079,0.014171866693456079,OGI_FU,2018-08-30,N/A,N/A,True,expired,False +0000000004,537.0,0,Placeholder_NonRep_4,active,349,349,249,2021-01-17,,,0.0,1606.522538355485,,0.053277968081936654,0.039847627094368704,OGI_FU,2021-01-25,N/A,N/A,True,OGI_FU,False +0000000005,537.0,0,Placeholder_NonRep_4,active,345,345,249,2021-01-21,,,0.0,787.4464642715169,,0.026417286106800754,0.039847627094368704,OGI_FU,2021-01-25,N/A,N/A,True,OGI_FU,False +0000000000,537.0,0,Placeholder_NonRep_4,expired,39,39,24,2016-02-10,2017-02-09,2017-02-09,0.0,265.7932633990835,,0.07887976715309933,0.07887976715309933,OGI_FU,2017-01-04,N/A,N/A,True,expired,False +0000000001,537.0,0,Placeholder_NonRep_4,expired,365,365,99,2018-01-15,2019-01-15,2019-01-15,0.0,180.9389153693041,,0.005737535368128618,0.012501968355968217,OGI_FU,2018-02-07,N/A,N/A,True,expired,False +0000000002,537.0,0,Placeholder_NonRep_4,expired,365,365,189,2018-09-17,2019-09-17,2019-09-17,0.0,607.5982533880041,,0.019266814224632296,0.03776802467858976,OGI_FU,2018-09-17,N/A,N/A,True,expired,False +0000000003,537.0,0,Placeholder_NonRep_4,expired,365,365,246,2019-04-25,2020-04-24,2020-04-24,0.0,1774.5065991739723,,0.05626923513362418,0.05626923513362405,OGI_FU,2019-04-27,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_0,expired,36,36,9,2016-02-07,2017-02-06,2017-02-06,0.0,54.21399375796042,,0.01742991054461176,0.01742991054461176,OGI_FU,2017-01-14,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_0,expired,365,365,39,2017-12-25,2018-12-25,2018-12-25,0.0,29.227366887134718,,0.0009267937242242108,0.0009267937242242108,OGI_FU,2017-12-25,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_0,expired,365,365,336,2019-02-02,2020-02-02,2020-02-02,0.0,2706.3624666439496,,0.08581819084994766,0.2544553117217191,OGI_FU,2019-02-03,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2019-06-03,2020-06-02,2020-06-02,0.0,17050.774058430066,,0.5406764985549868,0.3387738721575281,OGI_FU,2019-06-03,N/A,N/A,True,expired,False +0000000004,1347.0,0,Placeholder_NonRep_0,expired,365,365,354,2019-08-10,2020-08-09,2020-08-09,0.0,4316.371606294387,,0.1368712457602228,0.13687163085892123,OGI_FU,2019-08-11,N/A,N/A,True,expired,False +0000000005,1347.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-09-13,2021-09-13,2021-09-13,0.0,6570.250083827339,,0.20834126343947673,0.20834126343947673,OGI_FU,2020-09-13,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_1,expired,365,365,36,2019-10-01,2020-09-30,2020-09-30,0.0,56.2377120757295,,0.001783286151564228,0.001783286151564228,OGI_FU,2019-10-13,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_2,expired,365,365,363,2017-03-16,2018-03-16,2018-03-16,0.0,13160.935970641078,,0.4173305419406734,0.4173305419406734,OGI_FU,2017-03-18,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_2,expired,365,365,90,2019-02-16,2020-02-16,2020-02-16,0.0,75.0009143056712,,0.002378263391224987,0.005325770645664429,OGI_FU,2019-02-18,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_2,expired,365,365,93,2019-05-26,2020-05-25,2020-05-25,0.0,260.9060973980819,,0.008273278075788999,0.008227223273565842,OGI_FU,2019-05-28,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_2,expired,365,365,288,2020-10-08,2021-10-08,2021-10-08,0.0,2845.9755167008407,,0.0902452916254706,0.0902452916254706,OGI_FU,2020-10-10,N/A,N/A,True,expired,False +0000000003,1347.0,0,Placeholder_NonRep_3,active,281,281,282,2021-03-26,,,0.0,92636.26926508597,,3.8155837808540087,1.9313523207595304,OGI_FU,2021-03-27,N/A,N/A,True,OGI_FU,False +0000000004,1347.0,0,Placeholder_NonRep_3,active,55,55,57,2021-11-07,,,0.0,223.88417351979325,,0.04711367287874437,1.9313487268663765,OGI_FU,2021-11-07,N/A,N/A,True,OGI_FU,False +0000000000,1347.0,0,Placeholder_NonRep_3,expired,82,82,37,2016-03-24,2017-03-24,2017-03-24,0.0,147.77362114874734,,0.020857839480119034,0.020857839480119034,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_3,expired,365,365,129,2018-10-01,2019-10-01,2019-10-01,0.0,451.4355602140484,,0.014314927708461706,0.014314927708461706,OGI_FU,2018-10-03,N/A,N/A,True,expired,False +0000000002,1347.0,0,Placeholder_NonRep_3,expired,365,365,102,2020-04-29,2021-04-29,2021-04-29,0.0,142.97391577923128,,0.004533673128463701,1.9091282948360297,OGI_FU,2020-05-07,N/A,N/A,True,expired,False +0000000000,1347.0,0,Placeholder_NonRep_4,expired,49,49,46,2016-02-20,2017-02-19,2017-02-19,0.0,899.6603334923763,,0.21250480288463156,0.21250480288463156,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1347.0,0,Placeholder_NonRep_4,expired,365,365,366,2020-11-09,2021-11-09,2021-11-09,0.0,12435.058201986678,,0.3943131088910032,0.3943131088910032,OGI_FU,2020-11-09,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_0,active,252,252,33,2021-04-24,,,0.0,37.185000262138665,,0.0017078648709462569,0.0017078648709462569,OGI_FU,2021-05-17,N/A,N/A,True,OGI_FU,False +0000000000,1284.0,0,Placeholder_NonRep_2,expired,365,365,333,2017-08-28,2018-08-28,2018-08-28,0.0,4585.238081701961,,0.14539694576680495,0.14539694576680495,OGI_FU,2017-08-30,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_3,expired,90,90,88,2016-04-01,2017-04-01,2017-04-01,0.0,2316.3878863365117,,0.2978893886749629,0.23613449719706958,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000001,1284.0,0,Placeholder_NonRep_3,expired,249,249,241,2016-09-07,2017-09-07,2017-09-07,0.0,3751.5330856000714,,0.1743796057191763,0.17437960571917632,OGI_FU,2017-01-05,N/A,N/A,True,expired,False +0000000002,1284.0,0,Placeholder_NonRep_3,expired,365,365,162,2018-03-10,2019-03-10,2019-03-10,0.0,947.5038650732114,,0.03004515046528448,0.03004515046528448,OGI_FU,2018-03-22,N/A,N/A,True,expired,False +0000000003,1284.0,0,Placeholder_NonRep_3,expired,365,365,366,2019-03-26,2020-03-25,2020-03-25,0.0,26201.847967774505,,0.8308551486483544,0.8308551486483544,OGI_FU,2019-03-26,N/A,N/A,True,expired,False +0000000000,1284.0,0,Placeholder_NonRep_4,expired,365,365,42,2017-08-12,2018-08-12,2018-08-12,0.0,27.588271669552736,,0.0008748183558331029,0.0008748183558331029,OGI_FU,2017-10-23,N/A,N/A,True,expired,False +0000000003,957.0,0,Placeholder_NonRep_0,active,140,140,99,2021-08-14,,,0.0,701.0154708780872,,0.05795432133582069,0.05795432133582069,OGI_FU,2021-08-15,N/A,N/A,True,OGI_FU,False +0000000000,957.0,0,Placeholder_NonRep_0,expired,365,365,366,2017-04-10,2018-04-10,2018-04-10,0.0,9106.497590199093,,0.2887651442858667,0.19393777585402905,OGI_FU,2017-04-11,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_0,expired,365,365,252,2018-03-27,2019-03-27,2019-03-27,0.0,2932.611880023234,,0.09299251268465354,0.09299251268465356,OGI_FU,2018-03-28,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_0,expired,365,365,366,2020-04-15,2021-04-15,2021-04-15,0.0,9927.588943633056,,0.3148017803029254,0.3148017803029254,OGI_FU,2020-04-16,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_1,expired,365,365,183,2017-08-25,2018-08-25,2018-08-25,0.0,1414.4949908702845,,0.0448533419225737,0.0448533419225737,OGI_FU,2017-09-02,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_2,active,298,298,129,2021-03-09,,,0.0,263.9312151882263,,0.010250870587412468,0.010250870587412468,OGI_FU,2021-03-09,N/A,N/A,True,OGI_FU,False +0000000003,957.0,0,Placeholder_NonRep_2,active,5,5,0,2021-12-27,,,0.0,0.0759318377748934,,0.0001757681429974384,,,,N/A,N/A,False,,False +0000000000,957.0,0,Placeholder_NonRep_2,expired,262,262,48,2016-09-20,2017-09-20,2017-09-20,0.0,42.56154818307832,,0.0018801927915199287,0.0018052155999558482,OGI_FU,2017-02-13,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_2,expired,365,365,54,2017-08-31,2018-08-31,2018-08-31,0.0,49.83583702071312,,0.0015802840252636071,0.0015802851693247576,OGI_FU,2017-09-17,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_3,expired,96,96,63,2016-04-07,2017-04-07,2017-04-07,0.0,713.8622046212957,,0.0860655628642573,0.0860655628642573,OGI_FU,2017-01-08,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_3,expired,365,365,366,2018-07-17,2019-07-17,2019-07-17,0.0,7962.687708926384,,0.2524951708817347,0.2524951708817347,OGI_FU,2018-07-17,N/A,N/A,True,expired,False +0000000002,957.0,0,Placeholder_NonRep_3,expired,365,365,285,2020-11-04,2021-11-04,2021-11-04,0.0,3884.58854956686,,0.12317949484927891,0.12317949484927891,OGI_FU,2020-11-06,N/A,N/A,True,expired,False +0000000000,957.0,0,Placeholder_NonRep_4,expired,365,365,366,2019-11-24,2020-11-23,2020-11-23,0.0,34540.769570721655,,1.0952806180467294,1.0952806180467294,OGI_FU,2019-11-24,N/A,N/A,True,expired,False +0000000001,957.0,0,Placeholder_NonRep_4,expired,365,365,159,2020-12-24,2021-12-24,2021-12-24,0.0,652.1838253289947,,0.020680613436358276,0.020680613436358276,OGI_FU,2020-12-27,N/A,N/A,True,expired,False +0000000000,2288.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-29,2021-02-28,2021-02-28,0.0,59.16531666269104,,0.0018761198840274937,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_2,active,276,276,0,2021-03-31,,,0.0,327.1173401369191,,0.013717682339343427,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_2,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,57.67309715331078,,0.0021190879318529828,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-23,2021-12-23,2021-12-23,0.0,113.33257187855835,,0.0035937522792541332,,,,N/A,N/A,False,expired,False +0000000002,2288.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,10381.813560434533,,0.34136329310140906,,,,N/A,N/A,False,,False +0000000003,2288.0,0,Placeholder_NonRep_3,active,105,105,0,2021-09-18,,,0.0,170.52444761535622,,0.018796786553720923,,,,N/A,N/A,False,,False +0000000000,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,3902.2775566361474,,0.12374040958384536,,,,N/A,N/A,False,expired,False +0000000001,2288.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,805.2040264415449,,0.025532852182951066,,,,N/A,N/A,False,expired,False +0000000000,2288.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,589.3684107303931,,0.01868874970606269,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,857.6291864892189,,0.027195243102778377,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,565.7599096186019,,0.017940129046759318,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,527.0839716857007,,0.016713723100130033,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,41.55856798170885,,0.0013178135458431267,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_1,expired,78,78,0,2016-03-20,2017-03-20,2017-03-20,0.0,302.1186066863627,,0.044830040165948874,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-25,2019-12-25,2019-12-25,0.0,2181.2451018811776,,0.06916682844625753,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-11,2021-08-11,2021-08-11,0.0,3398.316804645043,,0.10775991897022584,,,,N/A,N/A,False,expired,False +0000000003,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-19,2021-10-19,2021-10-19,0.0,72014.04743161377,,2.2835504639654287,,,,N/A,N/A,False,expired,False +0000000004,1349.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,377.3752861541057,,0.011966491823760328,,,,N/A,N/A,False,expired,False +0000000000,1349.0,0,Placeholder_NonRep_3,active,159,159,0,2021-07-26,,,0.0,343.0862471299033,,0.024974249296085438,,,,N/A,N/A,False,,False +0000000000,1349.0,0,Placeholder_NonRep_4,expired,12,12,0,2016-01-14,2017-01-13,2017-01-13,0.0,62.14282584001917,,0.05993713912038885,,,,N/A,N/A,False,expired,False +0000000001,1349.0,0,Placeholder_NonRep_4,expired,28,28,0,2016-01-30,2017-01-29,2017-01-29,0.0,187.3778806569232,,0.07745448109165144,,,,N/A,N/A,False,expired,False +0000000002,1349.0,0,Placeholder_NonRep_4,expired,159,159,0,2016-06-09,2017-06-09,2017-06-09,0.0,1943.2993759082922,,0.1414584334897138,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-25,2019-01-25,2019-01-25,0.0,222.59192921095854,,0.007058343772544348,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-13,2020-04-12,2020-04-12,0.0,28486.521119460824,,0.9033016590392194,,,,N/A,N/A,False,expired,False +0000000005,1238.0,0,Placeholder_NonRep_1,active,286,286,0,2021-03-21,,,0.0,98.23187300439561,,0.00397532508597172,,,,N/A,N/A,False,,False +0000000000,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,197.07526086075012,,0.006249215527040529,,,,N/A,N/A,False,expired,False +0000000001,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,40.62896597223561,,0.001288336059495041,,,,N/A,N/A,False,expired,False +0000000002,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,10024.691729529413,,0.3178808894447429,,,,N/A,N/A,False,expired,False +0000000003,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2252.6061969517873,,0.07142967392668022,,,,N/A,N/A,False,expired,False +0000000004,1238.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-06,2020-04-05,2020-04-05,0.0,3397.871180370202,,0.10774578831716775,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-27,2020-01-27,2020-01-27,0.0,625.9623985411374,,0.019849137447397813,,,,N/A,N/A,False,expired,False +0000000000,1238.0,0,Placeholder_NonRep_3,active,14,14,0,2021-12-18,,,0.0,0.7330719190362633,,0.0006060449066106674,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_0,active,268,268,0,2021-04-08,,,0.0,18992.326863377293,,0.8202186490886407,,stationary,2021-04-08,N/A,N/A,False,,False +0000000001,2107.0,0,Placeholder_NonRep_0,active,68,68,0,2021-10-25,,,0.0,28.817527083281405,,0.004904944016081394,,,,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_1,expired,116,116,0,2016-04-27,2017-04-27,2017-04-27,0.0,52.66072238219783,,0.0052543026003948985,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-13,2021-08-13,2021-08-13,0.0,386.41659238912996,,0.01225318976373446,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1387.9168733075549,,0.044010555343339516,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_2,active,348,348,0,2021-01-18,,,0.0,15593.169357238821,,0.5186106241099544,,stationary,2021-04-08,N/A,N/A,False,,False +0000000003,2107.0,0,Placeholder_NonRep_2,active,215,215,0,2021-05-31,,,0.0,3772.9206961612713,,0.2031072726185008,,stationary,2021-05-31,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-10,2019-12-10,2019-12-10,0.0,91087.71731948844,,2.888372568476929,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-12,2021-12-12,2021-12-12,0.0,308.6044555968791,,0.009785783092239951,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000004,2107.0,0,Placeholder_NonRep_3,active,300,300,0,2021-03-07,,,0.0,10431.203461181261,,0.4024384051381659,,stationary,2021-04-08,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_3,expired,128,128,0,2016-05-09,2017-05-09,2017-05-09,0.0,77.84356223905986,,0.007038805902692768,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_3,expired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,43.51047692330284,,0.0017546811251170648,,,,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-04,2019-04-04,2019-04-04,0.0,7000.137753744674,,0.2219729120289407,,,,N/A,N/A,False,expired,False +0000000003,2107.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,138489.93102649492,,4.391486904696059,,stationary,2021-04-08,N/A,N/A,False,expired,False +0000000002,2107.0,0,Placeholder_NonRep_4,active,336,336,0,2021-01-30,,,0.0,720.7796373096903,,0.02482844319436488,,stationary,2021-04-08,N/A,N/A,False,,False +0000000000,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,3886.5443010287704,,0.12324151132130803,,,,N/A,N/A,False,expired,False +0000000001,2107.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-14,2018-12-14,2018-12-14,0.0,6641.409394120677,,0.21059771036658662,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,2836.7172020845965,,0.08995171239486925,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-11,2019-08-11,2019-08-11,0.0,7023.337399826174,,0.22270856798028202,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,3254.8504213193337,,0.10321062979830459,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_1,expired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,1049.2891419541013,,0.07886071593570385,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_1,expired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,461.7354399795042,,0.023134892575532317,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,58517.6037952001,,1.855581043734148,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-03,2020-08-02,2020-08-02,0.0,418.5758045105628,,0.013272951690466857,,,,N/A,N/A,False,expired,False +0000000004,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,334.0520990418607,,0.010592722572357327,,,,N/A,N/A,False,expired,False +0000000005,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,379.71212006053173,,0.012040592340833704,,,,N/A,N/A,False,expired,False +0000000006,839.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,3752.4509862947098,,0.1189894402046775,,,,N/A,N/A,False,expired,False +0000000000,839.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,1812.9937279969386,,0.05748965398265279,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_3,active,304,304,0,2021-03-03,,,0.0,23.344679466840194,,0.0008887929256076461,,,,N/A,N/A,False,,False +0000000004,839.0,0,Placeholder_NonRep_3,active,204,204,0,2021-06-11,,,0.0,257.2520744589706,,0.014595365517143844,,,,N/A,N/A,False,,False +0000000005,839.0,0,Placeholder_NonRep_3,active,183,183,0,2021-07-02,,,0.0,3965.9091931417765,,0.2508291080463074,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,75.9501923463712,,0.0024083648004303397,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,360.02123026696813,,0.011416198321504568,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,3107.866658857477,,0.09854980526564804,,,,N/A,N/A,False,expired,False +0000000003,839.0,0,Placeholder_NonRep_4,active,1,1,0,2021-12-31,,,0.0,8.935492829351366,,0.10342005589527044,,,,N/A,N/A,False,,False +0000000000,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,36887.21473890903,,1.1696859062312606,,,,N/A,N/A,False,expired,False +0000000001,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-07,2019-09-07,2019-09-07,0.0,2533.088832238123,,0.08032371994666802,,,,N/A,N/A,False,expired,False +0000000002,839.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-10-17,2019-10-17,2019-10-17,0.0,1041.0166894685904,,0.03301042267467625,,,,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,407.5949897779812,,0.012924752339484437,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-10-29,2019-10-29,2019-10-29,0.0,956.806508264827,,0.030340135345789793,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,6.738739768224185,,0.00021368403628311088,,stationary,2021-04-16,N/A,N/A,False,expired,False +0000000000,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-27,2018-09-27,2018-09-27,0.0,794.938007199707,,0.025207318848291062,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-25,2019-04-25,2019-04-25,0.0,574.4027850900679,,0.018214192830101086,,,,N/A,N/A,False,expired,False +0000000003,1548.0,0,Placeholder_NonRep_3,active,260,260,0,2021-04-16,,,0.0,304340.4722431798,,13.547919882620183,,stationary,2021-04-16,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_3,expired,63,63,0,2016-03-05,2017-03-05,2017-03-05,0.0,636.5378381722365,,0.11694184269772127,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,832.639516285909,,0.026402825858888538,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,4874.875418924045,,0.1545812854808487,,,,N/A,N/A,False,expired,False +0000000002,1548.0,0,Placeholder_NonRep_4,active,311,311,0,2021-02-24,,,0.0,11324.942407496812,,0.42146534504498673,,stationary,2021-04-16,N/A,N/A,False,,False +0000000000,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,5.7785583865583305,,0.00018323688440380296,,,,N/A,N/A,False,expired,False +0000000001,1548.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,61.44864066409465,,0.001948523613143539,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,58.50122038355198,,0.001855061529158802,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,23735.337467725145,,0.752642613766018,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,34245.655129806015,,1.0859226005138893,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,40.688969918044165,,0.0012902387721348352,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,1809.188168808509,,0.05736898049240578,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-31,2020-12-30,2020-12-30,0.0,5394.554589409649,,0.17106020387524254,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,7490.694431601957,,0.23752836224004176,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-19,2020-06-18,2020-06-18,0.0,117.29373963867103,,0.0037193600849401006,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,91.01158703401882,,0.002885958492961023,,,,N/A,N/A,False,expired,False +0000000003,108.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,46.9637091081371,,0.0014892094466050576,,,,N/A,N/A,False,expired,False +0000000000,108.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-11,2019-12-11,2019-12-11,0.0,449.5949478565939,,0.014256562273484076,,,,N/A,N/A,False,expired,False +0000000002,108.0,0,Placeholder_NonRep_4,active,50,50,0,2021-11-12,,,0.0,1.5210132498688353,,0.00035208640043260075,,,,N/A,N/A,False,,False +0000000000,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,140.67838231084474,,0.004460882239689394,,,,N/A,N/A,False,expired,False +0000000001,108.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,2365.280433792453,,0.07500255053882715,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,10.393768614777908,,0.00032958424070198846,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-10-28,2021-10-28,2021-10-28,0.0,732.7783675260347,,0.023236249604453155,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_1,active,198,198,0,2021-06-17,,,0.0,17512.282771733506,,1.0236790808392668,,,,N/A,N/A,False,,False +0000000002,2179.0,0,Placeholder_NonRep_1,active,71,71,0,2021-10-22,,,0.0,141.65187468660352,,0.023091398455693062,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,15883.642328587192,,0.503666994184018,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,946180.26295855,,30.003179317559294,,stationary,2017-01-29,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-09-13,2019-09-13,2019-09-13,0.0,16898.598975194873,,0.5358510583204867,,,,N/A,N/A,False,expired,False +0000000006,2179.0,0,Placeholder_NonRep_3,active,352,352,0,2021-01-14,,,0.0,4571.083173377681,,0.1503012933165536,,,,N/A,N/A,False,,False +0000000000,2179.0,0,Placeholder_NonRep_3,expired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,793.0648079464689,,0.026683112885795814,,stationary,2017-01-29,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,97.71777786044726,,0.0030986104090704987,,,,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,4030.793511883205,,0.12781562379132436,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1032.6725118267232,,0.03274583053737706,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,9407.96611884817,,0.2983246486189805,,,,N/A,N/A,False,expired,False +0000000005,2179.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-07,2021-11-07,2021-11-07,0.0,2792.1464063943195,,0.08853838173497967,,,,N/A,N/A,False,expired,False +0000000000,2179.0,0,Placeholder_NonRep_4,expired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,48.675922567911925,,0.1126757466849813,,,,N/A,N/A,False,expired,False +0000000001,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,4541.306352645195,,0.1440038797769278,,stationary,2017-12-28,N/A,N/A,False,expired,False +0000000002,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-02-12,2021-02-11,2021-02-11,0.0,3831.8949208875333,,0.12150859084498773,,,,N/A,N/A,False,expired,False +0000000003,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8183.9491986378225,,0.2595113266945022,,,,N/A,N/A,False,expired,False +0000000004,2179.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,461.9715205803864,,0.014649020820027473,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-30,2021-06-30,2021-06-30,0.0,408.19341119264135,,0.012943728158061938,,stationary,2020-07-31,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-31,2021-07-31,2021-07-31,0.0,1017576.1512001847,,32.26712808219764,,stationary,2020-07-31,N/A,N/A,False,expired,False +0000000003,1737.0,0,Placeholder_NonRep_1,active,63,63,0,2021-10-30,,,0.0,41.42486319956181,,0.007610387860001802,,,,N/A,N/A,False,,False +0000000000,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,4314.369957708568,,0.1368077738999419,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-05,2019-01-05,2019-01-05,0.0,31.602298009079128,,0.0010021022960768368,,,,N/A,N/A,False,expired,False +0000000002,1737.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,20.078186791259007,,0.0006366751265619928,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_2,expired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,4114.492820749366,,0.13965233045336992,,,,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,788.8150221628156,,0.02501316026645153,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,2237.727539662271,,0.07095787479903191,,,,N/A,N/A,False,expired,False +0000000000,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-01-07,2021-01-06,2021-01-06,0.0,4878.513227146278,,0.15469663962285254,,stationary,2020-07-31,N/A,N/A,False,expired,False +0000000001,1737.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,89.15156608133502,,0.0028269776154659755,,stationary,2020-09-05,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_0,active,144,144,0,2021-08-10,,,0.0,79.30858531500456,,0.006374468341290875,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-12,2018-02-12,2018-02-12,0.0,12151.427734266294,,0.385319245759332,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,45011.53482092297,,1.4273064060414435,,,,N/A,N/A,False,expired,False +0000000004,1787.0,0,Placeholder_NonRep_1,active,76,76,0,2021-10-17,,,0.0,309.44482538814844,,0.0471254911958072,,,,N/A,N/A,False,,False +0000000000,1787.0,0,Placeholder_NonRep_1,expired,178,178,0,2016-06-28,2017-06-28,2017-06-28,0.0,5277.882540504155,,0.34318316560706374,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_1,expired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,1042.5182932303485,,0.06522261594283962,,,,N/A,N/A,False,expired,False +0000000002,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,5185.043675523931,,0.164416656377598,,,,N/A,N/A,False,expired,False +0000000003,1787.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,37771.0657326149,,1.1977126373863172,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-29,2019-05-29,2019-05-29,0.0,413.12537267930395,,0.013100119630875949,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-08,2018-02-08,2018-02-08,0.0,470.94233601832764,,0.014933483511489333,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,48968.734474890756,,1.5527883839069871,,,,N/A,N/A,False,expired,False +0000000000,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,566.9255936738108,,0.017977092645668782,,,,N/A,N/A,False,expired,False +0000000001,1787.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,1575.6803081861822,,0.04996449480549791,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_0,active,85,85,0,2021-10-08,,,0.0,563.0996460963215,,0.07667478841180848,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,15.830264665340104,,0.0005019743995858734,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_2,expired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,18917.658757527654,,0.6255839536219462,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-17,2018-12-17,2018-12-17,0.0,36.80653790696222,,0.0011671276606723179,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-04-20,2020-04-19,2020-04-19,0.0,12546.761757250117,,0.3978552053922538,,,,N/A,N/A,False,expired,False +0000000000,684.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,870.8487233350942,,0.02761443186628279,,,,N/A,N/A,False,expired,False +0000000006,684.0,0,Placeholder_NonRep_4,active,343,343,0,2021-01-23,,,0.0,16680.936042677375,,0.5628757707954518,,,,N/A,N/A,False,,False +0000000000,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,841.9529871807707,,0.02669815408361145,,,,N/A,N/A,False,expired,False +0000000001,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-29,2018-06-29,2018-06-29,0.0,241.6156631515355,,0.0076615824185545245,,,,N/A,N/A,False,expired,False +0000000002,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-01,2018-09-01,2018-09-01,0.0,910.9200829981557,,0.028885086345705087,,,,N/A,N/A,False,expired,False +0000000003,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-19,2020-05-18,2020-05-18,0.0,7446.3135224237785,,0.23612105284195137,,,,N/A,N/A,False,expired,False +0000000004,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,23726.801422531025,,0.7523719375485485,,,,N/A,N/A,False,expired,False +0000000005,684.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,4728.845228338467,,0.1499506985140305,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,970.1327527563504,,0.08379394285139842,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-18,2018-04-18,2018-04-18,0.0,84.64929972849202,,0.0026842116859618218,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_1,active,97,97,0,2021-09-26,,,0.0,1832.2420983191666,,0.2186237707998242,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-04-17,2018-04-17,2018-04-17,0.0,340.3154554481864,,0.010791332301122095,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,2632.4797844617597,,0.08347538636674783,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,3775.6811349610034,,0.11972606338663759,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,9271.86799937489,,0.29400900556110127,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-29,2021-07-29,2021-07-29,0.0,2471.0237639019615,,0.07835564954027022,,,,N/A,N/A,False,expired,False +0000000006,1039.0,0,Placeholder_NonRep_3,active,78,78,0,2021-10-15,,,0.0,6842.098500389371,,1.015268652123304,,,,N/A,N/A,False,,False +0000000000,1039.0,0,Placeholder_NonRep_3,expired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,3396.6204003402845,,0.3145018889203967,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-06-22,2018-06-22,2018-06-22,0.0,3479.515470883781,,0.11033471178601537,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,22.656395980029476,,0.0007184296036285349,,,,N/A,N/A,False,expired,False +0000000003,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-09,2019-11-09,2019-11-09,0.0,1686.0398007945628,,0.05346397135954346,,,,N/A,N/A,False,expired,False +0000000004,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-06,2020-09-05,2020-09-05,0.0,217.53630734721378,,0.006898031054896428,,,,N/A,N/A,False,expired,False +0000000005,1039.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,6088.78340522927,,0.19307405521401794,,,,N/A,N/A,False,expired,False +0000000000,1039.0,0,Placeholder_NonRep_4,expired,240,240,0,2016-08-29,2017-08-29,2017-08-29,0.0,1003.0240897944888,,0.04837114630567557,,,,N/A,N/A,False,expired,False +0000000001,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,7.029359283105565,,0.000222899520646422,,,,N/A,N/A,False,expired,False +0000000002,1039.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-09,2020-08-08,2020-08-08,0.0,43491.185789999094,,1.3790964545281295,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_0,expired,43,43,0,2016-02-14,2017-02-13,2017-02-13,0.0,0.11949014554775028,,3.216250687654777e-05,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,7327.68977423455,,0.23235951846253644,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,2462.996882453416,,0.0781011187992585,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_1,expired,127,127,0,2016-05-08,2017-05-08,2017-05-08,0.0,16.811491659649604,,0.001532105903657189,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,32962.57305058625,,1.0452363346837343,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-02-04,2019-02-04,2019-02-04,0.0,4538.50358662855,,0.1439150046495608,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,179.43458952855335,,0.00568983350864261,,,,N/A,N/A,False,expired,False +0000000004,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-03-23,2020-03-22,2020-03-22,0.0,2867.5643467634313,,0.09092986893592818,,,,N/A,N/A,False,expired,False +0000000005,688.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-09-24,2020-09-23,2020-09-23,0.0,7129.097520681505,,0.22606219941278236,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_2,expired,136,136,0,2016-05-17,2017-05-17,2017-05-17,0.0,843.5352470295444,,0.07178778995009058,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,18.27934512506412,,0.0005796342315152244,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,50430.24274512606,,1.5991325071387004,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,592.429033592123,,0.018785801420348903,,,,N/A,N/A,False,expired,False +0000000002,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-14,2020-09-13,2020-09-13,0.0,15334.787008780655,,0.4862629061637701,,,,N/A,N/A,False,expired,False +0000000003,688.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,108.62476514519994,,0.0034444687070395723,,,,N/A,N/A,False,expired,False +0000000000,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-21,2018-09-21,2018-09-21,0.0,9810.007158037477,,0.31107328634061,,,,N/A,N/A,False,expired,False +0000000001,688.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,1502.7406161958586,,0.04765159234512489,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,335.7033227801774,,0.010645082533618006,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,328397.17492809444,,10.413406105025825,,stationary,2018-05-28,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,7789.9976255460515,,0.24701920426008533,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_2,active,58,58,0,2021-11-04,,,0.0,2.444893035515601,,0.00048788574303871353,,,,N/A,N/A,False,,False +0000000003,313.0,0,Placeholder_NonRep_2,active,47,47,0,2021-11-15,,,0.0,827.163734804167,,0.20369477314917428,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,787.5317768615896,,0.02497246882488551,,stationary,2018-08-08,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,353.19079251803754,,0.011199606561327928,,stationary,2018-08-12,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_3,active,214,214,0,2021-06-01,,,0.0,2153.861391134743,,0.11649042657141002,,,,N/A,N/A,False,,False +0000000000,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,297.3445526466184,,0.009428733911929808,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-07-20,2021-07-20,2021-07-20,0.0,2692.5651698589068,,0.08538068143895569,,,,N/A,N/A,False,expired,False +0000000000,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,118.67920283216365,,0.003763292834606914,,,,N/A,N/A,False,expired,False +0000000001,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-11,2018-03-11,2018-03-11,0.0,5549.8741547739955,,0.17598535498395468,,,,N/A,N/A,False,expired,False +0000000002,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,62.322643982108964,,0.001976238076550893,,stationary,2018-05-28,N/A,N/A,False,expired,False +0000000003,313.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,124.80076348054124,,0.003957406249382967,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,226.19388557697152,,0.007172561059645216,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,9402.364526421414,,0.29814702328835024,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-21,2019-01-21,2019-01-21,0.0,1152.5972380720134,,0.03654861866032513,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,89.78146302699714,,0.0028469515165841304,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,2393.440368516169,,0.07589549621119257,,,,N/A,N/A,False,expired,False +0000000000,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-22,2018-11-22,2018-11-22,0.0,481.41066915241555,,0.015265432177588013,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,44674.59611605731,,1.4166221497988747,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,116722.30728111346,,3.701240083749158,,,,N/A,N/A,False,expired,False +0000000002,572.0,0,Placeholder_NonRep_4,active,56,56,0,2021-11-06,,,0.0,25.3778901863867,,0.005245099658231378,,,,N/A,N/A,False,,False +0000000000,572.0,0,Placeholder_NonRep_4,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,2181.1282941152012,,0.20524016618819643,,,,N/A,N/A,False,expired,False +0000000001,572.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,6243.775287654844,,0.19798881556490497,,,,N/A,N/A,False,expired,False +0000000006,358.0,0,Placeholder_NonRep_0,active,14,14,0,2021-12-18,,,0.0,21.43525133380337,,0.017720941909559664,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_0,expired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,49.961684093158375,,0.004701302703737426,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,645.3010259930413,,0.020462361301149205,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-06-20,2018-06-20,2018-06-20,0.0,48803.34952499599,,1.5475440615485787,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,556.8105121965253,,0.017656345516125233,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-28,2021-05-28,2021-05-28,0.0,10123.684730538951,,0.32101993691460395,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-13,2021-06-13,2021-06-13,0.0,582.0059980817365,,0.018455289132475152,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_1,active,194,194,0,2021-06-21,,,0.0,30.572248761057637,,0.00182394573078093,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,7503.971667443372,,0.2379493806266924,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-02-04,2020-02-04,2020-02-04,0.0,293.230355128423,,0.00929827356444771,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-11-26,2020-11-25,2020-11-25,0.0,3383.965949693153,,0.10730485634491226,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_2,expired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,783.6285990124197,,0.04445968358594429,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,1040.1159463083115,,0.03298186029643301,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,188.33433910470458,,0.005972042716409962,,,,N/A,N/A,False,expired,False +0000000003,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,1054.0918835055504,,0.03342503435773562,,,,N/A,N/A,False,expired,False +0000000004,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-23,2021-03-23,2021-03-23,0.0,205.47823525173595,,0.006515672097023591,,,,N/A,N/A,False,expired,False +0000000005,358.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,135.48817307239065,,0.004296301784385802,,,,N/A,N/A,False,expired,False +0000000002,358.0,0,Placeholder_NonRep_3,active,359,359,0,2021-01-07,,,0.0,857.6441594784183,,0.02765024242618443,,,,N/A,N/A,False,,False +0000000003,358.0,0,Placeholder_NonRep_3,active,292,292,0,2021-03-15,,,0.0,14.511516978154418,,0.0005751964809326808,,,,N/A,N/A,False,,False +0000000000,358.0,0,Placeholder_NonRep_3,expired,179,179,0,2016-06-29,2017-06-29,2017-06-29,0.0,434.2018357813266,,0.028075330784536428,,,,N/A,N/A,False,expired,False +0000000001,358.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-06-16,2021-06-16,2021-06-16,0.0,164.0576945016876,,0.005202235365984512,,,,N/A,N/A,False,expired,False +0000000000,358.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-12-29,2019-12-29,2019-12-29,0.0,7167.734802569849,,0.22728737958427983,,,,N/A,N/A,False,expired,False +0000000003,1035.0,0,Placeholder_NonRep_0,active,5,5,0,2021-12-27,,,0.0,947.8273897602618,,2.1940448837043096,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,2319.830114761585,,0.07356133037676257,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,1795.4208799565913,,0.05693242262673107,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-01-02,2019-01-02,2019-01-02,0.0,42783.74348179779,,1.356663606094552,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,464.57778293839385,,0.014731664857255003,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,46.769419491626465,,0.0014830485632809,,,,N/A,N/A,False,expired,False +0000000000,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,776.7354169183557,,0.02463011849690372,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-03-26,2020-03-25,2020-03-25,0.0,45.01199113386164,,0.0014273208756298084,,,,N/A,N/A,False,expired,False +0000000002,1035.0,0,Placeholder_NonRep_4,active,138,138,0,2021-08-16,,,0.0,329.8778695134396,,0.027666890559031095,,,,N/A,N/A,False,,False +0000000000,1035.0,0,Placeholder_NonRep_4,expired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,16.348305096205284,,0.0009096946835050126,,,,N/A,N/A,False,expired,False +0000000001,1035.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-31,2018-10-31,2018-10-31,0.0,7788.055216945251,,0.24695761088740648,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_0,active,1,1,0,2021-12-31,,,0.0,90.74923432625476,,1.0503383602575782,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-02-27,2020-02-27,2020-02-27,0.0,2701.4005254984254,,0.0856608487283874,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,12111.664168177493,,0.3840583513501234,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,13787.979938009785,,0.4372139757106096,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-07-07,2020-07-06,2020-07-06,0.0,9018.203980266691,,0.2859653722814146,,,,N/A,N/A,False,expired,False +0000000002,2044.0,0,Placeholder_NonRep_2,active,121,121,0,2021-09-02,,,0.0,18051.476935395523,,1.7266870346835326,,,,N/A,N/A,False,,False +0000000000,2044.0,0,Placeholder_NonRep_2,expired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,17.740570551351478,,0.002138861225809158,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,48.03616471143962,,0.001523216790697603,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,11978.32816781579,,0.3798302945147066,,,,N/A,N/A,False,expired,False +0000000000,2044.0,0,Placeholder_NonRep_4,expired,253,253,0,2016-09-11,2017-09-11,2017-09-11,0.0,21.03838522105083,,0.000962449916787935,,,,N/A,N/A,False,expired,False +0000000001,2044.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,10670.327070651088,,0.3383538518090781,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,329.54579454327364,,0.01044982859409163,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-10-27,2020-10-26,2020-10-26,0.0,144.04327877389457,,0.004567582406579609,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_2,active,313,313,0,2021-02-22,,,0.0,337.19769770275553,,0.012468853453095622,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-12-08,2021-12-08,2021-12-08,0.0,129.9499984640035,,0.004120687419584078,,,,N/A,N/A,False,expired,False +0000000000,123.0,0,Placeholder_NonRep_3,expired,209,209,0,2016-07-29,2017-07-29,2017-07-29,0.0,1225.9335557598336,,0.06789017121654226,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_3,expired,289,289,0,2016-10-17,2017-10-17,2017-10-17,0.0,8272.832091453643,,0.331316164113708,,,,N/A,N/A,False,expired,False +0000000002,123.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-05-10,2021-05-10,2021-05-10,0.0,1004.1723876908285,,0.031842097529516375,,,,N/A,N/A,False,expired,False +0000000001,123.0,0,Placeholder_NonRep_4,active,208,208,0,2021-06-07,,,0.0,8.609354800314957,,0.0004790639912924544,,,,N/A,N/A,False,,False +0000000002,123.0,0,Placeholder_NonRep_4,active,68,68,0,2021-10-25,,,0.0,35.2446980274148,,0.005998893318936342,,,,N/A,N/A,False,,False +0000000000,123.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,2104.6853423421994,,0.06673913439694949,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1879.5652442084254,,0.059600622913762856,,stationary,2018-07-27,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,50988.98361094662,,1.616850063766699,,stationary,2019-01-02,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,131.62310139635207,,0.004173741165536277,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_1,active,55,55,0,2021-11-07,,,0.0,557.8316882395958,,0.11738882328274322,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,48958.254721299694,,1.5524560731005737,,,,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-20,2018-03-20,2018-03-20,0.0,43525.904592292056,,1.3801973805267647,,,,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-03-06,2019-03-06,2019-03-06,0.0,86.47067154581244,,0.0027419670074141436,,stationary,2018-04-28,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,590108.3412013064,,18.712212747377805,,stationary,2018-04-28,N/A,N/A,False,expired,False +0000000000,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-08,2020-02-08,2020-02-08,0.0,450.7681499785138,,0.014293764268725069,,stationary,2019-02-08,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,23.589635895946845,,0.0007480224472332206,,stationary,2019-02-17,N/A,N/A,False,expired,False +0000000002,959.0,0,Placeholder_NonRep_4,active,294,294,0,2021-03-13,,,0.0,631.5726048795935,,0.024863496979701808,,,,N/A,N/A,False,,False +0000000000,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,179.64017435813045,,0.005696352560823517,,stationary,2018-04-28,N/A,N/A,False,expired,False +0000000001,959.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-08-20,2019-08-20,2019-08-20,0.0,6097.533187489977,,0.19335150898940817,,stationary,2018-08-20,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_0,expired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,2318.7498247900135,,0.08283142664001819,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,6797.770662612452,,0.21555589366477837,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-14,2019-03-14,2019-03-14,0.0,66.26825785572763,,0.0021013526717315965,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,4022.8508519027637,,0.12756376369554678,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,4.678420248543928,,0.00014835173289396016,,,,N/A,N/A,False,expired,False +0000000005,712.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,154.66184205719657,,0.004904294839459557,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_1,expired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.328417414905662,,0.11954186822807479,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_2,expired,343,343,0,2016-12-10,2017-12-10,2017-12-10,0.0,15873.871154028606,,0.5356424506677399,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,5583.795162879043,,0.17706098309484536,,,,N/A,N/A,False,expired,False +0000000000,712.0,0,Placeholder_NonRep_3,expired,229,229,0,2016-08-18,2017-08-18,2017-08-18,0.0,4024.516997690506,,0.2034063661294328,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-12,2018-11-12,2018-11-12,0.0,122.36043625568686,,0.0038800239807105165,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,1320.8291006197796,,0.04188321602675607,,,,N/A,N/A,False,expired,False +0000000003,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-02-02,2019-02-02,2019-02-02,0.0,5469.975137081031,,0.17345177375320364,,,,N/A,N/A,False,expired,False +0000000004,712.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,161628.24706791036,,5.125198093223945,,,,N/A,N/A,False,expired,False +0000000002,712.0,0,Placeholder_NonRep_4,active,3,3,0,2021-12-29,,,0.0,7.238453233814008,,0.027926131303294778,,,,N/A,N/A,False,,False +0000000000,712.0,0,Placeholder_NonRep_4,expired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,182896.71473622337,,7.200204504291988,,stationary,2017-01-01,N/A,N/A,False,expired,False +0000000001,712.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-15,2020-07-14,2020-07-14,0.0,7166.4366593404475,,0.22724621573251036,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,8512.90160479354,,0.26994233906625886,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-10-24,2020-10-23,2020-10-23,0.0,632.594629083132,,0.02005944409827283,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_1,active,300,300,0,2021-03-07,,,0.0,121.95042781703324,,0.004704877616397887,,,,N/A,N/A,False,,False +0000000004,607.0,0,Placeholder_NonRep_1,active,200,200,0,2021-06-15,,,0.0,329.529018455518,,0.019069966345805437,,,,N/A,N/A,False,,False +0000000005,607.0,0,Placeholder_NonRep_1,active,14,14,0,2021-12-18,,,0.0,655.9183328135549,,0.5422605264662326,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_1,expired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,1473.809797257065,,0.05667104240714074,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,8797.929135861084,,0.2789805027860567,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,1093.329167144337,,0.03466924045992951,,,,N/A,N/A,False,expired,False +0000000000,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,68.0829093555798,,0.0021588948933149352,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,1660.643496595378,,0.052658659836230914,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-05-01,2020-04-30,2020-04-30,0.0,24022.532523595524,,0.7617495092464334,,,,N/A,N/A,False,expired,False +0000000003,607.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-02,2021-03-02,2021-03-02,0.0,9.875481949074022,,0.00031314947834455925,,,,N/A,N/A,False,expired,False +0000000002,607.0,0,Placeholder_NonRep_3,active,172,172,0,2021-07-13,,,0.0,22.156135744911428,,0.001490911373877007,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-19,2018-08-19,2018-08-19,0.0,18.53688872041465,,0.0005878008853505407,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-28,2019-01-28,2019-01-28,0.0,3168.584166005439,,0.10047514478708265,,,,N/A,N/A,False,expired,False +0000000001,607.0,0,Placeholder_NonRep_4,active,79,79,0,2021-10-14,,,0.0,1006.4764426544317,,0.14745611267206277,,,,N/A,N/A,False,,False +0000000000,607.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,17135.21525875677,,0.543354111452206,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_0,active,328,328,0,2021-02-07,,,0.0,24.121113629189527,,0.000851157182601821,,stationary,2021-02-07,N/A,N/A,False,,False +0000000004,995.0,0,Placeholder_NonRep_0,active,102,102,0,2021-09-21,,,0.0,726.8828647669652,,0.08248035411752963,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,195.77842306268863,,0.006208093070227316,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,187851.03924395132,,5.956717378359694,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-04-14,2021-04-14,2021-04-14,0.0,239637.93185302167,,7.598868970478871,,stationary,2020-04-14,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_1,expired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,581.1275540018569,,0.026690529192472112,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-30,2018-05-30,2018-05-30,0.0,3135.876559770994,,0.09943799339710153,,,,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,1168.8821443238828,,0.03706500965004701,,,,N/A,N/A,False,expired,False +0000000003,995.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-15,2019-08-15,2019-08-15,0.0,8266.640824695261,,0.2621334609555829,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,1384.5485171127407,,0.043903745469074724,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,262.16477844167684,,0.008313190589855303,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000000,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,862.4697083027402,,0.027348735042578006,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-20,2021-11-20,2021-11-20,0.0,7024.048269888496,,0.22273110952208572,,stationary,2020-11-20,N/A,N/A,False,expired,False +0000000002,995.0,0,Placeholder_NonRep_4,active,299,299,0,2021-03-08,,,0.0,747.8395709401484,,0.02894832973105368,,stationary,2021-03-08,N/A,N/A,False,,False +0000000003,995.0,0,Placeholder_NonRep_4,active,155,155,0,2021-07-30,,,0.0,111.84507860103425,,0.008351633706767789,,,,N/A,N/A,False,,False +0000000000,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-10-10,2018-10-10,2018-10-10,0.0,4364.864391872411,,0.13840894190361527,,,,N/A,N/A,False,expired,False +0000000001,995.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-08-15,2019-08-15,2019-08-15,0.0,8120.63195737314,,0.2575035501450133,,stationary,2019-04-21,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_0,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,192.09850420579951,,0.016592256098483235,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_0,expired,242,242,0,2016-08-31,2017-08-31,2017-08-31,0.0,1047.486109202935,,0.05009785875817527,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,210.1029718395699,,0.00666232153220351,,,,N/A,N/A,False,expired,False +0000000003,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-30,2019-04-30,2019-04-30,0.0,6844.037940958122,,0.21702301943677454,,,,N/A,N/A,False,expired,False +0000000004,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-08-29,2019-08-29,2019-08-29,0.0,72.67383405470088,,0.0023044721605371917,,,,N/A,N/A,False,expired,False +0000000005,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,6991.829213811946,,0.22170944995598507,,,,N/A,N/A,False,expired,False +0000000006,414.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,4064.6257552759216,,0.1288884371916515,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_1,active,77,77,0,2021-10-16,,,0.0,143.5148908403324,,0.021572103601541066,,,,N/A,N/A,False,,False +0000000003,414.0,0,Placeholder_NonRep_2,active,141,141,0,2021-08-13,,,0.0,632.974298315797,,0.051958095146752446,,,,N/A,N/A,False,,False +0000000000,414.0,0,Placeholder_NonRep_2,expired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,3150.1868383620535,,0.1719834708225265,,,,N/A,N/A,False,expired,False +0000000001,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,171.44683495079417,,0.0054365434725645026,,,,N/A,N/A,False,expired,False +0000000002,414.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,30160.31795046244,,0.9563774083733649,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_3,expired,311,311,0,2016-11-08,2017-11-08,2017-11-08,0.0,596.9219727199267,,0.0222148525038677,,,,N/A,N/A,False,expired,False +0000000000,414.0,0,Placeholder_NonRep_4,active,326,326,0,2021-02-09,,,0.0,44294.77487512015,,1.5726104463161834,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,103.72259754062576,,0.003289021992028975,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-30,2019-11-30,2019-11-30,0.0,1515.6993058935652,,0.04806250969982132,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_2,expired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,36.911078660655576,,0.01256504584036478,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-01-30,2019-01-30,2019-01-30,0.0,2087.3125781643885,,0.06618824765868811,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-29,2021-10-29,2021-10-29,0.0,627.7510259695791,,0.019905854451090152,,,,N/A,N/A,False,expired,False +0000000000,1121.0,0,Placeholder_NonRep_3,expired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,7711.058993714812,,0.3342635504974169,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,44.44357823423016,,0.0014092966208216057,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2343.377272562451,,0.07430800585243691,,,,N/A,N/A,False,expired,False +0000000003,1121.0,0,Placeholder_NonRep_4,active,349,349,0,2021-01-17,,,0.0,1106.1429244497997,,0.03668361072806562,,,,N/A,N/A,False,,False +0000000000,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,13155.061089506786,,0.4171442506819757,,,,N/A,N/A,False,expired,False +0000000001,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-03,2020-10-02,2020-10-02,0.0,16.382987300219103,,0.0005195011193626047,,,,N/A,N/A,False,expired,False +0000000002,1121.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1323.915431043454,,0.041981082922483946,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-02,2018-04-02,2018-04-02,0.0,1945.6036461195745,,0.06169468690130563,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,528.7825255619822,,0.016767583890220136,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,1473.9617471598456,,0.04673902039446491,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,265.8782800223116,,0.008430944952508613,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,528.7934696273759,,0.016767930924257227,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_2,active,48,48,0,2021-11-14,,,0.0,5103.208100906224,,1.2305189286521565,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_2,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,298.55401472056394,,0.00965219631700561,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,4517.272898869856,,0.1432417839570604,,,,N/A,N/A,False,expired,False +0000000003,2075.0,0,Placeholder_NonRep_3,active,324,324,0,2021-02-11,,,0.0,258.83840834994464,,0.009246342319313866,,,,N/A,N/A,False,,False +0000000004,2075.0,0,Placeholder_NonRep_3,active,136,136,0,2021-08-18,,,0.0,4335.17261359906,,0.3689383011300943,,,,N/A,N/A,False,,False +0000000000,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-08-09,2018-08-09,2018-08-09,0.0,3159.795468335761,,0.10019645701216898,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,5076.409812295053,,0.16097189917221755,,,,N/A,N/A,False,expired,False +0000000002,2075.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-16,2019-08-16,2019-08-16,0.0,241.3497445943349,,0.007653150196421071,,,,N/A,N/A,False,expired,False +0000000000,2075.0,0,Placeholder_NonRep_4,expired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,223.545849400982,,0.007167136343265299,,,,N/A,N/A,False,expired,False +0000000001,2075.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,2178.0799684826093,,0.06906646272458807,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_0,active,83,83,0,2021-10-10,,,0.0,34.350659212414605,,0.004790085231539297,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_0,expired,49,49,0,2016-02-20,2017-02-19,2017-02-19,0.0,56.878954104941535,,0.013435127103396997,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,3077.496959133162,,0.09758678840478063,,,,N/A,N/A,False,expired,False +0000000000,781.0,0,Placeholder_NonRep_1,active,336,336,0,2021-01-30,,,0.0,54.77381131254168,,0.001886774254317601,,,,N/A,N/A,False,,False +0000000004,781.0,0,Placeholder_NonRep_2,active,115,115,0,2021-09-08,,,0.0,3648.6154924850107,,0.36721170415509363,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,3377.0635691601524,,0.10708598329401803,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,610.1635119601859,,0.01934815804034075,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-14,2021-03-14,2021-03-14,0.0,71.08365529917728,,0.0022540479229825367,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,205.99928055563686,,0.006532194335224405,,,,N/A,N/A,False,expired,False +0000000004,781.0,0,Placeholder_NonRep_3,active,210,210,0,2021-06-05,,,0.0,98.89577590889913,,0.0054506049332506135,,,,N/A,N/A,False,,False +0000000000,781.0,0,Placeholder_NonRep_3,expired,255,255,0,2016-09-13,2017-09-13,2017-09-13,0.0,13485.34574516234,,0.6120799630157199,,,,N/A,N/A,False,expired,False +0000000001,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-11,2020-02-11,2020-02-11,0.0,8964.551870938303,,0.28426407505512125,,,,N/A,N/A,False,expired,False +0000000002,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-11-19,2020-11-18,2020-11-18,0.0,474.6421236675799,,0.015050803008231223,,,,N/A,N/A,False,expired,False +0000000003,781.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-21,2021-09-21,2021-09-21,0.0,702.5331613036637,,0.022277180406635712,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_0,active,316,316,0,2021-02-19,,,0.0,98.03783797231208,,0.003590813920106367,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-03-09,2019-03-09,2019-03-09,0.0,2099.120248971794,,0.06656266644380371,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-10,2020-07-09,2020-07-09,0.0,2187.412837391492,,0.06936240605630047,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-08-15,2021-08-15,2021-08-15,0.0,4699.91395147246,,0.14903329374278476,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,643.4027863092717,,0.02040216851564154,,,,N/A,N/A,False,expired,False +0000000003,1916.0,0,Placeholder_NonRep_3,active,323,323,0,2021-02-12,,,0.0,6075.892471961334,,0.21771773850337311,,,,N/A,N/A,False,,False +0000000000,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-03,2018-07-03,2018-07-03,0.0,199.12983395378495,,0.006314365612436103,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,2326.5195537213162,,0.07377345109466375,,,,N/A,N/A,False,expired,False +0000000002,1916.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,280.83267356099356,,0.00890514566086357,,,,N/A,N/A,False,expired,False +0000000000,1916.0,0,Placeholder_NonRep_4,expired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,15.04321790646614,,0.006964452734475064,,,,N/A,N/A,False,expired,False +0000000001,1916.0,0,Placeholder_NonRep_4,expired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,8710.153432629182,,0.32003797151047847,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_2,expired,140,140,0,2016-05-21,2017-05-21,2017-05-21,0.0,894.6839300677542,,0.0739652719963421,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-13,2018-07-13,2018-07-13,0.0,47393.274258928715,,1.5028308681801341,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-09-08,2018-09-08,2018-09-08,0.0,4088.742897549676,,0.1296531867563951,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_3,expired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,2004.1232964386759,,0.30927828648745,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_3,expired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,636.7859794243421,,0.0534073050376025,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-22,2018-12-22,2018-12-22,0.0,309.93280613008955,,0.009827904811329577,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,522.4240436289816,,0.01656595775079216,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,742.804214421616,,0.023554167123973107,,,,N/A,N/A,False,expired,False +0000000000,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-10,2018-02-10,2018-02-10,0.0,484.9662943903249,,0.01537818031425434,,,,N/A,N/A,False,expired,False +0000000001,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-23,2019-02-23,2019-02-23,0.0,847.3827342719279,,0.026870330234396493,,,,N/A,N/A,False,expired,False +0000000002,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-03-19,2019-03-19,2019-03-19,0.0,17.297494259845916,,0.0005484999448200759,,,,N/A,N/A,False,expired,False +0000000003,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,283.3171899624792,,0.008983929159134929,,,,N/A,N/A,False,expired,False +0000000004,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-12,2020-09-11,2020-09-11,0.0,136.94842878125115,,0.004342606189156873,,,,N/A,N/A,False,expired,False +0000000005,389.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,1803.22026301367,,0.05717973944107274,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_0,expired,36,36,0,2016-02-07,2017-02-06,2017-02-06,0.0,353.89412943545375,,0.11377769079071944,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_0,expired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,770.2251205251259,,0.09689828911598303,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-06-26,2019-06-26,2019-06-26,0.0,164.58229000832685,,0.005218870180375661,,,,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_1,active,52,52,0,2021-11-10,,,0.0,67.24489381131194,,0.014967257347603263,,,,N/A,N/A,False,,False +0000000002,585.0,0,Placeholder_NonRep_2,active,304,304,0,2021-03-03,,,0.0,14513.43049720615,,0.5525642093539135,,,,N/A,N/A,False,,False +0000000000,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-03-22,2018-03-22,2018-03-22,0.0,58.77412214657889,,0.0018637151872963878,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,134014.5699120323,,4.24957413470422,,stationary,2020-09-05,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_3,expired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,57.347619283504116,,0.0018910130870628927,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,1188.984579187267,,0.0377024536779321,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-05,2021-09-05,2021-09-05,0.0,69234.16362812076,,2.195400926817629,,stationary,2020-09-05,N/A,N/A,False,expired,False +0000000000,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-11-15,2018-11-15,2018-11-15,0.0,351.1840678580924,,0.011135973739792377,,,,N/A,N/A,False,expired,False +0000000001,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,18183.898463145957,,0.5766076377202548,,,,N/A,N/A,False,expired,False +0000000002,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,77681.06543101945,,2.463250425894833,,,,N/A,N/A,False,expired,False +0000000003,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-06-01,2020-05-31,2020-05-31,0.0,599.2896233370174,,0.01900334929404545,,,,N/A,N/A,False,expired,False +0000000004,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-11-21,2021-11-21,2021-11-21,0.0,2867.3865944309628,,0.09092423244644098,,stationary,2020-11-21,N/A,N/A,False,expired,False +0000000005,585.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,2375.0927392707626,,0.0753136967044255,,stationary,2020-12-14,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_0,expired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,51.474882972959534,,0.29788705424166395,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-05-10,2019-05-10,2019-05-10,0.0,2748.885035497565,,0.08716657266291111,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,225.9566892165404,,0.007165039612396639,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,68865.02000351966,,2.1836954592693956,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-01-02,2021-01-01,2021-01-01,0.0,210.52496237754812,,0.006675702764381916,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,16066.571300730011,,0.5094676338384706,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-05-29,2018-05-29,2018-05-29,0.0,169.03772691588412,,0.005360151157911089,,,,N/A,N/A,False,expired,False +0000000000,1361.0,0,Placeholder_NonRep_2,expired,174,174,0,2016-06-24,2017-06-24,2017-06-24,0.0,12.961158488648525,,0.0008621460254794943,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-07-01,2018-07-01,2018-07-01,0.0,10380.363865530415,,0.3291591788917559,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-10-09,2021-10-09,2021-10-09,0.0,127.60519349244305,,0.0040463341416934,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_3,active,126,126,0,2021-08-28,,,0.0,1345.569388541497,,0.12360095059353843,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_3,expired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1788.3836822256246,,0.10614812928689604,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,23659.325188555365,,0.7502322802053325,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,167.72038074942967,,0.005318378385002209,,,,N/A,N/A,False,expired,False +0000000005,1361.0,0,Placeholder_NonRep_4,active,285,285,0,2021-03-22,,,0.0,816.7241857348067,,0.03316781131151749,,,,N/A,N/A,False,,False +0000000006,1361.0,0,Placeholder_NonRep_4,active,129,129,0,2021-08-25,,,0.0,1154.0956231512716,,0.10354719558850771,,,,N/A,N/A,False,,False +0000000000,1361.0,0,Placeholder_NonRep_4,expired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,95.68834741275799,,0.004595452369215748,,,,N/A,N/A,False,expired,False +0000000001,1361.0,0,Placeholder_NonRep_4,expired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,1036.1771651266542,,0.03349941693586586,,,,N/A,N/A,False,expired,False +0000000002,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,796.6456756430752,,0.025261468659407506,,,,N/A,N/A,False,expired,False +0000000003,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,4922.403940745901,,0.1560884050211156,,,,N/A,N/A,False,expired,False +0000000004,1361.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-05-12,2021-05-12,2021-05-12,0.0,4294.215568697668,,0.13616868241684638,,,,N/A,N/A,False,expired,False +0000000005,2143.0,0,Placeholder_NonRep_0,active,98,98,0,2021-09-25,,,0.0,481.64994928013033,,0.05688420602798214,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_0,expired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,442.13278626355,,0.03790576013919324,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,3671.3247655684468,,0.11641694462101872,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,2899.8934324653187,,0.09195501751856033,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-03-03,2021-03-03,2021-03-03,0.0,41.44097957857347,,0.0013140848420400007,,,,N/A,N/A,False,expired,False +0000000004,2143.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,317.1656914757409,,0.0100572581010826,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_1,expired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,2100.5207831535004,,0.06697405823237107,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-03-10,2019-03-10,2019-03-10,0.0,1035.7296098830598,,0.03284277048081747,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_2,active,209,209,0,2021-06-06,,,0.0,21.291949823732136,,0.0011791129399107375,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_2,expired,306,306,0,2016-11-03,2017-11-03,2017-11-03,0.0,1726.3620210933907,,0.06529752258432396,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_3,active,65,65,0,2021-10-28,,,0.0,282.9876859649838,,0.05038954522168515,,,,N/A,N/A,False,,False +0000000000,2143.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,797.3981597413963,,0.02528532977363636,,,,N/A,N/A,False,expired,False +0000000000,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-03-07,2018-03-07,2018-03-07,0.0,1360.244153471966,,0.04313305915372799,,,,N/A,N/A,False,expired,False +0000000001,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-10-15,2020-10-14,2020-10-14,0.0,1824.7935948593597,,0.05786382530629628,,,,N/A,N/A,False,expired,False +0000000002,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-03-17,2021-03-17,2021-03-17,0.0,4718.699541038292,,0.14962898088020968,,,,N/A,N/A,False,expired,False +0000000003,2143.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,31047.41528240187,,0.984507080238517,,,,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-02-19,2018-02-19,2018-02-19,0.0,121588.19059944256,,3.8555362315906443,,stationary,2017-02-19,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-12,2018-04-12,2018-04-12,0.0,145.98701567095125,,0.004629217899256445,,stationary,2017-04-12,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-05-07,2018-05-07,2018-05-07,0.0,5087.83088735851,,0.16133405908671075,,stationary,2017-05-07,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-29,2018-12-29,2018-12-29,0.0,125679.76291304201,,3.9852791385414132,,stationary,2017-12-29,N/A,N/A,False,expired,False +0000000000,1821.0,0,Placeholder_NonRep_1,expired,134,134,0,2016-05-15,2017-05-15,2017-05-15,0.0,78.17338485357055,,0.006752123484450192,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_2,active,162,162,0,2021-07-23,,,0.0,141.61882515908053,,0.010117943041200884,,stationary,2021-07-23,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_2,expired,326,326,0,2016-11-23,2017-11-23,2017-11-23,0.0,1280.670495402101,,0.04546802201921797,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,136797.8909825077,,4.337832666873024,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-02-09,2019-02-09,2019-02-09,0.0,167.5161482208497,,0.005311902214004619,,stationary,2018-02-09,N/A,N/A,False,expired,False +0000000005,1821.0,0,Placeholder_NonRep_3,active,274,274,0,2021-04-02,,,0.0,924.4571095969804,,0.039050127973649144,,stationary,2021-07-20,N/A,N/A,False,,False +0000000006,1821.0,0,Placeholder_NonRep_3,active,187,187,0,2021-06-28,,,0.0,275.7738928689439,,0.017068596062892644,,stationary,2021-07-20,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_3,expired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,3992.242302426968,,1.0501479120441308,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_3,expired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,12354.057175225083,,0.7295243513336808,,stationary,2017-01-12,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,6126.016767800039,,0.1942547173959931,,stationary,2017-11-29,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,4980.128962778424,,0.15791885346202508,,stationary,2018-01-08,N/A,N/A,False,expired,False +0000000004,1821.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-06,2021-10-06,2021-10-06,0.0,18.77023923430963,,0.000595200381605455,,stationary,2021-07-20,N/A,N/A,False,expired,False +0000000003,1821.0,0,Placeholder_NonRep_4,active,202,202,0,2021-06-13,,,0.0,2.536191804311417,,0.000145317187174059,,stationary,2021-07-20,N/A,N/A,False,,False +0000000004,1821.0,0,Placeholder_NonRep_4,active,165,165,0,2021-07-20,,,0.0,85156.19106018111,,5.973357958766912,,stationary,2021-07-20,N/A,N/A,False,,False +0000000000,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-04-01,2020-03-31,2020-03-31,0.0,61170.95903180852,,1.9397183863460334,,,,N/A,N/A,False,expired,False +0000000001,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-09-25,2020-09-24,2020-09-24,0.0,347.8186532717583,,0.011029257143320594,,,,N/A,N/A,False,expired,False +0000000002,1821.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-11-16,2020-11-15,2020-11-15,0.0,892.7173427379106,,0.02830788123851822,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_0,active,295,295,0,2021-03-12,,,0.0,628.1483839090533,,0.024644867541943397,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-12-21,2020-12-20,2020-12-20,0.0,31926.7205087024,,1.0123896660547438,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-06-21,2021-06-21,2021-06-21,0.0,931.2990066416635,,0.029531297775293744,,,,N/A,N/A,False,expired,False +0000000007,1474.0,0,Placeholder_NonRep_1,active,209,209,0,2021-06-06,,,0.0,45.21470864984108,,0.00250391572799492,,,,N/A,N/A,False,,False +0000000008,1474.0,0,Placeholder_NonRep_1,active,74,74,0,2021-10-19,,,0.0,51.60729176044416,,0.008071711048618018,,,,N/A,N/A,False,,False +0000000000,1474.0,0,Placeholder_NonRep_1,expired,275,275,0,2016-10-03,2017-10-03,2017-10-03,0.0,88.7924703292841,,0.003737056832040576,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,304.66950529177984,,0.009661006636598801,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-08-27,2019-08-27,2019-08-27,0.0,616.8567722167243,,0.01956039993076878,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-09-24,2019-09-24,2019-09-24,0.0,116.65975207600106,,0.0036992564712075423,,,,N/A,N/A,False,expired,False +0000000004,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,6294.095114065913,,0.19958444679305912,,,,N/A,N/A,False,expired,False +0000000005,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-05-14,2020-05-13,2020-05-13,0.0,22106.71455672842,,0.7009993200383188,,,,N/A,N/A,False,expired,False +0000000006,1474.0,0,Placeholder_NonRep_1,expired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,4037.887530424409,,0.1280405736435949,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-10-28,2018-10-28,2018-10-28,0.0,2391.367568720354,,0.07582976816084329,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-07-17,2021-07-17,2021-07-17,0.0,31359.856952298414,,0.9944145405979963,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_3,expired,109,109,0,2016-04-20,2017-04-20,2017-04-20,0.0,15376.40436226126,,1.6327306704745645,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_3,expired,181,181,0,2016-07-01,2017-07-01,2017-07-01,0.0,29.36507115762179,,0.001877754192092656,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,230.39407305215613,,0.007305748130776132,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-05-21,2019-05-21,2019-05-21,0.0,382.2646053229425,,0.012121531117546373,,,,N/A,N/A,False,expired,False +0000000000,1474.0,0,Placeholder_NonRep_4,expired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,129.06414440309632,,0.010093229511002904,,,,N/A,N/A,False,expired,False +0000000001,1474.0,0,Placeholder_NonRep_4,expired,245,245,0,2016-09-03,2017-09-03,2017-09-03,0.0,54.416304717871604,,0.0025706871087429893,,,,N/A,N/A,False,expired,False +0000000002,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,1235.7077380650987,,0.03918403532677253,,,,N/A,N/A,False,expired,False +0000000003,1474.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-12-03,2018-12-03,2018-12-03,0.0,5501.962840545741,,0.17446609717610795,,,,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-12-06,2018-12-06,2018-12-06,0.0,229.7106765868826,,0.007284077771019869,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_0,expired,365,365,0,2020-11-12,2021-11-12,2021-11-12,0.0,5030.843680995454,,0.15952700662720234,,stationary,2021-05-26,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_1,expired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,96.27544136112662,,0.00305287421870645,,stationary,2019-12-27,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_2,active,310,310,0,2021-02-25,,,0.0,11895.453692311545,,0.4441253618694573,,stationary,2021-05-26,N/A,N/A,False,,False +0000000005,1734.0,0,Placeholder_NonRep_2,active,220,220,0,2021-05-26,,,0.0,205859.5214351777,,10.830151590655392,,stationary,2021-05-26,N/A,N/A,False,,False +0000000006,1734.0,0,Placeholder_NonRep_2,active,176,176,0,2021-07-09,,,0.0,381.63895607865817,,0.02509725879094711,,stationary,2021-07-09,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_2,expired,117,117,0,2016-04-28,2017-04-28,2017-04-28,0.0,339.7278195426585,,0.03360713631119999,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,6194.556770928618,,0.1964281066377669,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-02-16,2020-02-16,2020-02-16,0.0,114782.89192189489,,3.6397416261382194,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_2,expired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,14.412223882090256,,0.0004570086213245261,,stationary,2019-12-26,N/A,N/A,False,expired,False +0000000004,1734.0,0,Placeholder_NonRep_3,active,262,262,0,2021-04-14,,,0.0,132.63745950122575,,0.005859373210932011,,stationary,2021-05-26,N/A,N/A,False,,False +0000000000,1734.0,0,Placeholder_NonRep_3,expired,329,329,0,2016-11-26,2017-11-26,2017-11-26,0.0,65.84230696723044,,0.0023163031551569862,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,18839.957650704826,,0.5974111380867841,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2019-04-28,2020-04-27,2020-04-27,0.0,140423.08399048084,,4.45278678305685,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-09-10,2021-09-10,2021-09-10,0.0,4602.700824101268,,0.14595068569575304,,stationary,2021-05-26,N/A,N/A,False,expired,False +0000000000,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,4297.2715382707875,,0.13626558657631874,,,,N/A,N/A,False,expired,False +0000000001,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-27,2019-02-27,2019-02-27,0.0,638.8651247193737,,0.02025828021053316,,,,N/A,N/A,False,expired,False +0000000002,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,43535.04850230763,,1.380487332011277,,stationary,2019-04-28,N/A,N/A,False,expired,False +0000000003,1734.0,0,Placeholder_NonRep_4,expired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,3397.132784734148,,0.10772237394514675,,stationary,2019-12-12,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_0,expired,47,47,0,2016-02-18,2017-02-17,2017-02-17,0.0,38.67113629082347,,0.009523033956566063,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,2144.2263685539806,,0.06799297211294965,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_1,active,262,262,0,2021-04-14,,,0.0,5761.379391121951,,0.2545138619911803,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_2,expired,32,32,0,2016-02-03,2017-02-02,2017-02-02,0.0,75.63262004667457,,0.027355548338640973,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,62.06268568471385,,0.0019679948530160404,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2018-07-18,2019-07-18,2019-07-18,0.0,1162.6603432747004,,0.036867717633013074,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,260.6206790550137,,0.008264227519501956,,,,N/A,N/A,False,expired,False +0000000006,1761.0,0,Placeholder_NonRep_3,active,9,9,0,2021-12-23,,,0.0,1271.9183732893916,,1.635697496514135,,,,N/A,N/A,False,,False +0000000000,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-07,2018-01-07,2018-01-07,0.0,123.6868361752162,,0.003922083846246074,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-01-11,2018-01-11,2018-01-11,0.0,566.6073036774518,,0.017966999736093725,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,797.528034844536,,0.02528944808614079,,,,N/A,N/A,False,expired,False +0000000003,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-04-28,2019-04-28,2019-04-28,0.0,1295.664023711393,,0.0410852366727357,,,,N/A,N/A,False,expired,False +0000000004,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,110.29350926093409,,0.003497384235823633,,,,N/A,N/A,False,expired,False +0000000005,1761.0,0,Placeholder_NonRep_3,expired,365,365,0,2020-10-16,2021-10-16,2021-10-16,0.0,5017.3302662069855,,0.1590984990552697,,,,N/A,N/A,False,expired,False +0000000000,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2017-02-23,2018-02-23,2018-02-23,0.0,31494.81291712254,,0.9986939661695377,,,,N/A,N/A,False,expired,False +0000000001,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,880.8687043291181,,0.02793216337928457,,,,N/A,N/A,False,expired,False +0000000002,1761.0,0,Placeholder_NonRep_4,expired,365,365,0,2018-06-12,2019-06-12,2019-06-12,0.0,14.8186243342206,,0.0004698954951236872,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_0,expired,325,325,0,2016-11-22,2017-11-22,2017-11-22,0.0,747.9627566561641,,0.02663685030826795,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,33235.728779178186,,1.0538980460165583,,stationary,2018-05-05,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2017-03-14,2018-03-14,2018-03-14,0.0,160.8704643071951,,0.005101168959512782,,,,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_1,expired,365,365,0,2018-05-05,2019-05-05,2019-05-05,0.0,149570.0176919254,,4.742834148018943,,stationary,2018-05-05,N/A,N/A,False,expired,False +0000000001,1661.0,0,Placeholder_NonRep_2,active,227,227,0,2021-05-19,,,0.0,54546.58572343659,,2.781172791413596,,,,N/A,N/A,False,,False +0000000000,1661.0,0,Placeholder_NonRep_2,expired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,5234.769966830149,,0.16599346673104226,,,,N/A,N/A,False,expired,False +0000000000,1661.0,0,Placeholder_NonRep_4,expired,365,365,0,2020-12-16,2021-12-16,2021-12-16,0.0,18970.239916517447,,0.6015423616348758,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-04-21,2018-04-21,2018-04-21,0.0,34318.29136897866,,1.0882258805485368,,,,N/A,N/A,False,expired,False +0000000001,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2017-10-21,2018-10-21,2018-10-21,0.0,28531.048322591694,,0.9047136073881181,,,,N/A,N/A,False,expired,False +0000000002,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2018-04-14,2019-04-14,2019-04-14,0.0,6258.793086342321,,0.19846502683733894,,,,N/A,N/A,False,expired,False +0000000003,982.0,0,Placeholder_NonRep_0,expired,365,365,0,2019-09-30,2020-09-29,2020-09-29,0.0,358.82444922407785,,0.011378248643584407,,,,N/A,N/A,False,expired,False +0000000000,982.0,0,Placeholder_NonRep_2,expired,365,365,0,2017-02-05,2018-02-05,2018-02-05,0.0,631.2344631495707,,0.020016313519456198,,,,N/A,N/A,False,expired,False 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..8b1378917 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1 @@ + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_timeseries.csv new file mode 100644 index 000000000..991310e6e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Timeseries Summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Timeseries Summary.csv new file mode 100644 index 000000000..9e3570ffc --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/Timeseries Summary.csv @@ -0,0 +1,15 @@ +Program Name,Simulation,"Average ""True"" Daily Emissions (Kg Methane)","Average ""True"" Mitigable Daily Emissions (Kg Methane)","Average ""True"" Non-Mitigable Daily Emissions (Kg Methane)","95th Percentile ""True"" Daily Emissions (Kg Methane)","95th Percentile ""True"" Mitigable Daily Emissions (Kg Methane)","95th Percentile ""True"" Non-Mitigable Daily Emissions (Kg Methane)","5th Percentile ""True"" Daily Emissions (Kg Methane)","5th Percentile ""True"" Mitigable Daily Emissions (Kg Methane)","5th Percentile ""True"" Non-Mitigable Daily Emissions (Kg Methane)",Average Daily Cost ($),Total Cost ($),95th Percentile Daily Cost ($),5th Percentile Daily Cost ($) +P_air_component-based,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,62.431544359255206,114000.0,0.0,0.0 +P_air_component-based,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,66.81270536692223,122000.0,0.0,0.0 +P_air_measurement_based,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,62.431544359255206,114000.0,0.0,0.0 +P_air_measurement_based,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,66.81270536692223,122000.0,0.0,0.0 +P_none,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,0.0,0.0,0.0,0.0 +P_none,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,0.0,0.0,0.0,0.0 +P_OGI_component_based,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,186.19934282584884,340000.0,1000.0,0.0 +P_OGI_component_based,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,186.19934282584884,340000.0,1000.0,0.0 +P_OGI_measurement_based,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,186.19934282584884,340000.0,1000.0,0.0 +P_OGI_measurement_based,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,186.19934282584884,340000.0,1000.0,0.0 +P_stationary_component_based,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,1249.1785323110623,2281000.0,1250.0,1250.0 +P_stationary_component_based,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,1249.1785323110623,2281000.0,1250.0,1250.0 +P_stationary_measurement_based,0,3543.354470054764,0.0,3543.354470054764,5821.77434,0.0,5821.77434,1327.31372,0.0,1327.31372,1249.1785323110623,2281000.0,1250.0,1250.0 +P_stationary_measurement_based,1,5279.743336089813,0.0,5279.743336089813,7201.74064,0.0,7201.74064,2778.9356494999997,0.0,2778.9356494999997,1249.1785323110623,2281000.0,1250.0,1250.0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/parameters.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/parameters.yaml new file mode 100644 index 000000000..bb2e1b1f7 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/expected_outputs/parameters.yaml @@ -0,0 +1,858 @@ +baseline_program: P_none +input_directory: ./inputs +output_directory: ./outputs +outputs: + Program Outputs: + Keep All Program Outputs: false + Program Emissions: true + Program Timeseries: true + Program Visualizations: + Single Program Timeseries: true + Summary Outputs: + Summary Files: + Cost Summary: true + Emissions Summary: true + Timeseries Summary: true + Summary Stats: + Emissions Summary: + 5th Percentile "True" Emissions Amount (Kg Methane): true + 5th Percentile "True" Emissions Rate (g/s): true + 95th Percentile "True" Emissions Amount (Kg Methane): true + 95th Percentile "True" Emissions Rate (g/s): true + Average "True" Emissions Amount (Kg Methane): true + Average "True" Emissions Rate (g/s): true + Total "Estimated" Emissions (Kg Methane): true + Total "True" Emissions (Kg Methane): true + Total "True" Mitigable Emissions (Kg Methane): true + Total "True" Mitigated Emissions (Kg Methane): true + Total "True" Non-Mitigable Emissions (Kg Methane): true + Timeseries Summary: + 5th Percentile "True" Daily Emissions (Kg Methane): true + 5th Percentile "True" Mitigable Daily Emissions (Kg Methane): true + 5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane): true + 5th Percentile Daily Cost ($): true + 95th Percentile "True" Daily Emissions (Kg Methane): true + 95th Percentile "True" Mitigable Daily Emissions (Kg Methane): true + 95th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane): true + 95th Percentile Daily Cost ($): true + Average "True" Daily Emissions (Kg Methane): true + Average "True" Mitigable Daily Emissions (Kg Methane): true + Average "True" Non-Mitigable Daily Emissions (Kg Methane): true + Average Daily Cost ($): true + Total Cost ($): true + Summary Visualization Settings: + True and Estimated Emissions Probit: + Show Markers: true + Summary Visualizations: + Cost to Mitigation Ratios: true + Program Cost Value Comparison: true + Program Mitigation Comparison: true + True and Estimated Emissions Probit: true + True_and_Estimated_Paired_Emissions_Distribution: true + True_vs_Estimated_Emissions_percent_differences: true + True_vs_Estimated_Emissions_relative_differences: true + parameter_level: outputs + version: '4.0' +parameter_level: simulation_settings +preseed_random: true +processes_count: 6 +programs: + P_OGI_component_based: + duration_estimate: + duration_factor: 1.0 + duration_method: component-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - OGI + methods: + OGI: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: component + method_name: OGI + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.01 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_OGI_component_based + version: '4.0' + P_OGI_measurement_based: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - OGI + methods: + OGI: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: component + method_name: OGI + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.01 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_OGI_measurement_based + version: '4.0' + P_air_component-based: + duration_estimate: + duration_factor: 1.0 + duration_method: component-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - airH + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + airH: + consider_daylight: false + cost: + per_day: 0 + per_site: 100 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: site + method_name: airH + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + survey_time: 5 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 5 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_air_component-based + version: '4.0' + P_air_measurement_based: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - airH + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + airH: + consider_daylight: false + cost: + per_day: 0 + per_site: 100 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: site + method_name: airH + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + survey_time: 5 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 5 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_air_measurement_based + version: '4.0' + P_none: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: [] + methods: {} + parameter_level: programs + program_name: P_none + version: '4.0' + P_stationary_component_based: + duration_estimate: + duration_factor: 1.0 + duration_method: component-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - stationary + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + stationary: + consider_daylight: false + cost: + per_day: 5 + upfront: 500 + coverage: + spatial: 1.0 + temporal: 1.0 + deployment_type: stationary + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + sort_by_rate: true + is_follow_up: false + measurement_scale: site + method_name: stationary + parameter_level: methods + reporting_delay: 2 + rolling_average: + large_window: 30 + large_window_threshold: null + small_window: 7 + small_window_threshold: 0.0 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_stationary_component_based + version: '4.0' + P_stationary_measurement_based: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - stationary + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + stationary: + consider_daylight: false + cost: + per_day: 5 + upfront: 500 + coverage: + spatial: 1.0 + temporal: 1.0 + deployment_type: stationary + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + sort_by_rate: true + is_follow_up: false + measurement_scale: site + method_name: stationary + parameter_level: methods + reporting_delay: 2 + rolling_average: + large_window: 30 + large_window_threshold: null + small_window: 7 + small_window_threshold: 0.0 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_stationary_measurement_based + version: '4.0' +simulation_count: 2 +version: '4.0' +virtual_world: + consider_weather: false + emissions: + Pre-Simulation Emissions: true + emissions_file: emissions_file.csv + non_repairable_emissions: + duration: 365 + emissions_production_rate: 0.0065 + emissions_rate_source: test1 + multiple_emissions_per_source: true + repairable_emissions: + duration: 365 + emissions_production_rate: null + emissions_rate_source: null + multiple_emissions_per_source: true + end_date: + - 2021 + - 12 + - 31 + infrastructure: + equipment_group_file: null + site_type_file: null + sites_file: facilities_Perm.csv + sources_file: null + parameter_level: virtual_world + repairs: + cost: + file: null + values: + - 200.0 + delay: + file: null + values: + - 14.0 + site_samples: 50 + start_date: + - 2017 + - 1 + - 1 + version: '4.0' + weather_file: weather_permian.nc diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/inputs/emissions_file.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/inputs/emissions_file.csv new file mode 100644 index 000000000..9c02269aa --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/inputs/emissions_file.csv @@ -0,0 +1,10 @@ +test1,test2 +dist,sample +lognorm, +100000,100000 +kilogram,gram +hour,second +-1.79,10 +2.17,1.2 +,3.4 +,1 \ No newline at end of file diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/inputs/facilities_Perm.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/inputs/facilities_Perm.csv new file mode 100644 index 000000000..d8b92bbbb --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/inputs/facilities_Perm.csv @@ -0,0 +1,2501 @@ +site_ID,equipment,lat,lon,site_type +1,1,32.367,-101.8009,999 +2,1,32.21,-102.5609,999 +3,1,31.59,-103.4261,999 +4,1,31.884,-103.771,999 +5,1,31.355,-102.1194,999 +6,1,32.139,-101.9258,999 +7,1,31.996,-100.705,999 +8,1,32.367,-101.8009,999 +9,1,32.21,-102.5609,999 +10,1,31.59,-103.4261,999 +11,1,31.884,-103.771,999 +12,1,31.355,-102.1194,999 +13,1,32.139,-101.9258,999 +14,1,31.996,-100.705,601 +15,1,32.367,-101.8009,601 +16,1,32.21,-102.5609,601 +17,1,31.59,-103.4261,401 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_OGI.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim +is_follow_up: False +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +surveys_per_year: 4 +survey_time: 120 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_OGI_FU.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_OGI_FU.yaml new file mode 100644 index 000000000..d32c2f55e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_OGI_FU.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI_FU +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim + minimum_detection_limit: [0.24, 0.39] +is_follow_up: True +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +survey_time: 120 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_air.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_air.yaml new file mode 100644 index 000000000..f2b8d4e2a --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_air.yaml @@ -0,0 +1,16 @@ +parameter_level: methods +version: "4.0" +method_name: airH +deployment_type: mobile +measurement_scale: site +sensor: + type: default + minimum_detection_limit: [5.55] +is_follow_up: False +cost: + per_day: 0 + per_site: 100 +time_between_sites: + values: [5] +surveys_per_year: 4 +survey_time: 5 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_stationary.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_stationary.yaml new file mode 100644 index 000000000..ecacf6bcd --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/M_stationary.yaml @@ -0,0 +1,12 @@ +parameter_level: methods +version: "4.0" +method_name: stationary +deployment_type: stationary +measurement_scale: site +sensor: + type: default + minimum_detection_limit: [5.55] +is_follow_up: False +cost: + per_day: 5 + upfront: 500 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/Outputs.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/Outputs.yaml new file mode 100644 index 000000000..3c9cb85b3 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/Outputs.yaml @@ -0,0 +1 @@ +parameter_level: outputs \ No newline at end of file diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_OGI_component.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_OGI_component.yaml new file mode 100644 index 000000000..d7ace81e6 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_OGI_component.yaml @@ -0,0 +1,10 @@ +program_name: P_OGI_component_based +parameter_level: programs +version: "4.0" +method_labels: + - OGI +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "component-based" # component-based or measurement-based + + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_OGI_measurement.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_OGI_measurement.yaml new file mode 100644 index 000000000..839d5a38d --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_OGI_measurement.yaml @@ -0,0 +1,10 @@ +program_name: P_OGI_measurement_based +parameter_level: programs +version: "4.0" +method_labels: + - OGI +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based + + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_air_component.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_air_component.yaml new file mode 100644 index 000000000..e78b836e0 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_air_component.yaml @@ -0,0 +1,10 @@ +program_name: P_air_component-based +parameter_level: programs +version: "4.0" +method_labels: + - airH + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: component-based # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_air_measurement.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_air_measurement.yaml new file mode 100644 index 000000000..398094538 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_air_measurement.yaml @@ -0,0 +1,10 @@ +program_name: P_air_measurement_based +parameter_level: programs +version: "4.0" +method_labels: + - airH + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_none.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_none.yaml new file mode 100644 index 000000000..375e85016 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_none.yaml @@ -0,0 +1,4 @@ +program_name: P_none +parameter_level: programs +version: "4.0" +method_labels: [] diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_stationary_component.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_stationary_component.yaml new file mode 100644 index 000000000..b1a0a49e4 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_stationary_component.yaml @@ -0,0 +1,10 @@ +program_name: P_stationary_component_based +parameter_level: programs +version: "4.0" +method_labels: + - stationary + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "component-based" # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_stationary_measurement.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_stationary_measurement.yaml new file mode 100644 index 000000000..7e6cd6a0b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/P_stationary_measurement.yaml @@ -0,0 +1,10 @@ +program_name: P_stationary_measurement_based +parameter_level: programs +version: "4.0" +method_labels: + - stationary + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/Simulation_settings.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/Simulation_settings.yaml new file mode 100644 index 000000000..a51358774 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/Simulation_settings.yaml @@ -0,0 +1,6 @@ +input_directory: ./inputs +output_directory: ./outputs +parameter_level: simulation_settings +preseed_random: true +simulation_count: 2 +version: '4.0' diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/virtual_world.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/virtual_world.yaml new file mode 100644 index 000000000..b42f623a4 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_non_rep_emis/params/virtual_world.yaml @@ -0,0 +1,17 @@ +version: "4.0" +parameter_level: virtual_world +site_samples: 50 +emissions: + emissions_file: "emissions_file.csv" #File containing sample emissions rates or emissions distributions. + non_repairable_emissions: + emissions_rate_source: "test1" # The name of a column in the emissions file + emissions_production_rate: 0.0065 + duration: 365 # Natural repair delay of repairable emissions +infrastructure: + site_type_file: "_placeholder_str_" # Infrastructure file defining site types + sites_file: "facilities_Perm.csv" #Infrastructure file defining sites + equipment_group_file: "_placeholder_str_" #Infrastructure file defining equipment groups at sites + sources_file: "_placeholder_str_" #Infrastructure file defining emissions sources at equipment +weather_file: "weather_permian.nc" +start_date: [2017, 1, 1] +end_date: [2021, 12, 31] diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Cost Summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Cost Summary.csv new file mode 100644 index 000000000..ec944bcbd --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Cost Summary.csv @@ -0,0 +1,13 @@ +Program Name,Simulation,Mitigated Methane (kg),Total Cost ($),Mitigation Ratio ($/tonne CO2e),Value of Mitigated Methane ($) +P_air_component-based,0,2758587.341156892,109200.0,1.4137670907909061,449474.3630045229 +P_air_component-based,1,1624581.96291786,108500.0,2.385228993334529,264703.5792692752 +P_air_measurement_based,0,2758587.341156892,109200.0,1.4137670907909061,449474.3630045229 +P_air_measurement_based,1,1624581.96291786,108500.0,2.385228993334529,264703.5792692752 +P_OGI_component_based,0,7148834.267015143,458000.0,2.288085336180617,1164805.5076784275 +P_OGI_component_based,1,5082964.04501797,456800.0,3.209600848992045,828199.9965066203 +P_OGI_measurement_based,0,7148834.267015143,458000.0,2.288085336180617,1164805.5076784275 +P_OGI_measurement_based,1,5082964.04501797,456800.0,3.209600848992045,828199.9965066203 +P_stationary_component_based,0,1301615.7063078345,2307200.0,63.305935538943366,212080.6116017489 +P_stationary_component_based,1,1153452.900325986,2308400.0,71.47483622396487,187939.49348448627 +P_stationary_measurement_based,0,1301615.7063078345,2307200.0,63.305935538943366,212080.6116017489 +P_stationary_measurement_based,1,1153452.900325986,2308400.0,71.47483622396487,187939.49348448627 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Emissions Summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Emissions Summary.csv new file mode 100644 index 000000000..bd37c4a67 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Emissions Summary.csv @@ -0,0 +1,15 @@ +Program Name,Simulation,"Total ""True"" Mitigated Emissions (Kg Methane)","Total ""True"" Emissions (Kg Methane)","Total ""Estimated"" Emissions (Kg Methane)","Total ""True"" Mitigable Emissions (Kg Methane)","Total ""True"" Non-Mitigable Emissions (Kg Methane)","Average ""True"" Emissions Rate (g/s)","95th Percentile ""True"" Emissions Rate (g/s)","5th Percentile ""True"" Emissions Rate (g/s)","Average ""True"" Emissions Amount (Kg Methane)","95th Percentile ""True"" Emissions Amount (Kg Methane)","5th Percentile ""True"" Emissions Amount (Kg Methane)","Year 2017 ""True"" Mitigated Emissions (Kg Methane)","Year 2018 ""True"" Mitigated Emissions (Kg Methane)","Year 2019 ""True"" Mitigated Emissions (Kg Methane)","Year 2020 ""True"" Mitigated Emissions (Kg Methane)","Year 2021 ""True"" Mitigated Emissions (Kg Methane)","Year 2017 ""True"" Emissions (Kg Methane)","Year 2018 ""True"" Emissions (Kg Methane)","Year 2019 ""True"" Emissions (Kg Methane)","Year 2020 ""True"" Emissions (Kg Methane)","Year 2021 ""True"" Emissions (Kg Methane)","Year 2017 ""Estimated"" Emissions (Kg Methane)","Year 2018 ""Estimated"" Emissions (Kg Methane)","Year 2019 ""Estimated"" Emissions (Kg Methane)","Year 2020 ""Estimated"" Emissions (Kg Methane)","Year 2021 ""Estimated"" Emissions (Kg Methane)" +P_air_component-based,0,2758587.341156892,5762136.602210813,0.0,5762136.602210813,0.0,0.4340756245763875,1.6979236086797618,0.001121540366405525,8138.61102007177,45259.88779376032,21.836437807660328,217379.8805892496,130427.92835354975,138933.6686268259,1480464.5198555524,749652.4857047666,691082.4612338985,969373.1321990062,1408684.7412241478,1484446.5716466797,1060149.6552284334,2856176.436636866,3001988.237792468,2854715.9281497174,1433282.6773289563,263297.74693577085 +P_air_component-based,1,1624581.96291786,4536612.80192594,0.0,4536612.80192594,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,6603.512084317235,31361.93548829635,30.87041432622368,607009.6793848656,524934.8816055353,40840.26216995823,65282.25269128952,386514.8870662113,930842.1228741815,941963.396546888,1096461.19120231,783269.5585408743,644945.4743261234,1456609.994937066,774637.7492813424,645799.6122207257,521137.6454888019,19543.10097645363 +P_air_measurement_based,0,2758587.341156892,5762136.602210813,0.0,5762136.602210813,0.0,0.4340756245763875,1.6979236086797618,0.001121540366405525,8138.61102007177,45259.88779376032,21.836437807660328,217379.8805892496,130427.92835354975,138933.6686268259,1480464.5198555524,749652.4857047666,691082.4612338985,969373.1321990062,1408684.7412241478,1484446.5716466797,1060149.6552284334,157131.6354991793,0.0,427251.16933390725,505075.8949607918,115209.42145340727 +P_air_measurement_based,1,1624581.96291786,4536612.80192594,0.0,4536612.80192594,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,6603.512084317235,31361.93548829635,30.87041432622368,607009.6793848656,524934.8816055353,40840.26216995823,65282.25269128952,386514.8870662113,930842.1228741815,941963.396546888,1096461.19120231,783269.5585408743,644945.4743261234,224618.25882268447,128933.50207694681,0.0,174773.80588885362,19216.253299705597 +P_none,0,0.0,8521478.664909344,0.0,8521478.664909344,0.0,0.4340756245763875,1.6979236086797618,0.001121540366405525,12035.986814843707,48286.27233043588,21.836437807660328,0.0,0.0,0.0,0.0,0.0,908324.1335839153,1099940.7652429237,1549598.128921039,2963405.133297771,1851810.4631850459,0.0,0.0,0.0,0.0,0.0 +P_none,1,0.0,6161194.764843799,0.0,6161194.764843799,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,8968.260210835224,35970.51687461498,31.31613048991437,0.0,0.0,0.0,0.0,0.0,1427496.8029543718,1466875.2049435528,1137325.8451939058,848922.9030749636,1031082.377607953,0.0,0.0,0.0,0.0,0.0 +P_OGI_component_based,0,7148834.267015143,1373114.5268831803,0.0,1373114.5268831803,0.0,0.43407562457638754,1.6979236086797618,0.001121540366405525,1939.4272978575991,8445.950501093905,10.789062892845251,870682.773951649,881521.3275572022,1297352.488759208,2444295.38313385,1499130.7039786624,131814.21509306168,218468.65915324402,252393.80848910968,518780.2463077717,194660.43000370337,411463.78001159045,317623.6417637499,704256.7738769844,831699.6170571392,364976.54047188174 +P_OGI_component_based,1,5082964.04501797,1076965.821920555,0.0,1076965.821920555,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,1567.6358397679114,6598.570025351518,12.689396063513561,1314993.2816381233,1237142.3919975217,929064.6954390198,730913.1278591543,795712.9792700262,282553.38594109274,229609.63103989867,208328.25854329814,117655.62621678598,159014.2782913144,689349.2046445054,425496.6318080461,321133.7899810815,278580.61258430197,255220.25183275618 +P_OGI_measurement_based,0,7148834.267015143,1373114.5268831803,0.0,1373114.5268831803,0.0,0.43407562457638754,1.6979236086797618,0.001121540366405525,1939.4272978575991,8445.950501093905,10.789062892845251,870682.773951649,881521.3275572022,1297352.488759208,2444295.38313385,1499130.7039786624,131814.21509306168,218468.65915324402,252393.80848910968,518780.2463077717,194660.43000370337,403014.0777328606,297538.479833764,675583.9315719227,795907.19446071,279331.6449277716 +P_OGI_measurement_based,1,5082964.04501797,1076965.821920555,0.0,1076965.821920555,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,1567.6358397679114,6598.570025351518,12.689396063513561,1314993.2816381233,1237142.3919975217,929064.6954390198,730913.1278591543,795712.9792700262,282553.38594109274,229609.63103989867,208328.25854329814,117655.62621678598,159014.2782913144,542673.3061005239,374685.37262381933,293233.61312065425,264701.11930724245,166173.66683314502 +P_stationary_component_based,0,1301615.7063078345,7219352.35880327,0.0,7219352.35880327,0.0,0.4340756245763875,1.6979236086797618,0.001121540366405525,10196.825365541343,43027.911383502375,12.509891078708023,112627.27906549342,209531.6229546805,433012.5840430921,327823.9150726639,177349.87298782318,807684.1595936798,890448.1758280584,1116581.2000602158,2635572.121427968,1632549.3273445538,15334.608757445512,15167.639079715555,21839.554349379498,16298.203558229688,12446.40993508555 +P_stationary_component_based,1,1153452.900325986,5007217.375773436,0.0,5007217.375773436,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,7288.52602004867,27193.96936301813,16.129059292356516,322599.1397008728,108637.80584175809,132492.56649908342,90584.14521463079,467636.6587675169,1153863.4030970545,1358224.669353326,1004812.6509862612,757603.3688062639,348236.24043186,26642.787160820568,7363.217118265533,5771.919776315094,20501.90360003149,13162.590968598028 +P_stationary_measurement_based,0,1301615.7063078345,7219352.35880327,0.0,7219352.35880327,0.0,0.4340756245763875,1.6979236086797618,0.001121540366405525,10196.825365541343,43027.911383502375,12.509891078708023,112627.27906549342,209531.6229546805,433012.5840430921,327823.9150726639,177349.87298782318,807684.1595936798,890448.1758280584,1116581.2000602158,2635572.121427968,1632549.3273445538,372160.6965749338,135522.82228074488,332754.2179074869,1756300.3268428892,921521.322245445 +P_stationary_measurement_based,1,1153452.900325986,5007217.375773436,0.0,5007217.375773436,0.0,0.34408932816265764,1.4522798583011984,0.0017115521844020601,7288.52602004867,27193.96936301813,16.129059292356516,322599.1397008728,108637.80584175809,132492.56649908342,90584.14521463079,467636.6587675169,1153863.4030970545,1358224.669353326,1004812.6509862612,757603.3688062639,348236.24043186,541434.5156230372,598842.6052055467,33470.259413642765,73698.23585627161,5028.051401813329 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_emissions_summary.csv new file mode 100644 index 000000000..f58fb6fe2 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_emissions_summary.csv @@ -0,0 +1,709 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000001,299.0,0,Placeholder_Rep_0,active,50,50,0,2021-11-12,,2022-11-12,0.0,71.55984207096695,,0.016564778257168275,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,24.040792360239468,,0.0007623285248680704,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,245,245,92,2017-05-17,2018-01-17,2018-05-17,519.2351973455288,1060.1051945804547,,0.05008055529953017,0.05008055529953017,OGI,2018-01-01,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,23,23,91,2018-06-25,2018-07-18,2019-06-25,20505.924163013948,1379.053379383979,,0.6939680854387977,0.6939680854387977,OGI,2018-07-02,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,90,90,92,2019-10-19,2020-01-17,2020-10-18,7110.425124620682,2327.048222603132,,0.29926031669278963,0.29926031669278963,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,16,16,0,2016-09-15,2017-01-17,2017-09-15,27.015753595774083,1.7935770022090678,,0.0012974370675702168,0.6823355391297884,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,16,16,0,2016-11-06,2017-01-17,2017-11-06,34514.07640150389,1884.7277215838299,,1.3633736411920065,0.6823355391297884,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_3,repaired,74,74,92,2017-11-04,2018-01-17,2018-11-04,216.9195143932177,55.161663453945394,,0.008627637552231199,0.008627637552231199,OGI,2018-01-01,True,OGI,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_3,repaired,74,74,92,2020-02-04,2020-04-18,2021-02-03,9786.635603805378,2488.697713682467,,0.3892482660289144,0.3892482660289144,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000004,299.0,0,Placeholder_Rep_3,repaired,63,63,92,2020-11-15,2021-01-17,2021-11-15,2595.418025891636,541.428263679381,,0.09946874332734071,0.09946874332734071,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,295,295,91,2020-09-26,2021-07-18,2021-09-26,169.9242319964698,716.1092634136942,,0.028095937830104133,0.028095937830104133,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-16,2019-06-16,2019-06-16,0.0,910.7175829326704,,0.02887866511075185,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,24,24,91,2019-09-23,2019-10-17,2020-09-22,2141.872773899714,150.7476439108303,,0.0726985165465038,0.0726985165465038,OGI,2019-10-01,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,97,97,91,2021-01-11,2021-04-18,2022-01-11,10828.98294656074,4087.203680219423,,0.48768657887306976,0.48768657887306976,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,28.982849770262423,,0.0009190401373117207,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,87,87,92,2019-10-22,2020-01-17,2020-10-21,1047.7750307509152,327.90081897600584,,0.04362239503192925,0.04362239503192925,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,44,44,91,2021-06-04,2021-07-18,2022-06-04,2097.461297903647,555.9535970347015,,0.14624200258699008,0.14624200258699008,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,repaired,77,77,91,2021-08-01,2021-10-17,2022-08-01,730.9818282869866,750.4746770413062,,0.11280583769860904,0.11280583769860904,OGI,2021-10-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-11-11,2017-01-17,2017-11-11,2326.766894817187,124.9270816009228,,0.09036970601918605,0.09036970601918605,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,47,47,91,2019-03-02,2019-04-18,2020-03-01,496.26159451259383,73.34683944054059,,0.0180621649528518,0.0180621649528518,OGI,2019-04-02,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,47,47,91,2020-08-31,2020-10-17,2021-08-31,1428.085474426226,211.0692367862661,,0.05197725492175583,0.05197725492175583,OGI,2020-10-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,91,91,92,2020-01-18,2020-04-18,2021-01-17,64776.87785568224,21513.488630901767,,2.73624957149239,2.73624957149239,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,96,96,92,2020-10-13,2021-01-17,2021-10-13,56194.88772854408,20054.681122454396,,2.4178579671168974,2.4178579671168974,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,76,76,92,2017-11-02,2018-01-17,2018-11-02,71479.88018033346,18797.47714084894,,2.8626762214986807,2.8626762214986807,OGI,2018-01-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,240,240,91,2020-11-20,2021-07-18,2021-11-20,41.49836408392029,79.67685904112696,,0.003842441118881508,0.06590668222411042,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,repaired,184,184,91,2021-01-15,2021-07-18,2022-01-15,1835.4101707587163,2034.430550720505,,0.12797092332933932,0.06590668222411042,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,51,51,92,2019-11-27,2020-01-17,2020-11-26,12312.158368690825,1999.745467526217,,0.45382749353808477,0.45382749353808477,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,267,267,91,2020-07-25,2021-04-18,2021-07-25,1.3098732692981392,3.5687363561490115,,0.00015469969639292082,0.16140913695441922,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,repaired,56,56,91,2021-02-21,2021-04-18,2022-02-21,10734.083094223155,2338.9441761731387,,0.48341273482414404,0.16140913695441922,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,repaired,47,47,91,2021-03-02,2021-04-18,2022-03-02,14.654642694844497,2.6800319325202,,0.0006599763427206954,0.16140913695441922,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,181,181,92,2019-07-20,2020-01-17,2020-07-19,760.5954684404157,748.1944553680178,,0.04784341463116545,0.04784341463116545,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,103,103,91,2020-04-06,2020-07-18,2021-04-06,8502.310532610178,3342.511392591024,,0.3755968393328641,0.3755968393328641,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,92,92,92,2020-10-17,2021-01-17,2021-10-17,4123.452312500171,1389.5883250916324,,0.17481737181607696,0.17481737181607696,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,91,91,92,2020-01-18,2020-04-18,2021-01-17,2319.9685084618372,770.5004900365957,,0.09799812907465857,0.09799812907465857,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,40,40,91,2021-06-08,2021-07-18,2022-06-08,5636.22074780391,1358.1254813985322,,0.3929761230898531,0.3929761230898531,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,79,79,91,2019-04-30,2019-07-18,2020-04-29,161.1308274513965,44.50816562468644,,0.0065207696941933955,0.0065207696941933955,OGI,2019-07-02,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,128,128,92,2019-12-12,2020-04-18,2020-12-11,2710.55351838085,1463.9276386191932,,0.13237192912861628,0.13237192912861628,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,200.55261862343775,,0.012753905844490088,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,22,22,92,2019-12-27,2020-01-18,2020-12-26,35.49051985585436,2.2763598741364315,,0.0011975799001138633,0.0011975799001138633,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,1951.3935712071163,,0.06187828422143316,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,100,100,91,2018-07-10,2018-10-18,2019-07-10,33866.41179243764,12779.778034882129,,1.4791409762595056,1.190467691675871,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,80,80,91,2018-07-30,2018-10-18,2019-07-30,22205.785480239232,6233.202941821538,,0.9017944070922363,1.190467691675871,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,repaired,191,191,91,2021-04-10,2021-10-18,2022-04-10,17.525070104516928,45.23362689138829,,0.0027410332370678375,0.0027410332370678375,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-14,2020-02-14,2020-02-14,0.0,32.59693435895942,,0.0010336420078310318,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,22,22,91,2020-09-26,2020-10-18,2021-09-26,1604.1295424846242,102.88877531971349,,0.054129195770051285,0.054129195770051285,OGI,2020-10-02,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,108,108,91,2016-09-06,2017-04-19,2017-09-06,712.4557787834283,549.6087436329304,,0.05890011398672522,0.05890011398672522,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,220,220,91,2021-03-12,2021-10-18,2022-03-12,318.3340996101878,946.3986745167747,,0.049789492556648496,1.285175533686102,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,repaired,33,33,91,2021-09-15,2021-10-18,2022-09-15,16115.462484740738,7186.625162114113,,2.5205615748155554,1.285175533686102,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,active,119,119,0,2021-09-04,,2022-09-04,0.0,127.45462009403712,,0.012396379950011392,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,17,17,1,2016-12-08,2017-01-18,2017-12-08,14284.42392913847,749.491378998006,,0.5102746316707557,0.5102746316707557,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,82,82,91,2020-04-28,2020-07-19,2021-04-28,257.0995666034481,74.49528078262455,,0.01051480363350053,0.01051480363350053,OGI,2020-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,199,199,91,2016-10-23,2017-07-19,2017-10-23,205.64070399949586,426.27604266562156,,0.02479271604932193,0.02479271604932193,OGI,2017-07-03,True,OGI,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,active,101,101,0,2021-09-22,,2022-09-22,0.0,1054.717175883395,,0.12086509624626363,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,649.0952388804399,,0.02058267500255073,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,66,66,92,2018-11-13,2019-01-18,2019-11-13,77887.91779133181,17192.650749926088,,3.014985050141359,3.014985050141359,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,93,93,91,2019-07-17,2019-10-18,2020-07-16,10226.078383816988,3496.4165062315437,,0.4351374584617114,0.4351374584617114,OGI,2019-10-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,81,81,92,2020-01-29,2020-04-19,2021-01-28,1269.7023139745343,362.1334064504834,,0.05174517124635393,0.27866350213883456,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,72,72,92,2020-02-07,2020-04-19,2021-02-06,144.33508828999337,35.46800804395741,,0.0057015187827863635,0.27866350213883456,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,71,71,92,2020-02-08,2020-04-19,2021-02-07,19776.25860634525,4775.899187246642,,0.7785438163873634,0.27866350213883456,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,17,17,1,2016-10-19,2017-01-18,2017-10-19,2356.3904849891996,146.19940965261455,,0.09953663511207418,0.09953663511207418,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,87,87,91,2019-01-22,2019-04-19,2020-01-22,2901.3555250655386,907.9781679161937,,0.12079317900119647,0.12079317900119647,OGI,2019-04-03,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,313,313,92,2020-03-11,2021-01-18,2021-03-11,3.92364528425387,23.617326422528098,,0.0008733184838528021,0.020393687898928745,OGI,2021-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,194,194,92,2020-07-08,2021-01-18,2021-07-08,700.8339262349825,795.0981385355943,,0.04743569459571844,0.020393687898928745,OGI,2021-01-02,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,116,116,92,2020-09-24,2021-01-18,2021-09-24,276.92414815851635,129.00884010597548,,0.012872050617214987,0.020393687898928745,OGI,2021-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,active,81,81,0,2021-10-12,,2022-10-12,0.0,3248.661873367108,,0.46420065634532287,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,164.03815910155265,,0.005201615902509914,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,493.538443110356,,0.01565000136702042,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,92,92,92,2018-10-18,2019-01-18,2019-10-18,5542.920697214224,1867.943971222376,,0.2349969770559551,0.2349969770559551,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,75,75,91,2019-02-03,2019-04-19,2020-02-03,21526.03394779654,5567.077745119795,,0.8591169359752768,0.8591169359752768,OGI,2019-04-03,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-08-24,2021-08-24,2021-08-24,0.0,291.5388532607725,,0.009244636392084364,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,69,69,91,2021-08-10,2021-10-18,2022-08-10,1847.1733545713573,1722.3643441273466,,0.28890974639817274,0.28890974639817274,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,active,158,158,0,2021-07-27,,2022-07-27,0.0,774.2548703533939,,0.05671698241571392,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,105,105,91,2018-01-04,2018-04-19,2019-01-04,1974.036951031519,797.2072302242673,,0.08787557652383898,0.08787557652383898,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,16,16,92,2019-01-02,2019-01-18,2020-01-02,7129.534920885085,326.85546915232476,,0.2364405882178275,0.2364405882178275,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,40,40,91,2019-09-08,2019-10-18,2020-09-07,1029.5563757414782,126.71463086048962,,0.036665113096206486,0.036665113096206486,OGI,2019-10-02,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,102,102,92,2020-01-08,2020-04-19,2021-01-07,39719.980266162456,15404.70717546985,,1.7479923719442003,1.7479923719442003,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,100,100,91,2017-01-09,2017-04-19,2018-01-09,21008.499524224204,7927.735669518568,,0.9175619987868713,0.9175619987868713,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,63,63,92,2018-11-16,2019-01-18,2019-11-16,353.8781532510277,73.82226375766473,,0.013562291254715005,0.013562291254715005,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,68,68,91,2018-05-12,2018-07-19,2019-05-12,6383.68700856321,1461.5849043175028,,0.24877194041351827,0.24877194041351827,OGI,2018-07-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,158,158,91,2021-02-11,2021-07-19,2022-02-11,330.33806810050646,316.32372581745466,,0.02317186224049568,0.02317186224049568,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,313,313,91,2017-06-10,2018-04-19,2018-06-10,28.66428498159733,172.5369461392301,,0.006380049185718779,0.01915124093232775,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,235,235,91,2017-08-27,2018-04-19,2018-08-27,358.55276384981727,648.1530731131312,,0.03192243267893672,0.01915124093232775,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,144,144,91,2018-05-27,2018-10-18,2019-05-27,271.7428715328139,177.0632285100688,,0.014231548073404448,0.014231548073404448,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,67,67,91,2019-05-13,2019-07-19,2020-05-12,15398.781739096612,3462.1422030854797,,0.5980759748281992,0.5980759748281992,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,108,108,91,2016-08-20,2017-04-19,2017-08-20,343.91157911775986,301.9711426399843,,0.032361447899518204,0.08253698887824588,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,77,77,91,2017-02-01,2017-04-19,2018-02-01,3302.312422937045,882.9099186324738,,0.13271252985697357,0.08253698887824588,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,89,89,91,2018-01-20,2018-04-19,2019-01-20,19302.83580675286,6224.465169568858,,0.8094654038661123,0.8094654038661123,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,58,58,0,2016-02-29,2017-02-28,2017-02-28,0.0,25.053406883777665,,0.004999482535875172,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,22,22,92,2017-12-28,2018-01-19,2018-12-28,13467.340153638064,863.7944121866981,,0.45443729597364163,0.45443729597364163,OGI,2018-01-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-02,2021-07-02,2021-07-02,0.0,1101.9720171983101,,0.03494330343728787,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,18,18,2,2016-03-16,2017-01-19,2017-03-16,68.35897072898155,21.97252630574407,,0.014128424836512388,0.014128424836512388,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,46,46,91,2017-09-03,2017-10-19,2018-09-03,1116.2510739500742,160.96410470753423,,0.040500227633739484,0.040500227633739484,OGI,2017-10-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,63,63,91,2018-08-17,2018-10-19,2019-08-17,12927.658211116473,2696.8293619216483,,0.4954492507939536,0.4954492507939536,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,20,20,92,2020-12-30,2021-01-19,2021-12-30,14064.656290075152,815.3423936275451,,0.47184166297890334,0.47184166297890334,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,68,68,91,2018-08-12,2018-10-19,2019-08-12,2548.3766876142863,583.4667163561328,,0.09931010286562718,0.09931010286562718,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,99,99,91,2018-07-12,2018-10-19,2019-07-12,1424.6622111002362,530.2314244320428,,0.06198927053311386,0.06198927053311386,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,17,17,92,2019-01-02,2019-01-19,2020-01-02,1349.1472041826855,65.90661629628062,,0.04487106229321937,0.04487106229321937,OGI,2019-01-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,17,17,91,2019-04-03,2019-04-20,2020-04-02,289862.0010404785,14159.925338184295,,9.640472043970789,9.640472043970789,OGI,2019-04-04,True,OGI,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,102,102,91,2019-07-09,2019-10-19,2020-07-08,3259.086752522949,1263.9804135260108,,0.1434255189640081,0.1434255189640081,OGI,2019-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,62,62,92,2020-11-18,2021-01-19,2021-11-18,898.5370173649607,183.85905965883683,,0.034322554446467445,0.034322554446467445,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,18,18,2,2016-03-09,2017-01-19,2017-03-09,65.37861201381473,24.016632984666636,,0.01544279384302124,0.01544279384302124,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,233,233,91,2017-11-29,2018-07-20,2018-11-29,28.23434709469627,49.837900553516896,,0.002475654732629793,0.002475654732629793,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,21,21,91,2020-09-28,2020-10-19,2021-09-28,3703.265059356723,226.07141350724183,,0.12459844218873557,0.12459844218873557,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,repaired,84,84,91,2021-04-27,2021-07-20,2022-04-27,3688.756935333469,1889.3633083415327,,0.2603289390902685,0.2603289390902685,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,116,116,91,2017-03-26,2017-07-20,2018-03-26,1902.4766664583055,886.2943506392106,,0.08843134884251382,0.08843134884251382,OGI,2017-07-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,102,102,91,2018-07-09,2018-10-19,2019-07-09,4927.357525898766,1910.9903712611185,,0.2168425893315539,0.2168425893315539,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,108,108,91,2019-07-03,2019-10-19,2020-07-02,295.52137591675773,124.18797120237289,,0.013308896090789276,0.013308896090789276,OGI,2019-10-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,109,109,91,2016-04-29,2017-04-20,2017-04-29,7.303233026765266,88.45026665749045,,0.009392017781333932,0.022479232687412327,OGI,2017-04-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,46,46,91,2017-03-05,2017-04-20,2018-03-05,980.268201992754,141.35528931556954,,0.03556644759349072,0.022479232687412327,OGI,2017-04-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,65.71894372524889,,0.002083934034920373,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,repaired,48,48,91,2021-09-01,2021-10-19,2022-09-01,2972.8126217171503,1954.7261074304547,,0.47133634920680334,0.47133634920680334,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-01-20,2017-01-19,2017-01-19,0.0,1102.9495558390654,,0.70920110329158,0.461888538526536,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-08-14,2017-01-19,2017-08-14,3837.6483755295303,333.7085543938722,,0.2145759737614919,0.461888538526536,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,197.33935379305058,,0.006257589858988158,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,86.78435791454844,,0.0027519139369149045,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,repaired,47,47,91,2021-06-03,2021-07-20,2022-06-03,17260.71451199266,4946.66818331497,,1.2181511483734657,1.2181511483734657,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,15.646204620413105,,0.0004961378938487159,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,5.0928162327185245,,0.000161492143351044,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,94,94,92,2020-10-17,2021-01-19,2021-10-17,12794.32057011061,4437.882411772684,,0.5464295719775271,0.5464295719775271,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,active,44,44,0,2021-11-18,,2022-11-18,0.0,200.94910338965772,,0.052859086539787915,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,35,35,92,2017-12-15,2018-01-19,2018-12-15,6659.918183481265,706.3549588540734,,0.23358298903904545,0.23358298903904545,OGI,2018-01-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,51,51,92,2019-11-29,2020-01-19,2020-11-28,4619.042186415307,750.2265971566262,,0.1702583962319867,0.1702583962319867,OGI,2020-01-03,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-03-09,2017-01-19,2017-03-09,6521.092244237942,2395.50327339353,,1.5403184628302018,0.7919843707631278,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-11-02,2017-01-19,2017-11-02,1082.3872307703043,67.8849134281027,,0.043650278696053695,0.7919843707631278,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,102,102,91,2018-01-08,2018-04-20,2019-01-08,12581.64271709085,4879.572460620785,,0.5536915010689889,0.5536915010689889,OGI,2018-04-04,True,OGI,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,273.65675838845954,,0.008677598883449376,,,,True,natural,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-03,2020-04-02,2020-04-02,0.0,40.300903636986426,,0.0012779332710865811,,,,True,natural,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,77,77,91,2020-05-04,2020-07-20,2021-05-04,2587.9535271043396,691.9181305105352,,0.10400404799641282,0.10400404799641282,OGI,2020-07-04,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,active,233,233,0,2021-05-13,,2022-05-13,0.0,101.07644703856123,,0.005020885344070956,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,46,46,91,2020-09-03,2020-10-19,2021-09-03,716.0478859260456,103.25455408337963,,0.02597990994448964,0.02597990994448964,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,48.560633092073694,,0.0015398475739495717,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,269,269,91,2019-01-24,2019-10-20,2020-01-24,175.49914018232727,491.76321571922944,,0.021158750504235053,0.021158750504235053,OGI,2019-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,59,59,91,2021-05-23,2021-07-21,2022-05-23,1643.3968249261768,594.8491574886161,,0.11669200358769148,0.11669200358769148,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,19,19,3,2016-04-08,2017-01-20,2017-04-08,613.6107217085607,149.46927836490582,,0.09105097366283249,0.09105097366283249,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,89,89,92,2018-10-23,2019-01-20,2019-10-23,766.1369257908104,247.05139998326857,,0.03212799105067475,0.03212799105067475,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,249,249,91,2019-02-13,2019-10-20,2020-02-13,562.1072231416731,1206.5922289851433,,0.05608509170873973,0.05608509170873973,OGI,2019-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,47,47,91,2017-09-03,2017-10-20,2018-09-03,8605.529921093428,1271.88649777167,,0.31321081997923317,0.31321081997923317,OGI,2017-10-04,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,90,90,91,2019-01-21,2019-04-21,2020-01-21,16495.848861573955,5398.641445606022,,0.694269733231227,0.694269733231227,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,215,215,91,2021-03-19,2021-10-20,2022-03-19,466.87487415561236,1394.1402492146758,,0.07505061634445928,0.644531710860387,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,39,39,91,2021-09-11,2021-10-20,2022-09-11,7552.1308596849785,4090.73754899603,,1.2140128053763146,0.644531710860387,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,42,42,91,2018-06-09,2018-07-21,2019-06-09,13721.808628503622,1784.2599455020188,,0.491694208967708,0.491694208967708,OGI,2018-07-05,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,35,35,91,2020-09-15,2020-10-20,2021-09-15,6758.327937262562,716.792356982393,,0.23703450958412464,0.23703450958412464,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,102,102,91,2019-01-09,2019-04-21,2020-01-09,5446.745572645809,2112.4260395812644,,0.23969975939329888,0.23969975939329888,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,25,25,92,2018-12-26,2019-01-20,2019-12-26,1977.6963357599595,145.41884821764407,,0.06732354084150188,0.06732354084150188,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,195,195,91,2019-01-07,2019-07-21,2020-01-07,453.9287986966874,520.6830337991414,,0.030904738473358343,0.03197057842605214,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,159,159,91,2019-02-12,2019-07-21,2020-02-12,587.9953888722717,453.8411011198602,,0.033036418378745935,0.03197057842605214,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,84,84,92,2020-01-28,2020-04-21,2021-01-27,69905.36215051275,20896.976585918404,,2.879323272971561,2.879323272971561,OGI,2020-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-01-13,2017-01-20,2017-01-12,0.0,71.54993177523293,,0.043585484755868015,0.043585484755868015,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,repaired,185,185,91,2021-01-17,2021-07-21,2022-01-17,354.47385318809324,402.31694993740643,,0.02516997935043834,0.009679707057520597,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,repaired,146,146,91,2021-02-25,2021-07-21,2022-02-25,51.24758619972024,45.9027459212218,,0.003638916311613854,0.009679707057520597,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,repaired,64,64,91,2021-05-18,2021-07-21,2022-05-18,3.2423119096087007,1.2730549829138458,,0.00023022551050959304,0.009679707057520597,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,65,65,91,2018-02-15,2018-04-21,2019-02-15,15329.803800719956,3321.4574901559904,,0.5914276157685168,0.5914276157685168,OGI,2018-04-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,35,35,91,2021-06-16,2021-07-21,2022-06-16,5127.982716300687,1101.1005832547487,,0.3641205632456179,0.3641205632456179,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-09-10,2017-01-20,2017-09-10,422.2251296577663,34.43037537981785,,0.020973669212852004,0.020973669212852004,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,48,48,91,2017-06-03,2017-07-21,2018-06-03,2839.132936384215,429.9002553515531,,0.10366036249796322,0.10366036249796322,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,21,21,91,2020-09-29,2020-10-20,2021-09-29,342.553611410585,20.911703022157806,,0.011525409513975862,0.011525409513975862,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,88,88,92,2020-10-24,2021-01-20,2021-10-24,75137.08860332253,23870.266415495964,,3.1395026325094646,3.1395026325094646,OGI,2021-01-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,374,374,92,2019-01-11,2020-01-20,2020-01-11,0.0,195.2861437853371,,0.0060434660262346845,0.0060434660262346845,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,100,100,91,2020-07-12,2020-10-20,2021-07-12,817.3654931630456,308.4398087407719,,0.03569905193758934,0.03569905193758934,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,51,51,92,2020-11-30,2021-01-20,2021-11-30,3690.7934248861343,599.4600785643084,,0.13604304615203078,0.13604304615203078,OGI,2021-01-04,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-08-02,2017-01-20,2017-08-02,75005.43099523472,7345.892726337422,,4.474837187096382,4.474837187096382,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,219,219,91,2017-03-15,2017-10-20,2018-03-15,678.6466055940373,1017.9699083910559,,0.05379935673468712,0.05379935673468712,OGI,2017-10-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,53,53,92,2018-11-28,2019-01-20,2019-11-28,2298.9486203587057,390.5265284583699,,0.08528269751449377,0.08528269751449377,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,61,61,91,2019-02-19,2019-04-21,2020-02-19,50070.46905103151,10047.03490826619,,1.9063135451324738,1.9063135451324738,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,38,38,92,2019-12-13,2020-01-20,2020-12-12,97.30303470932303,11.307386296496256,,0.003444013857363625,0.003444013857363625,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,178,178,91,2019-01-24,2019-07-21,2020-01-24,19.47901362593097,18.541520991527875,,0.0012056232438311405,0.0012056232438311405,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,211,211,92,2018-06-24,2019-01-21,2019-06-24,84.13654985675488,115.27800012841092,,0.0063233938985656326,0.07326657348605792,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,45,45,92,2018-12-07,2019-01-21,2019-12-07,3876.5192529775168,545.1355199499633,,0.14020975307355021,0.07326657348605792,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,153,153,92,2019-11-21,2020-04-22,2020-11-20,13.547354417187718,9.777100121838306,,0.0007396136015672888,0.0007396136015672888,OGI,2020-04-06,True,OGI,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,66,66,92,2020-11-16,2021-01-21,2021-11-16,354.41381911847276,78.2318129157833,,0.013719102994490615,0.013719102994490615,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,28,28,92,2019-12-24,2020-01-21,2020-12-23,2135.456237646593,177.42663102108187,,0.07334103464826466,0.07334103464826466,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,293,293,91,2016-12-06,2017-10-21,2017-12-06,33.29934525114037,212.10235127356808,,0.008378458446844901,0.008378458446844901,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,repaired,24,24,91,2021-03-29,2021-04-22,2022-03-29,1036.2404551575014,98.29948981731238,,0.04740523235788598,0.04740523235788598,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,204,204,91,2017-09-30,2018-04-22,2018-09-30,90.33794853868102,114.4654751670244,,0.006494273963270719,0.006494273963270719,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,151,151,91,2020-05-23,2020-10-21,2021-05-23,121.71728338117106,85.88462518951789,,0.00658301333620906,0.00658301333620906,OGI,2020-10-05,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,98,98,91,2021-04-15,2021-07-22,2022-04-15,345.1930216453242,208.82046988420845,,0.024662281496150847,0.030012264136992227,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,85,85,91,2021-04-28,2021-07-22,2022-04-28,494.9582956999815,259.70034033641,,0.03536224677783361,0.030012264136992227,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,279,279,91,2017-01-15,2017-10-21,2018-01-15,41.95106966201659,136.09707483375152,,0.005645869625056066,0.005645869625056066,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,249,249,92,2019-05-17,2020-01-21,2020-05-16,18.43863393182581,39.57948145710885,,0.001839742370273169,0.005307541433771886,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,172,172,92,2019-08-02,2020-01-21,2020-08-01,205.50660518498256,183.14578285915542,,0.01232408637887297,0.005307541433771886,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,142,142,92,2019-09-01,2020-01-21,2020-08-31,33.887065662760655,21.578310870457457,,0.001758795552169524,0.005307541433771886,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,76,76,92,2020-02-06,2020-04-22,2021-02-05,56512.51693620296,14861.423138932269,,2.263252792844217,2.263252792844217,OGI,2020-04-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,238,238,91,2017-08-27,2018-04-22,2018-08-27,35.39700111661617,66.33453752562714,,0.003225885928533844,0.0018297537407523348,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,200,200,91,2017-10-04,2018-04-22,2018-10-04,6.18170885915209,7.492980435335867,,0.0004336215529708256,0.0018297537407523348,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,111,111,91,2016-08-10,2017-04-22,2017-08-10,235.15903604764725,237.2968454662622,,0.02474316456730295,0.02474316456730295,OGI,2017-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,123,123,91,2017-12-20,2018-04-22,2018-12-20,3738.051302013358,1899.9186369737315,,0.17877885397599852,0.17877885397599852,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,184,184,92,2018-07-21,2019-01-21,2019-07-21,217.4697576223168,221.07422874312869,,0.013906138583379168,0.013906138583379168,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,97,97,91,2019-07-16,2019-10-21,2020-07-15,1814.288840212808,656.6642444053821,,0.07835340831488426,0.07835340831488426,OGI,2019-10-05,True,OGI,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,93,93,92,2020-01-20,2020-04-22,2021-01-19,21.185606058407533,7.243607953793753,,0.0009014844625888282,0.0009014844625888282,OGI,2020-04-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,83,83,92,2018-10-30,2019-01-21,2019-10-30,2977.383212017023,876.3220092106842,,0.12220019093187809,0.12220019093187809,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,51,51,91,2019-03-02,2019-04-22,2020-03-01,6279.73267532386,1019.9565810239391,,0.2314716278649099,0.2314716278649099,OGI,2019-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,repaired,44,44,91,2021-03-09,2021-04-22,2022-03-09,11785.009156800932,2049.566809878423,,0.5391326835749218,0.5391326835749218,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,269,269,91,2017-01-25,2017-10-21,2018-01-25,20.209864423502484,56.62972427002259,,0.0024365673735897092,0.012456141115451362,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,166,166,91,2017-05-08,2017-10-21,2018-05-08,92.96422124057604,77.54804384892273,,0.00540690845666853,0.012456141115451362,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,160,160,91,2017-05-14,2017-10-21,2018-05-14,522.9458704050897,408.1528744625091,,0.02952494751609585,0.012456141115451362,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,271,271,91,2017-10-24,2018-07-22,2018-10-24,48.57046934503425,140.02762970749237,,0.005980406489489047,0.005980406489489047,OGI,2018-07-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,96,96,92,2019-10-17,2020-01-21,2020-10-16,6325.535360914999,2257.4401288023787,,0.272164367380688,0.272164367380688,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,21,21,91,2021-07-01,2021-07-22,2022-07-01,26848.349046031766,3480.3415430041177,,1.9181776581812817,1.9181776581812817,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,105,105,91,2018-04-08,2018-07-22,2019-04-08,697.2771849169658,281.59270929339004,,0.03103976072458003,0.03103976072458003,OGI,2018-07-06,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,23,23,92,2020-12-29,2021-01-21,2021-12-29,32027.492082952613,2153.8956663973977,,1.083884695248288,1.083884695248288,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,repaired,216,216,91,2021-03-19,2021-10-21,2022-03-19,34.8091865928701,105.8983704797175,,0.005674424001185136,0.005674424001185136,OGI,2021-10-05,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,100,100,92,2020-01-14,2020-04-23,2021-01-13,325.5529895356549,122.8501847304358,,0.014218771380837476,1.8045627760191199,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,47,47,92,2020-03-07,2020-04-23,2021-03-07,98770.78277991826,14598.197454893581,,3.594906780657402,1.8045627760191199,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,155,155,91,2017-11-19,2018-04-23,2018-11-19,283.61392998501964,209.33409117941926,,0.01563127920993274,0.01563127920993274,OGI,2018-04-07,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,21,21,5,2016-08-24,2017-01-22,2017-08-24,47.63585857470042,4.674546869479949,,0.0025763596061948568,0.0025763596061948568,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,21,21,5,2016-10-14,2017-01-22,2017-10-14,4.5349520018221225,0.35937355486137573,,0.00019806743543947073,0.00019806743543947073,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,47,47,91,2017-09-05,2017-10-22,2018-09-05,733.80687170626,108.45573261067366,,0.02670797197859379,0.02670797197859379,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,73,73,91,2019-08-10,2019-10-22,2020-08-09,12766.894020866628,3191.723505216657,,0.5060444421005608,0.5060444421005608,OGI,2019-10-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,41,41,92,2017-12-12,2018-01-22,2018-12-12,2516.140913138854,318.4005476502871,,0.08988272009097986,0.08988272009097986,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,166,166,91,2020-05-09,2020-10-22,2021-05-09,519.8539523741783,433.6470155483095,,0.030235317349140277,0.030235317349140277,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,191,191,91,2020-10-14,2021-04-23,2021-10-14,348.7592384392079,382.8334169074064,,0.023198650917891115,0.023198650917891115,OGI,2021-04-07,True,OGI,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,81,81,91,2018-05-03,2018-07-23,2019-05-03,3701.442794096198,1055.6931912739155,,0.15084779253456726,0.15084779253456726,OGI,2018-07-07,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,34,34,91,2020-09-18,2020-10-22,2021-09-18,3127.967367503833,321.3017839732034,,0.10937560728935299,0.10937560728935299,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,21,21,5,2016-11-24,2017-01-22,2017-11-24,7983.766851643118,547.905568250018,,0.3019761729773026,0.3019761729773026,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,79,79,91,2017-02-03,2017-04-23,2018-02-03,10796.820790085158,2982.338609848697,,0.436934278283037,0.436934278283037,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,107,107,92,2017-10-07,2018-01-22,2018-10-07,1108.68735087356,459.8044439669416,,0.04973654854263387,0.04973654854263387,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,66,66,92,2018-11-17,2019-01-22,2019-11-17,1524.7796722500952,336.57343935955276,,0.05902311997747488,0.05902311997747488,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,104,104,91,2019-01-09,2019-04-23,2020-01-09,4544.106501129764,1810.678452557454,,0.20150890898297874,0.20150890898297874,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,21,21,5,2016-09-16,2017-01-22,2017-09-16,2016.9099560335471,178.7135404080358,,0.09849732165345888,0.09849732165345888,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,112,112,91,2016-06-01,2017-04-23,2017-06-01,32.7895540524337,94.16487317621984,,0.009730993011762137,0.012770782081183275,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,112,112,91,2016-08-04,2017-04-23,2017-08-04,140.7014347834588,152.9957349101688,,0.015810571150604413,0.012770782081183275,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,62,62,92,2018-11-21,2019-01-22,2019-11-21,833.3719053038575,170.5249443196012,,0.03183336027471647,0.03183336027471647,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,50,50,92,2020-03-04,2020-04-23,2021-03-04,215469.3645551054,34201.486437318315,,7.91701074937924,7.91701074937924,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,115,115,91,2020-06-29,2020-10-22,2021-06-29,2376.317217153937,1093.1059198908108,,0.11001468597934891,0.11001468597934891,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,21,21,5,2016-12-11,2017-01-22,2017-12-11,546.5333024181347,35.53312492501804,,0.019583953331689836,0.019583953331689836,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,87,87,91,2017-04-27,2017-07-23,2018-04-27,19925.199583176207,6235.584042217015,,0.8295530068934939,0.8295530068934939,OGI,2017-07-07,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,65,65,91,2019-02-17,2019-04-23,2020-02-17,3731.6829751776804,808.5313112884974,,0.14396925058555865,0.14396925058555865,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,19,19,91,2019-07-04,2019-07-23,2020-07-03,95.40967113018273,5.239259397322173,,0.003191556650415554,0.003191556650415554,OGI,2019-07-07,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,369,369,91,2019-10-19,2020-10-22,2020-10-18,0.0,336.86463854530933,,0.010566114578481297,0.010566114578481297,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,88,88,91,2017-07-26,2017-10-22,2018-07-26,367.6740530555264,116.80619736060045,,0.015362767960937558,0.015362767960937558,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,21,21,5,2016-07-14,2017-01-22,2017-07-14,1526.832058421196,185.33799553089665,,0.10214836614357178,0.14644022922202493,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,21,21,5,2016-12-17,2017-01-22,2017-12-17,5421.67416289647,346.06430826998746,,0.19073209230047808,0.14644022922202493,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,16,16,92,2020-01-06,2020-01-22,2021-01-05,2381.5793277059215,109.18415255958381,,0.0789815918399767,0.0789815918399767,OGI,2020-01-06,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,359,359,92,2020-01-29,2021-01-22,2021-01-28,1.230726587774488,73.63847416850686,,0.002374086781972392,0.002374086781972392,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,repaired,85,85,91,2021-07-29,2021-10-22,2022-07-29,588.0452618329995,714.0549607972137,,0.097229705990906,0.097229705990906,OGI,2021-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,47,47,91,2017-09-05,2017-10-22,2018-09-05,2189.7578122131195,323.64345023275666,,0.07969943120389003,0.07969943120389003,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,100,100,91,2018-01-13,2018-04-23,2019-01-13,1072.530616867295,404.72853466690384,,0.04684358040126201,0.04684358040126201,OGI,2018-04-07,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,93,93,91,2018-04-21,2018-07-23,2019-04-21,19211.98232485318,6568.80278018877,,0.8175033328590166,0.8175033328590166,OGI,2018-07-07,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,100,100,91,2018-07-14,2018-10-22,2019-07-14,6487.818125131497,2448.233254766603,,0.28336033041280123,0.28336033041280123,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,164,164,91,2017-02-09,2017-07-23,2018-02-09,57.84958868287155,47.200659422840474,,0.003331121515274988,0.08184877965585542,OGI,2017-07-07,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,95,95,91,2017-04-19,2017-07-23,2018-04-19,3741.0282609152564,1316.2877214331456,,0.16036643779643586,0.08184877965585542,OGI,2017-07-07,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,70,70,91,2021-02-12,2021-04-23,2022-02-12,18647.46165766536,5179.8504604626005,,0.8564567560288691,0.8564567560288691,OGI,2021-04-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,22,22,6,2016-07-09,2017-01-23,2017-07-09,480.9525553129617,63.359019262785374,,0.033332817373098365,0.12350171216704539,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,22,22,6,2016-08-20,2017-01-23,2017-08-20,3858.378352258817,406.1450897114544,,0.2136706069609924,0.12350171216704539,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,55,55,91,2017-02-28,2017-04-24,2018-02-28,2854.098245217156,506.37226931272124,,0.10655982098331675,0.10655982098331675,OGI,2017-04-08,True,OGI,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,161,161,92,2019-08-15,2020-01-23,2020-08-14,32.60805433641443,25.73478798118982,,0.0018500393936328086,0.0018500393936328086,OGI,2020-01-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,368,368,91,2017-07-21,2018-07-24,2018-07-21,0.0,249.1477574881527,,0.007836017936297074,0.007836017936297074,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,19,19,91,2018-10-04,2018-10-23,2019-10-04,6866.269770048408,377.04949604312066,,0.22968414719975672,0.22968414719975672,OGI,2018-10-07,True,OGI,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,100,100,91,2019-04-15,2019-07-24,2020-04-14,17399.262003302603,6565.759246529285,,0.7599258387186671,0.7599258387186671,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,39,39,91,2017-06-15,2017-07-24,2018-06-15,12095.828698579196,1447.046991547818,,0.4294417709959098,0.4294417709959098,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,237,237,91,2017-08-30,2018-04-24,2018-08-30,112.4267403575367,208.16513644325158,,0.010165901725037679,0.010165901725037679,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,67,67,91,2019-08-17,2019-10-23,2020-08-16,443.14465505737104,99.6331942578653,,0.017211372695181262,0.017211372695181262,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,74,74,91,2018-05-11,2018-07-24,2019-05-11,33943.21932192698,8631.609037191054,,1.3500389510121142,1.3500389510121142,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,60,60,91,2019-02-23,2019-04-24,2020-02-23,6469.7515950609195,1272.7380187005087,,0.2455127350888327,0.2455127350888327,OGI,2019-04-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,93,93,91,2019-04-22,2019-07-24,2020-04-21,824.2745350733425,281.8291608890473,,0.035074318111440565,0.035074318111440565,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,70,70,91,2017-08-14,2017-10-23,2018-08-14,1474.5798239449048,349.9002972072655,,0.05785388512024892,0.05785388512024892,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,161,161,91,2017-05-15,2017-10-23,2018-05-15,316.2330155952137,249.57605642563433,,0.017941687976307966,0.37625956865240007,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,31,31,91,2017-09-22,2017-10-23,2018-09-22,21198.142201741895,1967.4922402814336,,0.7345774493284921,0.37625956865240007,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,375,375,91,2020-10-13,2021-10-23,2021-10-13,0.0,150.21225647287756,,0.004636180755335726,0.004636180755335726,OGI,2021-10-07,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,22,22,6,2016-01-20,2017-01-23,2017-01-19,0.0,15868.29682159241,,8.34822012920476,8.34822012920476,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,31,31,91,2017-06-23,2017-07-24,2018-06-23,616.1501981612626,57.18759324251239,,0.021351401300221173,0.021351401300221173,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,26,26,91,2018-03-29,2018-04-24,2019-03-29,1692.117528925971,129.77892552234587,,0.05777195758651436,0.45597607522754635,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,23,23,91,2018-04-01,2018-04-24,2019-04-01,25239.99968303505,1697.426879268439,,0.8541801928685784,0.45597607522754635,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,48,48,92,2020-12-06,2021-01-23,2021-12-06,10467.527573888477,1584.988402355353,,0.38218277448769117,0.38218277448769117,OGI,2021-01-07,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,108,108,91,2018-01-06,2018-04-24,2019-01-06,996.7339784254816,418.86097147841247,,0.04488822139472013,0.04488822139472013,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,80,80,91,2019-08-04,2019-10-23,2020-08-03,826.078562519253,231.88170175979033,,0.03354769990737707,0.1385318040484937,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,58,58,91,2019-08-26,2019-10-23,2020-08-25,6459.210761547776,1220.306919119775,,0.2435159081896103,0.1385318040484937,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,22,22,6,2016-05-22,2017-01-23,2017-05-22,2347.4645328091437,433.9850396790013,,0.22831704528566987,0.44101025150264483,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,22,22,6,2016-07-16,2017-01-23,2017-07-16,9827.516301973677,1242.5595324334533,,0.6537034577196198,0.44101025150264483,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,100,100,91,2018-01-14,2018-04-24,2019-01-14,10966.695626862267,4138.375708249912,,0.47897866993633237,0.47897866993633237,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,58,58,91,2018-05-27,2018-07-24,2019-05-27,6259.536334243461,1182.5834116811752,,0.23598806906153716,0.23598806906153716,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,176,176,91,2019-01-29,2019-07-24,2020-01-29,224.70773459722773,209.25164703233904,,0.013760761720876672,0.013760761720876672,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,17,17,6,2017-01-06,2017-01-23,2018-01-06,3692.264720988132,180.36925361148923,,0.12280041776381345,0.12280041776381345,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,191,191,91,2017-10-15,2018-04-24,2018-10-15,197.13999953621118,216.40080408859967,,0.01311329285974159,0.01311329285974159,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,22,22,6,2016-02-05,2017-01-23,2017-02-04,489.5843139249643,897.5712421957679,,0.47220709290602264,0.47220709290602264,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,71,71,91,2018-05-14,2018-07-24,2019-05-14,92.51068111499168,22.341014827089825,,0.0036419233873059833,0.0520013564513373,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,50,50,91,2018-06-04,2018-07-24,2019-06-04,2731.4192474502725,433.55861070639247,,0.10036078951536861,0.0520013564513373,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,26,26,92,2018-12-28,2019-01-23,2019-12-28,5313.47774975268,407.5233672376687,,0.18141175535864879,0.18141175535864879,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,23,23,7,2016-09-28,2017-01-24,2017-09-28,4052.1258410618025,377.32345888429734,,0.18987694187011742,0.11200917527722316,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,23,23,7,2016-09-29,2017-01-24,2017-09-29,731.5547921608526,67.84580733749843,,0.03414140868432892,0.11200917527722316,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,36,36,91,2018-09-18,2018-10-24,2019-09-18,225.86065313287486,24.714235601165637,,0.00794567759811138,0.00794567759811138,OGI,2018-10-08,True,OGI,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,17,17,91,2020-07-08,2020-07-25,2021-07-08,7150.503296594616,349.3061955233002,,0.23781739891292222,0.23781739891292222,OGI,2020-07-09,True,OGI,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,16,16,91,2019-07-09,2019-07-25,2020-07-08,3735.835917808533,171.27041457001872,,0.12389352905817325,0.12389352905817325,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,45,45,92,2019-12-10,2020-01-24,2020-12-09,34.55810131196636,4.859732996995269,,0.001249931326387672,0.42355965869470086,OGI,2020-01-08,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,42,42,92,2019-12-13,2020-01-24,2020-12-12,23605.846130737747,3069.4908281454655,,0.8458693860630141,0.42355965869470086,OGI,2020-01-08,True,OGI,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,64,64,92,2020-02-21,2020-04-25,2021-02-20,1993.7496428154575,423.9201898345159,,0.07666380747875359,0.07666380747875359,OGI,2020-04-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,86,86,91,2021-01-29,2021-04-25,2022-01-29,47540.92773293107,16354.079140128288,,2.2009688765245863,2.2009688765245863,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,176,176,92,2017-08-01,2018-01-24,2018-08-01,5.169041242609005,4.81349872327611,,0.0003165442657878334,1.218070381528645,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,27,27,92,2017-12-28,2018-01-24,2018-12-28,71133.861826212,5682.290737596817,,2.4358242187915025,1.218070381528645,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,115,115,91,2018-12-31,2019-04-25,2019-12-31,85.67005572882869,39.408225635261196,,0.003966206283742069,0.003966206283742069,OGI,2019-04-09,True,OGI,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,repaired,83,83,91,2021-02-01,2021-04-25,2022-02-01,1273.8399634663303,422.91486787082164,,0.05897407238270047,0.05897407238270047,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,18,18,92,2020-04-07,2020-04-25,2021-04-07,5098.849897417089,264.49365462105936,,0.17007050837259474,0.17007050837259474,OGI,2020-04-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,105,105,91,2020-07-11,2020-10-24,2021-07-11,1184.4316566252464,478.32816902173414,,0.052725768190226424,0.052725768190226424,OGI,2020-10-08,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,43,43,91,2021-09-11,2021-10-24,2022-09-11,74.2709939368547,46.96548146006989,,0.01264144096147445,0.01264144096147445,OGI,2021-10-08,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,202,202,91,2017-10-05,2018-04-25,2018-10-05,494.2777214829827,612.5404891997699,,0.03509697522459261,0.016962726035517767,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,166,166,91,2017-11-10,2018-04-25,2018-11-10,83.49905753123377,69.65248015168244,,0.004856403401918956,0.016962726035517767,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,66,66,91,2018-02-18,2018-04-25,2019-02-18,282.48523584760596,62.35460055498995,,0.010934799480041727,0.016962726035517767,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,25,25,91,2019-09-29,2019-10-24,2020-09-28,99.41643070719437,7.310031669646645,,0.003384273921132706,0.003384273921132706,OGI,2019-10-08,True,OGI,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,89,89,91,2020-07-27,2020-10-24,2021-07-27,2504.1758678196093,807.5059863621204,,0.10501274271251045,0.10501274271251045,OGI,2020-10-08,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,23,23,7,2016-03-04,2017-01-24,2017-03-04,357.4977866832791,210.83202804398513,,0.10609502216384113,0.05983696172904571,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,23,23,7,2016-09-18,2017-01-24,2017-09-18,278.05244602210416,26.983992651934155,,0.01357890129425028,0.05983696172904571,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,184,184,91,2019-01-22,2019-07-25,2020-01-22,119.04700473243278,121.02015950700348,,0.007612479840164772,0.007612479840164772,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,320,320,91,2017-12-08,2018-10-24,2018-12-08,1.2996592443279795,9.242021292998965,,0.00033427449699793707,0.0008539117811803832,OGI,2018-10-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,72,72,91,2018-08-13,2018-10-24,2019-08-13,34.7716692994731,8.54457402580909,,0.0013735490653628295,0.0008539117811803832,OGI,2018-10-08,True,OGI,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,34,34,91,2017-09-20,2017-10-24,2018-09-20,13798.940241098138,1417.413801200413,,0.48250742143260245,0.48250742143260245,OGI,2017-10-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,43,43,92,2018-12-12,2019-01-24,2019-12-12,2307.1048215681885,308.0916376628326,,0.08292733571889335,0.08292733571889335,OGI,2019-01-08,True,OGI,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,repaired,18,18,91,2021-10-06,2021-10-24,2022-10-06,292.10099361192664,77.32085125021587,,0.0497176255466923,0.0497176255466923,OGI,2021-10-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,23,23,92,2018-01-01,2018-01-24,2019-01-01,105622.91026399654,7103.2951347132175,,3.574524524312207,3.574524524312207,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,185,185,91,2017-01-21,2017-07-25,2018-01-21,24.067019806864224,24.735548134832673,,0.0015475192777047468,0.0015475192777047468,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,17,17,92,2021-01-07,2021-01-24,2022-01-07,231.50820783575617,11.541464906767903,,0.007857751162015184,0.007857751162015184,OGI,2021-01-08,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,191,191,91,2018-04-17,2018-10-25,2019-04-17,499.3322679988529,548.1176045274765,,0.033214417571230635,0.033214417571230635,OGI,2018-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,99,99,92,2019-10-18,2020-01-25,2020-10-17,38638.79276250555,14380.603321383644,,1.681234020924949,1.681234020924949,OGI,2020-01-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,24,24,8,2016-06-16,2017-01-25,2017-06-16,17991.64472184801,3040.8413614391,,1.46645513186685,0.8095428765859765,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,24,24,8,2016-12-25,2017-01-25,2017-12-25,4404.553417374143,316.49485633826174,,0.15263062130510308,0.8095428765859765,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,270,270,91,2018-07-30,2019-04-26,2019-07-30,40.64469088633388,115.51648988747523,,0.004951838558276545,0.004951838558276545,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,164,164,92,2019-11-14,2020-04-26,2020-11-13,74.94460035025861,61.14882814647966,,0.00431549430798891,0.00431549430798891,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,91,91,91,2020-04-26,2020-07-26,2021-04-26,3238.196388018013,1075.4593843417488,,0.1367851272310934,0.1367851272310934,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,repaired,104,104,91,2021-01-12,2021-04-26,2022-01-12,13575.934728295597,5670.26992667768,,0.6310396553015579,0.6310396553015579,OGI,2021-04-10,True,OGI,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,repaired,85,85,91,2021-05-02,2021-07-26,2022-05-02,5685.767382316765,3058.798908208387,,0.4165031193094208,0.4165031193094208,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,35,35,91,2018-06-21,2018-07-26,2019-06-21,9060.69167478723,960.9824503562213,,0.31778520183737474,0.31778520183737474,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,30,30,91,2019-03-27,2019-04-26,2020-03-26,3460.078081789108,309.85773866768136,,0.11954388065882766,0.11954388065882766,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,48,48,91,2020-06-08,2020-07-26,2021-06-08,2799.740558719889,423.93547892288547,,0.10222209657669884,0.10222209657669884,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,24,24,8,2017-01-01,2017-01-25,2018-01-01,736.1825230637206,51.81343270829706,,0.02498718784157844,0.02498718784157844,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,17,17,91,2019-04-09,2019-04-26,2020-04-08,20815.850289933493,1016.8662497956016,,0.692310899915306,0.692310899915306,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,24,24,8,2016-07-18,2017-01-25,2017-07-18,4199.19049691904,579.1986892302124,,0.27932035553154533,0.27932035553154533,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,17,17,91,2017-10-08,2017-10-25,2018-10-08,45633.85783130052,2229.240181414106,,1.517728881681717,1.517728881681717,OGI,2017-10-09,True,OGI,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,230,230,92,2020-06-09,2021-01-25,2021-06-09,129.7614678993186,221.07509345809834,,0.011124954380942952,0.011124954380942952,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,37,37,91,2020-06-19,2020-07-26,2021-06-19,39887.64008159716,4499.520375058216,,1.407507624830523,1.407507624830523,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,79,79,92,2017-11-07,2018-01-25,2018-11-07,661.1402253612249,182.62264966271596,,0.02675554525063232,0.02675554525063232,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,196,196,91,2018-10-12,2019-04-26,2019-10-12,130.87256162636473,151.781195732352,,0.008962891849274375,0.008962891849274375,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,42,42,91,2019-06-14,2019-07-26,2020-06-13,41881.9011215658,5445.943799089052,,1.5007561174738349,1.5007561174738349,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,102,102,92,2020-01-15,2020-04-26,2021-01-14,832.2909228008465,322.7896354588834,,0.036627364226906704,0.9700783845356271,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,84,84,92,2020-02-02,2020-04-26,2021-02-01,46214.64830257301,13815.055008598338,,1.9035294048443476,0.9700783845356271,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,62,62,92,2017-11-24,2018-01-25,2018-11-24,1147.563565061291,234.8149869102312,,0.04383493632583467,0.04383493632583467,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,364,364,92,2018-01-26,2019-01-25,2019-01-26,0.03515739656626611,12.797292350120863,,0.0004069143121095614,0.00374367558785667,OGI,2019-01-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,329,329,92,2018-03-02,2019-01-25,2019-03-02,22.022990820553193,201.26566611005558,,0.007080436863603779,0.00374367558785667,OGI,2019-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,29,29,91,2017-06-27,2017-07-26,2018-06-27,4333.115355214164,373.9891229202701,,0.14926130384748967,0.14926130384748967,OGI,2017-07-10,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,95,95,92,2018-10-22,2019-01-25,2019-10-22,532.9360550517829,187.51453788859027,,0.022845338436719088,0.022845338436719088,OGI,2019-01-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,132,132,92,2019-09-15,2020-01-25,2020-09-14,1697.0324614632052,961.4089481250776,,0.08429862409907035,0.08429862409907035,OGI,2020-01-09,True,OGI,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,59,59,92,2020-11-27,2021-01-25,2021-11-27,990.1202566664889,190.9055396840616,,0.03745008232973587,0.09776429555253201,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,repaired,19,19,92,2021-01-06,2021-01-25,2022-01-06,4643.7142737840395,259.5016800055787,,0.15807850877532814,0.09776429555253201,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,24,24,8,2016-08-30,2017-01-25,2017-08-30,7085.494521181314,783.6491636329564,,0.37791722783225135,0.21959241032116916,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,24,24,8,2016-12-28,2017-01-25,2017-12-28,1783.9162463327411,127.0444804509964,,0.06126759281008699,0.21959241032116916,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,56,56,91,2017-03-01,2017-04-26,2018-03-01,8106.223111480406,1469.0889781323713,,0.3036311545412474,0.3036311545412474,OGI,2017-04-10,True,OGI,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-05-05,2017-01-25,2017-05-05,761.1580871324402,182.67794091178564,,0.0880970008255139,0.0880970008255139,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,135,135,91,2019-03-13,2019-07-26,2020-03-12,106.83414273534089,62.706996822917475,,0.005376114268082773,0.005376114268082773,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,36,36,91,2020-06-20,2020-07-26,2021-06-20,906.4878579209534,99.19016074514991,,0.03188984077454665,0.03188984077454665,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,113,113,92,2017-10-05,2018-01-26,2018-10-05,1384.8393603629033,620.9795544484447,,0.06360410054576826,0.045544744897292155,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,17,17,92,2018-01-09,2018-01-26,2019-01-09,826.408695622002,40.370539728661015,,0.02748538924881605,0.045544744897292155,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,48,48,92,2018-12-09,2019-01-26,2019-12-09,3544.299624142805,536.6762837818758,,0.12940689713104644,0.12940689713104644,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,repaired,240,240,91,2021-02-28,2021-10-26,2022-02-28,68.74645783207835,249.98711938937583,,0.012055705989070978,0.01119554564187859,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,repaired,139,139,91,2021-06-09,2021-10-26,2022-06-09,58.93650110441861,124.12384323506343,,0.010335385294686203,0.01119554564187859,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,77,77,91,2019-08-10,2019-10-26,2020-08-09,9885.255239936896,2642.932824566462,,0.39726623745888373,0.39726623745888373,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,89,89,91,2020-04-29,2020-07-27,2021-04-29,66854.50354902561,21558.155129939423,,2.80354701544156,2.80354701544156,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,repaired,79,79,91,2021-05-09,2021-07-27,2022-05-09,710.8454595960451,357.68656884132207,,0.052403681557858954,0.052403681557858954,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,63,63,91,2017-05-25,2017-07-27,2018-05-25,15617.810803887509,3258.0201345858045,,0.5985486725796966,0.5985486725796966,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,43,43,91,2021-09-13,2021-10-26,2022-09-13,579.8024811583401,377.7501013607368,,0.10167692220088737,0.10167692220088737,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,53,53,92,2017-12-04,2018-01-26,2018-12-04,2347.611113974227,398.79291359177574,,0.0870879004174912,0.0870879004174912,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,175,175,91,2018-11-03,2019-04-27,2019-11-03,166.81270471877292,153.6432806620277,,0.010161592636377493,0.08350850774077913,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,80,80,91,2019-02-06,2019-04-27,2020-02-06,3862.407932139731,1084.1846827058894,,0.15685542284518075,0.08350850774077913,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,99,99,92,2020-01-19,2020-04-27,2021-01-18,1943.685045491121,723.401577081282,,0.08457276200445214,0.08457276200445214,OGI,2020-04-11,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,54,54,91,2021-09-02,2021-10-26,2022-09-02,165.22240207220443,135.18196533180364,,0.02897418667091127,0.02897418667091127,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,25,25,9,2016-10-14,2017-01-26,2017-10-14,979.7453323241064,93.84533834522092,,0.043446915900565236,0.043446915900565236,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,35,35,91,2018-09-21,2018-10-26,2019-09-21,4226.299392916149,448.24387500625824,,0.14822879464492666,0.14822879464492666,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,156,156,91,2020-11-22,2021-04-27,2021-11-22,1437.7115471758555,1073.1244084183418,,0.07961808585724876,0.07961808585724876,OGI,2021-04-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,25,25,9,2016-10-27,2017-01-26,2017-10-27,555.8813750750012,50.71910356523733,,0.02348106646538765,0.02348106646538765,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,31,31,91,2017-06-26,2017-07-27,2018-06-26,20200.538786508158,1874.9003065321942,,0.7000075815905743,0.7000075815905743,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,19,19,92,2021-01-07,2021-01-26,2022-01-07,3268.9136320440334,183.2134484036479,,0.11160663279949311,0.11160663279949311,OGI,2021-01-10,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,71,71,91,2018-02-15,2018-04-27,2019-02-15,2824.4810987256974,682.1025782636889,,0.11119303897099779,0.11119303897099779,OGI,2018-04-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,86,86,91,2018-05-02,2018-07-27,2019-05-02,2787.5143203918133,859.2338048519567,,0.11563762446866342,0.11563762446866342,OGI,2018-07-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,93,93,92,2019-10-25,2020-01-26,2020-10-24,7981.163845515416,2728.853814826962,,0.3396124321519019,0.3396124321519019,OGI,2020-01-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,208,208,91,2018-04-01,2018-10-26,2019-04-01,20.665214742119122,27.378118894017692,,0.0015234441158084985,1.7085749114128532,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,102,102,91,2018-07-16,2018-10-26,2019-07-16,114709.21349885034,44487.983942519895,,5.048110015264149,1.7085749114128532,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,73,73,91,2018-08-14,2018-10-26,2019-08-14,1919.6915551526872,479.9228887881718,,0.07609127485860157,1.7085749114128532,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,79,79,91,2017-02-07,2017-04-27,2018-02-07,5415.884236510728,1495.9959953998164,,0.21917428437057787,0.21917428437057787,OGI,2017-04-11,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,95,95,91,2017-04-23,2017-07-27,2018-04-23,64.50705942918137,22.69692831767492,,0.0027652203116075684,0.0027652203116075684,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,246,246,91,2019-02-22,2019-10-26,2020-02-22,515.7102495130672,1066.0900956320547,,0.05015855990439884,0.03132481443442739,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,140,140,91,2019-06-08,2019-10-26,2020-06-07,242.82638066902362,151.09197019405914,,0.012491068964455947,0.03132481443442739,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,126,126,91,2019-06-22,2019-10-26,2020-06-21,1239.3951669197268,653.4049833970107,,0.06002029903338208,0.06002029903338208,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,167,167,91,2021-02-10,2021-07-27,2022-02-10,287.72786560822715,306.0544812520633,,0.0212113606988844,0.0212113606988844,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,25,25,9,2016-03-02,2017-01-26,2017-03-02,182.82159576142672,130.5868541153048,,0.0604568769052337,0.03780158063932047,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,25,25,9,2016-07-11,2017-01-26,2017-07-11,217.23406899715613,32.71597424655966,,0.015146284373407247,0.03780158063932047,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,98,98,91,2017-07-20,2017-10-26,2018-07-20,5847.009755856953,2146.093468441878,,0.25345964054727393,0.25345964054727393,OGI,2017-10-10,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-10-22,2017-01-27,2017-10-22,987.4206055194392,95.7945363563635,,0.042643579218466655,0.042643579218466655,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,149,149,91,2019-03-01,2019-07-28,2020-02-29,593.1701853971509,409.177581593405,,0.03178423918666146,0.03178423918666146,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,150,150,91,2020-11-29,2021-04-28,2021-11-29,148.58778059835555,103.66589344071319,,0.007998911530919226,0.007998911530919226,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,44,44,91,2021-06-14,2021-07-28,2022-06-14,1093.1982265625522,308.33796133815576,,0.08110741828129096,0.08110741828129096,OGI,2021-07-12,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,188,188,91,2017-10-22,2018-04-28,2018-10-22,1917.5763284611596,2036.7477387045085,,0.12539079360621727,0.12539079360621727,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,52,52,92,2020-03-07,2020-04-28,2021-03-07,20356.42257192472,3381.897679680784,,0.7527371972223966,0.7527371972223966,OGI,2020-04-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,61,61,92,2020-11-27,2021-01-27,2021-11-27,41782.87793455797,8384.064322394855,,1.5907833034295034,1.5907833034295034,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,55,55,91,2017-09-02,2017-10-27,2018-09-02,701.0824111751998,124.38558907947093,,0.026175418577329742,0.026175418577329742,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,193,193,92,2019-10-18,2020-04-28,2020-10-17,390.0935191995218,437.72121631109127,,0.026249833064136637,0.026249833064136637,OGI,2020-04-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,45,45,92,2020-12-13,2021-01-27,2021-12-13,113716.96338770795,15991.44797639643,,4.113026742900316,4.113026742900316,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,26,26,10,2016-10-15,2017-01-27,2017-10-15,105.91092975632519,10.55051407534274,,0.004696631977983769,0.004696631977983769,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,106,106,92,2019-10-13,2020-01-27,2020-10-12,616.0694998624012,252.1365520672376,,0.02753063330573436,0.02753063330573436,OGI,2020-01-11,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,21,21,91,2021-04-07,2021-04-28,2022-04-07,7098.58515942858,603.5234346072881,,0.3326297589325882,0.3326297589325882,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,115,115,91,2019-04-04,2019-07-28,2020-04-03,127.24287847219153,58.53172409720811,,0.005890874003342201,0.15807401703799312,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,47,47,91,2019-06-11,2019-07-28,2020-06-10,8524.37752442791,1259.8922756229929,,0.31025716007264403,0.15807401703799312,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,124,124,91,2017-03-26,2017-07-28,2018-03-26,321.1659245442505,165.2471976908177,,0.01542405892424747,0.01542405892424747,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,63,63,91,2019-05-26,2019-07-28,2020-05-25,919.8392183273912,191.8869892537273,,0.03525260678529676,0.03525260678529676,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,26,26,10,2016-08-25,2017-01-27,2017-08-25,378.06559004978817,46.80812067283092,,0.020836948305213192,0.020836948305213192,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,53,53,91,2019-03-06,2019-04-28,2020-03-05,12186.147254720641,2070.0827067313908,,0.4520620865503561,0.4520620865503561,OGI,2019-04-12,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-07-08,2017-01-27,2017-07-08,17675.40210007112,2836.792929641044,,1.2628173654028862,0.42870478639441245,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-08-20,2017-01-27,2017-08-20,241.37864827983915,30.613877342808866,,0.013627972463857224,0.42870478639441245,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,19,19,10,2017-01-08,2017-01-27,2018-01-08,289.04959084379533,15.872665393156392,,0.009669021316493902,0.42870478639441245,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,39,39,92,2017-12-19,2018-01-27,2018-12-19,885.9258811723378,105.98499805435944,,0.031453287646711604,0.031453287646711604,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,62,62,91,2018-02-25,2018-04-28,2019-02-25,37489.751243799226,7671.170221503472,,1.4320434254598775,1.4320434254598775,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,189,189,91,2020-04-21,2020-10-27,2021-04-21,1.205015547917584,1.2940223781614966,,7.92439727955061e-05,4.261981464999874,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,19,19,91,2020-10-08,2020-10-27,2021-10-08,254816.38846356413,13992.807458981844,,8.523883686026952,4.261981464999874,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,367,367,92,2019-01-25,2020-01-27,2020-01-25,0.0,752.3509806878156,,0.02372688277979033,0.02372688277979033,OGI,2020-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,199,199,92,2020-07-12,2021-01-27,2021-07-12,1.581347702679002,1.8957120050188034,,0.0001102568400462267,0.008623668514556568,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,111,111,92,2020-10-08,2021-01-27,2021-10-08,238.40782388629904,104.18609626527243,,0.010863581942908785,0.008623668514556568,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,73,73,92,2020-11-15,2021-01-27,2021-11-15,375.8376407727189,93.95941019317972,,0.014897166760714694,0.008623668514556568,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,171,171,92,2018-08-09,2019-01-27,2019-08-09,458.28707483527,403.9540711176864,,0.027341487378011047,0.027341487378011047,OGI,2019-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,146,146,91,2020-03-04,2020-07-28,2021-03-04,649.4946902012978,432.9964601341985,,0.03432556920140462,0.03432556920140462,OGI,2020-07-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,repaired,52,52,91,2021-09-05,2021-10-27,2022-09-05,847.8744865209717,678.2995892167773,,0.15097480173094224,0.15097480173094224,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,178,178,91,2017-05-02,2017-10-27,2018-05-02,199.81034822894702,190.19380740509396,,0.012366950647959188,0.012366950647959188,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,244,244,91,2017-11-26,2018-07-28,2018-11-26,639.5015997569906,1289.57347389013,,0.06117056930641553,0.06117056930641553,OGI,2018-07-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,96,96,91,2020-04-23,2020-07-28,2021-04-23,49937.63905791818,17821.610964907606,,2.1486317231997014,2.1486317231997014,OGI,2020-07-12,True,OGI,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,27,27,11,2016-02-09,2017-01-28,2017-02-08,50.311189043522155,123.49110037955437,,0.05293685715858812,0.05293685715858812,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,20,20,91,2018-07-09,2018-07-29,2019-07-09,25181.306884288097,1459.7859063355418,,0.8447835106108459,0.8447835106108459,OGI,2018-07-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,55,55,91,2019-09-03,2019-10-28,2020-09-02,1467.268939479946,260.3219086174098,,0.05478154642622259,0.05478154642622259,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,45,45,92,2020-12-14,2021-01-28,2021-12-14,374.52774994421696,52.66796483590551,,0.01354628725203331,0.01354628725203331,OGI,2021-01-12,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,65,65,91,2019-02-23,2019-04-29,2020-02-23,12272.043135486858,2658.9426793554862,,0.4734584543011905,0.4734584543011905,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,49,49,92,2017-12-10,2018-01-28,2018-12-10,3403.6528030094337,527.7816055299438,,0.12466496729259821,0.12466496729259821,OGI,2018-01-12,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,75,75,91,2019-02-13,2019-04-29,2020-02-13,86.35894656130161,22.334210317578002,,0.003446637394687963,0.003446637394687963,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,209,209,91,2016-12-05,2017-07-29,2017-12-05,28.231413692109108,45.73926714457987,,0.0025329649092116265,0.0025329649092116265,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,81,81,92,2018-11-08,2019-01-28,2019-11-08,27069.561016642263,7720.54381108459,,1.1031869871805826,1.1031869871805826,OGI,2019-01-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,25,25,91,2017-04-04,2017-04-29,2018-04-04,7205.68775693416,529.8299821275117,,0.24529165839236652,0.24529165839236652,OGI,2017-04-13,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,313,313,91,2020-12-19,2021-10-28,2021-12-19,12.913378426533985,77.72860475971419,,0.0028742384318318163,0.0020125391255477795,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,repaired,94,94,91,2021-07-26,2021-10-28,2022-07-26,6.363683864600791,9.34666067613241,,0.0011508398192637424,0.0020125391255477795,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,50,50,91,2021-09-08,2021-10-28,2022-09-08,692.2510902466229,540.8211642551742,,0.12519008431832734,0.12519008431832734,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,27,27,11,2016-03-13,2017-01-28,2017-03-13,97.60383895959392,59.89326481611444,,0.025674410500734927,0.025674410500734927,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,18,18,91,2017-04-11,2017-04-29,2018-04-11,47111.947844956354,2443.847438643269,,1.5714039600329661,1.5714039600329661,OGI,2017-04-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,71,71,91,2017-08-18,2017-10-28,2018-08-18,1518.0276360532778,366.59851074756034,,0.05976110308221835,0.05976110308221835,OGI,2017-10-12,True,OGI,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,142,142,92,2018-09-08,2019-01-28,2019-09-08,17.99466206731017,11.458484365731138,,0.0009339531466590977,0.0009339531466590977,OGI,2019-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,156,156,91,2020-02-24,2020-07-29,2021-02-23,366.3727428821854,273.4648224383776,,0.02028911609971344,0.02028911609971344,OGI,2020-07-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,257,257,91,2020-11-14,2021-07-29,2021-11-14,600.538499142393,1429.0592062925462,,0.06435812105006783,0.06435812105006783,OGI,2021-07-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,27,27,11,2016-02-09,2017-01-28,2017-02-08,971.9119452915036,2385.6020475336904,,1.0226346225710263,0.5218577031935144,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,27,27,11,2016-03-28,2017-01-28,2017-03-28,107.46140358045443,49.177252485970676,,0.021080783816002518,0.5218577031935144,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,27,27,11,2016-06-01,2017-01-28,2017-06-01,2801.677406792873,610.0426611565126,,0.2615066277248425,0.2615066277248425,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,36,36,91,2021-03-24,2021-04-29,2022-03-24,12657.295089509547,1852.28708626969,,0.5955141095260063,0.5955141095260063,OGI,2021-04-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,231,231,91,2019-03-11,2019-10-28,2020-03-10,59.470948144052215,102.5208135916124,,0.00513672506772148,0.00513672506772148,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,106,106,92,2019-10-14,2020-01-28,2020-10-13,10462.975508409025,4282.1444165689445,,0.4675646855967139,0.4675646855967139,OGI,2020-01-12,True,OGI,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,repaired,59,59,91,2021-03-01,2021-04-29,2022-03-01,3978.238327934073,954.1303306833752,,0.18717245972288432,0.18717245972288432,OGI,2021-04-13,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,82,82,91,2017-08-08,2017-10-29,2018-08-08,58.28925657947615,16.889466570731607,,0.002383901672698115,0.0016984435826545921,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,41,41,91,2017-09-18,2017-10-29,2018-09-18,28.357110685957224,3.588399809025451,,0.001012985492611069,0.0016984435826545921,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,20,20,91,2021-07-10,2021-07-30,2022-07-10,404.6851057250718,52.55650723702231,,0.030414645391795316,0.030414645391795316,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,21,21,91,2017-04-09,2017-04-30,2018-04-09,454927.32424457406,27771.726189348996,,15.30628648002039,15.30628648002039,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,23,23,91,2019-10-06,2019-10-29,2020-10-05,1239239.1036499895,83340.64147353731,,41.93872859980742,41.93872859980742,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,49,49,91,2017-09-10,2017-10-29,2018-09-10,4077.1895823767895,632.2224352419705,,0.14933447544453196,0.14933447544453196,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,101,101,91,2018-07-20,2018-10-29,2019-07-20,1221.9321963252512,467.4816357153423,,0.05357096118850182,0.05357096118850182,OGI,2018-10-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,repaired,42,42,91,2021-06-18,2021-07-30,2022-06-18,3539.5009356717037,965.3184370013737,,0.26601588321245967,0.26601588321245967,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,100,100,91,2021-04-21,2021-07-30,2022-04-21,720.159680061125,467.6361558838473,,0.05412455507914899,0.05412455507914899,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,119,119,91,2016-07-28,2017-04-30,2017-07-28,95.30145495361039,127.42554089302962,,0.012393551674158653,0.0069749927230277845,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,119,119,91,2016-10-19,2017-04-30,2017-10-19,23.129850997405697,16.002629469135336,,0.0015564337718969163,0.0069749927230277845,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,39,39,92,2020-12-21,2021-01-29,2021-12-21,4054.238822367142,485.0163008353329,,0.14393883571798816,0.14393883571798816,OGI,2021-01-13,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,repaired,77,77,91,2021-02-12,2021-04-30,2022-02-12,948.6062251228651,298.1333850386148,,0.04481321925183603,0.04481321925183603,OGI,2021-04-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,36,36,91,2020-09-23,2020-10-29,2021-09-23,190676.3427807216,20864.280669015126,,6.707909165707024,6.707909165707024,OGI,2020-10-13,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,46,46,91,2017-06-14,2017-07-30,2018-06-14,4086.656970770392,589.2984973524703,,0.14827357521952253,0.14827357521952253,OGI,2017-07-14,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,54,54,92,2019-12-06,2020-01-29,2020-12-05,4400.220281530352,764.0253865036623,,0.16375715588641596,0.16375715588641596,OGI,2020-01-13,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,40,40,92,2020-03-21,2020-04-30,2021-03-21,5151.988506690676,634.0908931311602,,0.18347537416989587,0.18347537416989587,OGI,2020-04-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,42,42,92,2020-12-18,2021-01-29,2021-12-18,9947.940572523861,1293.5402602043412,,0.35646501879528797,0.35646501879528797,OGI,2021-01-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,60,60,91,2017-03-01,2017-04-30,2018-03-01,61996.270073406966,12195.987555424323,,2.3526210562161114,2.3526210562161114,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,38,38,91,2018-03-23,2018-04-30,2019-03-23,7094.24476725382,824.407648794022,,0.25109882090461194,0.25109882090461194,OGI,2018-04-14,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,66,66,92,2020-02-24,2020-04-30,2021-02-23,86.39234294657116,19.069881720647814,,0.00334418520634256,0.00334418520634256,OGI,2020-04-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,119,119,91,2021-07-02,2021-10-29,2022-07-02,15.593884263831544,29.455114720570695,,0.0028648376440019736,0.0028648376440019736,OGI,2021-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,301,301,91,2016-11-21,2017-10-29,2017-11-21,12.515815032996116,163.79392717094916,,0.006298216099535082,0.031072240303193156,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,39,39,91,2017-09-20,2017-10-29,2018-09-20,1572.9882246057743,188.1795728822859,,0.05584626450685123,0.031072240303193156,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,201,201,91,2018-01-10,2018-07-30,2019-01-10,63.405314737044094,77.71017233015769,,0.00447474274058859,0.003903847876186646,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,35,35,91,2018-06-25,2018-07-30,2019-06-25,95.02915627200544,10.078849907636942,,0.0033329530117847026,0.003903847876186646,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,46,46,92,2019-12-14,2020-01-29,2020-12-13,3590.708788279106,517.7824584979275,,0.13027940280241734,0.13027940280241734,OGI,2020-01-13,True,OGI,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,repaired,40,40,91,2021-09-19,2021-10-29,2022-09-19,1215.8794706884967,771.986965516506,,0.22337585807769267,0.22337585807769267,OGI,2021-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,50,50,91,2020-06-10,2020-07-30,2021-06-10,8331.032107724965,1322.3860488452324,,0.3061078816771371,0.3061078816771371,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,87,87,91,2021-02-02,2021-04-30,2022-02-02,5467.272230659414,1941.4395268055878,,0.25828005624808265,0.25828005624808265,OGI,2021-04-14,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,28,28,12,2016-10-28,2017-01-29,2017-10-28,519.7764397331553,53.5063982078248,,0.02211739343908102,0.02211739343908102,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,23,23,91,2017-10-06,2017-10-29,2018-10-06,3292.7724077591315,221.4437584165498,,0.11143506361541353,0.11143506361541353,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,43,43,91,2017-09-17,2017-10-30,2018-09-17,704.199159460801,94.03901818886474,,0.025311966566770223,0.025311966566770223,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,95,95,92,2017-10-27,2018-01-30,2018-10-27,2793.1065565243794,982.7597143326519,,0.11973193400738937,0.11973193400738937,OGI,2018-01-14,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,118,118,91,2019-01-03,2019-05-01,2020-01-03,1082.9915863093368,517.380595888671,,0.05074746899410222,0.05074746899410222,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,120,120,91,2016-09-23,2017-05-01,2017-09-23,23.639632066543566,19.563833434380882,,0.0018869438111864274,0.03577164968485818,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,112,112,91,2017-01-09,2017-05-01,2018-01-09,1522.6322074250177,674.0506214687825,,0.06965635555852993,0.03577164968485818,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,40,40,92,2018-12-21,2019-01-30,2019-12-21,623.8350806362196,76.77970223215011,,0.022216349025506395,0.022216349025506395,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,77,77,91,2019-02-13,2019-05-01,2020-02-13,4968.574675134209,1328.4036457824102,,0.1996758726825412,0.1996758726825412,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,53,53,92,2018-12-08,2019-01-30,2019-12-08,18024.826516154757,3061.90963255193,,0.6686560168920181,0.6686560168920181,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,337,337,91,2020-08-28,2021-07-31,2021-08-28,9.049732306716804,108.91999240584151,,0.0037407954310171966,0.021211964475644465,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,repaired,88,88,91,2021-05-04,2021-07-31,2022-05-04,511.36007863117607,294.11560078133004,,0.03868313352027173,0.021211964475644465,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,29,29,13,2016-04-07,2017-01-30,2017-04-07,1292.9326351609595,559.6275585025049,,0.2233507177931453,0.2233507177931453,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,19,19,91,2019-04-12,2019-05-01,2020-04-11,8095.3955990583845,444.544845034998,,0.2707997350359393,0.2707997350359393,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,65,65,92,2020-02-26,2020-05-01,2021-02-25,51385.4392712553,11133.511842105314,,1.9824629348478124,1.9824629348478124,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,repaired,26,26,92,2021-01-04,2021-01-30,2022-01-04,6752.119220941233,524.0450738640957,,0.23328217319448702,0.23328217319448702,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,145,145,92,2017-09-07,2018-01-30,2018-09-07,9.41785640098135,6.207223537010436,,0.0004954680345634128,0.0004954680345634128,OGI,2018-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,repaired,28,28,91,2021-07-03,2021-07-31,2022-07-03,2263.496442265285,414.23464302894104,,0.17122794437373556,0.17122794437373556,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,123,123,91,2017-03-30,2017-07-31,2018-03-30,1718.649659531244,873.528545960095,,0.08219743168097852,0.08219743168097852,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,127,127,91,2017-12-25,2018-05-01,2018-12-25,3234.4007422140294,1725.9197237864778,,0.15729073014968628,0.15729073014968628,OGI,2018-04-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,124,124,91,2019-03-29,2019-07-31,2020-03-28,1314.4704884354537,676.3250645891961,,0.06312771286861522,0.25077340799887493,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,95,95,91,2019-04-27,2019-07-31,2020-04-26,10227.440837796454,3598.5439984839372,,0.4384191031291346,0.25077340799887493,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,70,70,92,2019-11-21,2020-01-30,2020-11-20,814.1606637025385,193.19066596331425,,0.03194290111827285,0.03194290111827285,OGI,2020-01-14,True,OGI,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,repaired,191,191,91,2021-01-21,2021-07-31,2022-01-21,118.62577502843396,148.08838581980973,,0.008973748413552557,0.008973748413552557,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,56,56,92,2019-12-05,2020-01-30,2020-12-04,1682.0212358227523,304.832327527748,,0.06300271319604579,0.06300271319604579,OGI,2020-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,105,105,91,2020-04-17,2020-07-31,2021-04-17,32138.20747845972,12978.891481685656,,1.4306538229371313,1.4306538229371313,OGI,2020-07-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,38,38,91,2021-09-22,2021-10-30,2022-09-22,463.13961758166766,283.8597656145705,,0.08645826194400905,0.08645826194400905,OGI,2021-10-14,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,102,102,92,2018-10-20,2019-01-30,2019-10-20,1553.0777451457298,602.3343346192564,,0.06834766868864112,0.06834766868864112,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,143,143,92,2020-09-09,2021-01-30,2021-09-09,261.3572767015577,168.35175931676915,,0.013625984145685147,0.022998351338881035,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,108,108,92,2020-10-14,2021-01-30,2021-10-14,718.7853308610618,302.05764876651625,,0.032370718532076924,0.022998351338881035,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,153,153,91,2019-05-30,2019-10-30,2020-05-29,743.6550067648694,536.694415259552,,0.040599613838927615,0.040599613838927615,OGI,2019-10-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,87,87,92,2020-11-04,2021-01-30,2021-11-04,62027.57259422024,19411.50653128475,,2.5824162584191077,2.5824162584191077,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,repaired,157,157,91,2021-05-26,2021-10-30,2022-05-26,331.0189092448562,838.2253024426197,,0.06179415121805111,0.06179415121805111,OGI,2021-10-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,29,29,13,2016-12-04,2017-01-30,2017-12-04,686.1448119787309,64.60454398501038,,0.02578406129669954,0.02578406129669954,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,105,105,91,2019-01-16,2019-05-01,2020-01-16,479.2767867436482,193.5540869541656,,0.021335327045212255,0.021335327045212255,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,29,29,13,2016-08-22,2017-01-30,2017-08-22,2532.3583146849187,359.9921133620718,,0.1436750133150031,0.1436750133150031,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,95,95,92,2018-10-28,2019-01-31,2019-10-28,18023.45195052396,6341.584945554726,,0.7726102516514042,0.39185879953411024,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,68,68,92,2018-11-24,2019-01-31,2019-11-24,285.0234205934387,65.25788754327888,,0.011107347416816259,0.39185879953411024,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,63,63,91,2019-02-28,2019-05-02,2020-02-28,1200.907376581579,250.52041299549495,,0.04602447328694425,0.04602447328694425,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,259,259,91,2020-11-15,2021-08-01,2021-11-15,16.622659017327607,40.615742315923114,,0.0018150177997606138,0.0018150177997606138,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,91,91,92,2017-11-01,2018-01-31,2018-11-01,656.0201313000111,217.87529908139055,,0.027711042312956673,0.027711042312956673,OGI,2018-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,77,77,91,2018-05-16,2018-08-01,2019-05-16,803.7996835591977,214.9047765071466,,0.032302906521637,0.032302906521637,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,143,143,92,2019-12-11,2020-05-02,2020-12-10,436.86632708843376,281.4048863677749,,0.022776230766622548,0.022776230766622548,OGI,2020-04-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,80,80,91,2018-08-12,2018-10-31,2019-08-12,35571.737622062894,9985.049157070287,,1.4445962322150296,1.4445962322150296,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,113,113,91,2018-04-10,2018-08-01,2019-04-10,464.22179070777264,208.16294583324725,,0.021321180128774094,0.021321180128774094,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,repaired,230,230,91,2021-03-15,2021-10-31,2022-03-15,37.58096289775641,141.69871256531104,,0.007130571284486264,0.007130571284486264,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,88,88,91,2019-02-03,2019-05-02,2020-02-03,1021.4266818112366,324.49656317468884,,0.04267894612461711,0.04267894612461711,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,373,373,91,2020-04-24,2021-05-02,2021-04-24,0.0,450.0500600577506,,0.013964913491018475,0.013964913491018475,OGI,2021-04-16,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,70,70,91,2017-02-21,2017-05-02,2018-02-21,16918.01986693468,4014.4453921539916,,0.6637641190730806,0.6637641190730806,OGI,2017-04-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,234,234,91,2017-09-10,2018-05-02,2018-09-10,489.8348521343622,874.9721786216852,,0.043277747043253656,0.043277747043253656,OGI,2018-04-16,True,OGI,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,210,210,91,2018-01-03,2018-08-01,2019-01-03,68.6352882257324,92.98974533808907,,0.0051250961936777474,0.0051250961936777474,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,38,38,91,2018-09-23,2018-10-31,2019-09-23,47152.49843825222,5479.495231356528,,1.668949570954108,1.668949570954108,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,70,70,91,2019-05-23,2019-08-01,2020-05-22,27891.384796867907,6618.294697561876,,1.0942947581947546,1.0942947581947546,OGI,2019-07-16,True,OGI,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,55,55,92,2019-12-07,2020-01-31,2020-12-06,2429.3119789889647,431.00696401417116,,0.09070011868985083,0.09070011868985083,OGI,2020-01-15,True,OGI,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,180,180,91,2017-11-03,2018-05-02,2018-11-03,492.00533830818756,478.70789673229064,,0.030781114759020744,0.030781114759020744,OGI,2018-04-16,True,OGI,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,103,103,91,2021-04-20,2021-08-01,2022-04-20,367.7247040870305,249.18187184844828,,0.028000480026120128,0.028000480026120128,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,30,30,14,2016-06-06,2017-01-31,2017-06-06,159.42236139248277,37.957705093448276,,0.01464417634778097,0.03758726961737372,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,30,30,14,2016-08-24,2017-01-31,2017-08-24,1072.1137874539502,156.8947006030171,,0.06053036288696647,0.03758726961737372,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,198,198,91,2020-01-16,2020-08-01,2021-01-15,483.62368686810186,573.3981437118812,,0.03351794236998931,0.03351794236998931,OGI,2020-07-16,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,314,314,91,2020-12-21,2021-10-31,2021-12-21,40.732348777353465,250.78348070762723,,0.009243906312943324,0.00630187022052652,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,repaired,144,144,91,2021-06-09,2021-10-31,2022-06-09,17.70766978878945,41.80171228828984,,0.003359834128109716,0.00630187022052652,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,78,78,91,2018-08-14,2018-10-31,2019-08-14,61.0184567184958,16.583413324190495,,0.002460739156604715,0.002460739156604715,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,129,129,91,2018-12-24,2019-05-02,2019-12-24,55.43745755697868,30.302678071399363,,0.0027188018654356306,1.198785637841233,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,58,58,91,2019-03-05,2019-05-02,2020-03-04,63522.98289750197,12001.084716791904,,2.3948524738170303,1.198785637841233,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,repaired,139,139,91,2021-03-15,2021-08-01,2022-03-15,91.89490752362649,84.03547464331633,,0.006997358333609473,0.006997358333609473,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,70,70,91,2018-02-21,2018-05-02,2019-02-21,725.0798998304825,172.05285758689416,,0.028447893119526148,0.028447893119526148,OGI,2018-04-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,74,74,91,2019-08-18,2019-10-31,2020-08-17,579.2950170428535,147.31213491811394,,0.0230405616425979,0.0230405616425979,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,repaired,51,51,91,2021-09-10,2021-10-31,2022-09-10,1810.9171546381722,1514.0454899433898,,0.34360146376710915,0.34360146376710915,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,75,75,91,2018-02-17,2018-05-03,2019-02-17,1096.9685343740614,283.6987588898435,,0.04378067266818572,0.04378067266818572,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,18,18,91,2018-10-14,2018-11-01,2019-10-14,10710.45542767836,555.5855841446988,,0.35724381696546986,0.35724381696546986,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,155,155,91,2019-02-28,2019-08-02,2020-02-28,408.75254945836855,301.6983103145101,,0.022528248978084683,0.022528248978084683,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,74,74,91,2020-08-19,2020-11-01,2021-08-19,28452.92999388045,7235.452988134548,,1.1316712005966196,1.1316712005966196,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,repaired,26,26,91,2021-07-07,2021-08-02,2022-07-07,119552.43095559916,20585.18678705681,,9.163633719309477,9.163633719309477,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-03-09,2017-02-01,2017-03-09,1080.5129595272083,930.4417151484295,,0.34738713976569197,0.3375645864721845,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-03-11,2017-02-01,2017-03-11,2085.8730104052497,1701.6332453305984,,0.6353170718826905,0.3375645864721845,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-10-08,2017-02-01,2017-10-08,645.1831348653277,80.32400474226972,,0.029989547768171188,0.3375645864721845,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,26,26,91,2018-04-07,2018-05-03,2019-04-07,974.902484428176,74.77128199154151,,0.033284936783983934,0.033284936783983934,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,103,103,91,2019-04-21,2019-08-02,2020-04-20,6515.620508391415,2561.4843983370824,,0.28783310840716947,0.28783310840716947,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,76,76,91,2020-08-17,2020-11-01,2021-08-17,210.61382575900987,55.38633480167734,,0.008434809759027372,0.00614422533049286,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,19,19,91,2020-10-13,2020-11-01,2021-10-13,115.20228257950369,6.3261369046548275,,0.0038536409019583493,0.00614422533049286,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-08-24,2017-02-01,2017-08-24,2843.7361336217914,432.1363732464488,,0.16134123851793933,0.16134123851793933,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,34,34,91,2018-09-28,2018-11-01,2019-09-28,3256.075323065986,334.4609093179563,,0.11385515703906463,0.11385515703906463,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,56,56,92,2020-12-07,2021-02-01,2021-12-07,153.27735004362754,27.77841942538234,,0.005741240787322738,0.005741240787322738,OGI,2021-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,repaired,102,102,91,2021-04-22,2021-08-02,2022-04-22,880.4163843479868,594.7183523410241,,0.06748347316868919,0.06748347316868919,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,,,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,15,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,0.11286433474072498,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,104,104,91,2018-04-20,2018-08-02,2019-04-20,633.8874622423956,252.58350985903886,,0.028109810124982065,0.028109810124982065,OGI,2018-07-17,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,100,100,91,2018-07-24,2018-11-01,2019-07-24,552.7692157689401,208.59215689393963,,0.024142610751613384,0.024142610751613384,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,repaired,154,154,91,2021-05-31,2021-11-01,2022-05-31,63.29418271595096,162.4550689709408,,0.012209525986873256,0.012209525986873256,OGI,2021-10-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,31,31,15,2016-06-11,2017-02-01,2017-06-11,460.40048846459183,109.78780878771038,,0.04099007197868517,0.04099007197868517,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-02-17,2017-02-01,2017-02-16,120.88636976538115,249.8318308484544,,0.09327651988069532,0.08892958065157366,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-10-26,2017-02-01,2017-10-26,1951.2200384462612,226.54614678589547,,0.08458264142245202,0.08892958065157366,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-09-10,2017-02-01,2017-09-10,15271.480648080322,2142.153394074615,,0.7997884535822188,0.34198757369002836,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-12-30,2017-02-01,2017-12-30,4102.684489574623,383.08198547232917,,0.14302642826774536,0.34198757369002836,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,27,27,15,2017-01-05,2017-02-01,2018-01-05,2428.1829783130333,193.96727933269796,,0.08314783922012085,0.34198757369002836,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,164,164,91,2020-02-20,2020-08-02,2021-02-19,617.6385606505365,503.94390023227857,,0.035565146527232847,0.035565146527232847,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,232,232,91,2017-09-13,2018-05-03,2018-09-13,100.39528275973503,175.12560601698138,,0.008736710070291616,0.00715833926555785,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,171,171,91,2017-11-13,2018-05-03,2018-11-13,93.52919935294895,82.44068602759934,,0.005579968460824083,0.00715833926555785,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,38,38,92,2020-12-25,2021-02-01,2021-12-25,28942.96710706269,3363.402905407897,,1.0244282728459724,1.0244282728459724,OGI,2021-01-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,91,91,91,2017-05-03,2017-08-02,2018-05-03,1378.5541076366644,457.84096275524263,,0.0582317056821381,0.0582317056821381,OGI,2017-07-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,97,97,91,2018-07-27,2018-11-01,2019-07-27,1193.0854589318437,431.82570715070466,,0.05152559506857396,0.05152559506857396,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,31,31,15,2016-11-21,2017-02-01,2017-11-21,1133.2765356928219,119.90297817910401,,0.044766643585388295,0.044766643585388295,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,27,27,91,2018-07-06,2018-08-02,2019-07-06,469.0858019596946,37.47135104411762,,0.016062821949638897,0.016062821949638897,OGI,2018-07-17,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,189,189,91,2018-10-26,2019-05-03,2019-10-26,705.4425340371753,757.5490848467393,,0.046391159908799925,0.046391159908799925,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,106,106,91,2020-04-18,2020-08-02,2021-04-18,193.0111913758392,78.99299724262144,,0.008625196239804053,8.636495537395492,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,104,104,91,2020-04-20,2020-08-02,2021-04-20,389318.3563076805,155130.68603830948,,17.264365878551178,8.636495537395492,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,61,61,92,2017-12-02,2018-02-01,2018-12-02,2659.876072817116,533.7251330323818,,0.10126842991658731,0.10126842991658731,OGI,2018-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,58,58,91,2018-09-04,2018-11-01,2019-09-04,21849.41827227865,4127.903126358833,,0.8237354578461911,0.8237354578461911,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,82,82,91,2019-05-12,2019-08-02,2020-05-11,5205.912928384612,1508.4270675884743,,0.2129103245805773,0.2129103245805773,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,repaired,28,28,91,2021-04-05,2021-05-03,2022-04-05,70.39741330477771,8.145155258404033,,0.0033668796537715084,0.0033668796537715084,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-11-04,2017-02-01,2017-11-04,5753.359092104369,646.2106226638965,,0.2412674069085635,0.2412674069085635,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,124,124,91,2018-06-30,2018-11-01,2019-06-30,1233.7639149399395,634.7996906744917,,0.05925176324246674,0.05925176324246674,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,47,47,91,2019-06-16,2019-08-02,2020-06-15,247.93300355667154,36.644186060262776,,0.009023883486077317,0.009023883486077317,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,31,31,15,2016-10-29,2017-02-01,2017-10-29,277.50492399002485,31.861676458113962,,0.011895787208077196,0.011895787208077196,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,214,214,91,2016-12-08,2017-08-03,2017-12-08,21.266914968906622,35.83558900272454,,0.0019381484187177948,0.0019381484187177948,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,61.14851915641446,,0.0019390068225651463,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_0,repaired,342,342,91,2020-08-26,2021-08-03,2021-08-26,31.167714634429835,463.4503654336958,,0.01568423643036928,0.01568423643036928,OGI,2021-07-18,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,214,214,91,2016-12-18,2017-08-03,2017-12-18,70.90508522608455,110.75684845534377,,0.005990224150622174,0.006987110752482661,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,160,160,91,2017-02-24,2017-08-03,2018-02-24,141.4125611401258,110.37077942643965,,0.007983997354343146,0.006987110752482661,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,active,67,67,0,2021-10-26,,2022-10-26,0.0,2086.9374436887033,,0.36051296360017676,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,32,32,16,2016-04-29,2017-02-02,2017-04-29,489.4921341180465,182.13660804392427,,0.06587695603440548,0.06587695603440548,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,344,344,91,2018-05-25,2019-05-04,2019-05-25,36.53469103243529,598.4730340551305,,0.02013596287061028,0.02013596287061028,OGI,2019-04-18,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,42,42,91,2017-03-23,2017-05-04,2018-03-23,9375.249344335783,1219.0726701613091,,0.33594374728872056,0.33594374728872056,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,69,69,91,2018-08-25,2018-11-02,2019-08-25,5135.353503273741,1197.092539614487,,0.2008005467683989,0.2008005467683989,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_3,repaired,82,82,92,2018-11-12,2019-02-02,2019-11-12,17184.56493197905,4979.273231174141,,0.7028106977154106,0.7028106977154106,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_3,repaired,38,38,92,2019-12-26,2020-02-02,2020-12-25,18098.478081365378,2103.1870553268636,,0.6405905992101801,0.6405905992101801,OGI,2020-01-17,True,OGI,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_3,repaired,34,34,92,2020-03-31,2020-05-04,2021-03-31,221.20581335902565,22.72204729367635,,0.007734901720341894,0.007734901720341894,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,179.19189044599318,,0.01185131550568738,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_0,active,29,29,0,2021-12-03,,2022-12-03,0.0,180.61707604750742,,0.07208535921436279,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,32,32,16,2016-03-22,2017-02-02,2017-03-22,3223.474247463826,2148.9828316425505,,0.7772652024170105,1.377895606600524,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,32,32,16,2016-03-30,2017-02-02,2017-03-30,9572.900250577488,5470.228714615707,,1.9785260107840374,1.377895606600524,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,30,30,16,2017-01-03,2017-02-02,2018-01-03,1103.135181031892,98.78822516703511,,0.03811274119098576,0.03811274119098576,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,53,53,91,2017-03-12,2017-05-04,2018-03-12,5058.4136790664,859.2818108670489,,0.18764889300905152,0.18764889300905152,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,313,313,91,2020-09-24,2021-08-03,2021-09-24,65.58445147860232,394.76794832312544,,0.014597678836939616,0.010454323677162512,OGI,2021-07-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,307,307,91,2020-09-30,2021-08-03,2021-09-30,31.625525434321748,167.39717772994442,,0.0063109685173854055,0.010454323677162512,OGI,2021-07-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,repaired,28,28,91,2021-10-05,2021-11-02,2022-10-05,116.69759708233518,55.38191047975228,,0.022892654794871146,0.022892654794871146,OGI,2021-10-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,123,123,91,2016-07-05,2017-05-04,2017-07-05,87.7162702407487,174.01776192922725,,0.016374751762385883,0.041785775869569955,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,123,123,91,2016-07-28,2017-05-04,2017-07-28,21.85194810434329,31.621054315696764,,0.002975483129676374,0.041785775869569955,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,123,123,91,2016-09-25,2017-05-04,2017-09-25,410.70741849981937,350.8125866352624,,0.03301082003117118,0.041785775869569955,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,52,52,91,2017-03-13,2017-05-04,2018-03-13,3104.073895483831,515.6927877481126,,0.1147820485550464,0.041785775869569955,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000004,2250.0,0,Placeholder_Rep_3,repaired,53,53,91,2018-03-12,2018-05-04,2019-03-12,1216.273129112442,206.6104994966648,,0.045119343880298916,0.045119343880298916,OGI,2018-04-18,True,OGI,N/A,N/A,True 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000000000..b1ddf2e0f --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,591 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.05008055529953017,2018-01-17,2018-04-02,324.5219983409555 +299.0,0.6939680854387977,2018-07-18,2018-10-01,4496.91319364341 +299.0,0.29926031669278963,2020-01-17,2020-04-02,1965.0629435315338 +299.0,0.6823355391297884,2017-01-17,2017-04-02,4421.53429356103 +299.0,0.6823355391297884,2017-01-17,2017-04-02,4421.53429356103 +299.0,0.008627637552231199,2018-01-17,2018-04-02,55.90709133845817 +299.0,0.3892482660289144,2020-04-18,2020-07-02,2522.3287638673655 +299.0,0.09946874332734071,2021-01-17,2021-04-02,644.5574567611678 +299.0,0.028095937830104133,2021-07-18,2021-10-01,182.0616771390748 +1157.0,0.0726985165465038,2019-10-17,2020-01-01,477.3675390509626 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+2250.0,0.045119343880298916,2018-05-04,2018-07-18,292.373348344337 +2250.0,0.012142156502122511,2020-05-04,2020-07-18,78.68117413375388 +2250.0,0.012142156502122511,2020-05-04,2020-07-18,78.68117413375388 +2250.0,0.10280717484410636,2017-02-02,2017-04-18,666.1904929898093 +2250.0,0.0009973101886660528,2020-08-03,2020-10-17,6.462570022556022 +2250.0,0.11870892769558752,2021-11-02,2021-12-31,605.130629821027 +2250.0,0.11870892769558752,2021-11-02,2021-12-31,605.130629821027 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_timeseries.csv new file mode 100644 index 000000000..4796e6a43 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),OGI Deployment Cost ($),OGI Sites flagged for Follow-Up,OGI Leaks tagged for repair,OGI Sites Visited,OGI Travel Time (Minutes),OGI Survey Time (Minutes) +2017-01-01,2789.70517,2789.70517,0,1000.00000,104,106,0,2,2,0.00000,400.00000,1000.00000,,2,3,120,360 +2017-01-02,2770.27191,2770.27191,0,1000.00000,103,0,0,1,2,0.00000,200.00000,1000.00000,,2,3,120,360 +2017-01-03,2773.56486,2773.56486,0,1000.00000,104,1,0,0,4,0.00000,0.00000,1000.00000,,4,3,120,360 +2017-01-04,2773.56486,2773.56486,0,1000.00000,104,0,0,0,4,0.00000,0.00000,1000.00000,,4,3,120,360 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+2021-12-29,439.93517,439.93517,0,0.00000,48,0,0,0,0,0.00000,0.00000,0.00000,,0,0,0,0 +2021-12-30,447.90227,447.90227,0,0.00000,49,1,0,0,0,0.00000,0.00000,0.00000,,0,0,0,0 +2021-12-31,447.90227,447.90227,0,0.00000,49,0,0,0,0,0.00000,0.00000,0.00000,,0,0,0,0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_emissions_summary.csv new file mode 100644 index 000000000..b917ca09b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_emissions_summary.csv @@ -0,0 +1,688 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,31,31,92,2020-03-18,2020-04-18,2021-03-18,980.3033056925879,90.98623495949168,,0.033970368488460155,0.033970368488460155,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,active,42,42,0,2021-11-20,,2022-11-20,0.0,5.715051516700178,,0.0015749149902723153,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,190,190,91,2020-01-10,2020-07-18,2021-01-09,300.702428591709,326.4769224709984,,0.01988772675871091,0.01988772675871091,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,26,26,92,2020-12-22,2021-01-17,2021-12-22,354.0163812016511,27.15169885322398,,0.012086760529391016,0.012086760529391016,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_2,repaired,48,48,91,2018-05-31,2018-07-18,2019-05-31,1153.9373869080332,174.72868950027,,0.04213172489879196,0.04213172489879196,OGI,2018-07-02,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_2,repaired,31,31,91,2019-03-18,2019-04-18,2020-03-17,6372.121009301029,591.4244050548858,,0.2208125765587238,0.2208125765587238,OGI,2019-04-02,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_2,repaired,88,88,91,2019-07-21,2019-10-17,2020-07-20,67.15074332325021,21.333088131574073,,0.0028058038893589636,0.0028058038893589636,OGI,2019-10-01,True,OGI,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_2,repaired,33,33,91,2020-06-15,2020-07-18,2021-06-15,516.4465657944752,51.333544190414706,,0.018004189180139837,0.018004189180139837,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,16,16,0,2016-12-29,2017-01-17,2017-12-29,14920.112492065251,689.9473984770059,,0.49909389357422296,0.49909389357422296,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,32,32,92,2019-12-16,2020-01-17,2020-12-15,5661.6180755589785,544.0593946483102,,0.19678074169860757,0.19678074169860757,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,98,98,91,2017-04-11,2017-07-18,2018-04-11,8105.857752303196,2975.183744291061,,0.3513775208204673,0.3513775208204673,OGI,2017-07-02,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_4,repaired,41,41,91,2018-09-06,2018-10-17,2019-09-06,2127.961910063165,269.27913059441283,,0.07601601473419513,0.07601601473419513,OGI,2018-10-01,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_4,repaired,61,61,91,2019-05-18,2019-07-18,2020-05-17,281.1086077328566,56.40666142007978,,0.010702538976183928,0.010702538976183928,OGI,2019-07-02,True,OGI,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_0,active,193,193,0,2021-06-22,,2022-06-22,0.0,38.41678099220103,,0.0023038272999544853,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,99,99,91,2017-01-09,2017-04-18,2018-01-09,23457.34820165207,8730.366435953212,,1.0206657355912379,1.0206657355912379,OGI,2017-04-02,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,85,85,91,2019-01-23,2019-04-18,2020-01-23,27304.799374454626,8288.95695295944,,1.1286706090631045,1.1286706090631045,OGI,2019-04-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,78,78,91,2021-01-30,2021-04-18,2022-01-30,14549.646649825561,4415.846064927602,,0.6552478135279561,0.6552478135279561,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,16,16,92,2019-01-01,2019-01-17,2020-01-01,14847.163870841263,680.6722691503157,,0.49238445395711494,0.49238445395711494,OGI,2019-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-20,2020-08-19,2020-08-19,0.0,162.97114997562454,,0.005167781265081955,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,80,80,91,2021-07-29,2021-10-17,2022-07-29,3203.091808828722,3416.6312627506377,,0.4943042914859139,0.4943042914859139,OGI,2021-10-01,True,OGI,N/A,N/A,True +0000000004,1157.0,0,Placeholder_Rep_2,active,222,222,0,2021-05-24,,2022-05-24,0.0,191.98935759981373,,0.010009455163487118,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-11-12,2017-01-17,2017-11-12,450.1777543356129,24.08977949622009,,0.017426055769835132,0.017426055769835132,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,41,41,91,2017-03-08,2017-04-18,2018-03-08,64545.22910728577,8167.7604734528295,,2.3057137741228626,2.3057137741228626,OGI,2017-04-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,221,221,92,2019-09-10,2020-04-18,2020-09-09,344.6475951104351,528.9383230514316,,0.027701227744858784,0.027701227744858784,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,362,362,91,2020-04-21,2021-04-18,2021-04-21,1.747422685950585,210.8556707713706,,0.006741599868636516,0.006741599868636516,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,0,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,16,16,0,2016-10-13,2017-01-17,2017-10-13,553.469879619605,32.92014153871256,,0.023813759793628878,0.023813759793628878,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,27,27,92,2017-12-21,2018-01-17,2018-12-21,812.4094264817294,64.89661099114404,,0.02781919195436559,0.02781919195436559,OGI,2018-01-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,16,16,0,2016-04-23,2017-01-17,2017-04-23,1995.540478344929,332.59007972415486,,0.2405888886893481,0.2405888886893481,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,75,75,91,2020-05-04,2020-07-18,2021-05-04,1129.946304181897,292.22749246083544,,0.04509683525630176,0.04509683525630176,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,31,31,92,2020-12-17,2021-01-17,2021-12-17,337032.0514786785,31281.417951613872,,11.679143500453208,11.679143500453208,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,3.4889255889255955,,0.00011063310467166399,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,105,105,0,2021-09-18,,2022-09-18,0.0,93.36700190284246,,0.01029177710569251,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,78,78,91,2017-07-31,2017-10-17,2018-07-31,1748.3856381546523,475.17100967269295,,0.070508518766722,0.070508518766722,OGI,2017-10-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,48,48,91,2018-08-30,2018-10-17,2019-08-30,1938.3336627205726,293.50162716273655,,0.07077103278422467,0.07077103278422467,OGI,2018-10-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,active,251,251,0,2021-04-25,,2022-04-25,0.0,323.14208884989347,,0.014900679174500766,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,100,100,91,2018-01-08,2018-04-18,2019-01-08,25953.782809469147,9793.880305460056,,1.133550961280099,1.133550961280099,OGI,2018-04-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,active,31,31,0,2021-12-01,,2022-12-01,0.0,31.041896402817986,,0.011589716398901578,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,90,90,91,2020-07-19,2020-10-17,2021-07-19,1074.7986061816769,351.75227111400335,,0.0452356315733029,0.0452356315733029,OGI,2020-10-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,223,223,91,2021-03-08,2021-10-17,2022-03-08,126.11584449574065,374.9844443006688,,0.019462321681441457,0.019462321681441457,OGI,2021-10-01,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,275,275,92,2019-07-19,2020-04-19,2020-07-18,87.24076786018222,266.56901290611233,,0.011219234549920552,0.013509796697821375,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,51,51,92,2020-02-28,2020-04-19,2021-02-27,428.65741534090495,69.6227012177903,,0.015800358845722198,0.013509796697821375,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,1648.7642784097206,,0.24783012842858954,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,20,20,91,2018-06-29,2018-07-19,2019-06-29,1772.8173885792914,102.77202252633573,,0.059474550073110956,0.059474550073110956,OGI,2018-07-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,282,282,91,2020-01-10,2020-10-18,2021-01-09,307.0459863345132,1043.2164836907557,,0.04281654204798544,0.04281654204798544,OGI,2020-10-02,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,230,230,92,2019-06-02,2020-01-18,2020-06-01,279.87260557561217,476.81999468437635,,0.023994564949898163,0.023994564949898163,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,272,272,91,2020-07-21,2021-04-19,2021-07-21,256.12243947758026,749.0892853537831,,0.03187505469404374,0.03187505469404374,OGI,2021-04-03,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,94,94,91,2018-01-15,2018-04-19,2019-01-15,2506.9867995166087,869.5821371017018,,0.10707029859900781,0.10707029859900781,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,156,156,91,2019-05-15,2019-10-18,2020-05-14,1501.0499896802974,1120.4009492350544,,0.08312566396865016,0.08312566396865016,OGI,2019-10-02,True,OGI,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,active,44,44,0,2021-11-18,,2022-11-18,0.0,41.04693322880002,,0.010797278311447816,,,,False,,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,active,31,31,0,2021-12-01,,2022-12-01,0.0,177.50438058175683,,0.06627254352664158,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,145,145,92,2017-08-26,2018-01-18,2018-08-26,85.83581804296745,56.57360734650127,,0.004515773255627496,0.004515773255627496,OGI,2018-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,31,31,92,2018-12-18,2019-01-18,2019-12-18,6947.737162671943,644.8498564156595,,0.2407593549938991,0.2407593549938991,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,20,20,91,2020-09-28,2020-10-18,2021-09-28,5668.23144261172,328.5931271079258,,0.19015805966893853,0.19015805966893853,OGI,2020-10-02,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,42,42,91,2021-06-07,2021-07-19,2022-06-07,634.2529813523686,161.44621343514837,,0.04449024841136143,0.04449024841136143,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,17,17,1,2016-03-17,2017-01-18,2017-03-17,1056.4201589543582,309.6403914176567,,0.21081181332901464,0.1066680825151274,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,17,17,1,2016-12-16,2017-01-18,2017-12-16,72.41052367973383,3.7077677787815517,,0.002524351701240163,0.1066680825151274,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,2.8335425334048354,,8.985104431141664e-05,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,17,17,1,2016-05-14,2017-01-18,2017-05-14,534.985380059399,78.40302983629121,,0.053378969115122014,0.053378969115122014,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,72,72,91,2018-02-06,2018-04-19,2019-02-06,14205.679497400963,3490.8154396343666,,0.5611521732951334,0.5611521732951334,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,68,68,92,2018-11-11,2019-01-18,2019-11-11,13705.124538276721,3137.8736316593167,,0.5340879683515993,0.5340879683515993,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,24.88532062257242,,0.0007891083403910584,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,101,101,91,2020-04-09,2020-07-19,2021-04-09,3522.1372600228283,1347.4843305390366,,0.15441468767636557,0.15441468767636557,OGI,2020-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,17,17,1,2016-05-24,2017-01-18,2017-05-24,6550.4119406013,883.7857380176357,,0.6017059763191963,3.904031848662141,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,17,17,1,2016-09-30,2017-01-18,2017-09-30,158770.47330918405,10584.69822061227,,7.2063577210050855,3.904031848662141,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,307,307,92,2018-03-17,2019-01-18,2019-03-17,3.1270964909734196,16.55204521946276,,0.0006240214900569564,0.0006240214900569564,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,21,21,92,2019-12-28,2020-01-18,2020-12-27,29224.00648678316,1784.023651809437,,0.9832581855210742,0.9832581855210742,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,repaired,81,81,91,2021-04-29,2021-07-19,2022-04-29,3085.548011941281,1514.7235694984474,,0.21643855302618414,0.21643855302618414,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,108,108,91,2016-08-23,2017-04-19,2017-08-23,1147.634359703415,983.6865940314985,,0.10541908800920552,0.10541908800920552,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,37,37,91,2017-09-11,2017-10-18,2018-09-11,1188.2636338651969,134.04193430796428,,0.041930034505744576,0.041930034505744576,OGI,2017-10-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,76,76,92,2017-11-03,2018-01-18,2018-11-03,569.1921309965214,149.68374379147275,,0.022795404451674092,0.022795404451674092,OGI,2018-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,70,70,91,2018-08-09,2018-10-18,2019-08-09,12352.409336642768,2931.0801815762497,,0.48463627340877147,0.48463627340877147,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,104,104,92,2018-10-06,2019-01-18,2019-10-06,2615.8868824860456,1042.345730952294,,0.11600179520035322,0.06818311066246946,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,83,83,92,2018-10-27,2019-01-18,2019-10-27,496.17516964030557,146.03737262462894,,0.020364426124585694,0.06818311066246946,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,18,18,91,2019-07-01,2019-07-19,2020-06-30,489.09870605292735,25.37111443502217,,0.016313730989597586,0.016313730989597586,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,148,148,92,2019-08-23,2020-01-18,2020-08-22,548.9958847339265,374.43037299825403,,0.029281654545033627,0.3408813862455668,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,40,40,92,2019-12-09,2020-01-18,2020-12-08,18321.669791926488,2254.9747436217217,,0.6524811179461,0.3408813862455668,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,repaired,59,59,91,2021-08-20,2021-10-18,2022-08-20,164.2612198693741,130.96502665260908,,0.0256915071117014,0.0256915071117014,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,101,101,91,2019-04-09,2019-07-19,2020-04-08,2966.738677393015,1135.002297032934,,0.1300653530703307,0.1300653530703307,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,176,176,91,2021-01-24,2021-07-19,2022-01-24,1418.2673782285488,1512.8185367771187,,0.09948564662097002,0.909876758441047,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,84,84,91,2021-04-26,2021-07-19,2022-04-26,24524.138758442587,12485.016095207135,,1.720267870261124,0.909876758441047,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,43,43,91,2021-09-05,2021-10-18,2022-09-05,470.49163946849285,273.39379050196203,,0.07358790657352553,0.07358790657352553,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,50,50,92,2017-11-29,2018-01-18,2018-11-29,7219.316643477026,1145.923276742385,,0.26526001776444097,0.26526001776444097,OGI,2018-01-02,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,69,69,92,2018-11-10,2019-01-18,2019-11-10,649.0282894902082,151.29375667170393,,0.02537804560381507,0.02537804560381507,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,103,103,91,2019-04-07,2019-07-19,2020-04-06,1086.8049589155637,427.2553846118437,,0.04801053854412123,0.04801053854412123,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,50.86184285294499,,0.001612818456777809,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,repaired,75,75,91,2021-02-03,2021-04-19,2022-02-03,14713.026784392347,4310.4570657399445,,0.6651939916265347,0.6651939916265347,OGI,2021-04-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,59,59,92,2018-11-20,2019-01-18,2019-11-20,17948.689184231454,3460.694973430248,,0.6788871181399575,0.6788871181399575,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,77,77,91,2019-05-03,2019-07-19,2020-05-02,5652.245574248874,1511.190657004039,,0.22715107278199237,0.22715107278199237,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,47.89726006702678,,0.0022719935900039263,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,73,73,92,2018-11-06,2019-01-18,2019-11-06,1646.707323542447,411.67683088561176,,0.0652709333595909,0.04613540628670941,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,61,61,92,2018-11-18,2019-01-18,2019-11-18,709.1680274787186,142.3001634085587,,0.026999879213827918,0.04613540628670941,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,206,206,92,2019-09-26,2020-04-19,2020-09-25,179.8308076976551,232.98834204853424,,0.013090409365366226,0.009520441672047212,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,123,123,92,2019-12-18,2020-04-19,2020-12-17,124.41727032643217,63.23687706674032,,0.005950473978728199,0.009520441672047212,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,active,257,257,0,2021-04-19,,2022-04-19,0.0,89.2036050851935,,0.004017311801285916,,,,False,,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,active,50,50,0,2021-11-12,,2022-11-12,0.0,281.25115882068854,,0.06510443491219642,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,17,17,1,2016-04-02,2017-01-18,2017-04-02,10590.793610363573,2433.0201537321723,,1.656467969588897,0.8287152479534792,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,17,17,1,2016-09-06,2017-01-18,2017-09-06,19.210485266392002,1.4137586559682425,,0.0009625263180611673,0.8287152479534792,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,30,30,92,2018-12-19,2019-01-18,2019-12-19,952.0342149407749,85.25679536783059,,0.032892282163514884,0.032892282163514884,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-19,2020-12-18,2020-12-18,0.0,208.0429115267841,,0.006596997448211063,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,445.76261055461447,,0.014135039654826688,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,350,350,91,2020-11-03,2021-10-19,2021-11-03,0.5071562789619106,11.833646509111249,,0.0003913242893224619,0.2778536413830669,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,repaired,99,99,91,2021-07-12,2021-10-19,2022-07-12,3502.4888133049444,4749.950582427255,,0.5553159584768114,0.2778536413830669,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-23,2021-06-23,2021-06-23,0.0,34.97740836695366,,0.0011091263434472875,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,18,18,2,2016-11-23,2017-01-19,2017-11-23,8187.1389498886165,478.46915940907496,,0.30765763850892164,0.30765763850892164,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,81,81,91,2019-07-30,2019-10-19,2020-07-29,207.36521269042424,59.142895168747756,,0.00845091666220104,0.00845091666220104,OGI,2019-10-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,33,33,92,2020-12-17,2021-01-19,2021-12-17,5601.812461173936,556.8066602974093,,0.19528853124909135,0.19528853124909135,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,98,98,91,2017-04-13,2017-07-20,2018-04-13,7399.214554555022,2715.816578076375,,0.3207455331250443,0.3207455331250443,OGI,2017-07-04,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,90,90,91,2018-04-21,2018-07-20,2019-04-21,1911.3945014055996,625.5472913691053,,0.08044589652380468,0.08044589652380468,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,62,62,91,2021-08-18,2021-10-19,2022-08-18,1322.5751679905811,1123.2830193892605,,0.20969291729936912,0.20969291729936912,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,538.6045137040411,,0.05068169543285542,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,151.69044519375444,,0.00860625710294994,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,70,70,91,2017-05-11,2017-07-20,2018-05-11,17135.129273057893,4065.9628783527205,,0.6722822219498545,0.6722822219498545,OGI,2017-07-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,130,130,91,2019-03-12,2019-07-20,2020-03-11,148.25489914679778,82.01334846418601,,0.007301758232210292,0.007301758232210292,OGI,2019-07-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,36,36,92,2020-12-14,2021-01-19,2021-12-14,89.48344867121892,9.791501982261037,,0.0031479880344203437,0.0031479880344203437,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,8.5716185428477,,0.003968341917985046,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,251,251,91,2017-11-11,2018-07-20,2018-11-11,186.35591477628967,410.30995270919914,,0.018920150541777293,0.09196146134494336,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,55,55,91,2018-05-26,2018-07-20,2019-05-26,4419.4342492149635,784.0931732478161,,0.16500277214810943,0.09196146134494336,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,146,146,91,2020-05-26,2020-10-19,2021-05-26,466.8156203958254,311.210413597217,,0.024671043695872728,0.024671043695872728,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,repaired,103,103,91,2021-07-08,2021-10-19,2022-07-08,609.3675569630062,859.7925803724609,,0.09661459236475872,0.09661459236475872,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,59,59,91,2021-02-20,2021-04-20,2022-02-20,821.3361744344639,190.03464428091516,,0.03727923812792592,0.10547381082511675,OGI,2021-04-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,24,24,91,2021-03-27,2021-04-20,2022-03-27,3826.2618257634813,360.118760071857,,0.1736683835223076,0.10547381082511675,OGI,2021-04-04,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-09-06,2017-01-19,2017-09-06,3388.186102460624,265.1623906273532,,0.1705005083766417,0.1705005083766417,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,237,237,92,2018-05-27,2019-01-19,2019-05-27,220.7378886152495,408.7099968891729,,0.0199596615139657,0.0199596615139657,OGI,2019-01-03,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,84,84,92,2020-01-27,2020-04-20,2021-01-26,1952.3995059003855,583.6354394862364,,0.08041714058176756,0.08041714058176756,OGI,2020-04-04,True,OGI,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,42,42,91,2020-09-07,2020-10-19,2021-09-07,32291.60109785531,4198.90788269326,,1.1571064491548886,1.1571064491548886,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,293.11841408994434,,0.009294723937403104,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,repaired,45,45,91,2021-06-05,2021-07-20,2022-06-05,804.9490336767733,220.87016167960246,,0.056808169156276345,0.056808169156276345,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,266,266,91,2017-07-28,2018-04-20,2018-07-28,91.92983203539544,247.00338708500192,,0.010747501874695501,0.010747501874695501,OGI,2018-04-04,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,47,47,92,2018-12-03,2019-01-19,2019-12-03,735.3558075901965,108.68466338597246,,0.02676434776053301,0.02676434776053301,OGI,2019-01-03,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,86.24268297533918,,0.0027347375372697605,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,21,21,91,2020-09-28,2020-10-19,2021-09-28,2212.822212220829,135.08507690882968,,0.07445165173546608,0.07445165173546608,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,119,119,91,2021-03-23,2021-07-20,2022-03-23,982.7721846186744,713.1090851806234,,0.0693577930653423,0.0693577930653423,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,active,41,41,0,2021-11-21,,2022-11-21,0.0,1462.5588673654763,,0.4128723089898025,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,60,60,91,2019-05-21,2019-07-20,2020-05-20,154.17445704748235,30.32940138638997,,0.00585057897114004,0.00585057897114004,OGI,2019-07-04,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,297,297,92,2020-03-28,2021-01-19,2021-03-28,165.4988488521277,722.8405604276755,,0.02816905787924287,0.02816905787924287,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,active,17,17,0,2021-12-15,,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,90,90,91,2017-07-21,2017-10-19,2018-07-21,660.925397738454,216.30285744167588,,0.027816725494042675,0.027816725494042675,OGI,2017-10-03,True,OGI,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,19,19,3,2016-01-07,2017-01-20,2017-01-06,0.0,119.5875366651736,,0.07284815829993518,0.07284815829993518,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,60,60,91,2018-05-22,2018-07-21,2019-05-22,4903.397501493828,964.6027871791135,,0.1860730685144895,0.1860730685144895,OGI,2018-07-05,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,repaired,210,210,91,2021-03-24,2021-10-20,2022-03-24,336.82789678320773,982.4146989510226,,0.054145430938658645,0.027908852939849793,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,repaired,44,44,91,2021-09-06,2021-10-20,2022-09-06,10.402887953227467,6.3573204158612295,,0.0016722749410409377,0.027908852939849793,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,78,78,91,2020-08-03,2020-10-20,2021-08-03,15343.083810798484,4169.897342307602,,0.6187525733481127,0.6187525733481127,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,83,83,91,2017-04-29,2017-07-21,2018-04-29,5454.0471931969905,1605.2692093452135,,0.2238494546721906,0.2238494546721906,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,62,62,91,2018-02-18,2018-04-21,2019-02-18,2511.0433229527416,513.810844960627,,0.09591749644575623,0.09591749644575623,OGI,2018-04-05,True,OGI,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,62,62,91,2020-05-20,2020-07-21,2021-05-20,1259.202344601146,257.6585655619507,,0.04809934392957562,0.04809934392957562,OGI,2020-07-05,True,OGI,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,repaired,90,90,91,2021-01-21,2021-04-21,2022-01-21,8326.321091436757,2950.271252871292,,0.3794073113260406,0.3794073113260406,OGI,2021-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,201,201,91,2016-07-17,2017-07-21,2017-07-17,0.0,57.62974019476323,,0.003318462098924545,0.1970646131830212,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,36,36,91,2017-06-15,2017-07-21,2018-06-15,11109.030460751386,1215.5778011764435,,0.39081076426711786,0.1970646131830212,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,94,94,92,2017-10-18,2018-01-20,2018-10-18,83.09643361600489,28.823117195219407,,0.003548945675140293,0.003548945675140293,OGI,2018-01-04,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,237,237,92,2018-05-28,2019-01-20,2019-05-28,297.45724903314544,550.7606876629334,,0.026896814329530658,0.026896814329530658,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-02-22,2017-01-20,2017-02-21,266.39331505307916,158.17103081276574,,0.09635174878945281,0.09635174878945281,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,44,44,91,2018-06-07,2018-07-21,2019-06-07,1207.2550164532497,165.48043839234575,,0.043529155721892296,0.043529155721892296,OGI,2018-07-05,True,OGI,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,71,71,92,2019-11-10,2020-01-20,2020-11-09,43.90375174943478,10.602606714999554,,0.0017283852886997187,0.09466579216383413,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,49,49,92,2019-12-02,2020-01-20,2020-12-01,5122.017581441534,794.2369034513772,,0.18760319903896852,0.09466579216383413,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,259,259,91,2020-11-04,2021-07-21,2021-11-04,5.934647557844936,14.500695447941869,,0.0006480004758303781,0.0006480004758303781,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,101,101,91,2017-01-10,2017-04-21,2018-01-10,28294.67708309673,10824.857520427158,,1.240472304779423,1.240472304779423,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,16,16,92,2020-01-04,2020-01-20,2021-01-03,60714.05932070592,2783.452576307435,,2.0134928937409104,2.0134928937409104,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,201,201,91,2016-09-14,2017-07-21,2017-09-14,53.63090479438663,195.9965793394857,,0.01128596481363355,0.03052836304712897,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,43,43,91,2017-06-08,2017-07-21,2018-06-08,1384.6623954359952,184.90833230977574,,0.04977076128062439,0.03052836304712897,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,19,19,91,2017-10-01,2017-10-20,2018-10-01,79.37693335207105,4.3588489412986995,,0.0026552442381205525,0.0026552442381205525,OGI,2017-10-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,93,93,91,2019-01-18,2019-04-21,2020-01-18,15829.446947486631,5412.274140133296,,0.6735705570655734,0.6735705570655734,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,110,110,91,2016-06-11,2017-04-21,2017-06-11,57.72328675143283,124.50120671877667,,0.013099874444315728,0.013099874444315728,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,110,110,91,2016-05-26,2017-04-21,2017-05-26,7.587435023816888,23.846224360567362,,0.0025090724285108754,0.07575567358506538,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,39,39,91,2017-03-13,2017-04-21,2018-03-13,4196.857671282363,502.0780649693624,,0.1490022747416199,0.07575567358506538,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,70,70,91,2021-08-11,2021-10-20,2022-08-11,2624.8711612403617,2551.9580734281294,,0.4219507396541219,0.21336675324966256,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,repaired,63,63,91,2021-08-18,2021-10-20,2022-08-18,29.752635990640385,26.03355649181034,,0.004782766845203251,0.21336675324966256,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-03-16,2017-01-20,2017-03-16,1030.3176544047353,355.9279169761814,,0.21681768821648473,0.12567801183989832,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-08-10,2017-01-20,2017-08-10,602.7906611740904,56.69813149657285,,0.03453833546331192,0.12567801183989832,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,62,62,91,2019-05-20,2019-07-21,2020-05-19,35723.12677169408,7309.6827057591845,,1.3645614370070163,1.3645614370070163,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-03-17,2017-01-20,2017-03-17,3894.272447095498,1321.2710088359727,,0.8048678172733751,0.4036753013278637,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-06-21,2017-01-20,2017-06-21,32.60592386935652,4.075740483669565,,0.0024827853823523177,0.4036753013278637,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,143,143,91,2019-05-31,2019-10-21,2020-05-30,793.9567947480646,511.42262004042,,0.04139330970283119,0.04139330970283119,OGI,2019-10-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,230,230,91,2020-09-04,2021-04-22,2021-09-04,503.7688511797688,858.2728575655319,,0.043190059257524754,0.033073115657922134,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,177,177,91,2020-10-27,2021-04-22,2021-10-27,372.8816939776954,351.06414805346856,,0.022956172058319506,0.033073115657922134,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,20,20,4,2016-02-17,2017-01-21,2017-02-16,157.62599963100922,121.25076894693018,,0.07016826906651051,0.07016826906651051,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,32,32,92,2020-12-20,2021-01-21,2021-12-20,1313.294189563803,126.20244464276786,,0.04564613883201962,0.04564613883201962,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,45,45,91,2020-09-06,2020-10-21,2021-09-06,4855.573983837379,682.8150914771314,,0.17562116550337742,0.19199112804450869,OGI,2020-10-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,33,33,91,2020-09-18,2020-10-21,2021-09-18,5976.796211230967,594.0791414777768,,0.20836109058563998,0.19199112804450869,OGI,2020-10-05,True,OGI,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-05-13,2017-01-21,2017-05-13,9639.925850753496,1721.4153304916958,,0.9961894273678794,0.9961894273678794,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,86,86,91,2017-07-27,2017-10-21,2018-07-27,37742.96349420789,11634.03175807125,,1.5657342482331031,1.5657342482331031,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,95,95,92,2017-10-18,2018-01-21,2018-10-18,285.3199955809327,100.39036881551336,,0.01223079542099334,0.01223079542099334,OGI,2018-01-05,True,OGI,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,46,46,91,2018-03-07,2018-04-22,2019-03-07,592.9877504059375,85.50920538769005,,0.021514997329833443,0.021514997329833443,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,repaired,189,189,91,2021-01-14,2021-07-22,2022-01-14,957.8442846155978,1117.4849987181974,,0.0684330907504285,0.0684330907504285,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,88,88,92,2020-10-25,2021-01-21,2021-10-25,5047.67048377572,1603.5920670478822,,0.21091015191601983,0.21091015191601983,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,20,20,4,2016-03-30,2017-01-21,2017-03-30,3870.147318577987,1138.2786231111727,,0.6587260550411879,0.6587260550411879,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,20,20,4,2016-04-26,2017-01-21,2017-04-26,1159.4396114505162,244.09254977905601,,0.14125726260362037,0.14125726260362037,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,87,87,91,2019-01-25,2019-04-22,2020-01-25,557.0362461475268,174.3242928591181,,0.023191290557034654,0.023191290557034654,OGI,2019-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,49,49,91,2021-09-02,2021-10-21,2022-09-02,871.4216527939753,601.4036758718985,,0.14205491210126098,0.14205491210126098,OGI,2021-10-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,101,101,91,2019-04-12,2019-07-22,2020-04-11,2684.781736160682,1027.1324066372308,,0.11770402532971565,0.11770402532971565,OGI,2019-07-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,165,165,91,2017-11-08,2018-04-22,2018-11-08,263.5868512757416,217.45915230248684,,0.015253868708086898,0.015253868708086898,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,111,111,91,2016-07-16,2017-04-22,2017-07-16,136.29061963422987,177.979515051759,,0.01855809090880036,0.01855809090880036,OGI,2017-04-06,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,51,51,91,2018-03-02,2018-04-22,2019-03-02,18693.76395882957,3036.248286306714,,0.6890541680979289,0.6890541680979289,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,28,28,92,2020-12-24,2021-01-21,2021-12-24,1666.1010911778596,138.42976425216636,,0.05722129805397089,0.05722129805397089,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,21,21,91,2018-04-01,2018-04-22,2019-04-01,82434.5572530123,5032.342157887379,,2.77355718578449,2.77355718578449,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,20,20,4,2016-02-21,2017-01-21,2017-02-20,702.9286968195428,468.6191312130285,,0.27119162685939147,0.27119162685939147,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,187,187,92,2019-07-18,2020-01-21,2020-07-17,724.0194638274747,760.6271895266167,,0.04707783654725049,0.04707783654725049,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,repaired,18,18,91,2021-04-04,2021-04-22,2022-04-04,4199.914630667331,298.80815554154924,,0.1921348736764077,0.1921348736764077,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,20,20,4,2016-12-31,2017-01-21,2017-12-31,95928.40527787867,5577.232864992946,,3.227565315389436,3.227565315389436,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,21,21,5,2016-04-03,2017-01-22,2017-04-03,318.185074836136,94.11107847265994,,0.05186898063969352,0.05186898063969352,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,289,289,91,2020-07-08,2021-04-23,2021-07-08,143.33667900215502,545.0565819950368,,0.021828807109246316,0.021828807109246316,OGI,2021-04-07,True,OGI,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,53,53,91,2019-08-30,2019-10-22,2020-08-29,627.2449602343265,106.55122721929264,,0.023268524462633788,0.023268524462633788,OGI,2019-10-06,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,26,26,91,2017-09-26,2017-10-22,2018-09-26,4181.870361667919,320.7334200689259,,0.14277662930418708,0.14277662930418708,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,259,259,92,2018-05-08,2019-01-22,2019-05-08,447.2556407473203,1092.8227448448674,,0.04883556524582026,0.04883556524582026,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,173,173,92,2020-08-02,2021-01-22,2021-08-02,1301.680088388766,1172.8679963086279,,0.07846740501957743,0.07846740501957743,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,103,103,91,2020-04-11,2020-07-23,2021-04-11,2748.9516241030296,1080.6947224527178,,0.12143728902066678,0.12143728902066678,OGI,2020-07-07,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,75,75,91,2018-08-08,2018-10-22,2019-08-08,45538.54842237554,11777.210798890226,,1.817470802297874,1.817470802297874,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,138,138,92,2020-09-06,2021-01-22,2021-09-06,736.9130306275757,447.991181615002,,0.03757306609089858,0.03757306609089858,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,51,51,91,2017-03-03,2017-04-23,2018-03-03,980.7045124941292,159.2864017108299,,0.03614887475282087,0.03614887475282087,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,62,62,92,2017-11-21,2018-01-22,2018-11-21,781.983307839305,160.00978576249804,,0.029870405048256055,0.029870405048256055,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,171,171,91,2018-05-04,2018-10-22,2019-05-04,426.0171445841036,375.5099573395965,,0.025416257671350206,0.025416257671350206,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,97,97,92,2019-10-17,2020-01-22,2020-10-16,4427.9421323675515,1602.6506971628828,,0.19122884416319236,0.19122884416319236,OGI,2020-01-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,57,57,91,2020-08-26,2020-10-22,2021-08-26,533.5890804851736,98.74862853134705,,0.020051297216404126,0.049917561671897294,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,40,40,91,2020-09-12,2020-10-22,2021-09-12,2240.3298376571242,275.73290309626145,,0.07978382612739046,0.049917561671897294,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,141,141,91,2018-12-03,2019-04-23,2019-12-03,127.28064019320861,80.11861726447506,,0.006576587311570385,0.012702997303315559,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,48,48,91,2019-03-06,2019-04-23,2020-03-05,515.7148705229595,78.08931793407588,,0.018829407295060732,0.012702997303315559,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,104,104,91,2017-01-09,2017-04-23,2018-01-09,198.7416325578911,79.19206814567308,,0.008813219834587905,0.008813219834587905,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,30,30,91,2018-09-22,2018-10-22,2019-09-22,1508.3910196891902,135.0797928079872,,0.05211411759567407,0.05211411759567407,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,89,89,92,2020-10-25,2021-01-22,2021-10-25,612.240574088342,197.42540251399433,,0.025674339694391687,0.2744259851689604,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,24,24,92,2020-12-29,2021-01-22,2021-12-29,15414.068625071914,1084.861134902422,,0.5231776306435291,0.2744259851689604,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,78,78,92,2017-11-05,2018-01-22,2018-11-05,743.4434154302061,202.05082370577028,,0.02998142564484958,0.02998142564484958,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,18,18,92,2020-04-05,2020-04-23,2021-04-05,32382.697386738626,1679.7941007530123,,1.0801145195171118,1.0801145195171118,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,191,191,91,2020-01-14,2020-07-23,2021-01-13,57.3764269786292,62.982169844357344,,0.003816546068714692,0.003816546068714692,OGI,2020-07-07,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,21,21,5,2016-02-21,2017-01-22,2017-02-20,21735.73887199182,15739.672976269938,,8.674863853764295,8.674863853764295,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,18,18,92,2019-01-04,2019-01-22,2020-01-04,251.69347876513686,13.056145872543121,,0.008395155525040587,0.008395155525040587,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,35,35,91,2019-06-18,2019-07-23,2020-06-17,2968.017293459937,314.78971294272054,,0.1040971272958732,0.1040971272958732,OGI,2019-07-07,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,369,369,91,2019-10-19,2020-10-22,2020-10-18,0.0,750.5975675462072,,0.02354328413712634,0.02354328413712634,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,32,32,91,2021-06-21,2021-07-23,2022-06-21,3402.665943331076,676.3062744508971,,0.2446130911642423,0.2446130911642423,OGI,2021-07-07,True,OGI,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,repaired,103,103,91,2021-07-11,2021-10-22,2022-07-11,8517.260973294236,12532.54114641866,,1.408277277330396,1.408277277330396,OGI,2021-10-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,75,75,91,2017-02-07,2017-04-23,2018-02-07,3263.0039287751456,843.8803264073653,,0.13022844543323536,0.13022844543323536,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,71,71,92,2018-11-12,2019-01-22,2019-11-12,247.7958176468373,59.84184711879405,,0.009755126356089274,0.009755126356089274,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,53,53,91,2019-08-30,2019-10-22,2020-08-29,446.7132796236281,75.8839866027317,,0.01657145060332191,0.01657145060332191,OGI,2019-10-06,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,repaired,48,48,91,2021-06-05,2021-07-23,2022-06-05,1456.669128605434,434.286448279881,,0.10471799003662252,0.10471799003662252,OGI,2021-07-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,17,17,91,2018-10-06,2018-10-23,2019-10-06,2126.576137874705,103.88446650537352,,0.07072744179287413,0.07072744179287413,OGI,2018-10-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,86,86,91,2017-07-29,2017-10-23,2018-07-29,203.5703735838644,62.74929078212309,,0.008444941158231465,0.008444941158231465,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,45,45,91,2017-06-09,2017-07-24,2018-06-09,8576.677349378457,1206.0952522563455,,0.31020968422231104,0.31020968422231104,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,279,279,91,2020-07-19,2021-04-24,2021-07-19,44.64651870847531,144.84161301935595,,0.0060086292404817115,0.01621704894766487,OGI,2021-04-08,True,OGI,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,repaired,37,37,91,2021-03-18,2021-04-24,2022-03-18,573.0732834364964,84.47693819581819,,0.02642546865484803,0.01621704894766487,OGI,2021-04-08,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,271,271,92,2017-04-27,2018-01-23,2018-04-27,7.029479835085122,20.26584080114966,,0.0008655289395051618,0.06749394183226835,OGI,2018-01-07,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,97,97,92,2017-10-18,2018-01-23,2018-10-18,3105.6299481290507,1124.0526304795444,,0.13412235472503153,0.06749394183226835,OGI,2018-01-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,22,22,6,2016-03-27,2017-01-23,2017-03-27,8463.917705099173,2955.6538017806633,,1.5549525472330932,1.5549525472330932,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,39,39,92,2019-12-15,2020-01-23,2020-12-14,17079.35624909757,2043.2358702908136,,0.6063734182961816,0.6063734182961816,OGI,2020-01-07,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,336,336,92,2018-02-21,2019-01-23,2019-02-21,94.3710637925626,1093.4026701483112,,0.03766405802704445,0.02061124754189883,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,49,49,92,2018-12-05,2019-01-23,2019-12-05,97.15387189829885,15.06499912347039,,0.0035584370567532096,0.02061124754189883,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,190,190,91,2017-01-15,2017-07-24,2018-01-15,433.96604308222436,471.1631324892722,,0.028701457875808488,0.028701457875808488,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,repaired,112,112,91,2021-04-03,2021-07-24,2022-04-03,1818.0084944087805,1272.6059460861466,,0.13151103113489443,0.13151103113489443,OGI,2021-07-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,115,115,91,2017-12-30,2018-04-24,2018-12-30,449.4161709352076,206.7314386301955,,0.020806304209963315,0.020806304209963315,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,72,72,91,2018-05-13,2018-07-24,2019-05-13,4276.523152839195,1050.886235509973,,0.16893104351690663,0.16893104351690663,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,91,91,92,2018-10-24,2019-01-23,2019-10-24,9248.90177404457,3071.7155526936344,,0.3906842125424342,0.3906842125424342,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,23,23,91,2021-07-01,2021-07-24,2022-07-01,589.797182588626,84.783344997115,,0.04266472674975593,0.04266472674975593,OGI,2021-07-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,204,204,91,2016-08-01,2017-07-24,2017-08-01,9.985345693127002,254.62631517473855,,0.014446391338436055,0.010129708264662154,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,76,76,91,2017-05-09,2017-07-24,2018-05-09,145.14891380640333,38.17064861344863,,0.0058130251908882526,0.010129708264662154,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,74,74,91,2019-08-10,2019-10-23,2020-08-09,227.5385117218096,57.86202703578664,,0.00904999171605772,0.011219484772585055,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,45,45,91,2019-09-08,2019-10-23,2020-09-07,149.16596740308924,20.976464166059422,,0.005395181112669604,0.011219484772585055,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,27,27,91,2019-09-26,2019-10-23,2020-09-25,561.0893019803779,44.820743057604155,,0.01921328148902784,0.011219484772585055,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,105,105,91,2018-04-10,2018-07-24,2019-04-10,16986.955752085352,6860.1167460344695,,0.7561857083371328,0.7561857083371328,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,72,72,91,2020-08-12,2020-10-23,2021-08-12,2497.1882968908076,613.6435405328947,,0.09864383046117776,0.09864383046117776,OGI,2020-10-07,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,132,132,92,2019-12-14,2020-04-24,2020-12-13,725.6137149217233,411.0772977238948,,0.03604423556080727,0.03604423556080727,OGI,2020-04-08,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,125,125,91,2019-03-21,2019-07-24,2020-03-20,1482.422402078695,772.0950010826538,,0.07149027787802349,0.07149027787802349,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,35,35,91,2019-09-18,2019-10-23,2020-09-17,51690.3885195703,5482.31393389382,,1.8129345019490144,1.8129345019490144,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,31,31,92,2020-03-24,2020-04-24,2021-03-24,74.8864998896701,6.950543402933452,,0.0025950356193747953,0.0025950356193747953,OGI,2020-04-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,114,114,91,2016-09-30,2017-04-25,2017-09-30,80.63880906470744,58.18243185681423,,0.00590708575544329,0.20381681166002613,OGI,2017-04-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,99,99,91,2017-01-16,2017-04-25,2018-01-16,9232.63997692487,3436.2081117126395,,0.40172653756460897,0.20381681166002613,OGI,2017-04-09,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,23,23,91,2017-07-02,2017-07-25,2018-07-02,3377.315189156722,227.12938406609535,,0.11429618763390466,0.11429618763390466,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,49,49,91,2017-06-06,2017-07-25,2018-06-06,927.1276111415253,143.76345868966692,,0.03395773306161822,0.03395773306161822,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,51,51,92,2017-12-04,2018-01-24,2018-12-04,5579.110847279221,906.1613159593641,,0.2056466312543945,0.2056466312543945,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,23,23,7,2016-01-18,2017-01-24,2017-01-17,0.0,55.805403961590805,,0.028082429529786034,0.028082429529786034,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,94,94,92,2020-10-22,2021-01-24,2021-10-22,126.15683009229308,43.759195677769554,,0.005388001831876668,0.005388001831876668,OGI,2021-01-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,103,103,92,2017-10-13,2018-01-24,2018-10-13,517.6914896243009,203.5199367606984,,0.02286946430698247,0.02286946430698247,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,33,33,91,2020-06-22,2020-07-25,2021-06-22,1653.1221780630397,164.31636107253104,,0.057630598019265934,0.057630598019265934,OGI,2020-07-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,135,135,91,2020-12-11,2021-04-25,2021-12-11,8.650911122150092,5.0777087021315745,,0.0004353316788521583,0.0004353316788521583,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,47,47,91,2020-06-08,2020-07-25,2021-06-08,7081.778702665013,1046.6779843561496,,0.2577516706944813,0.2577516706944813,OGI,2020-07-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,311,311,91,2017-06-18,2018-04-25,2018-06-18,126.27745892981577,727.2646245772722,,0.02706564191739878,0.025195581813975187,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,194,194,91,2017-10-13,2018-04-25,2018-10-13,344.6205879603734,390.97306470358154,,0.02332552171055159,0.025195581813975187,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,23,23,91,2019-04-02,2019-04-25,2020-04-01,1144.1651325586665,76.94677792061209,,0.03872120467019529,0.03872120467019529,OGI,2019-04-09,True,OGI,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,84,84,91,2019-05-02,2019-07-25,2020-05-01,76.31646534499708,22.813462950105894,,0.0031433894056032145,0.05073735782096267,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,53,53,91,2019-06-02,2019-07-25,2020-06-01,2650.697895087288,450.27880910136633,,0.09833132623632213,0.05073735782096267,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,354,354,91,2017-08-05,2018-07-25,2018-08-05,1.8153262267585164,58.42049857022861,,0.0019100654742829504,0.0019100654742829504,OGI,2018-07-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,repaired,97,97,91,2021-07-19,2021-10-24,2022-07-19,2116.2952027368483,3018.832862727563,,0.36020819763358664,0.36020819763358664,OGI,2021-10-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,42,42,91,2019-06-13,2019-07-25,2020-06-12,3797.2832205360546,493.76438161769136,,0.1360682268567271,0.1360682268567271,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,27,27,92,2017-12-28,2018-01-24,2018-12-28,5759.254771731579,460.05881312648705,,0.19721314005765048,0.19721314005765048,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,23,23,7,2016-03-24,2017-01-24,2017-03-24,714.5377436102597,278.54861191586394,,0.140171402936727,0.07203278073686473,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,23,23,7,2016-05-29,2017-01-24,2017-05-29,42.05691219962648,7.738471844731273,,0.003894158537002452,0.07203278073686473,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,109,109,92,2017-10-07,2018-01-24,2018-10-07,779.3275021196886,331.82303801189863,,0.03523435249022029,0.03523435249022029,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,352,352,91,2020-05-08,2021-04-25,2021-05-08,25.010972885217292,677.2201888920375,,0.022267604064474086,0.022267604064474086,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,17,17,91,2017-07-08,2017-07-25,2018-07-08,3781.458390774299,184.72641564127323,,0.1257668951806054,0.1257668951806054,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,31,31,92,2018-12-24,2019-01-24,2019-12-24,3835.49888721423,355.9894176755722,,0.13291122225043764,0.13291122225043764,OGI,2019-01-08,True,OGI,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,58,58,91,2019-08-27,2019-10-24,2020-08-26,10568.688322734886,1996.6903020150598,,0.3984455423880627,0.3984455423880627,OGI,2019-10-08,True,OGI,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,repaired,94,94,91,2021-04-22,2021-07-25,2022-04-22,619.1355494034361,366.0298216598931,,0.045068683715018355,0.045068683715018355,OGI,2021-07-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,106,106,91,2017-01-10,2017-04-26,2018-01-10,7071.211637161776,2894.0093959040473,,0.3159950860307529,0.3159950860307529,OGI,2017-04-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,67,67,92,2017-11-19,2018-01-25,2018-11-19,8259.181859956709,1856.9301497218107,,0.3207798075113686,0.3207798075113686,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,46,46,91,2018-03-11,2018-04-26,2019-03-11,5823.479710269641,839.7494253053401,,0.21128960982924216,0.21128960982924216,OGI,2018-04-10,True,OGI,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,251,251,91,2020-11-17,2021-07-26,2021-11-17,419.6718998408287,924.014446140772,,0.042608014522501285,0.02722829659020234,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,repaired,137,137,91,2021-03-11,2021-07-26,2022-03-11,161.74731697477083,140.24925585787093,,0.011848578657903395,0.02722829659020234,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,repaired,42,42,91,2021-09-13,2021-10-25,2022-09-13,1106.861858164776,693.8537021331433,,0.19120747964427448,0.19120747964427448,OGI,2021-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,25,25,92,2017-12-31,2018-01-25,2018-12-31,2772.0863237475296,203.82987674614185,,0.09436568367876937,0.09436568367876937,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,189,189,92,2019-10-20,2020-04-26,2020-10-19,1109.196805510412,1191.12611500834,,0.07294276130513547,0.1466754188050351,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,81,81,92,2020-02-05,2020-04-26,2021-02-04,5408.285213139966,1542.503881212455,,0.2204080763049347,0.1466754188050351,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,repaired,193,193,91,2021-04-15,2021-10-25,2022-04-15,696.4670259537273,2006.2408359562594,,0.12031284997818671,0.12031284997818671,OGI,2021-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,101,101,91,2017-01-15,2017-04-26,2018-01-15,1840.521413095137,704.1388739492759,,0.08069064837152501,0.08069064837152501,OGI,2017-04-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,41,41,91,2018-06-15,2018-07-26,2019-06-15,4218.876486305129,533.8701726497231,,0.1507086079069905,0.1507086079069905,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,39,39,91,2017-06-17,2017-07-26,2018-06-17,544075.420345351,65088.777280578804,,19.316469990675095,19.316469990675095,OGI,2017-07-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,152,152,91,2018-02-24,2018-07-26,2019-02-24,532.9553382766395,380.3249362349728,,0.028959927527638644,0.028959927527638644,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,98,98,91,2019-07-19,2019-10-25,2020-07-18,38403.81188600631,14095.78114168022,,1.6647511741402374,1.6647511741402374,OGI,2019-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-05-28,2017-01-25,2017-05-28,565.8004211124806,110.4000821682889,,0.05324078036665167,0.05324078036665167,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,254,254,91,2019-11-15,2020-07-26,2020-11-14,223.95455136721498,512.4725770024559,,0.02335195105180336,0.02335195105180336,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,85,85,91,2018-08-01,2018-10-25,2019-08-01,283.5071804481823,86.06467977891248,,0.011719046810854094,0.011719046810854094,OGI,2018-10-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,88,88,91,2018-07-29,2018-10-25,2019-07-29,7094.888893956535,2253.9719229898014,,0.29645043179053576,0.29645043179053576,OGI,2018-10-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,156,156,92,2017-08-22,2018-01-25,2018-08-22,2583.5699929505904,1928.4063105277137,,0.1430738300189721,0.1430738300189721,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,78,78,91,2018-02-07,2018-04-26,2019-02-07,3920.2058120626925,1065.4217886442161,,0.1580932141269314,0.1580932141269314,OGI,2018-04-10,True,OGI,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,170,170,91,2019-02-06,2019-07-26,2020-02-06,71.6312558517767,62.447761511805325,,0.0042516177499867455,0.07244899796197586,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,139,139,91,2019-03-09,2019-07-26,2020-03-08,2746.3174387761096,1689.10674331805,,0.14064637817396497,0.07244899796197586,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,95,95,91,2020-07-22,2020-10-25,2021-07-22,3966.8904113063395,1395.7577373114898,,0.17004845727479162,0.17004845727479162,OGI,2020-10-09,True,OGI,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,repaired,93,93,91,2021-04-24,2021-07-26,2022-04-24,278.6208032019768,163.99832087204962,,0.020409986169858823,0.020409986169858823,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,60,60,91,2018-02-25,2018-04-26,2019-02-25,164975.6101219562,32454.218384647123,,6.260458793334707,6.260458793334707,OGI,2018-04-10,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,80,80,92,2020-11-06,2021-01-25,2021-11-06,395.91781280158466,111.13482464605885,,0.016078533658283975,0.016078533658283975,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,212,212,91,2017-03-27,2017-10-25,2018-03-27,213.48903395732788,295.8148705813955,,0.016149920869442013,0.016149920869442013,OGI,2017-10-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,202,202,92,2017-07-07,2018-01-25,2018-07-07,400.1978342554698,495.95069030432444,,0.028416683300348623,0.028416683300348623,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,257,257,91,2017-11-11,2018-07-26,2018-11-11,107.59855342261139,256.04470582973266,,0.011531052107190007,0.15448151130898247,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,38,38,91,2018-06-18,2018-07-26,2019-06-18,8403.285976446823,976.5286455809763,,0.2974319705107749,0.15448151130898247,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,131,131,91,2017-03-17,2017-07-26,2018-03-17,919.5783587622592,514.8066880250254,,0.04548405145824722,0.04548405145824722,OGI,2017-07-10,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,67,67,91,2019-02-18,2019-04-26,2020-02-18,21909.41370616718,4925.94200776242,,0.850943547499036,0.850943547499036,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,61,61,92,2020-11-25,2021-01-25,2021-11-25,5662.088469579358,1136.1427521195424,,0.21557049789760593,0.21557049789760593,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,102,102,91,2019-01-14,2019-04-26,2020-01-14,442.00938554763394,171.42569325421545,,0.019451898744350878,0.019451898744350878,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,27,27,91,2019-06-29,2019-07-26,2020-06-28,254.9504634317298,20.365865422061255,,0.008730223517687437,0.008730223517687437,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,27,27,91,2021-09-28,2021-10-25,2022-09-28,1669.6907641057483,672.8604571769432,,0.2884346952918995,0.2884346952918995,OGI,2021-10-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-02-12,2017-01-25,2017-02-11,38.579479019614524,54.4651468512205,,0.026265985171306183,4.127336152654283,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-07-28,2017-01-25,2017-07-28,130811.91231501408,17062.42334543662,,8.228406320137259,4.127336152654283,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,37,37,92,2018-12-20,2019-01-26,2019-12-20,305.1627305609516,34.423844605961,,0.010768219659021834,0.010768219659021834,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,25,25,9,2016-12-09,2017-01-26,2017-12-09,1689.0436212732038,133.2053329079814,,0.06166913560554693,0.03191735293113097,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,25,25,9,2016-12-20,2017-01-26,2017-12-20,61.37052861909771,4.677631754504399,,0.0021655702567149994,0.03191735293113097,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,20,20,91,2018-10-06,2018-10-26,2019-10-06,128.05261533763405,7.423340019572989,,0.004295914363178813,0.004295914363178813,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,116,116,91,2016-10-06,2017-04-27,2017-10-06,261.70902500395835,187.39658580530352,,0.01869777556326863,0.01869777556326863,OGI,2017-04-11,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,194,194,92,2017-07-16,2018-01-26,2018-07-16,137.78470862481203,156.31715481411422,,0.009325908911685889,0.009325908911685889,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,55,55,91,2018-06-02,2018-07-27,2019-06-02,3818.6582161995025,677.5038770676537,,0.14257236470278906,0.14257236470278906,OGI,2018-07-11,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,158,158,92,2018-08-21,2019-01-26,2019-08-21,29.54989923490027,22.554995551276537,,0.0016522353750056064,0.008956886082889425,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,18,18,92,2019-01-08,2019-01-26,2020-01-08,487.5338822168145,25.289942017010553,,0.016261536790773246,0.008956886082889425,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,79,79,91,2017-05-09,2017-07-27,2018-05-09,99768.43548025905,27558.413996295334,,4.037507910849644,4.037507910849644,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,66,66,91,2017-08-21,2017-10-26,2018-08-21,88.5478286634097,19.545674554465016,,0.003427622501835195,0.003427622501835195,OGI,2017-10-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,106,106,91,2019-01-11,2019-04-27,2020-01-11,329.808111008535,134.97938133940042,,0.014738314699008607,0.014738314699008607,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,71,71,91,2021-05-17,2021-07-27,2022-05-17,73.12842867447117,33.07081806297741,,0.0053910436331144704,0.0053910436331144704,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,179,179,91,2017-01-29,2017-07-27,2018-01-29,429.15014909156076,412.99933702897516,,0.026704385024116435,0.03329933706667086,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,32,32,91,2017-06-25,2017-07-27,2018-06-25,1147.8065708193426,110.29973052918606,,0.03989428910922528,0.03329933706667086,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,33,33,91,2019-06-24,2019-07-27,2020-06-23,908.4989148164121,90.30260297873974,,0.031671788362352606,0.031671788362352606,OGI,2019-07-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,210,210,91,2019-12-30,2020-07-27,2020-12-29,1150.4222880437844,1558.6366483173854,,0.08590369534377122,0.08590369534377122,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,256,256,91,2020-08-14,2021-04-27,2021-08-14,1051.648609390046,2469.9270092096494,,0.11166843032089344,0.11166843032089344,OGI,2021-04-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,92,92,91,2017-07-26,2017-10-26,2018-07-26,2534.006207331364,853.95080979665,,0.10743141226306487,0.10743141226306487,OGI,2017-10-10,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,29,29,91,2019-03-29,2019-04-27,2020-03-28,28.04936237140061,2.420927109436362,,0.0009662065411224306,0.3616048263479781,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,23,23,91,2019-04-04,2019-04-27,2020-04-03,21341.42714173995,1435.2421761988855,,0.7222434461548337,0.3616048263479781,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,30,30,91,2019-06-27,2019-07-27,2020-06-26,832.4557622610233,74.54827721740507,,0.028760909420295168,0.028760909420295168,OGI,2019-07-11,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,58,58,92,2019-11-29,2020-01-26,2020-11-28,32.706676132273316,6.179111451699844,,0.0012330602354126445,0.0012330602354126445,OGI,2020-01-10,True,OGI,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,65,65,91,2020-05-23,2020-07-27,2021-05-23,6367.6872415569915,1379.665569004015,,0.24566694604772343,0.24566694604772343,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,38,38,91,2020-09-18,2020-10-26,2021-09-18,11279.61155039475,1310.7805471406741,,0.39923871440688175,0.39923871440688175,OGI,2020-10-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,241,241,91,2020-11-28,2021-07-27,2021-11-28,952.5813589966554,1851.3879638564026,,0.08891328395652771,0.08891328395652771,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,25,25,9,2016-07-07,2017-01-26,2017-07-07,182.56891492679617,28.17421526648089,,0.013043618178926337,0.007293839389383292,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,25,25,9,2016-09-18,2017-01-26,2017-09-18,31.35060641915636,3.335170895654932,,0.0015440605998402461,0.007293839389383292,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,102,102,91,2019-07-16,2019-10-26,2020-07-15,2835.2374340760025,1099.597788120731,,0.12477280638624852,0.12477280638624852,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,376,376,91,2017-04-16,2018-04-27,2018-04-16,0.0,833.7421100443484,,0.025664342926404533,0.025664342926404533,OGI,2018-04-11,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,63,63,91,2019-02-23,2019-04-27,2020-02-23,834.8009562674725,174.1472193538105,,0.03199353677134966,0.03199353677134966,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,25,25,9,2016-05-16,2017-01-26,2017-05-16,2073.200883849039,471.1820190565998,,0.21813982363731474,0.21813982363731474,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,270,270,91,2019-10-31,2020-07-27,2020-10-30,38.308900857807664,108.87792875376915,,0.004667263749732902,0.0032332651631803416,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,263,263,91,2019-11-07,2020-07-27,2020-11-06,15.85657648650531,40.8850942740284,,0.001799266576627781,0.0032332651631803416,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,92,92,92,2017-10-26,2018-01-26,2018-10-26,17646.099962729437,5946.671049711019,,0.7481218611250778,0.7481218611250778,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,143,143,91,2019-03-06,2019-07-27,2020-03-05,500.24662237338964,322.23093242970594,,0.026080592174121495,0.026080592174121495,OGI,2019-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,70,70,92,2019-11-17,2020-01-26,2020-11-16,75968.73881277705,18026.480396252184,,2.98056884858667,2.98056884858667,OGI,2020-01-10,True,OGI,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,72,72,91,2017-05-17,2017-07-28,2018-05-17,906.5059477132099,222.75914073498674,,0.03580876104921983,0.03580876104921983,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,68,68,91,2017-08-20,2017-10-27,2018-08-20,115094.57513432602,26351.61989607464,,4.4852294213090005,4.4852294213090005,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,73,73,91,2018-02-14,2018-04-28,2019-02-14,2507.0038299784587,626.7509574946147,,0.09937071243889756,0.09937071243889756,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,374,374,91,2019-10-19,2020-10-27,2020-10-18,0.0,167.83981356483318,,0.005194092071599363,0.005194092071599363,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,repaired,107,107,91,2021-01-11,2021-04-28,2022-01-11,2250.4265852840617,974.8811523295328,,0.10545183804187573,0.10545183804187573,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,26,26,10,2016-08-14,2017-01-27,2017-08-14,2455.0551645980127,320.7609762791373,,0.14278889613565585,0.14278889613565585,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,37,37,91,2018-03-22,2018-04-28,2019-03-22,38109.88758722894,4298.981221730094,,1.3447764081988531,1.3447764081988531,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,178,178,91,2021-05-02,2021-10-27,2022-05-02,99.607880025991,272.77234837886766,,0.017736445873573894,0.017736445873573894,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,20,20,92,2018-01-07,2018-01-27,2019-01-07,17861.591984542054,1035.4546077995394,,0.5992214165506593,0.5992214165506593,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,78,78,91,2018-08-10,2018-10-27,2019-08-10,1398.1479573833483,379.9844622853699,,0.05638420914728304,0.05638420914728304,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,26,26,10,2016-04-24,2017-01-27,2017-04-24,513.5581848710302,153.47715869708946,,0.06832138474763598,0.03561042657453948,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,26,26,10,2016-05-22,2017-01-27,2017-05-22,28.809118036737456,6.513365817001512,,0.0028994684014429805,0.03561042657453948,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,36,36,92,2019-12-22,2020-01-27,2020-12-21,7024.145146515521,768.5994689196316,,0.24710631073805026,0.24710631073805026,OGI,2020-01-11,True,OGI,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,86,86,92,2017-11-02,2018-01-27,2018-11-02,13611.559863674116,4195.677950809942,,0.5646638069027161,0.5646638069027161,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,31,31,91,2020-09-26,2020-10-27,2021-09-26,19720.42057024128,1830.3384361601188,,0.6833700851852295,0.6833700851852295,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,179,179,91,2020-10-31,2021-04-28,2021-10-31,547.5598213662606,526.9527313148421,,0.03407256952946165,0.03407256952946165,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,repaired,55,55,91,2021-06-03,2021-07-28,2022-06-03,9988.233107295142,3521.49244167457,,0.7410548067496989,0.7410548067496989,OGI,2021-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,208,208,91,2016-08-05,2017-07-28,2017-08-05,5.274518447387984,137.13747963208758,,0.007630958401892337,0.007630958401892337,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,70,70,91,2018-02-17,2018-04-28,2019-02-17,8045.983041225697,1909.2163148671143,,0.31567730073861017,0.31567730073861017,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,96,96,91,2019-04-23,2019-07-28,2020-04-22,20658.26737642875,7372.467167796133,,0.8888487615494952,0.8888487615494952,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,117,117,91,2016-05-12,2017-04-28,2017-05-12,20.17751386625807,168.62636588229958,,0.01668114572276626,0.08326953773965391,OGI,2017-04-12,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,117,117,91,2016-07-11,2017-04-28,2017-07-11,958.1316596914241,1514.8838403229274,,0.14985792975654155,0.08326953773965391,OGI,2017-04-12,True,OGI,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,145,145,91,2018-06-04,2018-10-27,2019-06-04,1249.2191424395432,823.3489802442443,,0.06572070404248438,0.06572070404248438,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,39,39,91,2019-09-18,2019-10-27,2020-09-17,2871.1229827778106,343.4779028476522,,0.10193432539400885,0.10193432539400885,OGI,2019-10-11,True,OGI,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,repaired,21,21,91,2021-10-06,2021-10-27,2022-10-06,580.4584376815358,187.53272602018848,,0.10335798391765239,0.10335798391765239,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,202,202,91,2017-10-08,2018-04-28,2018-10-08,63.24796648408518,78.38091552015464,,0.004491022387247585,0.004491022387247585,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,17,17,91,2018-10-10,2018-10-27,2019-10-10,8384.4181856567,409.58364700047093,,0.2788559688184034,0.2788559688184034,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,94,94,91,2019-01-24,2019-04-28,2020-01-24,30825.035046178386,10692.078576903203,,1.316499036754236,1.316499036754236,OGI,2019-04-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,275,275,91,2017-01-25,2017-10-27,2018-01-25,31.025774395536057,94.8009773196935,,0.003989940122882723,0.003989940122882723,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,86,86,92,2017-11-02,2018-01-27,2018-11-02,11949.815834136567,3683.4557768306263,,0.49572779080946194,0.49572779080946194,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,62,62,91,2021-08-26,2021-10-27,2022-08-26,37.381951514475375,35.656630675345745,,0.006656330397876669,0.006656330397876669,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-06-08,2017-01-27,2017-06-08,3517.172120873111,692.776326838643,,0.3083940201382848,0.3083940201382848,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,145,145,92,2017-09-04,2018-01-27,2018-09-04,14.228047195746884,9.377576560833173,,0.0007485294189681651,0.1721520407243221,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,68,68,92,2017-11-20,2018-01-27,2018-11-20,8815.910309523111,2018.4575792847525,,0.343555552029676,0.1721520407243221,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,89,89,91,2018-01-29,2018-04-28,2019-01-29,1187.3971941869102,382.89257348780797,,0.04979356188719933,0.04979356188719933,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,208,208,91,2016-11-18,2017-07-28,2017-11-18,104.6339775912471,192.60059592017166,,0.010717180595629209,0.010717180595629209,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,42,42,91,2019-06-16,2019-07-28,2020-06-15,22516.303310463365,2927.816529533936,,0.8068277473362918,0.8068277473362918,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,25,25,91,2021-07-03,2021-07-28,2022-07-03,851.4417169785156,136.44899310553137,,0.0631708301414497,0.0631708301414497,OGI,2021-07-12,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,208,208,91,2016-07-31,2017-07-28,2017-07-31,2.0753062808644325,143.887902139934,,0.008006582873705372,0.008006582873705372,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,126,126,91,2018-06-23,2018-10-27,2019-06-23,876.5351235616997,462.10638313294623,,0.04244804371812043,0.04244804371812043,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,26,26,10,2016-12-25,2017-01-27,2017-12-25,196.59849383288127,15.396267589322028,,0.006853751597810731,0.006853751597810731,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,103,103,91,2017-01-15,2017-04-28,2018-01-15,2181.545957815269,857.6306628052394,,0.09637165844179693,0.09637165844179693,OGI,2017-04-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,109,109,91,2018-04-10,2018-07-28,2019-04-10,736.1826975148422,313.45278917624137,,0.03328372294175176,0.03328372294175176,OGI,2018-07-12,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,26,26,10,2016-04-18,2017-01-27,2017-04-18,14809.822025885027,4753.770033000132,,2.1161725574252723,2.1161725574252723,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,40,40,92,2020-03-19,2020-04-28,2021-03-19,9832.651761984935,1210.172524551992,,0.3501656610393495,0.3501656610393495,OGI,2020-04-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,repaired,67,67,91,2021-08-21,2021-10-27,2022-08-21,3204.4994934635124,3303.0994778777745,,0.5706017616566083,0.5706017616566083,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,22,22,91,2018-04-07,2018-04-29,2019-04-07,8041.672465965861,515.7924030648658,,0.2713554309053376,0.2713554309053376,OGI,2018-04-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,152,152,91,2018-11-28,2019-04-29,2019-11-28,184.8714678195314,131.92705684774072,,0.010045615317962713,0.010045615317962713,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,88,88,91,2020-05-02,2020-07-29,2021-05-02,4458.919362491471,1416.5519996362796,,0.18630997469963692,0.18630997469963692,OGI,2020-07-13,True,OGI,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,66,66,91,2018-02-22,2018-04-29,2019-02-22,217.5435039843155,48.019636330986025,,0.008420951937953497,0.008420951937953497,OGI,2018-04-13,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,187,187,91,2019-04-24,2019-10-28,2020-04-23,209.28218834840277,219.86387202893997,,0.013608132305217615,0.017811607956041944,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,102,102,91,2019-07-18,2019-10-28,2020-07-17,500.2531478155436,194.0145288105911,,0.02201508360686627,0.017811607956041944,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,27,27,11,2016-03-13,2017-01-28,2017-03-13,600.6503648672488,368.5809057139935,,0.157999359445299,0.157999359445299,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,56,56,91,2017-03-04,2017-04-29,2018-03-04,6761.716678729902,1225.4243819057426,,0.2532705815777411,0.2532705815777411,OGI,2017-04-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,215,215,91,2017-12-26,2018-07-29,2018-12-26,201.8097601576823,289.2606562260113,,0.015571740752907584,0.015571740752907584,OGI,2018-07-13,True,OGI,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,105,105,91,2018-07-15,2018-10-28,2019-07-15,101509.90358007711,40994.384138108064,,4.51878132033819,4.51878132033819,OGI,2018-10-12,True,OGI,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,repaired,164,164,91,2021-05-17,2021-10-28,2022-05-17,159.96815343029348,409.91839316512704,,0.028929425895235367,0.028929425895235367,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,94,94,91,2017-04-26,2017-07-29,2018-04-26,4.245681305375687,1.4726717443000539,,0.00018132778569494357,0.20923108414762162,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,81,81,91,2017-05-09,2017-07-29,2018-05-09,4912.7706637856145,1401.177548474066,,0.20021398440701674,0.20923108414762162,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,58,58,91,2017-06-01,2017-07-29,2018-06-01,11333.992405547266,2141.275438181568,,0.4272979402501532,0.20923108414762162,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,27,27,11,2016-10-10,2017-01-28,2017-10-10,3579.7930614139086,379.03691238500204,,0.16248152965749402,0.16248152965749402,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,20,20,91,2019-07-09,2019-07-29,2020-07-08,1230.3318831182698,71.32358742714608,,0.04127522420552435,0.04127522420552435,OGI,2019-07-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,repaired,99,99,91,2021-01-20,2021-04-29,2022-01-20,370.9671021870803,149.29163868504452,,0.01745366146243038,0.01745366146243038,OGI,2021-04-13,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,64,64,92,2020-02-25,2020-04-29,2021-02-24,1462.3595131393054,310.9335841890882,,0.05623075524252897,0.05623075524252897,OGI,2020-04-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,95,95,91,2017-07-25,2017-10-28,2018-07-25,10130.828007779213,3564.550595329723,,0.43427760664348475,0.43427760664348475,OGI,2017-10-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,66,66,92,2020-11-23,2021-01-28,2021-11-23,602.4585411517437,132.98415958533474,,0.023320735056350787,0.023320735056350787,OGI,2021-01-12,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,19,19,91,2017-10-09,2017-10-28,2018-10-09,3731.9232188172205,204.93219987724618,,0.12483686639695796,0.12483686639695796,OGI,2017-10-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,176,176,91,2017-11-04,2018-04-29,2018-11-04,2141.5826304290263,1994.2780050556012,,0.13114728042505794,0.13114728042505794,OGI,2018-04-13,True,OGI,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,67,67,91,2018-05-23,2018-07-29,2019-05-23,26384.172621246238,5932.011965179524,,1.0247394909445002,1.0247394909445002,OGI,2018-07-13,True,OGI,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,32,32,91,2018-09-26,2018-10-28,2019-09-26,5391.4053231639855,518.0930040277705,,0.18738896268365537,0.18738896268365537,OGI,2018-10-12,True,OGI,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,376,376,91,2018-04-18,2019-04-29,2019-04-18,0.0,2684.162015426808,,0.08262417551427083,0.08262417551427083,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,234,234,91,2019-12-08,2020-07-29,2020-12-07,22.924600736033497,40.94928681093007,,0.0020254276873085857,0.0020254276873085857,OGI,2020-07-13,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,100,100,91,2020-04-21,2020-07-30,2021-04-21,233.3896345009523,88.0715601890386,,0.01019346761447206,0.01019346761447206,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,28,28,12,2016-01-27,2017-01-29,2017-01-26,0.0,838.5850421440399,,0.3466373355423445,0.3466373355423445,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,148,148,91,2019-06-03,2019-10-29,2020-06-02,2251.3885684601414,1535.5092540649812,,0.12008174221604269,0.12008174221604269,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,105,105,91,2020-04-16,2020-07-30,2021-04-16,4501.68795975366,1817.9893683620548,,0.20039565347906246,0.20039565347906246,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,28,28,12,2016-05-18,2017-01-29,2017-05-18,3581.0817891002534,919.9109183009824,,0.38025418249875265,0.19510119153746963,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,28,28,12,2016-12-27,2017-01-29,2017-12-27,285.36214388779786,24.06668683391066,,0.009948200576186615,0.19510119153746963,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,58,58,91,2019-03-03,2019-04-30,2020-03-02,3317.1133004274498,626.6859004064889,,0.1250570522841812,0.1250570522841812,OGI,2019-04-14,True,OGI,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,97,97,91,2021-04-24,2021-07-30,2022-04-24,2653.339242957468,1671.2591335511324,,0.19941522689374908,0.2798506088372207,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,49,49,91,2021-06-11,2021-07-30,2022-06-11,4793.821278931579,1525.3067705691385,,0.36028599078069223,0.2798506088372207,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,17,17,91,2020-07-13,2020-07-30,2021-07-13,1520.3692572143868,74.27091199035797,,0.050565708054437615,0.050565708054437615,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,204,204,91,2017-04-08,2017-10-29,2018-04-08,71.1927306303359,90.20693818999082,,0.005117949924541055,0.06932716915215575,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,75,75,91,2017-08-15,2017-10-29,2018-08-15,3345.8877472435283,865.3157967009125,,0.13353638837977044,0.06932716915215575,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,repaired,68,68,91,2021-05-23,2021-07-30,2022-05-23,1159.1423598958993,511.82909398000737,,0.08711688010280627,0.08711688010280627,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,75,75,91,2018-02-14,2018-04-30,2019-02-14,3025.5036557674125,782.4578420088135,,0.12074966697666874,0.12074966697666874,OGI,2018-04-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,61,61,92,2020-11-29,2021-01-29,2021-11-29,8479.511952619892,1701.4810168085967,,0.3228371692487471,0.3228371692487471,OGI,2021-01-13,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,88,88,91,2020-05-03,2020-07-30,2021-05-03,522.4445398382419,165.97516067063285,,0.021829645500661934,0.021829645500661934,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,repaired,164,164,91,2021-02-16,2021-07-30,2022-02-16,60.78992528381225,64.73732302951434,,0.004568747390858905,0.004568747390858905,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,261,261,91,2017-08-12,2018-04-30,2018-08-12,39.40815546090324,98.89931322399754,,0.004385701061799238,0.004385701061799238,OGI,2018-04-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,296,296,92,2019-07-09,2020-04-30,2020-07-08,116.24752146842621,498.68501963266897,,0.019499382962363494,0.019499382962363494,OGI,2020-04-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,43,43,91,2019-09-16,2019-10-29,2020-09-15,2583.449122300606,344.99475856809335,,0.09286034629847474,0.09286034629847474,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,28,28,12,2016-02-15,2017-01-29,2017-02-14,6370.838023006804,11148.966540261908,,4.608534449513024,2.3656410106085115,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,28,28,12,2016-10-29,2017-01-29,2017-10-29,2895.2715232965757,296.9509254663155,,0.12274757170399944,2.3656410106085115,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,154,154,91,2017-05-28,2017-10-29,2018-05-28,903.1243627486533,659.1523784990171,,0.04953947048603724,0.04953947048603724,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,139,139,91,2018-03-13,2018-07-30,2019-03-13,87.35013232092047,53.724196427468776,,0.004473437618860643,0.012717800236040104,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,87,87,91,2018-05-04,2018-07-30,2019-05-04,503.4943820040514,157.56838573508082,,0.020962162853219564,0.012717800236040104,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,23,23,92,2019-01-06,2019-01-29,2020-01-06,86537.85234594118,5819.797087592536,,2.928641851646807,2.928641851646807,OGI,2019-01-13,True,OGI,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,64,64,91,2019-08-26,2019-10-29,2020-08-25,3565.388785793049,758.0893099360636,,0.13709659106193278,0.13709659106193278,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,78,78,91,2017-05-13,2017-07-30,2018-05-13,1591.7286949260556,432.5952550670116,,0.06419089136203282,0.06419089136203282,OGI,2017-07-14,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,55,55,92,2017-12-05,2018-01-29,2018-12-05,161.68251943222464,28.685608286362434,,0.006036533730295125,0.006036533730295125,OGI,2018-01-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,76,76,91,2021-08-14,2021-10-29,2022-08-14,567.5689714164748,684.6863782166998,,0.10427119551302079,0.10427119551302079,OGI,2021-10-13,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,297,297,92,2019-07-09,2020-05-01,2020-07-08,156.98594777609563,685.6592130808883,,0.02672010276690081,0.02672010276690081,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,294,294,91,2021-01-09,2021-10-30,2022-01-09,30.664671101782165,145.4098919987735,,0.005724438303050732,0.005724438303050732,OGI,2021-10-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,35,35,91,2020-06-26,2020-07-31,2021-06-26,1619.0928845271158,171.72197260136073,,0.05678636660097908,0.05678636660097908,OGI,2020-07-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,57,57,92,2017-12-04,2018-01-30,2018-12-04,1838.1382662581595,340.1749388854386,,0.06907385861059101,0.06907385861059101,OGI,2018-01-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,131,131,91,2018-06-21,2018-10-30,2019-06-21,643.9967467332801,360.52809325666544,,0.03185327371860558,0.03185327371860558,OGI,2018-10-14,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,98,98,91,2019-07-24,2019-10-30,2020-07-23,1026.152959135499,376.6404119673367,,0.0444822859938748,0.0444822859938748,OGI,2019-10-14,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,repaired,109,109,91,2021-04-13,2021-07-31,2022-04-13,515.1624354460203,367.011146821021,,0.03897077247080158,0.03897077247080158,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,180,180,91,2017-02-01,2017-07-31,2018-02-01,359.02797451456826,349.32451574390427,,0.022461710117277794,0.15461774969812941,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,82,82,91,2017-05-10,2017-07-31,2018-05-10,7011.963276418221,2031.7349422837249,,0.286773789278981,0.15461774969812941,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,102,102,91,2017-07-20,2017-10-30,2018-07-20,15645.391761456933,6067.794523454781,,0.6885206203992805,0.6885206203992805,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,32,32,91,2017-03-30,2017-05-01,2018-03-30,1019.3085885503626,97.95157607691173,,0.035428087412077446,0.035428087412077446,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,97,97,92,2018-10-25,2019-01-30,2019-10-25,5160.780489160751,1867.8944307783315,,0.2228778196327715,0.2228778196327715,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,25,25,91,2019-07-06,2019-07-31,2020-07-05,7767.916406734359,571.1703240245852,,0.2644307055669376,0.2644307055669376,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,158,158,92,2019-11-25,2020-05-01,2020-11-24,612.6120154998964,467.59757704823016,,0.03425322147856819,0.03425322147856819,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,120,120,91,2016-06-04,2017-05-01,2017-06-04,49.1103561351639,173.33066871234314,,0.016717849991545443,0.0600225534192454,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,120,120,91,2016-08-19,2017-05-01,2017-08-19,87.68294359554544,95.65412028604956,,0.009225898947342742,0.0600225534192454,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,34,34,91,2017-03-28,2017-05-01,2018-03-28,4407.697265460944,452.75440189024806,,0.15412391131884803,0.0600225534192454,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,228,228,91,2017-09-15,2018-05-01,2018-09-15,10.240301624967323,17.042253799215693,,0.0008651241572863715,0.0008651241572863715,OGI,2018-04-15,True,OGI,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,91,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,0.006588043915213847,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,153,153,91,2019-02-28,2019-07-31,2020-02-28,228.87313452440725,165.17730935016183,,0.012495257606372686,0.006588043915213847,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,97,97,91,2017-07-25,2017-10-30,2018-07-25,2559.783900262019,926.4889489754322,,0.11054898684796585,0.11054898684796585,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,29,29,13,2016-06-18,2017-01-30,2017-06-18,8309.270774821654,1733.5888666894102,,0.6918857226570123,0.6918857226570123,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,104,104,92,2020-01-18,2020-05-01,2021-01-17,2937.6264600970685,1170.5484745214371,,0.13026937260966848,0.13026937260966848,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,repaired,65,65,91,2021-05-27,2021-07-31,2022-05-27,80.23211575127539,34.08553937145686,,0.0060693624236924605,0.0060693624236924605,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,81,81,91,2017-08-10,2017-10-30,2018-08-10,27.90858490061086,7.959842876582675,,0.0011373803835994906,0.0011373803835994906,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,27,27,91,2018-07-04,2018-07-31,2019-07-04,2848.539049161976,227.5460187200395,,0.09754201762690308,0.09754201762690308,OGI,2018-07-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,29,29,13,2016-11-21,2017-01-30,2017-11-21,6076.537649878957,597.3545486321686,,0.2384077860122001,0.2384077860122001,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,328,328,92,2020-03-08,2021-01-30,2021-03-08,88.37298641722937,783.4145822932766,,0.027644202457842017,0.01587822303818186,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,repaired,24,24,92,2021-01-06,2021-01-30,2022-01-06,119.02477929449226,8.52714836736661,,0.004112243618521706,0.01587822303818186,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,repaired,34,34,91,2021-03-28,2021-05-01,2022-03-28,4416.670063492253,615.4376317981007,,0.20950355112952773,0.20950355112952773,OGI,2021-04-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,67,67,91,2017-05-25,2017-07-31,2018-05-25,727.0324791295589,163.46032248886053,,0.02823734150235982,0.02823734150235982,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,43,43,91,2017-09-17,2017-10-30,2018-09-17,12352.668209415375,1649.5799161641648,,0.44400837536718474,0.44400837536718474,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,72,72,92,2018-11-19,2019-01-30,2019-11-19,1875.0430415489693,460.76143000520744,,0.0740678739077301,0.0740678739077301,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,103,103,91,2019-04-19,2019-07-31,2020-04-18,4065.515826232238,1598.275305732521,,0.17959763863409306,0.17959763863409306,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,75,75,91,2020-08-16,2020-10-30,2021-08-16,869.8841346468424,224.97003482245927,,0.0347175979664289,0.0347175979664289,OGI,2020-10-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,51,51,91,2017-06-10,2017-07-31,2018-06-10,112480.6468957761,18269.149655046436,,4.146048850546123,4.146048850546123,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,66,66,91,2019-05-26,2019-07-31,2020-05-25,6653.56081398342,1468.678975661892,,0.25755453417190866,0.25755453417190866,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,30,30,14,2016-08-30,2017-01-31,2017-08-30,4739.443241681688,673.8544893386286,,0.2599747258250882,0.2599747258250882,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,89,89,91,2018-08-03,2018-10-31,2019-08-03,624.4087334678441,201.34919303854394,,0.026184612078462326,0.026184612078462326,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,18,18,91,2019-07-14,2019-08-01,2020-07-13,3714.2923259236986,192.6722243995002,,0.12388903317869097,0.12388903317869097,OGI,2019-07-16,True,OGI,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,51,51,91,2019-09-10,2019-10-31,2020-09-09,2629.1545067763223,427.0282797630332,,0.09691092042552496,0.09691092042552496,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,167,167,92,2017-08-17,2018-01-31,2018-08-17,1250.2876378339115,1054.5355329205213,,0.07308546330398379,0.07308546330398379,OGI,2018-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,60,60,91,2018-06-02,2018-08-01,2019-06-02,107125.25994595312,21073.82162871209,,4.0651662092423,4.0651662092423,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,repaired,19,19,92,2021-01-12,2021-01-31,2022-01-12,109787.76333721068,6245.411686847314,,3.8044661835083535,3.8044661835083535,OGI,2021-01-15,True,OGI,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,repaired,194,194,91,2021-01-19,2021-08-01,2022-01-19,263.5447522964609,336.3663285889041,,0.020067674242846986,0.020067674242846986,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,16,16,91,2019-04-16,2019-05-02,2020-04-15,300.0440366709588,13.755600535058283,,0.009950521220383595,0.009950521220383595,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,319,319,91,2017-09-16,2018-08-01,2018-09-16,19.692847585047122,136.56561694847898,,0.004954923406060568,0.04399538860787604,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,102,102,91,2018-04-21,2018-08-01,2019-04-21,1886.8403132883818,731.7783724540493,,0.0830358538096915,0.04399538860787604,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,92,92,92,2019-10-31,2020-01-31,2020-10-30,3337.8272615939095,1124.835560683662,,0.14151010978810158,0.14151010978810158,OGI,2020-01-15,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,30,30,14,2016-12-08,2017-01-31,2017-12-08,561.1552690016679,54.13073334421233,,0.02088377058032883,0.02088377058032883,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,repaired,277,277,91,2021-01-27,2021-10-31,2022-01-27,26.173861324152714,118.85507519328362,,0.004966200160168623,0.004966200160168623,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,322,322,91,2017-12-13,2018-10-31,2018-12-13,13.925631530385969,104.28031052986704,,0.0037482858339755514,0.0037482858339755514,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,66,66,91,2021-08-26,2021-10-31,2022-08-26,185.3122877746919,200.50181955950268,,0.035160953205580575,0.035160953205580575,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,61,61,92,2017-12-01,2018-01-31,2018-12-01,675.7703695536577,135.59865968017473,,0.025728343139073833,0.025728343139073833,OGI,2018-01-15,True,OGI,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,30,30,14,2016-04-11,2017-01-31,2017-04-11,2799.8867680987196,1199.9514720423085,,0.4629442407570634,0.4629442407570634,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,367,367,91,2017-07-30,2018-08-01,2018-07-30,0.0,208.1484675611439,,0.006564375427677613,0.32116158653264343,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,29,29,91,2018-07-03,2018-08-01,2019-07-03,18456.332198938853,1592.9572433607939,,0.6357587976376092,0.32116158653264343,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,22,22,92,2019-01-09,2019-01-31,2020-01-09,7803.039550159471,500.48650175949956,,0.26330308383812057,0.26330308383812057,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,215,215,91,2019-03-30,2019-10-31,2020-03-29,229.87118834981754,329.48203663473845,,0.01773697440970814,0.01929528326515543,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,199,199,91,2019-04-15,2019-10-31,2020-04-14,299.0905596305325,358.54832148479494,,0.02085359212060272,0.01929528326515543,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,250,250,91,2020-02-24,2020-10-31,2021-02-23,142.67856025465431,310.170783162292,,0.014359758479735741,0.014359758479735741,OGI,2020-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,26,26,91,2020-07-06,2020-08-01,2021-07-06,3895.8942092405214,298.8001458414559,,0.13301288543512102,0.13301288543512102,OGI,2020-07-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,repaired,39,39,91,2021-06-23,2021-08-01,2022-06-23,162.54701909515572,41.70614305730969,,0.012377179207416216,0.012377179207416216,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,30,30,14,2016-10-26,2017-01-31,2017-10-26,4548.783495965047,509.1921823841471,,0.1964476012284518,0.1964476012284518,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,58,58,91,2017-06-04,2017-08-01,2018-06-04,509.5092539587482,96.25907729513811,,0.019208787774412935,0.019208787774412935,OGI,2017-07-16,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,326,326,91,2018-12-09,2019-10-31,2019-12-09,26.969987144119557,225.44143099956347,,0.008003913563663211,0.00959247678958475,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,52,52,91,2019-09-09,2019-10-31,2020-09-08,302.37110134733973,50.23417658166666,,0.01118104001550629,0.00959247678958475,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,repaired,22,22,91,2021-07-10,2021-08-01,2022-07-10,2757.7468870356383,399.1475757551582,,0.20998925492169515,0.20998925492169515,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,64,64,92,2018-11-28,2019-01-31,2019-11-28,91553.16648232414,19466.4540028862,,3.5204090717025096,3.5204090717025096,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,81,81,91,2019-02-10,2019-05-02,2020-02-10,12777.261729540141,3644.219014411097,,0.5207217384560895,0.5207217384560895,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,21,21,92,2020-01-10,2020-01-31,2021-01-09,1858.3917884313744,113.44833592168276,,0.06252664016847594,0.06252664016847594,OGI,2020-01-15,True,OGI,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,repaired,61,61,91,2021-06-01,2021-08-01,2022-06-01,3755.4882588372852,1507.1367354544368,,0.28596249534275137,0.28596249534275137,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,339,339,91,2020-08-27,2021-08-01,2021-08-27,19.62944323527672,255.93774064456957,,0.008738178078381731,0.008738178078381731,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,121,121,91,2016-10-18,2017-05-02,2017-10-18,154.77385775631208,110.81441886694535,,0.010599787540838818,0.008488279156603332,OGI,2017-04-16,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,76,76,91,2017-02-15,2017-05-02,2018-02-15,159.22541547771618,41.87242759967622,,0.006376770772367845,0.008488279156603332,OGI,2017-04-16,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,repaired,148,148,91,2021-06-05,2021-10-31,2022-06-05,120.05323586939852,291.27670342083576,,0.02277877122597877,0.02277877122597877,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,31,31,15,2016-01-31,2017-02-01,2017-01-30,0.0,61.58841269559777,,0.022994479053015892,0.022994479053015892,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,125,125,91,2018-06-29,2018-11-01,2019-06-29,1.6686143278606085,0.8690699624274002,,8.046944096550001e-05,0.02091733955473435,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,30,30,91,2018-10-02,2018-11-01,2019-10-02,1208.5338446451567,108.22691146076029,,0.0417542096685032,0.02091733955473435,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,66,66,91,2019-05-28,2019-08-02,2020-05-27,5808.794685048838,1282.208860244894,,0.22485424737740142,0.22485424737740142,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,59,59,91,2021-03-05,2021-05-03,2022-03-05,28129.863558376208,6858.107231174366,,1.3453600186704262,1.3453600186704262,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,62,62,91,2021-08-31,2021-11-01,2022-08-31,407.25242001139367,420.8275006784402,,0.07855949460096329,0.07855949460096329,OGI,2021-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,72,72,91,2020-05-22,2020-08-02,2021-05-22,105144.28964218244,25837.504621969747,,4.153405449776515,4.153405449776515,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,88,88,91,2019-08-05,2019-11-01,2020-08-04,109731.6806862617,34860.60613859577,,4.5849913376730544,4.5849913376730544,OGI,2019-10-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,151,151,91,2020-06-03,2020-11-01,2021-06-03,418.97052522514997,295.628735088774,,0.022659793896306568,0.022659793896306568,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,190,190,91,2018-10-25,2019-05-03,2019-10-25,359.9839626304959,390.83973085596705,,0.02380846313693756,0.01874625320921665,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,28,28,91,2019-04-05,2019-05-03,2020-04-04,398.4355514186552,33.1044375065945,,0.01368404328149574,0.01874625320921665,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,73,73,91,2019-02-19,2019-05-03,2020-02-19,8372.58038908262,2093.145097270655,,0.33186597813144575,0.33186597813144575,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,52,52,92,2020-12-11,2021-02-01,2021-12-11,1446.0961776775555,240.24601034898686,,0.05347355999576808,0.05347355999576808,OGI,2021-01-16,True,OGI,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-12-02,2017-02-01,2017-12-02,9923.170994973572,1011.9023054084893,,0.37780103995239295,0.37780103995239295,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,301,301,91,2018-01-04,2018-11-01,2019-01-04,50.20309987966901,236.1114541215683,,0.009078974949303568,0.009078974949303568,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,24,24,91,2019-04-09,2019-05-03,2020-04-08,3103.6695253370513,218.4400838946898,,0.10534340465600395,0.10534340465600395,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,197,197,91,2020-04-18,2020-11-01,2021-04-18,442.88770856087797,519.3385630148391,,0.030511994912979356,0.030511994912979356,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,139,139,91,2020-12-15,2021-05-03,2021-12-15,3499.1441915300875,2152.12850718001,,0.17920068171962508,0.17920068171962508,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-01-20,2017-02-01,2017-01-19,0.0,74.16504454427469,,0.02769005546007866,0.05813653581955135,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-05-19,2017-02-01,2017-05-19,818.9322679718416,237.260750533898,,0.08858301617902405,0.05813653581955135,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,132,132,92,2019-12-23,2020-05-03,2020-12-22,135.31209965211016,76.65749851535855,,0.0067215118647726,0.0067215118647726,OGI,2020-04-17,True,OGI,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,129,129,91,2020-12-25,2021-05-03,2021-12-25,476.2772662216575,260.3379972143806,,0.023357916775622718,0.023357916775622718,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,repaired,53,53,91,2021-06-10,2021-08-02,2022-06-10,516.6620754170315,181.34496686822956,,0.03960188829232826,0.03960188829232826,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,173,173,92,2017-08-12,2018-02-01,2018-08-12,777.7715327398032,700.8045581457601,,0.046885340274149014,0.046885340274149014,OGI,2018-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,41,41,91,2018-06-22,2018-08-02,2019-06-22,111.30826137226636,14.08530467982383,,0.0039762038956142245,0.0039762038956142245,OGI,2018-07-17,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,repaired,66,66,91,2021-08-27,2021-11-01,2022-08-27,65.36409908798795,71.90050899678675,,0.012608815410491503,0.012608815410491503,OGI,2021-10-16,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,47,47,91,2019-09-15,2019-11-01,2020-09-14,8289.58934513735,1225.1908780548915,,0.3017117016486632,0.3017117016486632,OGI,2019-10-16,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,36,36,92,2017-12-27,2018-02-01,2018-12-27,10548.339813707995,1154.2256331109052,,0.37108591599501833,0.37108591599501833,OGI,2018-01-16,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,103,103,91,2020-04-21,2020-08-02,2021-04-21,9742.0065408696,3829.8728004182008,,0.430361470740988,0.430361470740988,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,232,232,91,2020-09-13,2021-05-03,2021-09-13,89.38631107250033,155.9219862317299,,0.007778675079408619,0.0186161945992016,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,202,202,91,2020-10-13,2021-05-03,2021-10-13,414.8025466806246,514.0497817759888,,0.029453714118994584,0.0186161945992016,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-04-05,2017-02-01,2017-04-05,303.2127474065431,149.19992332702913,,0.05570486982042605,0.10079641650620591,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-04-16,2017-02-01,2017-04-16,932.7492814642803,390.7463206134147,,0.14588796319198577,0.10079641650620591,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,98,98,91,2019-01-25,2019-05-03,2020-01-25,42.74987120274229,15.690963962055221,,0.0018531467264332035,0.0018531467264332035,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,375,375,92,2019-04-24,2020-05-03,2020-04-23,0.0,604.8833176619197,,0.018669238199441964,0.018669238199441964,OGI,2020-04-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,59,59,91,2017-03-05,2017-05-03,2018-03-05,3368.185115499504,649.4213131191854,,0.12739746412413397,0.12739746412413397,OGI,2017-04-17,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,101,101,91,2019-01-22,2019-05-03,2020-01-22,2665.3581286271597,1019.7014052702391,,0.11685247126767499,0.11685247126767499,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,104,104,91,2019-07-20,2019-11-01,2020-07-19,5862.005111083811,2335.818128554469,,0.25995126964860094,0.25995126964860094,OGI,2019-10-16,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,repaired,69,69,91,2021-05-25,2021-08-02,2022-05-25,1033.1199689925222,472.0879328508876,,0.07918812614916929,0.07918812614916929,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,201,201,91,2018-04-15,2018-11-02,2019-04-15,292.3092054531242,358.2570140004754,,0.020629319490537784,0.020629319490537784,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,25.207588037670458,,0.015355499535617968,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,2.4144323680276765,,0.00013243990082651374,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_1,repaired,25,25,92,2019-01-08,2019-02-02,2020-01-08,3798.50675454049,279.30196724562427,,0.12930646631741863,0.12930646631741863,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_1,repaired,90,90,91,2019-08-04,2019-11-02,2020-08-03,49486.694083050534,16195.645336271084,,2.0827733199937093,1.1694188082972543,OGI,2019-10-17,True,OGI,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_1,repaired,70,70,91,2019-08-24,2019-11-02,2020-08-23,6526.566791761177,1548.6768658416354,,0.2560642966007995,1.1694188082972543,OGI,2019-10-17,True,OGI,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,repaired,101,101,91,2021-07-24,2021-11-02,2022-07-24,3789.6341372553647,6487.339794284607,,0.7434153596310743,0.7434153596310743,OGI,2021-10-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,57,57,91,2017-03-08,2017-05-04,2018-03-08,2083.779754136773,385.6345648889482,,0.07830461437803529,0.07830461437803529,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,187,187,92,2018-07-30,2019-02-02,2019-07-30,623.8641146386199,655.407805828213,,0.0405654464886743,0.0405654464886743,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,repaired,77,77,92,2019-11-17,2020-02-02,2020-11-16,14576.639112384171,3897.2264293527123,,0.585802433464513,0.585802433464513,OGI,2020-01-17,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_2,repaired,102,102,92,2020-01-23,2020-05-04,2021-01-22,772.0036389644127,299.4082554158559,,0.03397424829972947,0.03397424829972947,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,31,31,16,2017-01-02,2017-02-02,2018-01-02,110852.39841510759,10288.695661282442,,3.841358893847984,3.841358893847984,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,101,101,91,2017-07-24,2017-11-02,2018-07-24,809.4253292738412,309.6665085479468,,0.03548616938805771,0.03548616938805771,OGI,2017-10-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_4,repaired,123,123,91,2016-09-06,2017-05-04,2017-09-06,6.83203291279466,6.722720386189946,,0.0006325956400735797,0.0006325956400735797,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_4,repaired,291,291,92,2019-07-18,2020-05-04,2020-07-17,0.8493131949750836,3.339866753212829,,0.00013283802473959642,0.09238134179945584,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_4,repaired,30,30,92,2020-04-04,2020-05-04,2021-04-04,5343.926250298837,478.5605597282541,,0.18462984557417209,0.09238134179945584,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_4,repaired,94,94,92,2020-10-31,2021-02-02,2021-10-31,3514.9165367354094,1219.1961418934632,,0.1501177282670241,0.1501177282670241,OGI,2021-01-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,32,32,16,2016-12-13,2017-02-02,2017-12-13,1475.5147320962833,150.37092811172312,,0.054387633142260965,0.054387633142260965,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,31,31,91,2018-04-03,2018-05-04,2019-04-03,1026.5022119848948,95.27415739979564,,0.0355712953254912,0.0355712953254912,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,repaired,164,164,91,2018-05-22,2018-11-02,2019-05-22,16.453018499886078,13.424353402892123,,0.0009474052480586693,0.0009474052480586693,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,69,69,91,2017-08-25,2017-11-02,2018-08-25,1558.6797663002405,363.3408914686371,,0.06094687524634949,0.06094687524634949,OGI,2017-10-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,75,75,91,2018-02-18,2018-05-04,2019-02-18,190.2297783735872,49.19735647592772,,0.007592184641346871,0.007592184641346871,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_1,repaired,75,75,91,2018-08-19,2018-11-02,2019-08-19,51843.12509121251,13407.704764968754,,2.0690902415075234,2.0690902415075234,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_1,repaired,44,44,91,2019-09-19,2019-11-02,2020-09-18,330.97674519467193,45.36752893634132,,0.011933798646975304,0.011933798646975304,OGI,2019-10-17,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,active,12,12,0,2021-12-20,,2022-12-20,0.0,329.5581714640808,,0.3178608906868063,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,36,36,91,2018-06-28,2018-08-03,2019-06-28,245.59406758274565,26.873514993856666,,0.00863989036582326,0.00863989036582326,OGI,2018-07-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,42,42,92,2018-12-22,2019-02-02,2019-12-22,7663.308239616473,996.4673252752069,,0.2745996817888026,0.2745996817888026,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,32,32,16,2016-07-15,2017-02-02,2017-07-15,1405.5290713308327,275.932087623231,,0.09980182567391166,0.09980182567391166,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,300,300,91,2017-07-08,2018-05-04,2018-07-08,91.63010551518425,422.9081793008504,,0.016315901979199476,0.05946633725106003,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,54,54,91,2018-03-11,2018-05-04,2019-03-11,2757.3537243998853,478.7688138829383,,0.10261677252292058,0.05946633725106003,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,91,91,91,2019-02-02,2019-05-04,2020-02-02,2972.801855431338,987.3174045410649,,0.12557455796462463,0.12557455796462463,OGI,2019-04-18,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_4,repaired,18,18,91,2017-07-16,2017-08-03,2018-07-16,26980.274410679907,1399.5531394589,,0.8999184281500128,0.8999184281500128,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_4,repaired,96,96,91,2019-07-29,2019-11-02,2020-07-28,1083.5967784777408,386.7111179697514,,0.04662315754843646,0.04662315754843646,OGI,2019-10-17,True,OGI,N/A,N/A,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_emissions.csv new file mode 100644 index 000000000..be3bd3dc2 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_emissions.csv @@ -0,0 +1,5501 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +46.0,0,Placeholder_Rep_0,0.0,2017-01-01,2017-01-01,False,True,2017-01-01,2017-01-01,0.0,311.0,True +46.0,0,Placeholder_Rep_0,4.731282021217023,2017-01-13,,False,False,2017-01-01,2017-04-14,42104.62496321453,311.0,True +46.0,0,Placeholder_Rep_0,0.0,2017-04-14,,True,False,2017-04-14,2017-07-14,0.0,311.0,True +46.0,0,Placeholder_Rep_0,0.0,2017-07-14,,True,False,2017-07-14,2017-10-13,0.0,311.0,True +46.0,0,Placeholder_Rep_0,0.0,2017-10-13,,True,False,2017-10-13,2018-01-13,0.0,311.0,True +46.0,0,Placeholder_Rep_0,0.0,2018-01-13,,True,False,2018-01-13,2018-04-14,0.0,311.0,True 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+2453.0,0,Placeholder_Rep_3,0.0,2018-01-02,,True,False,2018-01-02,2018-04-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2018-04-03,,True,False,2018-04-03,2018-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2018-07-03,,True,False,2018-07-03,2018-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2018-10-02,,True,True,2018-10-02,2018-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0006240214900569564,2019-01-02,,False,False,2018-10-02,2019-04-03,9.86652858358855,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2019-04-03,,True,False,2019-04-03,2019-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2019-07-03,,True,False,2019-07-03,2019-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2019-10-02,,True,True,2019-10-02,2019-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.9832581855210742,2020-01-02,,False,False,2019-10-02,2020-04-03,15631.445330139832,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2020-04-03,,True,False,2020-04-03,2020-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2020-07-03,,True,False,2020-07-03,2020-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2020-10-02,,True,False,2020-10-02,2021-01-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2021-01-02,,True,False,2021-01-02,2021-04-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2021-04-03,,True,True,2021-04-03,2021-04-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.21643855302618414,2021-07-03,,False,False,2021-04-03,2021-10-02,3403.4529586261406,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2021-10-02,,True,False,2021-10-02,2021-12-31,0.0,311.0,True +2453.0,0,Placeholder_Rep_3,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2017-01-01,-0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2017-01-01,2017-01-01,False,False,2021-12-31,2017-01-02,-0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2017-01-02,,True,True,2017-01-02,2017-01-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.10541908800920552,2017-04-03,,False,False,2017-01-02,2017-07-03,1657.6940751271552,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2017-07-03,,True,True,2017-07-03,2017-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.041930034505744576,2017-10-02,,False,False,2017-07-03,2018-01-02,662.9641615772288,311.0,True +2453.0,0,Placeholder_Rep_4,0.022795404451674092,2018-01-02,,True,False,2018-01-02,2018-04-03,179.22658796084238,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2018-04-03,,True,False,2018-04-03,2018-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2018-07-03,,True,True,2018-07-03,2018-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.48463627340877147,2018-10-02,,False,False,2018-07-03,2019-01-02,7662.681046120769,311.0,True +2453.0,0,Placeholder_Rep_4,0.13636622132493892,2019-01-02,,True,False,2019-01-02,2019-04-03,1072.1657785451998,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2019-04-03,,True,True,2019-04-03,2019-04-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.016313730989597586,2019-07-03,,False,False,2019-04-03,2019-10-02,256.5301570652241,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2019-10-02,,True,True,2019-10-02,2019-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.6817627724911336,2020-01-02,,False,False,2019-10-02,2020-04-03,10838.391851955046,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2020-04-03,,True,False,2020-04-03,2020-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2020-07-03,,True,False,2020-07-03,2020-10-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2020-10-02,,True,False,2020-10-02,2021-01-02,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2021-01-02,,True,False,2021-01-02,2021-04-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2021-04-03,,True,False,2021-04-03,2021-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2021-07-03,,True,True,2021-07-03,2021-07-03,0.0,311.0,True +2453.0,0,Placeholder_Rep_4,0.0256915071117014,2021-10-02,,False,False,2021-07-03,2021-12-31,401.7740648156312,311.0,True +2453.0,0,Placeholder_Rep_4,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2021-12-31,0.0,311.0,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..f8815a68b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,585 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.033970368488460155,2020-04-18,2020-07-02,220.12798780522184 +299.0,0.01988772675871091,2020-07-18,2020-10-01,128.87246939644672 +299.0,0.012086760529391016,2021-01-17,2021-04-02,78.3222082304538 +299.0,0.04213172489879196,2018-07-18,2018-10-01,273.0135773441719 +299.0,0.2208125765587238,2019-04-18,2019-07-02,1430.8654961005302 +299.0,0.0028058038893589636,2019-10-17,2020-01-01,18.4240306590867 +299.0,0.018004189180139837,2020-07-18,2020-10-01,116.66714588730616 +299.0,0.49909389357422296,2017-01-17,2017-04-02,3234.128430360965 +299.0,0.19678074169860757,2020-01-17,2020-01-17,0.0 +299.0,0.3513775208204673,2017-07-18,2017-10-01,2276.9263349166285 +299.0,0.07601601473419513,2018-10-17,2019-01-01,499.15155915061894 +299.0,0.010702538976183928,2019-07-18,2019-10-01,69.35245256567185 +1157.0,1.0206657355912379,2017-04-18,2017-07-02,6613.913966631222 +1157.0,1.1286706090631045,2019-04-18,2019-07-02,7313.785546728917 +1157.0,0.6552478135279561,2021-04-18,2021-07-02,4246.005831661156 +1157.0,0.49238445395711494,2019-01-17,2019-01-17,0.0 +1157.0,0.4943042914859139,2021-10-17,2021-12-31,3203.091808828722 +1157.0,0.017426055769835132,2017-01-17,2017-01-17,0.0 +1157.0,2.3057137741228626,2017-04-18,2017-07-02,14941.02525631615 +1157.0,0.027701227744858784,2020-04-18,2020-07-02,179.5039557866849 +1157.0,0.006741599868636516,2021-04-18,2021-07-02,43.685567148764626 +1157.0,0.023813759793628878,2017-01-17,2017-01-17,0.0 +1157.0,0.02781919195436559,2018-01-17,2018-04-02,180.26836386428903 +1157.0,0.2405888886893481,2017-01-17,2017-01-17,0.0 +1157.0,0.04509683525630176,2020-07-18,2020-10-01,292.22749246083544 +1157.0,11.679143500453208,2021-01-17,2021-01-17,0.0 +131.0,0.070508518766722,2017-10-17,2018-01-01,462.9871376298033 +131.0,0.07077103278422467,2018-10-17,2019-01-01,464.71090967433287 +131.0,1.133550961280099,2018-04-18,2018-07-02,7345.410229095041 +131.0,0.0452356315733029,2020-10-17,2021-01-01,297.03525116293616 +131.0,0.019462321681441457,2021-10-17,2021-12-31,126.11584449574065 +442.0,0.013509796697821375,2020-04-19,2020-07-03,87.5434826018825 +442.0,0.013509796697821375,2020-04-19,2020-07-03,87.5434826018825 +442.0,0.059474550073110956,2018-07-19,2018-10-02,385.395084473759 +442.0,0.04281654204798544,2020-10-18,2021-01-02,281.1505417038916 +442.0,0.023994564949898163,2020-01-18,2020-01-18,0.0 +442.0,0.03187505469404374,2021-04-19,2021-07-03,206.55035441740347 +442.0,0.10707029859900781,2018-04-19,2018-07-03,693.8155349215707 +442.0,0.08312566396865016,2019-10-18,2020-01-02,545.8363598837444 +442.0,0.004515773255627496,2018-01-18,2018-04-03,29.262210696466173 +442.0,0.2407593549938991,2019-01-18,2019-04-03,1560.1206203604663 +442.0,0.19015805966893853,2020-10-18,2021-01-02,1248.653883010118 +2453.0,0.04449024841136143,2021-07-19,2021-10-02,288.2968097056221 +2453.0,0.1066680825151274,2017-01-18,2017-04-03,691.2091746980255 +2453.0,0.1066680825151274,2017-01-18,2017-04-03,691.2091746980255 +2453.0,0.053378969115122014,2017-01-18,2017-04-03,345.89571986599066 +2453.0,0.5611521732951334,2018-04-19,2018-07-03,3636.266082952465 +2453.0,0.5340879683515993,2019-01-18,2019-04-03,3460.890034918364 +2453.0,0.15441468767636557,2020-07-19,2020-10-02,1000.607176142849 +2453.0,3.904031848662141,2017-01-18,2017-04-03,25298.12637933067 +2453.0,3.904031848662141,2017-01-18,2017-04-03,25298.12637933067 +2453.0,0.0006240214900569564,2019-01-18,2019-04-03,4.043659255569078 +2453.0,0.9832581855210742,2020-01-18,2020-04-03,6456.466549405583 +2453.0,0.21643855302618414,2021-07-19,2021-10-02,1402.5218236096734 +2453.0,0.10541908800920552,2017-04-19,2017-07-03,683.1156902996519 +2453.0,0.041930034505744576,2017-10-18,2018-01-02,275.3293785785212 +2453.0,0.022795404451674092,2018-01-18,2018-04-03,147.71422084684812 +2453.0,0.48463627340877147,2018-10-18,2019-01-02,3182.315625711357 +2453.0,0.06818311066246946,2019-01-18,2019-04-03,441.82655709280215 +2453.0,0.06818311066246946,2019-01-18,2019-04-03,441.82655709280215 +2453.0,0.016313730989597586,2019-07-19,2019-10-02,105.71297681259236 +2453.0,0.3408813862455668,2020-01-18,2020-04-03,2238.36353464289 +2453.0,0.3408813862455668,2020-01-18,2020-04-03,2238.36353464289 +2453.0,0.0256915071117014,2021-10-18,2021-12-31,164.2612198693741 +1020.0,0.1300653530703307,2019-07-19,2019-10-02,842.823487895743 +1020.0,0.909876758441047,2021-07-19,2021-10-02,5896.001394697984 +1020.0,0.909876758441047,2021-07-19,2021-10-02,5896.001394697984 +1020.0,0.07358790657352553,2021-10-18,2021-12-31,470.49163946849285 +1020.0,0.26526001776444097,2018-01-18,2018-04-03,1718.8849151135776 +1020.0,0.02537804560381507,2019-01-18,2019-04-03,164.44973551272167 +1020.0,0.04801053854412123,2019-07-19,2019-10-02,311.1082897659056 +1020.0,0.6651939916265347,2021-04-19,2021-04-19,0.0 +1020.0,0.6788871181399575,2019-01-18,2019-04-03,4399.188525546925 +1020.0,0.22715107278199237,2019-07-19,2019-10-02,1471.9389516273106 +1020.0,0.04613540628670941,2019-01-18,2019-04-03,298.957432737877 +1020.0,0.04613540628670941,2019-01-18,2019-04-03,298.957432737877 +1020.0,0.009520441672047212,2020-04-19,2020-07-03,61.69246203486594 +1020.0,0.009520441672047212,2020-04-19,2020-07-03,61.69246203486594 +1020.0,0.8287152479534792,2017-01-18,2017-04-03,5370.074806738546 +1020.0,0.8287152479534792,2017-01-18,2017-04-03,5370.074806738546 +1020.0,0.032892282163514884,2019-01-18,2019-04-03,213.14198841957648 +1008.0,0.2778536413830669,2021-10-19,2021-12-31,1752.4784869312796 +1008.0,0.2778536413830669,2021-10-19,2021-12-31,1752.4784869312796 +1008.0,0.30765763850892164,2017-01-19,2017-04-04,1993.6214975378125 +1008.0,0.00845091666220104,2019-10-19,2020-01-03,55.49209917067691 +1008.0,0.19528853124909135,2021-01-19,2021-04-04,1265.469682494112 +1008.0,0.3207455331250443,2017-07-20,2017-10-03,2078.431054650287 +1008.0,0.08044589652380468,2018-07-20,2018-10-03,521.2894094742544 +1008.0,0.20969291729936912,2021-10-19,2021-12-31,1322.5751679905811 +1196.0,0.6722822219498545,2017-07-20,2017-10-03,4356.388798235058 +1196.0,0.007301758232210292,2019-07-20,2019-10-03,47.31539334472269 +1196.0,0.0031479880344203437,2021-01-19,2021-04-04,20.39896246304383 +1196.0,0.09196146134494336,2018-07-20,2018-10-03,595.910269515233 +1196.0,0.09196146134494336,2018-07-20,2018-10-03,595.910269515233 +1196.0,0.024671043695872728,2020-10-19,2020-10-19,0.0 +1196.0,0.09661459236475872,2021-10-19,2021-12-31,609.3675569630062 +1196.0,0.10547381082511675,2021-04-20,2021-07-04,683.4702941467566 +1196.0,0.10547381082511675,2021-04-20,2021-07-04,683.4702941467566 +1196.0,0.1705005083766417,2017-01-19,2017-04-04,1104.8432942806382 +1196.0,0.0199596615139657,2019-01-19,2019-04-04,129.33860661049775 +1196.0,0.08041714058176756,2020-04-20,2020-07-04,521.1030709698538 +1196.0,1.1571064491548886,2020-10-19,2020-10-19,0.0 +539.0,0.056808169156276345,2021-07-20,2021-10-03,368.11693613267073 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+2167.0,0.01874625320921665,2019-05-03,2019-07-17,121.4757207957239 +2167.0,0.01874625320921665,2019-05-03,2019-07-17,121.4757207957239 +2167.0,0.33186597813144575,2019-05-03,2019-07-17,2150.4915382917684 +2167.0,0.05347355999576808,2021-02-01,2021-04-17,346.5086687725772 +2167.0,0.37780103995239295,2017-02-01,2017-04-17,2448.1507388915065 +2167.0,0.009078974949303568,2018-11-01,2019-01-16,59.616181107106954 +2167.0,0.10534340465600395,2019-05-03,2019-07-17,682.6252621709057 +2167.0,0.030511994912979356,2020-11-01,2021-01-16,200.35396339658766 +2167.0,0.17920068171962508,2021-05-03,2021-07-17,1161.2204175431705 +2167.0,0.05813653581955135,2017-02-01,2017-04-17,376.7247521106928 +2167.0,0.05813653581955135,2017-02-01,2017-04-17,376.7247521106928 +2167.0,0.0067215118647726,2020-05-03,2020-07-17,43.55539688372646 +2167.0,0.023357916775622718,2021-05-03,2021-07-17,151.3593007060352 +2167.0,0.03960188829232826,2021-08-02,2021-10-16,256.62023613428715 +2167.0,0.046885340274149014,2018-02-01,2018-04-17,303.81700497648563 +2167.0,0.0039762038956142245,2018-08-02,2018-10-16,25.765801243580178 +2167.0,0.012608815410491503,2021-11-01,2021-12-31,65.36409908798795 +630.0,0.3017117016486632,2019-11-01,2020-01-16,1981.159717705782 +630.0,0.37108591599501833,2018-02-01,2018-04-17,2404.636735647719 +630.0,0.430361470740988,2020-08-02,2020-10-16,2788.7423304016024 +630.0,0.0186161945992016,2021-05-03,2021-07-17,120.63294100282639 +630.0,0.0186161945992016,2021-05-03,2021-07-17,120.63294100282639 +630.0,0.10079641650620591,2017-02-01,2017-04-17,653.1607789602143 +630.0,0.10079641650620591,2017-02-01,2017-04-17,653.1607789602143 +630.0,0.0018531467264332035,2019-05-03,2019-07-17,12.00839078728716 +630.0,0.018669238199441964,2020-05-03,2020-07-17,120.97666353238392 +630.0,0.12739746412413397,2017-05-03,2017-07-17,825.5355675243882 +630.0,0.11685247126767499,2019-05-03,2019-07-17,757.204013814534 +630.0,0.25995126964860094,2019-11-01,2020-01-16,1706.9440170205733 +630.0,0.07918812614916929,2021-08-02,2021-10-16,513.139057446617 +448.0,0.020629319490537784,2018-11-02,2019-01-17,135.4603635026673 +448.0,0.12930646631741863,2019-02-02,2019-04-18,837.9059017368728 +448.0,1.1694188082972543,2019-11-02,2020-01-17,7678.871662803091 +448.0,1.1694188082972543,2019-11-02,2020-01-17,7678.871662803091 +448.0,0.7434153596310743,2021-11-02,2021-12-31,3789.6341372553647 +448.0,0.07830461437803529,2017-05-04,2017-07-18,507.41390116966875 +448.0,0.0405654464886743,2019-02-02,2019-04-18,262.8640932466095 +448.0,0.585802433464513,2020-02-02,2020-04-18,3846.6130991013783 +448.0,0.03397424829972947,2020-05-04,2020-07-18,220.15312898224698 +448.0,3.841358893847984,2017-02-02,2017-04-18,24892.005632134937 +448.0,0.03548616938805771,2017-11-02,2018-01-17,233.01638266974214 +448.0,0.0006325956400735797,2017-05-04,2017-07-18,4.099219747676797 +448.0,0.09238134179945584,2020-05-04,2020-07-18,598.6310948604738 +448.0,0.09238134179945584,2020-05-04,2020-07-18,598.6310948604738 +448.0,0.1501177282670241,2021-02-02,2021-04-18,972.7628791703162 +2250.0,0.054387633142260965,2017-02-02,2017-04-18,352.43186276185105 +2250.0,0.0355712953254912,2018-05-04,2018-07-18,230.50199370918298 +2250.0,0.0009474052480586693,2018-11-02,2019-01-17,6.221041820852447 +2250.0,0.06094687524634949,2017-11-02,2018-01-17,400.20156161762924 +2250.0,0.007592184641346871,2018-05-04,2018-07-18,49.19735647592772 +2250.0,2.0690902415075234,2018-11-02,2019-01-17,13586.474161835004 +2250.0,0.011933798646975304,2019-11-02,2020-01-17,78.36209543549865 +2250.0,0.00863989036582326,2018-08-03,2018-08-03,0.0 +2250.0,0.2745996817888026,2019-02-02,2019-04-18,1779.4059379914409 +2250.0,0.09980182567391166,2017-02-02,2017-04-18,646.7158303669476 +2250.0,0.05946633725106003,2018-05-04,2018-07-18,385.341865386869 +2250.0,0.05946633725106003,2018-05-04,2018-07-18,385.341865386869 +2250.0,0.12557455796462463,2019-05-04,2019-07-18,813.7231356107677 +2250.0,0.8999184281500128,2017-08-03,2017-10-17,5831.471414412083 +2250.0,0.04662315754843646,2019-11-02,2020-01-17,306.1463017260532 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_timeseries.csv new file mode 100644 index 000000000..7852f275e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_component_based/keptP_OGI_component_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),OGI Deployment Cost ($),OGI Sites flagged for Follow-Up,OGI Leaks tagged for repair,OGI Sites Visited,OGI Travel Time (Minutes),OGI Survey Time (Minutes) +2017-01-01,4426.13282,4426.13282,0,1000.00000,99,99,0,0,4,0.00000,0.00000,1000.00000,,4,3,120,360 +2017-01-02,4758.02623,4758.02623,0,1000.00000,100,1,0,0,4,0.00000,0.00000,1000.00000,,4,3,120,360 +2017-01-03,4758.02623,4758.02623,0,1000.00000,100,0,0,0,2,0.00000,0.00000,1000.00000,,2,3,120,360 +2017-01-04,4514.36088,4514.36088,0,1000.00000,99,0,0,1,4,0.00000,200.00000,1000.00000,,4,3,120,360 +2017-01-05,4514.36088,4514.36088,0,1000.00000,99,0,0,0,6,0.00000,0.00000,1000.00000,,6,3,120,360 +2017-01-06,4514.36088,4514.36088,0,1000.00000,99,0,0,0,2,0.00000,0.00000,1000.00000,,2,3,120,360 +2017-01-07,4514.36088,4514.36088,0,1000.00000,99,0,0,0,1,0.00000,0.00000,1000.00000,,1,3,120,360 +2017-01-08,4514.36088,4514.36088,0,1000.00000,99,0,0,0,2,0.00000,0.00000,1000.00000,,2,3,120,360 +2017-01-09,4603.30786,4603.30786,0,1000.00000,101,2,0,0,2,0.00000,0.00000,1000.00000,,2,3,120,360 +2017-01-10,4737.78664,4737.78664,0,1000.00000,103,2,0,0,3,0.00000,0.00000,1000.00000,,3,3,120,360 +2017-01-11,4737.78664,4737.78664,0,1000.00000,103,0,0,0,5,0.00000,0.00000,1000.00000,,5,3,120,360 +2017-01-12,4737.78664,4737.78664,0,1000.00000,103,0,0,0,2,0.00000,0.00000,1000.00000,,2,3,120,360 +2017-01-13,4737.78664,4737.78664,0,1000.00000,103,0,0,0,3,0.00000,0.00000,1000.00000,,3,3,120,360 +2017-01-14,4737.78664,4737.78664,0,1000.00000,103,0,0,0,2,0.00000,0.00000,1000.00000,,2,3,120,360 +2017-01-15,4755.56463,4755.56463,0,1000.00000,106,3,0,0,4,0.00000,0.00000,1000.00000,,4,3,120,360 +2017-01-16,4722.80209,4722.80209,0,1800.00000,103,1,4,0,4,800.00000,0.00000,1000.00000,,4,3,120,360 +2017-01-17,3881.93920,3881.93920,0,2400.00000,96,0,7,0,3,1400.00000,0.00000,1000.00000,,3,2,60,240 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_emissions_summary.csv new file mode 100644 index 000000000..f58fb6fe2 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_emissions_summary.csv @@ -0,0 +1,709 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000001,299.0,0,Placeholder_Rep_0,active,50,50,0,2021-11-12,,2022-11-12,0.0,71.55984207096695,,0.016564778257168275,,,,False,,N/A,N/A,True 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+0000000000,299.0,0,Placeholder_Rep_4,repaired,295,295,91,2020-09-26,2021-07-18,2021-09-26,169.9242319964698,716.1092634136942,,0.028095937830104133,0.028095937830104133,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-16,2019-06-16,2019-06-16,0.0,910.7175829326704,,0.02887866511075185,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,24,24,91,2019-09-23,2019-10-17,2020-09-22,2141.872773899714,150.7476439108303,,0.0726985165465038,0.0726985165465038,OGI,2019-10-01,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,97,97,91,2021-01-11,2021-04-18,2022-01-11,10828.98294656074,4087.203680219423,,0.48768657887306976,0.48768657887306976,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,28.982849770262423,,0.0009190401373117207,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,87,87,92,2019-10-22,2020-01-17,2020-10-21,1047.7750307509152,327.90081897600584,,0.04362239503192925,0.04362239503192925,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,44,44,91,2021-06-04,2021-07-18,2022-06-04,2097.461297903647,555.9535970347015,,0.14624200258699008,0.14624200258699008,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,repaired,77,77,91,2021-08-01,2021-10-17,2022-08-01,730.9818282869866,750.4746770413062,,0.11280583769860904,0.11280583769860904,OGI,2021-10-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-11-11,2017-01-17,2017-11-11,2326.766894817187,124.9270816009228,,0.09036970601918605,0.09036970601918605,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,47,47,91,2019-03-02,2019-04-18,2020-03-01,496.26159451259383,73.34683944054059,,0.0180621649528518,0.0180621649528518,OGI,2019-04-02,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,47,47,91,2020-08-31,2020-10-17,2021-08-31,1428.085474426226,211.0692367862661,,0.05197725492175583,0.05197725492175583,OGI,2020-10-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,91,91,92,2020-01-18,2020-04-18,2021-01-17,64776.87785568224,21513.488630901767,,2.73624957149239,2.73624957149239,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,96,96,92,2020-10-13,2021-01-17,2021-10-13,56194.88772854408,20054.681122454396,,2.4178579671168974,2.4178579671168974,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,76,76,92,2017-11-02,2018-01-17,2018-11-02,71479.88018033346,18797.47714084894,,2.8626762214986807,2.8626762214986807,OGI,2018-01-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,240,240,91,2020-11-20,2021-07-18,2021-11-20,41.49836408392029,79.67685904112696,,0.003842441118881508,0.06590668222411042,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,repaired,184,184,91,2021-01-15,2021-07-18,2022-01-15,1835.4101707587163,2034.430550720505,,0.12797092332933932,0.06590668222411042,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,51,51,92,2019-11-27,2020-01-17,2020-11-26,12312.158368690825,1999.745467526217,,0.45382749353808477,0.45382749353808477,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,267,267,91,2020-07-25,2021-04-18,2021-07-25,1.3098732692981392,3.5687363561490115,,0.00015469969639292082,0.16140913695441922,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,repaired,56,56,91,2021-02-21,2021-04-18,2022-02-21,10734.083094223155,2338.9441761731387,,0.48341273482414404,0.16140913695441922,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,repaired,47,47,91,2021-03-02,2021-04-18,2022-03-02,14.654642694844497,2.6800319325202,,0.0006599763427206954,0.16140913695441922,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,181,181,92,2019-07-20,2020-01-17,2020-07-19,760.5954684404157,748.1944553680178,,0.04784341463116545,0.04784341463116545,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,103,103,91,2020-04-06,2020-07-18,2021-04-06,8502.310532610178,3342.511392591024,,0.3755968393328641,0.3755968393328641,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,92,92,92,2020-10-17,2021-01-17,2021-10-17,4123.452312500171,1389.5883250916324,,0.17481737181607696,0.17481737181607696,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,91,91,92,2020-01-18,2020-04-18,2021-01-17,2319.9685084618372,770.5004900365957,,0.09799812907465857,0.09799812907465857,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,40,40,91,2021-06-08,2021-07-18,2022-06-08,5636.22074780391,1358.1254813985322,,0.3929761230898531,0.3929761230898531,OGI,2021-07-02,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,79,79,91,2019-04-30,2019-07-18,2020-04-29,161.1308274513965,44.50816562468644,,0.0065207696941933955,0.0065207696941933955,OGI,2019-07-02,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,128,128,92,2019-12-12,2020-04-18,2020-12-11,2710.55351838085,1463.9276386191932,,0.13237192912861628,0.13237192912861628,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,200.55261862343775,,0.012753905844490088,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,22,22,92,2019-12-27,2020-01-18,2020-12-26,35.49051985585436,2.2763598741364315,,0.0011975799001138633,0.0011975799001138633,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,1951.3935712071163,,0.06187828422143316,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,100,100,91,2018-07-10,2018-10-18,2019-07-10,33866.41179243764,12779.778034882129,,1.4791409762595056,1.190467691675871,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,80,80,91,2018-07-30,2018-10-18,2019-07-30,22205.785480239232,6233.202941821538,,0.9017944070922363,1.190467691675871,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,repaired,191,191,91,2021-04-10,2021-10-18,2022-04-10,17.525070104516928,45.23362689138829,,0.0027410332370678375,0.0027410332370678375,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-14,2020-02-14,2020-02-14,0.0,32.59693435895942,,0.0010336420078310318,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,22,22,91,2020-09-26,2020-10-18,2021-09-26,1604.1295424846242,102.88877531971349,,0.054129195770051285,0.054129195770051285,OGI,2020-10-02,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,108,108,91,2016-09-06,2017-04-19,2017-09-06,712.4557787834283,549.6087436329304,,0.05890011398672522,0.05890011398672522,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,220,220,91,2021-03-12,2021-10-18,2022-03-12,318.3340996101878,946.3986745167747,,0.049789492556648496,1.285175533686102,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,repaired,33,33,91,2021-09-15,2021-10-18,2022-09-15,16115.462484740738,7186.625162114113,,2.5205615748155554,1.285175533686102,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,active,119,119,0,2021-09-04,,2022-09-04,0.0,127.45462009403712,,0.012396379950011392,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,17,17,1,2016-12-08,2017-01-18,2017-12-08,14284.42392913847,749.491378998006,,0.5102746316707557,0.5102746316707557,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,82,82,91,2020-04-28,2020-07-19,2021-04-28,257.0995666034481,74.49528078262455,,0.01051480363350053,0.01051480363350053,OGI,2020-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,199,199,91,2016-10-23,2017-07-19,2017-10-23,205.64070399949586,426.27604266562156,,0.02479271604932193,0.02479271604932193,OGI,2017-07-03,True,OGI,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,active,101,101,0,2021-09-22,,2022-09-22,0.0,1054.717175883395,,0.12086509624626363,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,649.0952388804399,,0.02058267500255073,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,66,66,92,2018-11-13,2019-01-18,2019-11-13,77887.91779133181,17192.650749926088,,3.014985050141359,3.014985050141359,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,93,93,91,2019-07-17,2019-10-18,2020-07-16,10226.078383816988,3496.4165062315437,,0.4351374584617114,0.4351374584617114,OGI,2019-10-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,81,81,92,2020-01-29,2020-04-19,2021-01-28,1269.7023139745343,362.1334064504834,,0.05174517124635393,0.27866350213883456,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,72,72,92,2020-02-07,2020-04-19,2021-02-06,144.33508828999337,35.46800804395741,,0.0057015187827863635,0.27866350213883456,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,71,71,92,2020-02-08,2020-04-19,2021-02-07,19776.25860634525,4775.899187246642,,0.7785438163873634,0.27866350213883456,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,17,17,1,2016-10-19,2017-01-18,2017-10-19,2356.3904849891996,146.19940965261455,,0.09953663511207418,0.09953663511207418,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,87,87,91,2019-01-22,2019-04-19,2020-01-22,2901.3555250655386,907.9781679161937,,0.12079317900119647,0.12079317900119647,OGI,2019-04-03,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,313,313,92,2020-03-11,2021-01-18,2021-03-11,3.92364528425387,23.617326422528098,,0.0008733184838528021,0.020393687898928745,OGI,2021-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,194,194,92,2020-07-08,2021-01-18,2021-07-08,700.8339262349825,795.0981385355943,,0.04743569459571844,0.020393687898928745,OGI,2021-01-02,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,116,116,92,2020-09-24,2021-01-18,2021-09-24,276.92414815851635,129.00884010597548,,0.012872050617214987,0.020393687898928745,OGI,2021-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,active,81,81,0,2021-10-12,,2022-10-12,0.0,3248.661873367108,,0.46420065634532287,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,164.03815910155265,,0.005201615902509914,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,493.538443110356,,0.01565000136702042,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,92,92,92,2018-10-18,2019-01-18,2019-10-18,5542.920697214224,1867.943971222376,,0.2349969770559551,0.2349969770559551,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,75,75,91,2019-02-03,2019-04-19,2020-02-03,21526.03394779654,5567.077745119795,,0.8591169359752768,0.8591169359752768,OGI,2019-04-03,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-08-24,2021-08-24,2021-08-24,0.0,291.5388532607725,,0.009244636392084364,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,69,69,91,2021-08-10,2021-10-18,2022-08-10,1847.1733545713573,1722.3643441273466,,0.28890974639817274,0.28890974639817274,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,active,158,158,0,2021-07-27,,2022-07-27,0.0,774.2548703533939,,0.05671698241571392,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,105,105,91,2018-01-04,2018-04-19,2019-01-04,1974.036951031519,797.2072302242673,,0.08787557652383898,0.08787557652383898,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,16,16,92,2019-01-02,2019-01-18,2020-01-02,7129.534920885085,326.85546915232476,,0.2364405882178275,0.2364405882178275,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,40,40,91,2019-09-08,2019-10-18,2020-09-07,1029.5563757414782,126.71463086048962,,0.036665113096206486,0.036665113096206486,OGI,2019-10-02,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,102,102,92,2020-01-08,2020-04-19,2021-01-07,39719.980266162456,15404.70717546985,,1.7479923719442003,1.7479923719442003,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,100,100,91,2017-01-09,2017-04-19,2018-01-09,21008.499524224204,7927.735669518568,,0.9175619987868713,0.9175619987868713,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,63,63,92,2018-11-16,2019-01-18,2019-11-16,353.8781532510277,73.82226375766473,,0.013562291254715005,0.013562291254715005,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,68,68,91,2018-05-12,2018-07-19,2019-05-12,6383.68700856321,1461.5849043175028,,0.24877194041351827,0.24877194041351827,OGI,2018-07-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,158,158,91,2021-02-11,2021-07-19,2022-02-11,330.33806810050646,316.32372581745466,,0.02317186224049568,0.02317186224049568,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,313,313,91,2017-06-10,2018-04-19,2018-06-10,28.66428498159733,172.5369461392301,,0.006380049185718779,0.01915124093232775,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,235,235,91,2017-08-27,2018-04-19,2018-08-27,358.55276384981727,648.1530731131312,,0.03192243267893672,0.01915124093232775,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,144,144,91,2018-05-27,2018-10-18,2019-05-27,271.7428715328139,177.0632285100688,,0.014231548073404448,0.014231548073404448,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,67,67,91,2019-05-13,2019-07-19,2020-05-12,15398.781739096612,3462.1422030854797,,0.5980759748281992,0.5980759748281992,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,108,108,91,2016-08-20,2017-04-19,2017-08-20,343.91157911775986,301.9711426399843,,0.032361447899518204,0.08253698887824588,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,77,77,91,2017-02-01,2017-04-19,2018-02-01,3302.312422937045,882.9099186324738,,0.13271252985697357,0.08253698887824588,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,89,89,91,2018-01-20,2018-04-19,2019-01-20,19302.83580675286,6224.465169568858,,0.8094654038661123,0.8094654038661123,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,58,58,0,2016-02-29,2017-02-28,2017-02-28,0.0,25.053406883777665,,0.004999482535875172,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,22,22,92,2017-12-28,2018-01-19,2018-12-28,13467.340153638064,863.7944121866981,,0.45443729597364163,0.45443729597364163,OGI,2018-01-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-02,2021-07-02,2021-07-02,0.0,1101.9720171983101,,0.03494330343728787,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,18,18,2,2016-03-16,2017-01-19,2017-03-16,68.35897072898155,21.97252630574407,,0.014128424836512388,0.014128424836512388,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,46,46,91,2017-09-03,2017-10-19,2018-09-03,1116.2510739500742,160.96410470753423,,0.040500227633739484,0.040500227633739484,OGI,2017-10-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,63,63,91,2018-08-17,2018-10-19,2019-08-17,12927.658211116473,2696.8293619216483,,0.4954492507939536,0.4954492507939536,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,20,20,92,2020-12-30,2021-01-19,2021-12-30,14064.656290075152,815.3423936275451,,0.47184166297890334,0.47184166297890334,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,68,68,91,2018-08-12,2018-10-19,2019-08-12,2548.3766876142863,583.4667163561328,,0.09931010286562718,0.09931010286562718,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,99,99,91,2018-07-12,2018-10-19,2019-07-12,1424.6622111002362,530.2314244320428,,0.06198927053311386,0.06198927053311386,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,17,17,92,2019-01-02,2019-01-19,2020-01-02,1349.1472041826855,65.90661629628062,,0.04487106229321937,0.04487106229321937,OGI,2019-01-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,17,17,91,2019-04-03,2019-04-20,2020-04-02,289862.0010404785,14159.925338184295,,9.640472043970789,9.640472043970789,OGI,2019-04-04,True,OGI,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,102,102,91,2019-07-09,2019-10-19,2020-07-08,3259.086752522949,1263.9804135260108,,0.1434255189640081,0.1434255189640081,OGI,2019-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,62,62,92,2020-11-18,2021-01-19,2021-11-18,898.5370173649607,183.85905965883683,,0.034322554446467445,0.034322554446467445,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,18,18,2,2016-03-09,2017-01-19,2017-03-09,65.37861201381473,24.016632984666636,,0.01544279384302124,0.01544279384302124,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,233,233,91,2017-11-29,2018-07-20,2018-11-29,28.23434709469627,49.837900553516896,,0.002475654732629793,0.002475654732629793,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,21,21,91,2020-09-28,2020-10-19,2021-09-28,3703.265059356723,226.07141350724183,,0.12459844218873557,0.12459844218873557,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,repaired,84,84,91,2021-04-27,2021-07-20,2022-04-27,3688.756935333469,1889.3633083415327,,0.2603289390902685,0.2603289390902685,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,116,116,91,2017-03-26,2017-07-20,2018-03-26,1902.4766664583055,886.2943506392106,,0.08843134884251382,0.08843134884251382,OGI,2017-07-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,102,102,91,2018-07-09,2018-10-19,2019-07-09,4927.357525898766,1910.9903712611185,,0.2168425893315539,0.2168425893315539,OGI,2018-10-03,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,108,108,91,2019-07-03,2019-10-19,2020-07-02,295.52137591675773,124.18797120237289,,0.013308896090789276,0.013308896090789276,OGI,2019-10-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,109,109,91,2016-04-29,2017-04-20,2017-04-29,7.303233026765266,88.45026665749045,,0.009392017781333932,0.022479232687412327,OGI,2017-04-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,46,46,91,2017-03-05,2017-04-20,2018-03-05,980.268201992754,141.35528931556954,,0.03556644759349072,0.022479232687412327,OGI,2017-04-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,65.71894372524889,,0.002083934034920373,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,repaired,48,48,91,2021-09-01,2021-10-19,2022-09-01,2972.8126217171503,1954.7261074304547,,0.47133634920680334,0.47133634920680334,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-01-20,2017-01-19,2017-01-19,0.0,1102.9495558390654,,0.70920110329158,0.461888538526536,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-08-14,2017-01-19,2017-08-14,3837.6483755295303,333.7085543938722,,0.2145759737614919,0.461888538526536,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,197.33935379305058,,0.006257589858988158,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,86.78435791454844,,0.0027519139369149045,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,repaired,47,47,91,2021-06-03,2021-07-20,2022-06-03,17260.71451199266,4946.66818331497,,1.2181511483734657,1.2181511483734657,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,15.646204620413105,,0.0004961378938487159,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,5.0928162327185245,,0.000161492143351044,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,94,94,92,2020-10-17,2021-01-19,2021-10-17,12794.32057011061,4437.882411772684,,0.5464295719775271,0.5464295719775271,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,active,44,44,0,2021-11-18,,2022-11-18,0.0,200.94910338965772,,0.052859086539787915,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,35,35,92,2017-12-15,2018-01-19,2018-12-15,6659.918183481265,706.3549588540734,,0.23358298903904545,0.23358298903904545,OGI,2018-01-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,51,51,92,2019-11-29,2020-01-19,2020-11-28,4619.042186415307,750.2265971566262,,0.1702583962319867,0.1702583962319867,OGI,2020-01-03,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-03-09,2017-01-19,2017-03-09,6521.092244237942,2395.50327339353,,1.5403184628302018,0.7919843707631278,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-11-02,2017-01-19,2017-11-02,1082.3872307703043,67.8849134281027,,0.043650278696053695,0.7919843707631278,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,102,102,91,2018-01-08,2018-04-20,2019-01-08,12581.64271709085,4879.572460620785,,0.5536915010689889,0.5536915010689889,OGI,2018-04-04,True,OGI,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,273.65675838845954,,0.008677598883449376,,,,True,natural,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-03,2020-04-02,2020-04-02,0.0,40.300903636986426,,0.0012779332710865811,,,,True,natural,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,77,77,91,2020-05-04,2020-07-20,2021-05-04,2587.9535271043396,691.9181305105352,,0.10400404799641282,0.10400404799641282,OGI,2020-07-04,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,active,233,233,0,2021-05-13,,2022-05-13,0.0,101.07644703856123,,0.005020885344070956,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,46,46,91,2020-09-03,2020-10-19,2021-09-03,716.0478859260456,103.25455408337963,,0.02597990994448964,0.02597990994448964,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,48.560633092073694,,0.0015398475739495717,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,269,269,91,2019-01-24,2019-10-20,2020-01-24,175.49914018232727,491.76321571922944,,0.021158750504235053,0.021158750504235053,OGI,2019-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,59,59,91,2021-05-23,2021-07-21,2022-05-23,1643.3968249261768,594.8491574886161,,0.11669200358769148,0.11669200358769148,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,19,19,3,2016-04-08,2017-01-20,2017-04-08,613.6107217085607,149.46927836490582,,0.09105097366283249,0.09105097366283249,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,89,89,92,2018-10-23,2019-01-20,2019-10-23,766.1369257908104,247.05139998326857,,0.03212799105067475,0.03212799105067475,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,249,249,91,2019-02-13,2019-10-20,2020-02-13,562.1072231416731,1206.5922289851433,,0.05608509170873973,0.05608509170873973,OGI,2019-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,47,47,91,2017-09-03,2017-10-20,2018-09-03,8605.529921093428,1271.88649777167,,0.31321081997923317,0.31321081997923317,OGI,2017-10-04,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,90,90,91,2019-01-21,2019-04-21,2020-01-21,16495.848861573955,5398.641445606022,,0.694269733231227,0.694269733231227,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,215,215,91,2021-03-19,2021-10-20,2022-03-19,466.87487415561236,1394.1402492146758,,0.07505061634445928,0.644531710860387,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,39,39,91,2021-09-11,2021-10-20,2022-09-11,7552.1308596849785,4090.73754899603,,1.2140128053763146,0.644531710860387,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,42,42,91,2018-06-09,2018-07-21,2019-06-09,13721.808628503622,1784.2599455020188,,0.491694208967708,0.491694208967708,OGI,2018-07-05,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,35,35,91,2020-09-15,2020-10-20,2021-09-15,6758.327937262562,716.792356982393,,0.23703450958412464,0.23703450958412464,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,102,102,91,2019-01-09,2019-04-21,2020-01-09,5446.745572645809,2112.4260395812644,,0.23969975939329888,0.23969975939329888,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,25,25,92,2018-12-26,2019-01-20,2019-12-26,1977.6963357599595,145.41884821764407,,0.06732354084150188,0.06732354084150188,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,195,195,91,2019-01-07,2019-07-21,2020-01-07,453.9287986966874,520.6830337991414,,0.030904738473358343,0.03197057842605214,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,159,159,91,2019-02-12,2019-07-21,2020-02-12,587.9953888722717,453.8411011198602,,0.033036418378745935,0.03197057842605214,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,84,84,92,2020-01-28,2020-04-21,2021-01-27,69905.36215051275,20896.976585918404,,2.879323272971561,2.879323272971561,OGI,2020-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-01-13,2017-01-20,2017-01-12,0.0,71.54993177523293,,0.043585484755868015,0.043585484755868015,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,repaired,185,185,91,2021-01-17,2021-07-21,2022-01-17,354.47385318809324,402.31694993740643,,0.02516997935043834,0.009679707057520597,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,repaired,146,146,91,2021-02-25,2021-07-21,2022-02-25,51.24758619972024,45.9027459212218,,0.003638916311613854,0.009679707057520597,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,repaired,64,64,91,2021-05-18,2021-07-21,2022-05-18,3.2423119096087007,1.2730549829138458,,0.00023022551050959304,0.009679707057520597,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,65,65,91,2018-02-15,2018-04-21,2019-02-15,15329.803800719956,3321.4574901559904,,0.5914276157685168,0.5914276157685168,OGI,2018-04-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,35,35,91,2021-06-16,2021-07-21,2022-06-16,5127.982716300687,1101.1005832547487,,0.3641205632456179,0.3641205632456179,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-09-10,2017-01-20,2017-09-10,422.2251296577663,34.43037537981785,,0.020973669212852004,0.020973669212852004,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,48,48,91,2017-06-03,2017-07-21,2018-06-03,2839.132936384215,429.9002553515531,,0.10366036249796322,0.10366036249796322,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,21,21,91,2020-09-29,2020-10-20,2021-09-29,342.553611410585,20.911703022157806,,0.011525409513975862,0.011525409513975862,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,88,88,92,2020-10-24,2021-01-20,2021-10-24,75137.08860332253,23870.266415495964,,3.1395026325094646,3.1395026325094646,OGI,2021-01-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,374,374,92,2019-01-11,2020-01-20,2020-01-11,0.0,195.2861437853371,,0.0060434660262346845,0.0060434660262346845,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,100,100,91,2020-07-12,2020-10-20,2021-07-12,817.3654931630456,308.4398087407719,,0.03569905193758934,0.03569905193758934,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,51,51,92,2020-11-30,2021-01-20,2021-11-30,3690.7934248861343,599.4600785643084,,0.13604304615203078,0.13604304615203078,OGI,2021-01-04,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-08-02,2017-01-20,2017-08-02,75005.43099523472,7345.892726337422,,4.474837187096382,4.474837187096382,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,219,219,91,2017-03-15,2017-10-20,2018-03-15,678.6466055940373,1017.9699083910559,,0.05379935673468712,0.05379935673468712,OGI,2017-10-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,53,53,92,2018-11-28,2019-01-20,2019-11-28,2298.9486203587057,390.5265284583699,,0.08528269751449377,0.08528269751449377,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,61,61,91,2019-02-19,2019-04-21,2020-02-19,50070.46905103151,10047.03490826619,,1.9063135451324738,1.9063135451324738,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,38,38,92,2019-12-13,2020-01-20,2020-12-12,97.30303470932303,11.307386296496256,,0.003444013857363625,0.003444013857363625,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,178,178,91,2019-01-24,2019-07-21,2020-01-24,19.47901362593097,18.541520991527875,,0.0012056232438311405,0.0012056232438311405,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,211,211,92,2018-06-24,2019-01-21,2019-06-24,84.13654985675488,115.27800012841092,,0.0063233938985656326,0.07326657348605792,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,45,45,92,2018-12-07,2019-01-21,2019-12-07,3876.5192529775168,545.1355199499633,,0.14020975307355021,0.07326657348605792,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,153,153,92,2019-11-21,2020-04-22,2020-11-20,13.547354417187718,9.777100121838306,,0.0007396136015672888,0.0007396136015672888,OGI,2020-04-06,True,OGI,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,66,66,92,2020-11-16,2021-01-21,2021-11-16,354.41381911847276,78.2318129157833,,0.013719102994490615,0.013719102994490615,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,28,28,92,2019-12-24,2020-01-21,2020-12-23,2135.456237646593,177.42663102108187,,0.07334103464826466,0.07334103464826466,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,293,293,91,2016-12-06,2017-10-21,2017-12-06,33.29934525114037,212.10235127356808,,0.008378458446844901,0.008378458446844901,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,repaired,24,24,91,2021-03-29,2021-04-22,2022-03-29,1036.2404551575014,98.29948981731238,,0.04740523235788598,0.04740523235788598,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,204,204,91,2017-09-30,2018-04-22,2018-09-30,90.33794853868102,114.4654751670244,,0.006494273963270719,0.006494273963270719,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,151,151,91,2020-05-23,2020-10-21,2021-05-23,121.71728338117106,85.88462518951789,,0.00658301333620906,0.00658301333620906,OGI,2020-10-05,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,98,98,91,2021-04-15,2021-07-22,2022-04-15,345.1930216453242,208.82046988420845,,0.024662281496150847,0.030012264136992227,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,85,85,91,2021-04-28,2021-07-22,2022-04-28,494.9582956999815,259.70034033641,,0.03536224677783361,0.030012264136992227,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,279,279,91,2017-01-15,2017-10-21,2018-01-15,41.95106966201659,136.09707483375152,,0.005645869625056066,0.005645869625056066,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,249,249,92,2019-05-17,2020-01-21,2020-05-16,18.43863393182581,39.57948145710885,,0.001839742370273169,0.005307541433771886,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,172,172,92,2019-08-02,2020-01-21,2020-08-01,205.50660518498256,183.14578285915542,,0.01232408637887297,0.005307541433771886,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,142,142,92,2019-09-01,2020-01-21,2020-08-31,33.887065662760655,21.578310870457457,,0.001758795552169524,0.005307541433771886,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,76,76,92,2020-02-06,2020-04-22,2021-02-05,56512.51693620296,14861.423138932269,,2.263252792844217,2.263252792844217,OGI,2020-04-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,238,238,91,2017-08-27,2018-04-22,2018-08-27,35.39700111661617,66.33453752562714,,0.003225885928533844,0.0018297537407523348,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,200,200,91,2017-10-04,2018-04-22,2018-10-04,6.18170885915209,7.492980435335867,,0.0004336215529708256,0.0018297537407523348,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,111,111,91,2016-08-10,2017-04-22,2017-08-10,235.15903604764725,237.2968454662622,,0.02474316456730295,0.02474316456730295,OGI,2017-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,123,123,91,2017-12-20,2018-04-22,2018-12-20,3738.051302013358,1899.9186369737315,,0.17877885397599852,0.17877885397599852,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,184,184,92,2018-07-21,2019-01-21,2019-07-21,217.4697576223168,221.07422874312869,,0.013906138583379168,0.013906138583379168,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,97,97,91,2019-07-16,2019-10-21,2020-07-15,1814.288840212808,656.6642444053821,,0.07835340831488426,0.07835340831488426,OGI,2019-10-05,True,OGI,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,93,93,92,2020-01-20,2020-04-22,2021-01-19,21.185606058407533,7.243607953793753,,0.0009014844625888282,0.0009014844625888282,OGI,2020-04-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,83,83,92,2018-10-30,2019-01-21,2019-10-30,2977.383212017023,876.3220092106842,,0.12220019093187809,0.12220019093187809,OGI,2019-01-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,51,51,91,2019-03-02,2019-04-22,2020-03-01,6279.73267532386,1019.9565810239391,,0.2314716278649099,0.2314716278649099,OGI,2019-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,repaired,44,44,91,2021-03-09,2021-04-22,2022-03-09,11785.009156800932,2049.566809878423,,0.5391326835749218,0.5391326835749218,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,269,269,91,2017-01-25,2017-10-21,2018-01-25,20.209864423502484,56.62972427002259,,0.0024365673735897092,0.012456141115451362,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,166,166,91,2017-05-08,2017-10-21,2018-05-08,92.96422124057604,77.54804384892273,,0.00540690845666853,0.012456141115451362,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,160,160,91,2017-05-14,2017-10-21,2018-05-14,522.9458704050897,408.1528744625091,,0.02952494751609585,0.012456141115451362,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,271,271,91,2017-10-24,2018-07-22,2018-10-24,48.57046934503425,140.02762970749237,,0.005980406489489047,0.005980406489489047,OGI,2018-07-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,96,96,92,2019-10-17,2020-01-21,2020-10-16,6325.535360914999,2257.4401288023787,,0.272164367380688,0.272164367380688,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,21,21,91,2021-07-01,2021-07-22,2022-07-01,26848.349046031766,3480.3415430041177,,1.9181776581812817,1.9181776581812817,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,105,105,91,2018-04-08,2018-07-22,2019-04-08,697.2771849169658,281.59270929339004,,0.03103976072458003,0.03103976072458003,OGI,2018-07-06,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,23,23,92,2020-12-29,2021-01-21,2021-12-29,32027.492082952613,2153.8956663973977,,1.083884695248288,1.083884695248288,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,repaired,216,216,91,2021-03-19,2021-10-21,2022-03-19,34.8091865928701,105.8983704797175,,0.005674424001185136,0.005674424001185136,OGI,2021-10-05,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,100,100,92,2020-01-14,2020-04-23,2021-01-13,325.5529895356549,122.8501847304358,,0.014218771380837476,1.8045627760191199,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,47,47,92,2020-03-07,2020-04-23,2021-03-07,98770.78277991826,14598.197454893581,,3.594906780657402,1.8045627760191199,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,155,155,91,2017-11-19,2018-04-23,2018-11-19,283.61392998501964,209.33409117941926,,0.01563127920993274,0.01563127920993274,OGI,2018-04-07,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,21,21,5,2016-08-24,2017-01-22,2017-08-24,47.63585857470042,4.674546869479949,,0.0025763596061948568,0.0025763596061948568,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,21,21,5,2016-10-14,2017-01-22,2017-10-14,4.5349520018221225,0.35937355486137573,,0.00019806743543947073,0.00019806743543947073,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,47,47,91,2017-09-05,2017-10-22,2018-09-05,733.80687170626,108.45573261067366,,0.02670797197859379,0.02670797197859379,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,73,73,91,2019-08-10,2019-10-22,2020-08-09,12766.894020866628,3191.723505216657,,0.5060444421005608,0.5060444421005608,OGI,2019-10-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,41,41,92,2017-12-12,2018-01-22,2018-12-12,2516.140913138854,318.4005476502871,,0.08988272009097986,0.08988272009097986,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,166,166,91,2020-05-09,2020-10-22,2021-05-09,519.8539523741783,433.6470155483095,,0.030235317349140277,0.030235317349140277,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,191,191,91,2020-10-14,2021-04-23,2021-10-14,348.7592384392079,382.8334169074064,,0.023198650917891115,0.023198650917891115,OGI,2021-04-07,True,OGI,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,81,81,91,2018-05-03,2018-07-23,2019-05-03,3701.442794096198,1055.6931912739155,,0.15084779253456726,0.15084779253456726,OGI,2018-07-07,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,34,34,91,2020-09-18,2020-10-22,2021-09-18,3127.967367503833,321.3017839732034,,0.10937560728935299,0.10937560728935299,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,21,21,5,2016-11-24,2017-01-22,2017-11-24,7983.766851643118,547.905568250018,,0.3019761729773026,0.3019761729773026,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,79,79,91,2017-02-03,2017-04-23,2018-02-03,10796.820790085158,2982.338609848697,,0.436934278283037,0.436934278283037,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,107,107,92,2017-10-07,2018-01-22,2018-10-07,1108.68735087356,459.8044439669416,,0.04973654854263387,0.04973654854263387,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,66,66,92,2018-11-17,2019-01-22,2019-11-17,1524.7796722500952,336.57343935955276,,0.05902311997747488,0.05902311997747488,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,104,104,91,2019-01-09,2019-04-23,2020-01-09,4544.106501129764,1810.678452557454,,0.20150890898297874,0.20150890898297874,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,21,21,5,2016-09-16,2017-01-22,2017-09-16,2016.9099560335471,178.7135404080358,,0.09849732165345888,0.09849732165345888,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,112,112,91,2016-06-01,2017-04-23,2017-06-01,32.7895540524337,94.16487317621984,,0.009730993011762137,0.012770782081183275,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,112,112,91,2016-08-04,2017-04-23,2017-08-04,140.7014347834588,152.9957349101688,,0.015810571150604413,0.012770782081183275,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,62,62,92,2018-11-21,2019-01-22,2019-11-21,833.3719053038575,170.5249443196012,,0.03183336027471647,0.03183336027471647,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,50,50,92,2020-03-04,2020-04-23,2021-03-04,215469.3645551054,34201.486437318315,,7.91701074937924,7.91701074937924,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,115,115,91,2020-06-29,2020-10-22,2021-06-29,2376.317217153937,1093.1059198908108,,0.11001468597934891,0.11001468597934891,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,21,21,5,2016-12-11,2017-01-22,2017-12-11,546.5333024181347,35.53312492501804,,0.019583953331689836,0.019583953331689836,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,87,87,91,2017-04-27,2017-07-23,2018-04-27,19925.199583176207,6235.584042217015,,0.8295530068934939,0.8295530068934939,OGI,2017-07-07,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,65,65,91,2019-02-17,2019-04-23,2020-02-17,3731.6829751776804,808.5313112884974,,0.14396925058555865,0.14396925058555865,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,19,19,91,2019-07-04,2019-07-23,2020-07-03,95.40967113018273,5.239259397322173,,0.003191556650415554,0.003191556650415554,OGI,2019-07-07,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,369,369,91,2019-10-19,2020-10-22,2020-10-18,0.0,336.86463854530933,,0.010566114578481297,0.010566114578481297,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,88,88,91,2017-07-26,2017-10-22,2018-07-26,367.6740530555264,116.80619736060045,,0.015362767960937558,0.015362767960937558,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,21,21,5,2016-07-14,2017-01-22,2017-07-14,1526.832058421196,185.33799553089665,,0.10214836614357178,0.14644022922202493,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,21,21,5,2016-12-17,2017-01-22,2017-12-17,5421.67416289647,346.06430826998746,,0.19073209230047808,0.14644022922202493,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,16,16,92,2020-01-06,2020-01-22,2021-01-05,2381.5793277059215,109.18415255958381,,0.0789815918399767,0.0789815918399767,OGI,2020-01-06,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,359,359,92,2020-01-29,2021-01-22,2021-01-28,1.230726587774488,73.63847416850686,,0.002374086781972392,0.002374086781972392,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,repaired,85,85,91,2021-07-29,2021-10-22,2022-07-29,588.0452618329995,714.0549607972137,,0.097229705990906,0.097229705990906,OGI,2021-10-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,47,47,91,2017-09-05,2017-10-22,2018-09-05,2189.7578122131195,323.64345023275666,,0.07969943120389003,0.07969943120389003,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,100,100,91,2018-01-13,2018-04-23,2019-01-13,1072.530616867295,404.72853466690384,,0.04684358040126201,0.04684358040126201,OGI,2018-04-07,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,93,93,91,2018-04-21,2018-07-23,2019-04-21,19211.98232485318,6568.80278018877,,0.8175033328590166,0.8175033328590166,OGI,2018-07-07,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,100,100,91,2018-07-14,2018-10-22,2019-07-14,6487.818125131497,2448.233254766603,,0.28336033041280123,0.28336033041280123,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,164,164,91,2017-02-09,2017-07-23,2018-02-09,57.84958868287155,47.200659422840474,,0.003331121515274988,0.08184877965585542,OGI,2017-07-07,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,95,95,91,2017-04-19,2017-07-23,2018-04-19,3741.0282609152564,1316.2877214331456,,0.16036643779643586,0.08184877965585542,OGI,2017-07-07,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,70,70,91,2021-02-12,2021-04-23,2022-02-12,18647.46165766536,5179.8504604626005,,0.8564567560288691,0.8564567560288691,OGI,2021-04-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,22,22,6,2016-07-09,2017-01-23,2017-07-09,480.9525553129617,63.359019262785374,,0.033332817373098365,0.12350171216704539,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,22,22,6,2016-08-20,2017-01-23,2017-08-20,3858.378352258817,406.1450897114544,,0.2136706069609924,0.12350171216704539,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,55,55,91,2017-02-28,2017-04-24,2018-02-28,2854.098245217156,506.37226931272124,,0.10655982098331675,0.10655982098331675,OGI,2017-04-08,True,OGI,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,161,161,92,2019-08-15,2020-01-23,2020-08-14,32.60805433641443,25.73478798118982,,0.0018500393936328086,0.0018500393936328086,OGI,2020-01-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,368,368,91,2017-07-21,2018-07-24,2018-07-21,0.0,249.1477574881527,,0.007836017936297074,0.007836017936297074,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,19,19,91,2018-10-04,2018-10-23,2019-10-04,6866.269770048408,377.04949604312066,,0.22968414719975672,0.22968414719975672,OGI,2018-10-07,True,OGI,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,100,100,91,2019-04-15,2019-07-24,2020-04-14,17399.262003302603,6565.759246529285,,0.7599258387186671,0.7599258387186671,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,39,39,91,2017-06-15,2017-07-24,2018-06-15,12095.828698579196,1447.046991547818,,0.4294417709959098,0.4294417709959098,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,237,237,91,2017-08-30,2018-04-24,2018-08-30,112.4267403575367,208.16513644325158,,0.010165901725037679,0.010165901725037679,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,67,67,91,2019-08-17,2019-10-23,2020-08-16,443.14465505737104,99.6331942578653,,0.017211372695181262,0.017211372695181262,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,74,74,91,2018-05-11,2018-07-24,2019-05-11,33943.21932192698,8631.609037191054,,1.3500389510121142,1.3500389510121142,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,60,60,91,2019-02-23,2019-04-24,2020-02-23,6469.7515950609195,1272.7380187005087,,0.2455127350888327,0.2455127350888327,OGI,2019-04-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,93,93,91,2019-04-22,2019-07-24,2020-04-21,824.2745350733425,281.8291608890473,,0.035074318111440565,0.035074318111440565,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,70,70,91,2017-08-14,2017-10-23,2018-08-14,1474.5798239449048,349.9002972072655,,0.05785388512024892,0.05785388512024892,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,161,161,91,2017-05-15,2017-10-23,2018-05-15,316.2330155952137,249.57605642563433,,0.017941687976307966,0.37625956865240007,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,31,31,91,2017-09-22,2017-10-23,2018-09-22,21198.142201741895,1967.4922402814336,,0.7345774493284921,0.37625956865240007,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,375,375,91,2020-10-13,2021-10-23,2021-10-13,0.0,150.21225647287756,,0.004636180755335726,0.004636180755335726,OGI,2021-10-07,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,22,22,6,2016-01-20,2017-01-23,2017-01-19,0.0,15868.29682159241,,8.34822012920476,8.34822012920476,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,31,31,91,2017-06-23,2017-07-24,2018-06-23,616.1501981612626,57.18759324251239,,0.021351401300221173,0.021351401300221173,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,26,26,91,2018-03-29,2018-04-24,2019-03-29,1692.117528925971,129.77892552234587,,0.05777195758651436,0.45597607522754635,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,23,23,91,2018-04-01,2018-04-24,2019-04-01,25239.99968303505,1697.426879268439,,0.8541801928685784,0.45597607522754635,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,48,48,92,2020-12-06,2021-01-23,2021-12-06,10467.527573888477,1584.988402355353,,0.38218277448769117,0.38218277448769117,OGI,2021-01-07,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,108,108,91,2018-01-06,2018-04-24,2019-01-06,996.7339784254816,418.86097147841247,,0.04488822139472013,0.04488822139472013,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,80,80,91,2019-08-04,2019-10-23,2020-08-03,826.078562519253,231.88170175979033,,0.03354769990737707,0.1385318040484937,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,58,58,91,2019-08-26,2019-10-23,2020-08-25,6459.210761547776,1220.306919119775,,0.2435159081896103,0.1385318040484937,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,22,22,6,2016-05-22,2017-01-23,2017-05-22,2347.4645328091437,433.9850396790013,,0.22831704528566987,0.44101025150264483,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,22,22,6,2016-07-16,2017-01-23,2017-07-16,9827.516301973677,1242.5595324334533,,0.6537034577196198,0.44101025150264483,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,100,100,91,2018-01-14,2018-04-24,2019-01-14,10966.695626862267,4138.375708249912,,0.47897866993633237,0.47897866993633237,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,58,58,91,2018-05-27,2018-07-24,2019-05-27,6259.536334243461,1182.5834116811752,,0.23598806906153716,0.23598806906153716,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,176,176,91,2019-01-29,2019-07-24,2020-01-29,224.70773459722773,209.25164703233904,,0.013760761720876672,0.013760761720876672,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,17,17,6,2017-01-06,2017-01-23,2018-01-06,3692.264720988132,180.36925361148923,,0.12280041776381345,0.12280041776381345,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,191,191,91,2017-10-15,2018-04-24,2018-10-15,197.13999953621118,216.40080408859967,,0.01311329285974159,0.01311329285974159,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,22,22,6,2016-02-05,2017-01-23,2017-02-04,489.5843139249643,897.5712421957679,,0.47220709290602264,0.47220709290602264,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,71,71,91,2018-05-14,2018-07-24,2019-05-14,92.51068111499168,22.341014827089825,,0.0036419233873059833,0.0520013564513373,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,50,50,91,2018-06-04,2018-07-24,2019-06-04,2731.4192474502725,433.55861070639247,,0.10036078951536861,0.0520013564513373,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,26,26,92,2018-12-28,2019-01-23,2019-12-28,5313.47774975268,407.5233672376687,,0.18141175535864879,0.18141175535864879,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,23,23,7,2016-09-28,2017-01-24,2017-09-28,4052.1258410618025,377.32345888429734,,0.18987694187011742,0.11200917527722316,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,23,23,7,2016-09-29,2017-01-24,2017-09-29,731.5547921608526,67.84580733749843,,0.03414140868432892,0.11200917527722316,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,36,36,91,2018-09-18,2018-10-24,2019-09-18,225.86065313287486,24.714235601165637,,0.00794567759811138,0.00794567759811138,OGI,2018-10-08,True,OGI,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,17,17,91,2020-07-08,2020-07-25,2021-07-08,7150.503296594616,349.3061955233002,,0.23781739891292222,0.23781739891292222,OGI,2020-07-09,True,OGI,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,16,16,91,2019-07-09,2019-07-25,2020-07-08,3735.835917808533,171.27041457001872,,0.12389352905817325,0.12389352905817325,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,45,45,92,2019-12-10,2020-01-24,2020-12-09,34.55810131196636,4.859732996995269,,0.001249931326387672,0.42355965869470086,OGI,2020-01-08,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,42,42,92,2019-12-13,2020-01-24,2020-12-12,23605.846130737747,3069.4908281454655,,0.8458693860630141,0.42355965869470086,OGI,2020-01-08,True,OGI,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,64,64,92,2020-02-21,2020-04-25,2021-02-20,1993.7496428154575,423.9201898345159,,0.07666380747875359,0.07666380747875359,OGI,2020-04-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,86,86,91,2021-01-29,2021-04-25,2022-01-29,47540.92773293107,16354.079140128288,,2.2009688765245863,2.2009688765245863,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,176,176,92,2017-08-01,2018-01-24,2018-08-01,5.169041242609005,4.81349872327611,,0.0003165442657878334,1.218070381528645,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,27,27,92,2017-12-28,2018-01-24,2018-12-28,71133.861826212,5682.290737596817,,2.4358242187915025,1.218070381528645,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,115,115,91,2018-12-31,2019-04-25,2019-12-31,85.67005572882869,39.408225635261196,,0.003966206283742069,0.003966206283742069,OGI,2019-04-09,True,OGI,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,repaired,83,83,91,2021-02-01,2021-04-25,2022-02-01,1273.8399634663303,422.91486787082164,,0.05897407238270047,0.05897407238270047,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,18,18,92,2020-04-07,2020-04-25,2021-04-07,5098.849897417089,264.49365462105936,,0.17007050837259474,0.17007050837259474,OGI,2020-04-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,105,105,91,2020-07-11,2020-10-24,2021-07-11,1184.4316566252464,478.32816902173414,,0.052725768190226424,0.052725768190226424,OGI,2020-10-08,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,43,43,91,2021-09-11,2021-10-24,2022-09-11,74.2709939368547,46.96548146006989,,0.01264144096147445,0.01264144096147445,OGI,2021-10-08,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,202,202,91,2017-10-05,2018-04-25,2018-10-05,494.2777214829827,612.5404891997699,,0.03509697522459261,0.016962726035517767,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,166,166,91,2017-11-10,2018-04-25,2018-11-10,83.49905753123377,69.65248015168244,,0.004856403401918956,0.016962726035517767,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,66,66,91,2018-02-18,2018-04-25,2019-02-18,282.48523584760596,62.35460055498995,,0.010934799480041727,0.016962726035517767,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,25,25,91,2019-09-29,2019-10-24,2020-09-28,99.41643070719437,7.310031669646645,,0.003384273921132706,0.003384273921132706,OGI,2019-10-08,True,OGI,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,89,89,91,2020-07-27,2020-10-24,2021-07-27,2504.1758678196093,807.5059863621204,,0.10501274271251045,0.10501274271251045,OGI,2020-10-08,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,23,23,7,2016-03-04,2017-01-24,2017-03-04,357.4977866832791,210.83202804398513,,0.10609502216384113,0.05983696172904571,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,23,23,7,2016-09-18,2017-01-24,2017-09-18,278.05244602210416,26.983992651934155,,0.01357890129425028,0.05983696172904571,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,184,184,91,2019-01-22,2019-07-25,2020-01-22,119.04700473243278,121.02015950700348,,0.007612479840164772,0.007612479840164772,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,320,320,91,2017-12-08,2018-10-24,2018-12-08,1.2996592443279795,9.242021292998965,,0.00033427449699793707,0.0008539117811803832,OGI,2018-10-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,72,72,91,2018-08-13,2018-10-24,2019-08-13,34.7716692994731,8.54457402580909,,0.0013735490653628295,0.0008539117811803832,OGI,2018-10-08,True,OGI,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,34,34,91,2017-09-20,2017-10-24,2018-09-20,13798.940241098138,1417.413801200413,,0.48250742143260245,0.48250742143260245,OGI,2017-10-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,43,43,92,2018-12-12,2019-01-24,2019-12-12,2307.1048215681885,308.0916376628326,,0.08292733571889335,0.08292733571889335,OGI,2019-01-08,True,OGI,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,repaired,18,18,91,2021-10-06,2021-10-24,2022-10-06,292.10099361192664,77.32085125021587,,0.0497176255466923,0.0497176255466923,OGI,2021-10-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,23,23,92,2018-01-01,2018-01-24,2019-01-01,105622.91026399654,7103.2951347132175,,3.574524524312207,3.574524524312207,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,185,185,91,2017-01-21,2017-07-25,2018-01-21,24.067019806864224,24.735548134832673,,0.0015475192777047468,0.0015475192777047468,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,17,17,92,2021-01-07,2021-01-24,2022-01-07,231.50820783575617,11.541464906767903,,0.007857751162015184,0.007857751162015184,OGI,2021-01-08,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,191,191,91,2018-04-17,2018-10-25,2019-04-17,499.3322679988529,548.1176045274765,,0.033214417571230635,0.033214417571230635,OGI,2018-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,99,99,92,2019-10-18,2020-01-25,2020-10-17,38638.79276250555,14380.603321383644,,1.681234020924949,1.681234020924949,OGI,2020-01-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,24,24,8,2016-06-16,2017-01-25,2017-06-16,17991.64472184801,3040.8413614391,,1.46645513186685,0.8095428765859765,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,24,24,8,2016-12-25,2017-01-25,2017-12-25,4404.553417374143,316.49485633826174,,0.15263062130510308,0.8095428765859765,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,270,270,91,2018-07-30,2019-04-26,2019-07-30,40.64469088633388,115.51648988747523,,0.004951838558276545,0.004951838558276545,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,164,164,92,2019-11-14,2020-04-26,2020-11-13,74.94460035025861,61.14882814647966,,0.00431549430798891,0.00431549430798891,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,91,91,91,2020-04-26,2020-07-26,2021-04-26,3238.196388018013,1075.4593843417488,,0.1367851272310934,0.1367851272310934,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,repaired,104,104,91,2021-01-12,2021-04-26,2022-01-12,13575.934728295597,5670.26992667768,,0.6310396553015579,0.6310396553015579,OGI,2021-04-10,True,OGI,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,repaired,85,85,91,2021-05-02,2021-07-26,2022-05-02,5685.767382316765,3058.798908208387,,0.4165031193094208,0.4165031193094208,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,35,35,91,2018-06-21,2018-07-26,2019-06-21,9060.69167478723,960.9824503562213,,0.31778520183737474,0.31778520183737474,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,30,30,91,2019-03-27,2019-04-26,2020-03-26,3460.078081789108,309.85773866768136,,0.11954388065882766,0.11954388065882766,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,48,48,91,2020-06-08,2020-07-26,2021-06-08,2799.740558719889,423.93547892288547,,0.10222209657669884,0.10222209657669884,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,24,24,8,2017-01-01,2017-01-25,2018-01-01,736.1825230637206,51.81343270829706,,0.02498718784157844,0.02498718784157844,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,17,17,91,2019-04-09,2019-04-26,2020-04-08,20815.850289933493,1016.8662497956016,,0.692310899915306,0.692310899915306,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,24,24,8,2016-07-18,2017-01-25,2017-07-18,4199.19049691904,579.1986892302124,,0.27932035553154533,0.27932035553154533,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,17,17,91,2017-10-08,2017-10-25,2018-10-08,45633.85783130052,2229.240181414106,,1.517728881681717,1.517728881681717,OGI,2017-10-09,True,OGI,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,230,230,92,2020-06-09,2021-01-25,2021-06-09,129.7614678993186,221.07509345809834,,0.011124954380942952,0.011124954380942952,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,37,37,91,2020-06-19,2020-07-26,2021-06-19,39887.64008159716,4499.520375058216,,1.407507624830523,1.407507624830523,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,79,79,92,2017-11-07,2018-01-25,2018-11-07,661.1402253612249,182.62264966271596,,0.02675554525063232,0.02675554525063232,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,196,196,91,2018-10-12,2019-04-26,2019-10-12,130.87256162636473,151.781195732352,,0.008962891849274375,0.008962891849274375,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,42,42,91,2019-06-14,2019-07-26,2020-06-13,41881.9011215658,5445.943799089052,,1.5007561174738349,1.5007561174738349,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,102,102,92,2020-01-15,2020-04-26,2021-01-14,832.2909228008465,322.7896354588834,,0.036627364226906704,0.9700783845356271,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,84,84,92,2020-02-02,2020-04-26,2021-02-01,46214.64830257301,13815.055008598338,,1.9035294048443476,0.9700783845356271,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,62,62,92,2017-11-24,2018-01-25,2018-11-24,1147.563565061291,234.8149869102312,,0.04383493632583467,0.04383493632583467,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,364,364,92,2018-01-26,2019-01-25,2019-01-26,0.03515739656626611,12.797292350120863,,0.0004069143121095614,0.00374367558785667,OGI,2019-01-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,329,329,92,2018-03-02,2019-01-25,2019-03-02,22.022990820553193,201.26566611005558,,0.007080436863603779,0.00374367558785667,OGI,2019-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,29,29,91,2017-06-27,2017-07-26,2018-06-27,4333.115355214164,373.9891229202701,,0.14926130384748967,0.14926130384748967,OGI,2017-07-10,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,95,95,92,2018-10-22,2019-01-25,2019-10-22,532.9360550517829,187.51453788859027,,0.022845338436719088,0.022845338436719088,OGI,2019-01-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,132,132,92,2019-09-15,2020-01-25,2020-09-14,1697.0324614632052,961.4089481250776,,0.08429862409907035,0.08429862409907035,OGI,2020-01-09,True,OGI,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,59,59,92,2020-11-27,2021-01-25,2021-11-27,990.1202566664889,190.9055396840616,,0.03745008232973587,0.09776429555253201,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,repaired,19,19,92,2021-01-06,2021-01-25,2022-01-06,4643.7142737840395,259.5016800055787,,0.15807850877532814,0.09776429555253201,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,24,24,8,2016-08-30,2017-01-25,2017-08-30,7085.494521181314,783.6491636329564,,0.37791722783225135,0.21959241032116916,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,24,24,8,2016-12-28,2017-01-25,2017-12-28,1783.9162463327411,127.0444804509964,,0.06126759281008699,0.21959241032116916,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,56,56,91,2017-03-01,2017-04-26,2018-03-01,8106.223111480406,1469.0889781323713,,0.3036311545412474,0.3036311545412474,OGI,2017-04-10,True,OGI,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-05-05,2017-01-25,2017-05-05,761.1580871324402,182.67794091178564,,0.0880970008255139,0.0880970008255139,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,135,135,91,2019-03-13,2019-07-26,2020-03-12,106.83414273534089,62.706996822917475,,0.005376114268082773,0.005376114268082773,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,36,36,91,2020-06-20,2020-07-26,2021-06-20,906.4878579209534,99.19016074514991,,0.03188984077454665,0.03188984077454665,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,113,113,92,2017-10-05,2018-01-26,2018-10-05,1384.8393603629033,620.9795544484447,,0.06360410054576826,0.045544744897292155,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,17,17,92,2018-01-09,2018-01-26,2019-01-09,826.408695622002,40.370539728661015,,0.02748538924881605,0.045544744897292155,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,48,48,92,2018-12-09,2019-01-26,2019-12-09,3544.299624142805,536.6762837818758,,0.12940689713104644,0.12940689713104644,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,repaired,240,240,91,2021-02-28,2021-10-26,2022-02-28,68.74645783207835,249.98711938937583,,0.012055705989070978,0.01119554564187859,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,repaired,139,139,91,2021-06-09,2021-10-26,2022-06-09,58.93650110441861,124.12384323506343,,0.010335385294686203,0.01119554564187859,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,77,77,91,2019-08-10,2019-10-26,2020-08-09,9885.255239936896,2642.932824566462,,0.39726623745888373,0.39726623745888373,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,89,89,91,2020-04-29,2020-07-27,2021-04-29,66854.50354902561,21558.155129939423,,2.80354701544156,2.80354701544156,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,repaired,79,79,91,2021-05-09,2021-07-27,2022-05-09,710.8454595960451,357.68656884132207,,0.052403681557858954,0.052403681557858954,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,63,63,91,2017-05-25,2017-07-27,2018-05-25,15617.810803887509,3258.0201345858045,,0.5985486725796966,0.5985486725796966,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,43,43,91,2021-09-13,2021-10-26,2022-09-13,579.8024811583401,377.7501013607368,,0.10167692220088737,0.10167692220088737,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,53,53,92,2017-12-04,2018-01-26,2018-12-04,2347.611113974227,398.79291359177574,,0.0870879004174912,0.0870879004174912,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,175,175,91,2018-11-03,2019-04-27,2019-11-03,166.81270471877292,153.6432806620277,,0.010161592636377493,0.08350850774077913,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,80,80,91,2019-02-06,2019-04-27,2020-02-06,3862.407932139731,1084.1846827058894,,0.15685542284518075,0.08350850774077913,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,99,99,92,2020-01-19,2020-04-27,2021-01-18,1943.685045491121,723.401577081282,,0.08457276200445214,0.08457276200445214,OGI,2020-04-11,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,54,54,91,2021-09-02,2021-10-26,2022-09-02,165.22240207220443,135.18196533180364,,0.02897418667091127,0.02897418667091127,OGI,2021-10-10,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,25,25,9,2016-10-14,2017-01-26,2017-10-14,979.7453323241064,93.84533834522092,,0.043446915900565236,0.043446915900565236,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,35,35,91,2018-09-21,2018-10-26,2019-09-21,4226.299392916149,448.24387500625824,,0.14822879464492666,0.14822879464492666,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,156,156,91,2020-11-22,2021-04-27,2021-11-22,1437.7115471758555,1073.1244084183418,,0.07961808585724876,0.07961808585724876,OGI,2021-04-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,25,25,9,2016-10-27,2017-01-26,2017-10-27,555.8813750750012,50.71910356523733,,0.02348106646538765,0.02348106646538765,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,31,31,91,2017-06-26,2017-07-27,2018-06-26,20200.538786508158,1874.9003065321942,,0.7000075815905743,0.7000075815905743,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,19,19,92,2021-01-07,2021-01-26,2022-01-07,3268.9136320440334,183.2134484036479,,0.11160663279949311,0.11160663279949311,OGI,2021-01-10,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,71,71,91,2018-02-15,2018-04-27,2019-02-15,2824.4810987256974,682.1025782636889,,0.11119303897099779,0.11119303897099779,OGI,2018-04-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,86,86,91,2018-05-02,2018-07-27,2019-05-02,2787.5143203918133,859.2338048519567,,0.11563762446866342,0.11563762446866342,OGI,2018-07-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,93,93,92,2019-10-25,2020-01-26,2020-10-24,7981.163845515416,2728.853814826962,,0.3396124321519019,0.3396124321519019,OGI,2020-01-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,208,208,91,2018-04-01,2018-10-26,2019-04-01,20.665214742119122,27.378118894017692,,0.0015234441158084985,1.7085749114128532,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,102,102,91,2018-07-16,2018-10-26,2019-07-16,114709.21349885034,44487.983942519895,,5.048110015264149,1.7085749114128532,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,73,73,91,2018-08-14,2018-10-26,2019-08-14,1919.6915551526872,479.9228887881718,,0.07609127485860157,1.7085749114128532,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,79,79,91,2017-02-07,2017-04-27,2018-02-07,5415.884236510728,1495.9959953998164,,0.21917428437057787,0.21917428437057787,OGI,2017-04-11,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,95,95,91,2017-04-23,2017-07-27,2018-04-23,64.50705942918137,22.69692831767492,,0.0027652203116075684,0.0027652203116075684,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,246,246,91,2019-02-22,2019-10-26,2020-02-22,515.7102495130672,1066.0900956320547,,0.05015855990439884,0.03132481443442739,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,140,140,91,2019-06-08,2019-10-26,2020-06-07,242.82638066902362,151.09197019405914,,0.012491068964455947,0.03132481443442739,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,126,126,91,2019-06-22,2019-10-26,2020-06-21,1239.3951669197268,653.4049833970107,,0.06002029903338208,0.06002029903338208,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,167,167,91,2021-02-10,2021-07-27,2022-02-10,287.72786560822715,306.0544812520633,,0.0212113606988844,0.0212113606988844,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,25,25,9,2016-03-02,2017-01-26,2017-03-02,182.82159576142672,130.5868541153048,,0.0604568769052337,0.03780158063932047,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,25,25,9,2016-07-11,2017-01-26,2017-07-11,217.23406899715613,32.71597424655966,,0.015146284373407247,0.03780158063932047,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,98,98,91,2017-07-20,2017-10-26,2018-07-20,5847.009755856953,2146.093468441878,,0.25345964054727393,0.25345964054727393,OGI,2017-10-10,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-10-22,2017-01-27,2017-10-22,987.4206055194392,95.7945363563635,,0.042643579218466655,0.042643579218466655,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,149,149,91,2019-03-01,2019-07-28,2020-02-29,593.1701853971509,409.177581593405,,0.03178423918666146,0.03178423918666146,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,150,150,91,2020-11-29,2021-04-28,2021-11-29,148.58778059835555,103.66589344071319,,0.007998911530919226,0.007998911530919226,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,44,44,91,2021-06-14,2021-07-28,2022-06-14,1093.1982265625522,308.33796133815576,,0.08110741828129096,0.08110741828129096,OGI,2021-07-12,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,188,188,91,2017-10-22,2018-04-28,2018-10-22,1917.5763284611596,2036.7477387045085,,0.12539079360621727,0.12539079360621727,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,52,52,92,2020-03-07,2020-04-28,2021-03-07,20356.42257192472,3381.897679680784,,0.7527371972223966,0.7527371972223966,OGI,2020-04-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,61,61,92,2020-11-27,2021-01-27,2021-11-27,41782.87793455797,8384.064322394855,,1.5907833034295034,1.5907833034295034,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,55,55,91,2017-09-02,2017-10-27,2018-09-02,701.0824111751998,124.38558907947093,,0.026175418577329742,0.026175418577329742,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,193,193,92,2019-10-18,2020-04-28,2020-10-17,390.0935191995218,437.72121631109127,,0.026249833064136637,0.026249833064136637,OGI,2020-04-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,45,45,92,2020-12-13,2021-01-27,2021-12-13,113716.96338770795,15991.44797639643,,4.113026742900316,4.113026742900316,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,26,26,10,2016-10-15,2017-01-27,2017-10-15,105.91092975632519,10.55051407534274,,0.004696631977983769,0.004696631977983769,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,106,106,92,2019-10-13,2020-01-27,2020-10-12,616.0694998624012,252.1365520672376,,0.02753063330573436,0.02753063330573436,OGI,2020-01-11,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,21,21,91,2021-04-07,2021-04-28,2022-04-07,7098.58515942858,603.5234346072881,,0.3326297589325882,0.3326297589325882,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,115,115,91,2019-04-04,2019-07-28,2020-04-03,127.24287847219153,58.53172409720811,,0.005890874003342201,0.15807401703799312,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,47,47,91,2019-06-11,2019-07-28,2020-06-10,8524.37752442791,1259.8922756229929,,0.31025716007264403,0.15807401703799312,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,124,124,91,2017-03-26,2017-07-28,2018-03-26,321.1659245442505,165.2471976908177,,0.01542405892424747,0.01542405892424747,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,63,63,91,2019-05-26,2019-07-28,2020-05-25,919.8392183273912,191.8869892537273,,0.03525260678529676,0.03525260678529676,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,26,26,10,2016-08-25,2017-01-27,2017-08-25,378.06559004978817,46.80812067283092,,0.020836948305213192,0.020836948305213192,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,53,53,91,2019-03-06,2019-04-28,2020-03-05,12186.147254720641,2070.0827067313908,,0.4520620865503561,0.4520620865503561,OGI,2019-04-12,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-07-08,2017-01-27,2017-07-08,17675.40210007112,2836.792929641044,,1.2628173654028862,0.42870478639441245,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-08-20,2017-01-27,2017-08-20,241.37864827983915,30.613877342808866,,0.013627972463857224,0.42870478639441245,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,19,19,10,2017-01-08,2017-01-27,2018-01-08,289.04959084379533,15.872665393156392,,0.009669021316493902,0.42870478639441245,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,39,39,92,2017-12-19,2018-01-27,2018-12-19,885.9258811723378,105.98499805435944,,0.031453287646711604,0.031453287646711604,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,62,62,91,2018-02-25,2018-04-28,2019-02-25,37489.751243799226,7671.170221503472,,1.4320434254598775,1.4320434254598775,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,189,189,91,2020-04-21,2020-10-27,2021-04-21,1.205015547917584,1.2940223781614966,,7.92439727955061e-05,4.261981464999874,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,19,19,91,2020-10-08,2020-10-27,2021-10-08,254816.38846356413,13992.807458981844,,8.523883686026952,4.261981464999874,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,367,367,92,2019-01-25,2020-01-27,2020-01-25,0.0,752.3509806878156,,0.02372688277979033,0.02372688277979033,OGI,2020-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,199,199,92,2020-07-12,2021-01-27,2021-07-12,1.581347702679002,1.8957120050188034,,0.0001102568400462267,0.008623668514556568,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,111,111,92,2020-10-08,2021-01-27,2021-10-08,238.40782388629904,104.18609626527243,,0.010863581942908785,0.008623668514556568,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,73,73,92,2020-11-15,2021-01-27,2021-11-15,375.8376407727189,93.95941019317972,,0.014897166760714694,0.008623668514556568,OGI,2021-01-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,171,171,92,2018-08-09,2019-01-27,2019-08-09,458.28707483527,403.9540711176864,,0.027341487378011047,0.027341487378011047,OGI,2019-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,146,146,91,2020-03-04,2020-07-28,2021-03-04,649.4946902012978,432.9964601341985,,0.03432556920140462,0.03432556920140462,OGI,2020-07-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,repaired,52,52,91,2021-09-05,2021-10-27,2022-09-05,847.8744865209717,678.2995892167773,,0.15097480173094224,0.15097480173094224,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,178,178,91,2017-05-02,2017-10-27,2018-05-02,199.81034822894702,190.19380740509396,,0.012366950647959188,0.012366950647959188,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,244,244,91,2017-11-26,2018-07-28,2018-11-26,639.5015997569906,1289.57347389013,,0.06117056930641553,0.06117056930641553,OGI,2018-07-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,96,96,91,2020-04-23,2020-07-28,2021-04-23,49937.63905791818,17821.610964907606,,2.1486317231997014,2.1486317231997014,OGI,2020-07-12,True,OGI,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,27,27,11,2016-02-09,2017-01-28,2017-02-08,50.311189043522155,123.49110037955437,,0.05293685715858812,0.05293685715858812,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,20,20,91,2018-07-09,2018-07-29,2019-07-09,25181.306884288097,1459.7859063355418,,0.8447835106108459,0.8447835106108459,OGI,2018-07-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,55,55,91,2019-09-03,2019-10-28,2020-09-02,1467.268939479946,260.3219086174098,,0.05478154642622259,0.05478154642622259,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,45,45,92,2020-12-14,2021-01-28,2021-12-14,374.52774994421696,52.66796483590551,,0.01354628725203331,0.01354628725203331,OGI,2021-01-12,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,65,65,91,2019-02-23,2019-04-29,2020-02-23,12272.043135486858,2658.9426793554862,,0.4734584543011905,0.4734584543011905,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,49,49,92,2017-12-10,2018-01-28,2018-12-10,3403.6528030094337,527.7816055299438,,0.12466496729259821,0.12466496729259821,OGI,2018-01-12,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,75,75,91,2019-02-13,2019-04-29,2020-02-13,86.35894656130161,22.334210317578002,,0.003446637394687963,0.003446637394687963,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,209,209,91,2016-12-05,2017-07-29,2017-12-05,28.231413692109108,45.73926714457987,,0.0025329649092116265,0.0025329649092116265,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,81,81,92,2018-11-08,2019-01-28,2019-11-08,27069.561016642263,7720.54381108459,,1.1031869871805826,1.1031869871805826,OGI,2019-01-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,25,25,91,2017-04-04,2017-04-29,2018-04-04,7205.68775693416,529.8299821275117,,0.24529165839236652,0.24529165839236652,OGI,2017-04-13,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,313,313,91,2020-12-19,2021-10-28,2021-12-19,12.913378426533985,77.72860475971419,,0.0028742384318318163,0.0020125391255477795,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,repaired,94,94,91,2021-07-26,2021-10-28,2022-07-26,6.363683864600791,9.34666067613241,,0.0011508398192637424,0.0020125391255477795,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,50,50,91,2021-09-08,2021-10-28,2022-09-08,692.2510902466229,540.8211642551742,,0.12519008431832734,0.12519008431832734,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,27,27,11,2016-03-13,2017-01-28,2017-03-13,97.60383895959392,59.89326481611444,,0.025674410500734927,0.025674410500734927,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,18,18,91,2017-04-11,2017-04-29,2018-04-11,47111.947844956354,2443.847438643269,,1.5714039600329661,1.5714039600329661,OGI,2017-04-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,71,71,91,2017-08-18,2017-10-28,2018-08-18,1518.0276360532778,366.59851074756034,,0.05976110308221835,0.05976110308221835,OGI,2017-10-12,True,OGI,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,142,142,92,2018-09-08,2019-01-28,2019-09-08,17.99466206731017,11.458484365731138,,0.0009339531466590977,0.0009339531466590977,OGI,2019-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,156,156,91,2020-02-24,2020-07-29,2021-02-23,366.3727428821854,273.4648224383776,,0.02028911609971344,0.02028911609971344,OGI,2020-07-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,257,257,91,2020-11-14,2021-07-29,2021-11-14,600.538499142393,1429.0592062925462,,0.06435812105006783,0.06435812105006783,OGI,2021-07-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,27,27,11,2016-02-09,2017-01-28,2017-02-08,971.9119452915036,2385.6020475336904,,1.0226346225710263,0.5218577031935144,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,27,27,11,2016-03-28,2017-01-28,2017-03-28,107.46140358045443,49.177252485970676,,0.021080783816002518,0.5218577031935144,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,27,27,11,2016-06-01,2017-01-28,2017-06-01,2801.677406792873,610.0426611565126,,0.2615066277248425,0.2615066277248425,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,36,36,91,2021-03-24,2021-04-29,2022-03-24,12657.295089509547,1852.28708626969,,0.5955141095260063,0.5955141095260063,OGI,2021-04-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,231,231,91,2019-03-11,2019-10-28,2020-03-10,59.470948144052215,102.5208135916124,,0.00513672506772148,0.00513672506772148,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,106,106,92,2019-10-14,2020-01-28,2020-10-13,10462.975508409025,4282.1444165689445,,0.4675646855967139,0.4675646855967139,OGI,2020-01-12,True,OGI,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,repaired,59,59,91,2021-03-01,2021-04-29,2022-03-01,3978.238327934073,954.1303306833752,,0.18717245972288432,0.18717245972288432,OGI,2021-04-13,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,82,82,91,2017-08-08,2017-10-29,2018-08-08,58.28925657947615,16.889466570731607,,0.002383901672698115,0.0016984435826545921,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,41,41,91,2017-09-18,2017-10-29,2018-09-18,28.357110685957224,3.588399809025451,,0.001012985492611069,0.0016984435826545921,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,20,20,91,2021-07-10,2021-07-30,2022-07-10,404.6851057250718,52.55650723702231,,0.030414645391795316,0.030414645391795316,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,21,21,91,2017-04-09,2017-04-30,2018-04-09,454927.32424457406,27771.726189348996,,15.30628648002039,15.30628648002039,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,23,23,91,2019-10-06,2019-10-29,2020-10-05,1239239.1036499895,83340.64147353731,,41.93872859980742,41.93872859980742,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,49,49,91,2017-09-10,2017-10-29,2018-09-10,4077.1895823767895,632.2224352419705,,0.14933447544453196,0.14933447544453196,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,101,101,91,2018-07-20,2018-10-29,2019-07-20,1221.9321963252512,467.4816357153423,,0.05357096118850182,0.05357096118850182,OGI,2018-10-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,repaired,42,42,91,2021-06-18,2021-07-30,2022-06-18,3539.5009356717037,965.3184370013737,,0.26601588321245967,0.26601588321245967,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,100,100,91,2021-04-21,2021-07-30,2022-04-21,720.159680061125,467.6361558838473,,0.05412455507914899,0.05412455507914899,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,119,119,91,2016-07-28,2017-04-30,2017-07-28,95.30145495361039,127.42554089302962,,0.012393551674158653,0.0069749927230277845,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,119,119,91,2016-10-19,2017-04-30,2017-10-19,23.129850997405697,16.002629469135336,,0.0015564337718969163,0.0069749927230277845,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,39,39,92,2020-12-21,2021-01-29,2021-12-21,4054.238822367142,485.0163008353329,,0.14393883571798816,0.14393883571798816,OGI,2021-01-13,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,repaired,77,77,91,2021-02-12,2021-04-30,2022-02-12,948.6062251228651,298.1333850386148,,0.04481321925183603,0.04481321925183603,OGI,2021-04-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,36,36,91,2020-09-23,2020-10-29,2021-09-23,190676.3427807216,20864.280669015126,,6.707909165707024,6.707909165707024,OGI,2020-10-13,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,46,46,91,2017-06-14,2017-07-30,2018-06-14,4086.656970770392,589.2984973524703,,0.14827357521952253,0.14827357521952253,OGI,2017-07-14,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,54,54,92,2019-12-06,2020-01-29,2020-12-05,4400.220281530352,764.0253865036623,,0.16375715588641596,0.16375715588641596,OGI,2020-01-13,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,40,40,92,2020-03-21,2020-04-30,2021-03-21,5151.988506690676,634.0908931311602,,0.18347537416989587,0.18347537416989587,OGI,2020-04-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,42,42,92,2020-12-18,2021-01-29,2021-12-18,9947.940572523861,1293.5402602043412,,0.35646501879528797,0.35646501879528797,OGI,2021-01-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,60,60,91,2017-03-01,2017-04-30,2018-03-01,61996.270073406966,12195.987555424323,,2.3526210562161114,2.3526210562161114,OGI,2017-04-14,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,38,38,91,2018-03-23,2018-04-30,2019-03-23,7094.24476725382,824.407648794022,,0.25109882090461194,0.25109882090461194,OGI,2018-04-14,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,66,66,92,2020-02-24,2020-04-30,2021-02-23,86.39234294657116,19.069881720647814,,0.00334418520634256,0.00334418520634256,OGI,2020-04-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,119,119,91,2021-07-02,2021-10-29,2022-07-02,15.593884263831544,29.455114720570695,,0.0028648376440019736,0.0028648376440019736,OGI,2021-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,301,301,91,2016-11-21,2017-10-29,2017-11-21,12.515815032996116,163.79392717094916,,0.006298216099535082,0.031072240303193156,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,39,39,91,2017-09-20,2017-10-29,2018-09-20,1572.9882246057743,188.1795728822859,,0.05584626450685123,0.031072240303193156,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,201,201,91,2018-01-10,2018-07-30,2019-01-10,63.405314737044094,77.71017233015769,,0.00447474274058859,0.003903847876186646,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,35,35,91,2018-06-25,2018-07-30,2019-06-25,95.02915627200544,10.078849907636942,,0.0033329530117847026,0.003903847876186646,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,46,46,92,2019-12-14,2020-01-29,2020-12-13,3590.708788279106,517.7824584979275,,0.13027940280241734,0.13027940280241734,OGI,2020-01-13,True,OGI,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,repaired,40,40,91,2021-09-19,2021-10-29,2022-09-19,1215.8794706884967,771.986965516506,,0.22337585807769267,0.22337585807769267,OGI,2021-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,50,50,91,2020-06-10,2020-07-30,2021-06-10,8331.032107724965,1322.3860488452324,,0.3061078816771371,0.3061078816771371,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,87,87,91,2021-02-02,2021-04-30,2022-02-02,5467.272230659414,1941.4395268055878,,0.25828005624808265,0.25828005624808265,OGI,2021-04-14,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,28,28,12,2016-10-28,2017-01-29,2017-10-28,519.7764397331553,53.5063982078248,,0.02211739343908102,0.02211739343908102,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,23,23,91,2017-10-06,2017-10-29,2018-10-06,3292.7724077591315,221.4437584165498,,0.11143506361541353,0.11143506361541353,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,43,43,91,2017-09-17,2017-10-30,2018-09-17,704.199159460801,94.03901818886474,,0.025311966566770223,0.025311966566770223,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,95,95,92,2017-10-27,2018-01-30,2018-10-27,2793.1065565243794,982.7597143326519,,0.11973193400738937,0.11973193400738937,OGI,2018-01-14,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,118,118,91,2019-01-03,2019-05-01,2020-01-03,1082.9915863093368,517.380595888671,,0.05074746899410222,0.05074746899410222,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,120,120,91,2016-09-23,2017-05-01,2017-09-23,23.639632066543566,19.563833434380882,,0.0018869438111864274,0.03577164968485818,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,112,112,91,2017-01-09,2017-05-01,2018-01-09,1522.6322074250177,674.0506214687825,,0.06965635555852993,0.03577164968485818,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,40,40,92,2018-12-21,2019-01-30,2019-12-21,623.8350806362196,76.77970223215011,,0.022216349025506395,0.022216349025506395,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,77,77,91,2019-02-13,2019-05-01,2020-02-13,4968.574675134209,1328.4036457824102,,0.1996758726825412,0.1996758726825412,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,53,53,92,2018-12-08,2019-01-30,2019-12-08,18024.826516154757,3061.90963255193,,0.6686560168920181,0.6686560168920181,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,337,337,91,2020-08-28,2021-07-31,2021-08-28,9.049732306716804,108.91999240584151,,0.0037407954310171966,0.021211964475644465,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,repaired,88,88,91,2021-05-04,2021-07-31,2022-05-04,511.36007863117607,294.11560078133004,,0.03868313352027173,0.021211964475644465,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,29,29,13,2016-04-07,2017-01-30,2017-04-07,1292.9326351609595,559.6275585025049,,0.2233507177931453,0.2233507177931453,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,19,19,91,2019-04-12,2019-05-01,2020-04-11,8095.3955990583845,444.544845034998,,0.2707997350359393,0.2707997350359393,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,65,65,92,2020-02-26,2020-05-01,2021-02-25,51385.4392712553,11133.511842105314,,1.9824629348478124,1.9824629348478124,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,repaired,26,26,92,2021-01-04,2021-01-30,2022-01-04,6752.119220941233,524.0450738640957,,0.23328217319448702,0.23328217319448702,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,145,145,92,2017-09-07,2018-01-30,2018-09-07,9.41785640098135,6.207223537010436,,0.0004954680345634128,0.0004954680345634128,OGI,2018-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,repaired,28,28,91,2021-07-03,2021-07-31,2022-07-03,2263.496442265285,414.23464302894104,,0.17122794437373556,0.17122794437373556,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,123,123,91,2017-03-30,2017-07-31,2018-03-30,1718.649659531244,873.528545960095,,0.08219743168097852,0.08219743168097852,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,127,127,91,2017-12-25,2018-05-01,2018-12-25,3234.4007422140294,1725.9197237864778,,0.15729073014968628,0.15729073014968628,OGI,2018-04-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,124,124,91,2019-03-29,2019-07-31,2020-03-28,1314.4704884354537,676.3250645891961,,0.06312771286861522,0.25077340799887493,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,95,95,91,2019-04-27,2019-07-31,2020-04-26,10227.440837796454,3598.5439984839372,,0.4384191031291346,0.25077340799887493,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,70,70,92,2019-11-21,2020-01-30,2020-11-20,814.1606637025385,193.19066596331425,,0.03194290111827285,0.03194290111827285,OGI,2020-01-14,True,OGI,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,repaired,191,191,91,2021-01-21,2021-07-31,2022-01-21,118.62577502843396,148.08838581980973,,0.008973748413552557,0.008973748413552557,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,56,56,92,2019-12-05,2020-01-30,2020-12-04,1682.0212358227523,304.832327527748,,0.06300271319604579,0.06300271319604579,OGI,2020-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,105,105,91,2020-04-17,2020-07-31,2021-04-17,32138.20747845972,12978.891481685656,,1.4306538229371313,1.4306538229371313,OGI,2020-07-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,38,38,91,2021-09-22,2021-10-30,2022-09-22,463.13961758166766,283.8597656145705,,0.08645826194400905,0.08645826194400905,OGI,2021-10-14,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,102,102,92,2018-10-20,2019-01-30,2019-10-20,1553.0777451457298,602.3343346192564,,0.06834766868864112,0.06834766868864112,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,143,143,92,2020-09-09,2021-01-30,2021-09-09,261.3572767015577,168.35175931676915,,0.013625984145685147,0.022998351338881035,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,108,108,92,2020-10-14,2021-01-30,2021-10-14,718.7853308610618,302.05764876651625,,0.032370718532076924,0.022998351338881035,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,153,153,91,2019-05-30,2019-10-30,2020-05-29,743.6550067648694,536.694415259552,,0.040599613838927615,0.040599613838927615,OGI,2019-10-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,87,87,92,2020-11-04,2021-01-30,2021-11-04,62027.57259422024,19411.50653128475,,2.5824162584191077,2.5824162584191077,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,repaired,157,157,91,2021-05-26,2021-10-30,2022-05-26,331.0189092448562,838.2253024426197,,0.06179415121805111,0.06179415121805111,OGI,2021-10-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,29,29,13,2016-12-04,2017-01-30,2017-12-04,686.1448119787309,64.60454398501038,,0.02578406129669954,0.02578406129669954,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,105,105,91,2019-01-16,2019-05-01,2020-01-16,479.2767867436482,193.5540869541656,,0.021335327045212255,0.021335327045212255,OGI,2019-04-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,29,29,13,2016-08-22,2017-01-30,2017-08-22,2532.3583146849187,359.9921133620718,,0.1436750133150031,0.1436750133150031,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,95,95,92,2018-10-28,2019-01-31,2019-10-28,18023.45195052396,6341.584945554726,,0.7726102516514042,0.39185879953411024,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,68,68,92,2018-11-24,2019-01-31,2019-11-24,285.0234205934387,65.25788754327888,,0.011107347416816259,0.39185879953411024,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,63,63,91,2019-02-28,2019-05-02,2020-02-28,1200.907376581579,250.52041299549495,,0.04602447328694425,0.04602447328694425,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,259,259,91,2020-11-15,2021-08-01,2021-11-15,16.622659017327607,40.615742315923114,,0.0018150177997606138,0.0018150177997606138,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,91,91,92,2017-11-01,2018-01-31,2018-11-01,656.0201313000111,217.87529908139055,,0.027711042312956673,0.027711042312956673,OGI,2018-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,77,77,91,2018-05-16,2018-08-01,2019-05-16,803.7996835591977,214.9047765071466,,0.032302906521637,0.032302906521637,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,143,143,92,2019-12-11,2020-05-02,2020-12-10,436.86632708843376,281.4048863677749,,0.022776230766622548,0.022776230766622548,OGI,2020-04-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,80,80,91,2018-08-12,2018-10-31,2019-08-12,35571.737622062894,9985.049157070287,,1.4445962322150296,1.4445962322150296,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,113,113,91,2018-04-10,2018-08-01,2019-04-10,464.22179070777264,208.16294583324725,,0.021321180128774094,0.021321180128774094,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,repaired,230,230,91,2021-03-15,2021-10-31,2022-03-15,37.58096289775641,141.69871256531104,,0.007130571284486264,0.007130571284486264,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,88,88,91,2019-02-03,2019-05-02,2020-02-03,1021.4266818112366,324.49656317468884,,0.04267894612461711,0.04267894612461711,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,373,373,91,2020-04-24,2021-05-02,2021-04-24,0.0,450.0500600577506,,0.013964913491018475,0.013964913491018475,OGI,2021-04-16,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,70,70,91,2017-02-21,2017-05-02,2018-02-21,16918.01986693468,4014.4453921539916,,0.6637641190730806,0.6637641190730806,OGI,2017-04-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,234,234,91,2017-09-10,2018-05-02,2018-09-10,489.8348521343622,874.9721786216852,,0.043277747043253656,0.043277747043253656,OGI,2018-04-16,True,OGI,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,210,210,91,2018-01-03,2018-08-01,2019-01-03,68.6352882257324,92.98974533808907,,0.0051250961936777474,0.0051250961936777474,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,38,38,91,2018-09-23,2018-10-31,2019-09-23,47152.49843825222,5479.495231356528,,1.668949570954108,1.668949570954108,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,70,70,91,2019-05-23,2019-08-01,2020-05-22,27891.384796867907,6618.294697561876,,1.0942947581947546,1.0942947581947546,OGI,2019-07-16,True,OGI,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,55,55,92,2019-12-07,2020-01-31,2020-12-06,2429.3119789889647,431.00696401417116,,0.09070011868985083,0.09070011868985083,OGI,2020-01-15,True,OGI,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,180,180,91,2017-11-03,2018-05-02,2018-11-03,492.00533830818756,478.70789673229064,,0.030781114759020744,0.030781114759020744,OGI,2018-04-16,True,OGI,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,103,103,91,2021-04-20,2021-08-01,2022-04-20,367.7247040870305,249.18187184844828,,0.028000480026120128,0.028000480026120128,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,30,30,14,2016-06-06,2017-01-31,2017-06-06,159.42236139248277,37.957705093448276,,0.01464417634778097,0.03758726961737372,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,30,30,14,2016-08-24,2017-01-31,2017-08-24,1072.1137874539502,156.8947006030171,,0.06053036288696647,0.03758726961737372,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,198,198,91,2020-01-16,2020-08-01,2021-01-15,483.62368686810186,573.3981437118812,,0.03351794236998931,0.03351794236998931,OGI,2020-07-16,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,314,314,91,2020-12-21,2021-10-31,2021-12-21,40.732348777353465,250.78348070762723,,0.009243906312943324,0.00630187022052652,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,repaired,144,144,91,2021-06-09,2021-10-31,2022-06-09,17.70766978878945,41.80171228828984,,0.003359834128109716,0.00630187022052652,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,78,78,91,2018-08-14,2018-10-31,2019-08-14,61.0184567184958,16.583413324190495,,0.002460739156604715,0.002460739156604715,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,129,129,91,2018-12-24,2019-05-02,2019-12-24,55.43745755697868,30.302678071399363,,0.0027188018654356306,1.198785637841233,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,58,58,91,2019-03-05,2019-05-02,2020-03-04,63522.98289750197,12001.084716791904,,2.3948524738170303,1.198785637841233,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,repaired,139,139,91,2021-03-15,2021-08-01,2022-03-15,91.89490752362649,84.03547464331633,,0.006997358333609473,0.006997358333609473,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,70,70,91,2018-02-21,2018-05-02,2019-02-21,725.0798998304825,172.05285758689416,,0.028447893119526148,0.028447893119526148,OGI,2018-04-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,74,74,91,2019-08-18,2019-10-31,2020-08-17,579.2950170428535,147.31213491811394,,0.0230405616425979,0.0230405616425979,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,repaired,51,51,91,2021-09-10,2021-10-31,2022-09-10,1810.9171546381722,1514.0454899433898,,0.34360146376710915,0.34360146376710915,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,75,75,91,2018-02-17,2018-05-03,2019-02-17,1096.9685343740614,283.6987588898435,,0.04378067266818572,0.04378067266818572,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,18,18,91,2018-10-14,2018-11-01,2019-10-14,10710.45542767836,555.5855841446988,,0.35724381696546986,0.35724381696546986,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,155,155,91,2019-02-28,2019-08-02,2020-02-28,408.75254945836855,301.6983103145101,,0.022528248978084683,0.022528248978084683,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,74,74,91,2020-08-19,2020-11-01,2021-08-19,28452.92999388045,7235.452988134548,,1.1316712005966196,1.1316712005966196,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,repaired,26,26,91,2021-07-07,2021-08-02,2022-07-07,119552.43095559916,20585.18678705681,,9.163633719309477,9.163633719309477,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-03-09,2017-02-01,2017-03-09,1080.5129595272083,930.4417151484295,,0.34738713976569197,0.3375645864721845,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-03-11,2017-02-01,2017-03-11,2085.8730104052497,1701.6332453305984,,0.6353170718826905,0.3375645864721845,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-10-08,2017-02-01,2017-10-08,645.1831348653277,80.32400474226972,,0.029989547768171188,0.3375645864721845,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,26,26,91,2018-04-07,2018-05-03,2019-04-07,974.902484428176,74.77128199154151,,0.033284936783983934,0.033284936783983934,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,103,103,91,2019-04-21,2019-08-02,2020-04-20,6515.620508391415,2561.4843983370824,,0.28783310840716947,0.28783310840716947,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,76,76,91,2020-08-17,2020-11-01,2021-08-17,210.61382575900987,55.38633480167734,,0.008434809759027372,0.00614422533049286,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,19,19,91,2020-10-13,2020-11-01,2021-10-13,115.20228257950369,6.3261369046548275,,0.0038536409019583493,0.00614422533049286,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-08-24,2017-02-01,2017-08-24,2843.7361336217914,432.1363732464488,,0.16134123851793933,0.16134123851793933,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,34,34,91,2018-09-28,2018-11-01,2019-09-28,3256.075323065986,334.4609093179563,,0.11385515703906463,0.11385515703906463,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,56,56,92,2020-12-07,2021-02-01,2021-12-07,153.27735004362754,27.77841942538234,,0.005741240787322738,0.005741240787322738,OGI,2021-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,repaired,102,102,91,2021-04-22,2021-08-02,2022-04-22,880.4163843479868,594.7183523410241,,0.06748347316868919,0.06748347316868919,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,,,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,15,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,0.11286433474072498,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,104,104,91,2018-04-20,2018-08-02,2019-04-20,633.8874622423956,252.58350985903886,,0.028109810124982065,0.028109810124982065,OGI,2018-07-17,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,100,100,91,2018-07-24,2018-11-01,2019-07-24,552.7692157689401,208.59215689393963,,0.024142610751613384,0.024142610751613384,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,repaired,154,154,91,2021-05-31,2021-11-01,2022-05-31,63.29418271595096,162.4550689709408,,0.012209525986873256,0.012209525986873256,OGI,2021-10-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,31,31,15,2016-06-11,2017-02-01,2017-06-11,460.40048846459183,109.78780878771038,,0.04099007197868517,0.04099007197868517,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-02-17,2017-02-01,2017-02-16,120.88636976538115,249.8318308484544,,0.09327651988069532,0.08892958065157366,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,31,31,15,2016-10-26,2017-02-01,2017-10-26,1951.2200384462612,226.54614678589547,,0.08458264142245202,0.08892958065157366,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-09-10,2017-02-01,2017-09-10,15271.480648080322,2142.153394074615,,0.7997884535822188,0.34198757369002836,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-12-30,2017-02-01,2017-12-30,4102.684489574623,383.08198547232917,,0.14302642826774536,0.34198757369002836,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,27,27,15,2017-01-05,2017-02-01,2018-01-05,2428.1829783130333,193.96727933269796,,0.08314783922012085,0.34198757369002836,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,164,164,91,2020-02-20,2020-08-02,2021-02-19,617.6385606505365,503.94390023227857,,0.035565146527232847,0.035565146527232847,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,232,232,91,2017-09-13,2018-05-03,2018-09-13,100.39528275973503,175.12560601698138,,0.008736710070291616,0.00715833926555785,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,171,171,91,2017-11-13,2018-05-03,2018-11-13,93.52919935294895,82.44068602759934,,0.005579968460824083,0.00715833926555785,OGI,2018-04-17,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,38,38,92,2020-12-25,2021-02-01,2021-12-25,28942.96710706269,3363.402905407897,,1.0244282728459724,1.0244282728459724,OGI,2021-01-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,91,91,91,2017-05-03,2017-08-02,2018-05-03,1378.5541076366644,457.84096275524263,,0.0582317056821381,0.0582317056821381,OGI,2017-07-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,97,97,91,2018-07-27,2018-11-01,2019-07-27,1193.0854589318437,431.82570715070466,,0.05152559506857396,0.05152559506857396,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,31,31,15,2016-11-21,2017-02-01,2017-11-21,1133.2765356928219,119.90297817910401,,0.044766643585388295,0.044766643585388295,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,27,27,91,2018-07-06,2018-08-02,2019-07-06,469.0858019596946,37.47135104411762,,0.016062821949638897,0.016062821949638897,OGI,2018-07-17,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,189,189,91,2018-10-26,2019-05-03,2019-10-26,705.4425340371753,757.5490848467393,,0.046391159908799925,0.046391159908799925,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,106,106,91,2020-04-18,2020-08-02,2021-04-18,193.0111913758392,78.99299724262144,,0.008625196239804053,8.636495537395492,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,104,104,91,2020-04-20,2020-08-02,2021-04-20,389318.3563076805,155130.68603830948,,17.264365878551178,8.636495537395492,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,61,61,92,2017-12-02,2018-02-01,2018-12-02,2659.876072817116,533.7251330323818,,0.10126842991658731,0.10126842991658731,OGI,2018-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,58,58,91,2018-09-04,2018-11-01,2019-09-04,21849.41827227865,4127.903126358833,,0.8237354578461911,0.8237354578461911,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,82,82,91,2019-05-12,2019-08-02,2020-05-11,5205.912928384612,1508.4270675884743,,0.2129103245805773,0.2129103245805773,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,repaired,28,28,91,2021-04-05,2021-05-03,2022-04-05,70.39741330477771,8.145155258404033,,0.0033668796537715084,0.0033668796537715084,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-11-04,2017-02-01,2017-11-04,5753.359092104369,646.2106226638965,,0.2412674069085635,0.2412674069085635,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,124,124,91,2018-06-30,2018-11-01,2019-06-30,1233.7639149399395,634.7996906744917,,0.05925176324246674,0.05925176324246674,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,47,47,91,2019-06-16,2019-08-02,2020-06-15,247.93300355667154,36.644186060262776,,0.009023883486077317,0.009023883486077317,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,31,31,15,2016-10-29,2017-02-01,2017-10-29,277.50492399002485,31.861676458113962,,0.011895787208077196,0.011895787208077196,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,214,214,91,2016-12-08,2017-08-03,2017-12-08,21.266914968906622,35.83558900272454,,0.0019381484187177948,0.0019381484187177948,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,61.14851915641446,,0.0019390068225651463,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_0,repaired,342,342,91,2020-08-26,2021-08-03,2021-08-26,31.167714634429835,463.4503654336958,,0.01568423643036928,0.01568423643036928,OGI,2021-07-18,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,214,214,91,2016-12-18,2017-08-03,2017-12-18,70.90508522608455,110.75684845534377,,0.005990224150622174,0.006987110752482661,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,160,160,91,2017-02-24,2017-08-03,2018-02-24,141.4125611401258,110.37077942643965,,0.007983997354343146,0.006987110752482661,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,active,67,67,0,2021-10-26,,2022-10-26,0.0,2086.9374436887033,,0.36051296360017676,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,32,32,16,2016-04-29,2017-02-02,2017-04-29,489.4921341180465,182.13660804392427,,0.06587695603440548,0.06587695603440548,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,344,344,91,2018-05-25,2019-05-04,2019-05-25,36.53469103243529,598.4730340551305,,0.02013596287061028,0.02013596287061028,OGI,2019-04-18,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,42,42,91,2017-03-23,2017-05-04,2018-03-23,9375.249344335783,1219.0726701613091,,0.33594374728872056,0.33594374728872056,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,69,69,91,2018-08-25,2018-11-02,2019-08-25,5135.353503273741,1197.092539614487,,0.2008005467683989,0.2008005467683989,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_3,repaired,82,82,92,2018-11-12,2019-02-02,2019-11-12,17184.56493197905,4979.273231174141,,0.7028106977154106,0.7028106977154106,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_3,repaired,38,38,92,2019-12-26,2020-02-02,2020-12-25,18098.478081365378,2103.1870553268636,,0.6405905992101801,0.6405905992101801,OGI,2020-01-17,True,OGI,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_3,repaired,34,34,92,2020-03-31,2020-05-04,2021-03-31,221.20581335902565,22.72204729367635,,0.007734901720341894,0.007734901720341894,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,179.19189044599318,,0.01185131550568738,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_0,active,29,29,0,2021-12-03,,2022-12-03,0.0,180.61707604750742,,0.07208535921436279,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,32,32,16,2016-03-22,2017-02-02,2017-03-22,3223.474247463826,2148.9828316425505,,0.7772652024170105,1.377895606600524,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,32,32,16,2016-03-30,2017-02-02,2017-03-30,9572.900250577488,5470.228714615707,,1.9785260107840374,1.377895606600524,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,30,30,16,2017-01-03,2017-02-02,2018-01-03,1103.135181031892,98.78822516703511,,0.03811274119098576,0.03811274119098576,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,53,53,91,2017-03-12,2017-05-04,2018-03-12,5058.4136790664,859.2818108670489,,0.18764889300905152,0.18764889300905152,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,313,313,91,2020-09-24,2021-08-03,2021-09-24,65.58445147860232,394.76794832312544,,0.014597678836939616,0.010454323677162512,OGI,2021-07-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,307,307,91,2020-09-30,2021-08-03,2021-09-30,31.625525434321748,167.39717772994442,,0.0063109685173854055,0.010454323677162512,OGI,2021-07-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,repaired,28,28,91,2021-10-05,2021-11-02,2022-10-05,116.69759708233518,55.38191047975228,,0.022892654794871146,0.022892654794871146,OGI,2021-10-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,123,123,91,2016-07-05,2017-05-04,2017-07-05,87.7162702407487,174.01776192922725,,0.016374751762385883,0.041785775869569955,OGI,2017-04-18,True,OGI,N/A,N/A,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..6ff4d429b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,591 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.05008055529953017,2018-01-17,2018-04-02,324.5219983409555 +299.0,0.6939680854387977,2018-07-18,2018-10-01,4496.91319364341 +299.0,0.29926031669278963,2020-01-17,2020-01-17,0.0 +299.0,0.6823355391297884,2017-01-17,2017-04-02,4421.53429356103 +299.0,0.6823355391297884,2017-01-17,2017-04-02,4421.53429356103 +299.0,0.008627637552231199,2018-01-17,2018-04-02,55.90709133845817 +299.0,0.3892482660289144,2020-04-18,2020-07-02,2522.3287638673655 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+2021-12-29,439.93517,439.93517,0,0.00000,48,0,0,0,0,0.00000,0.00000,0.00000,,0,0,0,0 +2021-12-30,447.90227,447.90227,0,0.00000,49,1,0,0,0,0.00000,0.00000,0.00000,,0,0,0,0 +2021-12-31,447.90227,447.90227,0,0.00000,49,0,0,0,0,0.00000,0.00000,0.00000,,0,0,0,0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_emissions_summary.csv new file mode 100644 index 000000000..b917ca09b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_emissions_summary.csv @@ -0,0 +1,688 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,31,31,92,2020-03-18,2020-04-18,2021-03-18,980.3033056925879,90.98623495949168,,0.033970368488460155,0.033970368488460155,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,active,42,42,0,2021-11-20,,2022-11-20,0.0,5.715051516700178,,0.0015749149902723153,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,190,190,91,2020-01-10,2020-07-18,2021-01-09,300.702428591709,326.4769224709984,,0.01988772675871091,0.01988772675871091,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,26,26,92,2020-12-22,2021-01-17,2021-12-22,354.0163812016511,27.15169885322398,,0.012086760529391016,0.012086760529391016,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_2,repaired,48,48,91,2018-05-31,2018-07-18,2019-05-31,1153.9373869080332,174.72868950027,,0.04213172489879196,0.04213172489879196,OGI,2018-07-02,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_2,repaired,31,31,91,2019-03-18,2019-04-18,2020-03-17,6372.121009301029,591.4244050548858,,0.2208125765587238,0.2208125765587238,OGI,2019-04-02,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_2,repaired,88,88,91,2019-07-21,2019-10-17,2020-07-20,67.15074332325021,21.333088131574073,,0.0028058038893589636,0.0028058038893589636,OGI,2019-10-01,True,OGI,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_2,repaired,33,33,91,2020-06-15,2020-07-18,2021-06-15,516.4465657944752,51.333544190414706,,0.018004189180139837,0.018004189180139837,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,16,16,0,2016-12-29,2017-01-17,2017-12-29,14920.112492065251,689.9473984770059,,0.49909389357422296,0.49909389357422296,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,32,32,92,2019-12-16,2020-01-17,2020-12-15,5661.6180755589785,544.0593946483102,,0.19678074169860757,0.19678074169860757,OGI,2020-01-01,True,OGI,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,98,98,91,2017-04-11,2017-07-18,2018-04-11,8105.857752303196,2975.183744291061,,0.3513775208204673,0.3513775208204673,OGI,2017-07-02,True,OGI,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_4,repaired,41,41,91,2018-09-06,2018-10-17,2019-09-06,2127.961910063165,269.27913059441283,,0.07601601473419513,0.07601601473419513,OGI,2018-10-01,True,OGI,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_4,repaired,61,61,91,2019-05-18,2019-07-18,2020-05-17,281.1086077328566,56.40666142007978,,0.010702538976183928,0.010702538976183928,OGI,2019-07-02,True,OGI,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_0,active,193,193,0,2021-06-22,,2022-06-22,0.0,38.41678099220103,,0.0023038272999544853,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,99,99,91,2017-01-09,2017-04-18,2018-01-09,23457.34820165207,8730.366435953212,,1.0206657355912379,1.0206657355912379,OGI,2017-04-02,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,85,85,91,2019-01-23,2019-04-18,2020-01-23,27304.799374454626,8288.95695295944,,1.1286706090631045,1.1286706090631045,OGI,2019-04-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,78,78,91,2021-01-30,2021-04-18,2022-01-30,14549.646649825561,4415.846064927602,,0.6552478135279561,0.6552478135279561,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,16,16,92,2019-01-01,2019-01-17,2020-01-01,14847.163870841263,680.6722691503157,,0.49238445395711494,0.49238445395711494,OGI,2019-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-20,2020-08-19,2020-08-19,0.0,162.97114997562454,,0.005167781265081955,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,80,80,91,2021-07-29,2021-10-17,2022-07-29,3203.091808828722,3416.6312627506377,,0.4943042914859139,0.4943042914859139,OGI,2021-10-01,True,OGI,N/A,N/A,True +0000000004,1157.0,0,Placeholder_Rep_2,active,222,222,0,2021-05-24,,2022-05-24,0.0,191.98935759981373,,0.010009455163487118,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-11-12,2017-01-17,2017-11-12,450.1777543356129,24.08977949622009,,0.017426055769835132,0.017426055769835132,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,41,41,91,2017-03-08,2017-04-18,2018-03-08,64545.22910728577,8167.7604734528295,,2.3057137741228626,2.3057137741228626,OGI,2017-04-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,221,221,92,2019-09-10,2020-04-18,2020-09-09,344.6475951104351,528.9383230514316,,0.027701227744858784,0.027701227744858784,OGI,2020-04-02,True,OGI,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,362,362,91,2020-04-21,2021-04-18,2021-04-21,1.747422685950585,210.8556707713706,,0.006741599868636516,0.006741599868636516,OGI,2021-04-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,0,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,16,16,0,2016-10-13,2017-01-17,2017-10-13,553.469879619605,32.92014153871256,,0.023813759793628878,0.023813759793628878,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,27,27,92,2017-12-21,2018-01-17,2018-12-21,812.4094264817294,64.89661099114404,,0.02781919195436559,0.02781919195436559,OGI,2018-01-01,True,OGI,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,16,16,0,2016-04-23,2017-01-17,2017-04-23,1995.540478344929,332.59007972415486,,0.2405888886893481,0.2405888886893481,OGI,2017-01-01,True,OGI,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,75,75,91,2020-05-04,2020-07-18,2021-05-04,1129.946304181897,292.22749246083544,,0.04509683525630176,0.04509683525630176,OGI,2020-07-02,True,OGI,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,31,31,92,2020-12-17,2021-01-17,2021-12-17,337032.0514786785,31281.417951613872,,11.679143500453208,11.679143500453208,OGI,2021-01-01,True,OGI,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,3.4889255889255955,,0.00011063310467166399,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,105,105,0,2021-09-18,,2022-09-18,0.0,93.36700190284246,,0.01029177710569251,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,78,78,91,2017-07-31,2017-10-17,2018-07-31,1748.3856381546523,475.17100967269295,,0.070508518766722,0.070508518766722,OGI,2017-10-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,48,48,91,2018-08-30,2018-10-17,2019-08-30,1938.3336627205726,293.50162716273655,,0.07077103278422467,0.07077103278422467,OGI,2018-10-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,active,251,251,0,2021-04-25,,2022-04-25,0.0,323.14208884989347,,0.014900679174500766,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,100,100,91,2018-01-08,2018-04-18,2019-01-08,25953.782809469147,9793.880305460056,,1.133550961280099,1.133550961280099,OGI,2018-04-02,True,OGI,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,active,31,31,0,2021-12-01,,2022-12-01,0.0,31.041896402817986,,0.011589716398901578,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,90,90,91,2020-07-19,2020-10-17,2021-07-19,1074.7986061816769,351.75227111400335,,0.0452356315733029,0.0452356315733029,OGI,2020-10-01,True,OGI,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,223,223,91,2021-03-08,2021-10-17,2022-03-08,126.11584449574065,374.9844443006688,,0.019462321681441457,0.019462321681441457,OGI,2021-10-01,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,275,275,92,2019-07-19,2020-04-19,2020-07-18,87.24076786018222,266.56901290611233,,0.011219234549920552,0.013509796697821375,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,51,51,92,2020-02-28,2020-04-19,2021-02-27,428.65741534090495,69.6227012177903,,0.015800358845722198,0.013509796697821375,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,1648.7642784097206,,0.24783012842858954,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,20,20,91,2018-06-29,2018-07-19,2019-06-29,1772.8173885792914,102.77202252633573,,0.059474550073110956,0.059474550073110956,OGI,2018-07-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,282,282,91,2020-01-10,2020-10-18,2021-01-09,307.0459863345132,1043.2164836907557,,0.04281654204798544,0.04281654204798544,OGI,2020-10-02,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,230,230,92,2019-06-02,2020-01-18,2020-06-01,279.87260557561217,476.81999468437635,,0.023994564949898163,0.023994564949898163,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,272,272,91,2020-07-21,2021-04-19,2021-07-21,256.12243947758026,749.0892853537831,,0.03187505469404374,0.03187505469404374,OGI,2021-04-03,True,OGI,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,94,94,91,2018-01-15,2018-04-19,2019-01-15,2506.9867995166087,869.5821371017018,,0.10707029859900781,0.10707029859900781,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,156,156,91,2019-05-15,2019-10-18,2020-05-14,1501.0499896802974,1120.4009492350544,,0.08312566396865016,0.08312566396865016,OGI,2019-10-02,True,OGI,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,active,44,44,0,2021-11-18,,2022-11-18,0.0,41.04693322880002,,0.010797278311447816,,,,False,,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,active,31,31,0,2021-12-01,,2022-12-01,0.0,177.50438058175683,,0.06627254352664158,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,145,145,92,2017-08-26,2018-01-18,2018-08-26,85.83581804296745,56.57360734650127,,0.004515773255627496,0.004515773255627496,OGI,2018-01-02,True,OGI,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,31,31,92,2018-12-18,2019-01-18,2019-12-18,6947.737162671943,644.8498564156595,,0.2407593549938991,0.2407593549938991,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,20,20,91,2020-09-28,2020-10-18,2021-09-28,5668.23144261172,328.5931271079258,,0.19015805966893853,0.19015805966893853,OGI,2020-10-02,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,42,42,91,2021-06-07,2021-07-19,2022-06-07,634.2529813523686,161.44621343514837,,0.04449024841136143,0.04449024841136143,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,17,17,1,2016-03-17,2017-01-18,2017-03-17,1056.4201589543582,309.6403914176567,,0.21081181332901464,0.1066680825151274,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,17,17,1,2016-12-16,2017-01-18,2017-12-16,72.41052367973383,3.7077677787815517,,0.002524351701240163,0.1066680825151274,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,2.8335425334048354,,8.985104431141664e-05,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,17,17,1,2016-05-14,2017-01-18,2017-05-14,534.985380059399,78.40302983629121,,0.053378969115122014,0.053378969115122014,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,72,72,91,2018-02-06,2018-04-19,2019-02-06,14205.679497400963,3490.8154396343666,,0.5611521732951334,0.5611521732951334,OGI,2018-04-03,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,68,68,92,2018-11-11,2019-01-18,2019-11-11,13705.124538276721,3137.8736316593167,,0.5340879683515993,0.5340879683515993,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,24.88532062257242,,0.0007891083403910584,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,101,101,91,2020-04-09,2020-07-19,2021-04-09,3522.1372600228283,1347.4843305390366,,0.15441468767636557,0.15441468767636557,OGI,2020-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,17,17,1,2016-05-24,2017-01-18,2017-05-24,6550.4119406013,883.7857380176357,,0.6017059763191963,3.904031848662141,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,17,17,1,2016-09-30,2017-01-18,2017-09-30,158770.47330918405,10584.69822061227,,7.2063577210050855,3.904031848662141,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,307,307,92,2018-03-17,2019-01-18,2019-03-17,3.1270964909734196,16.55204521946276,,0.0006240214900569564,0.0006240214900569564,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,21,21,92,2019-12-28,2020-01-18,2020-12-27,29224.00648678316,1784.023651809437,,0.9832581855210742,0.9832581855210742,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,repaired,81,81,91,2021-04-29,2021-07-19,2022-04-29,3085.548011941281,1514.7235694984474,,0.21643855302618414,0.21643855302618414,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,108,108,91,2016-08-23,2017-04-19,2017-08-23,1147.634359703415,983.6865940314985,,0.10541908800920552,0.10541908800920552,OGI,2017-04-03,True,OGI,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,37,37,91,2017-09-11,2017-10-18,2018-09-11,1188.2636338651969,134.04193430796428,,0.041930034505744576,0.041930034505744576,OGI,2017-10-02,True,OGI,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,76,76,92,2017-11-03,2018-01-18,2018-11-03,569.1921309965214,149.68374379147275,,0.022795404451674092,0.022795404451674092,OGI,2018-01-02,True,OGI,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,70,70,91,2018-08-09,2018-10-18,2019-08-09,12352.409336642768,2931.0801815762497,,0.48463627340877147,0.48463627340877147,OGI,2018-10-02,True,OGI,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,104,104,92,2018-10-06,2019-01-18,2019-10-06,2615.8868824860456,1042.345730952294,,0.11600179520035322,0.06818311066246946,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,83,83,92,2018-10-27,2019-01-18,2019-10-27,496.17516964030557,146.03737262462894,,0.020364426124585694,0.06818311066246946,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,18,18,91,2019-07-01,2019-07-19,2020-06-30,489.09870605292735,25.37111443502217,,0.016313730989597586,0.016313730989597586,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,148,148,92,2019-08-23,2020-01-18,2020-08-22,548.9958847339265,374.43037299825403,,0.029281654545033627,0.3408813862455668,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,40,40,92,2019-12-09,2020-01-18,2020-12-08,18321.669791926488,2254.9747436217217,,0.6524811179461,0.3408813862455668,OGI,2020-01-02,True,OGI,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,repaired,59,59,91,2021-08-20,2021-10-18,2022-08-20,164.2612198693741,130.96502665260908,,0.0256915071117014,0.0256915071117014,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,101,101,91,2019-04-09,2019-07-19,2020-04-08,2966.738677393015,1135.002297032934,,0.1300653530703307,0.1300653530703307,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,176,176,91,2021-01-24,2021-07-19,2022-01-24,1418.2673782285488,1512.8185367771187,,0.09948564662097002,0.909876758441047,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,84,84,91,2021-04-26,2021-07-19,2022-04-26,24524.138758442587,12485.016095207135,,1.720267870261124,0.909876758441047,OGI,2021-07-03,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,43,43,91,2021-09-05,2021-10-18,2022-09-05,470.49163946849285,273.39379050196203,,0.07358790657352553,0.07358790657352553,OGI,2021-10-02,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,50,50,92,2017-11-29,2018-01-18,2018-11-29,7219.316643477026,1145.923276742385,,0.26526001776444097,0.26526001776444097,OGI,2018-01-02,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,69,69,92,2018-11-10,2019-01-18,2019-11-10,649.0282894902082,151.29375667170393,,0.02537804560381507,0.02537804560381507,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,103,103,91,2019-04-07,2019-07-19,2020-04-06,1086.8049589155637,427.2553846118437,,0.04801053854412123,0.04801053854412123,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,50.86184285294499,,0.001612818456777809,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,repaired,75,75,91,2021-02-03,2021-04-19,2022-02-03,14713.026784392347,4310.4570657399445,,0.6651939916265347,0.6651939916265347,OGI,2021-04-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,59,59,92,2018-11-20,2019-01-18,2019-11-20,17948.689184231454,3460.694973430248,,0.6788871181399575,0.6788871181399575,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,77,77,91,2019-05-03,2019-07-19,2020-05-02,5652.245574248874,1511.190657004039,,0.22715107278199237,0.22715107278199237,OGI,2019-07-03,True,OGI,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,47.89726006702678,,0.0022719935900039263,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,73,73,92,2018-11-06,2019-01-18,2019-11-06,1646.707323542447,411.67683088561176,,0.0652709333595909,0.04613540628670941,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,61,61,92,2018-11-18,2019-01-18,2019-11-18,709.1680274787186,142.3001634085587,,0.026999879213827918,0.04613540628670941,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,206,206,92,2019-09-26,2020-04-19,2020-09-25,179.8308076976551,232.98834204853424,,0.013090409365366226,0.009520441672047212,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,123,123,92,2019-12-18,2020-04-19,2020-12-17,124.41727032643217,63.23687706674032,,0.005950473978728199,0.009520441672047212,OGI,2020-04-03,True,OGI,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,active,257,257,0,2021-04-19,,2022-04-19,0.0,89.2036050851935,,0.004017311801285916,,,,False,,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,active,50,50,0,2021-11-12,,2022-11-12,0.0,281.25115882068854,,0.06510443491219642,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,17,17,1,2016-04-02,2017-01-18,2017-04-02,10590.793610363573,2433.0201537321723,,1.656467969588897,0.8287152479534792,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,17,17,1,2016-09-06,2017-01-18,2017-09-06,19.210485266392002,1.4137586559682425,,0.0009625263180611673,0.8287152479534792,OGI,2017-01-02,True,OGI,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,30,30,92,2018-12-19,2019-01-18,2019-12-19,952.0342149407749,85.25679536783059,,0.032892282163514884,0.032892282163514884,OGI,2019-01-02,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-19,2020-12-18,2020-12-18,0.0,208.0429115267841,,0.006596997448211063,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,445.76261055461447,,0.014135039654826688,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,350,350,91,2020-11-03,2021-10-19,2021-11-03,0.5071562789619106,11.833646509111249,,0.0003913242893224619,0.2778536413830669,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,repaired,99,99,91,2021-07-12,2021-10-19,2022-07-12,3502.4888133049444,4749.950582427255,,0.5553159584768114,0.2778536413830669,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-23,2021-06-23,2021-06-23,0.0,34.97740836695366,,0.0011091263434472875,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,18,18,2,2016-11-23,2017-01-19,2017-11-23,8187.1389498886165,478.46915940907496,,0.30765763850892164,0.30765763850892164,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,81,81,91,2019-07-30,2019-10-19,2020-07-29,207.36521269042424,59.142895168747756,,0.00845091666220104,0.00845091666220104,OGI,2019-10-03,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,33,33,92,2020-12-17,2021-01-19,2021-12-17,5601.812461173936,556.8066602974093,,0.19528853124909135,0.19528853124909135,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,98,98,91,2017-04-13,2017-07-20,2018-04-13,7399.214554555022,2715.816578076375,,0.3207455331250443,0.3207455331250443,OGI,2017-07-04,True,OGI,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,90,90,91,2018-04-21,2018-07-20,2019-04-21,1911.3945014055996,625.5472913691053,,0.08044589652380468,0.08044589652380468,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,62,62,91,2021-08-18,2021-10-19,2022-08-18,1322.5751679905811,1123.2830193892605,,0.20969291729936912,0.20969291729936912,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,538.6045137040411,,0.05068169543285542,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,151.69044519375444,,0.00860625710294994,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,70,70,91,2017-05-11,2017-07-20,2018-05-11,17135.129273057893,4065.9628783527205,,0.6722822219498545,0.6722822219498545,OGI,2017-07-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,130,130,91,2019-03-12,2019-07-20,2020-03-11,148.25489914679778,82.01334846418601,,0.007301758232210292,0.007301758232210292,OGI,2019-07-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,36,36,92,2020-12-14,2021-01-19,2021-12-14,89.48344867121892,9.791501982261037,,0.0031479880344203437,0.0031479880344203437,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,8.5716185428477,,0.003968341917985046,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,251,251,91,2017-11-11,2018-07-20,2018-11-11,186.35591477628967,410.30995270919914,,0.018920150541777293,0.09196146134494336,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,55,55,91,2018-05-26,2018-07-20,2019-05-26,4419.4342492149635,784.0931732478161,,0.16500277214810943,0.09196146134494336,OGI,2018-07-04,True,OGI,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,146,146,91,2020-05-26,2020-10-19,2021-05-26,466.8156203958254,311.210413597217,,0.024671043695872728,0.024671043695872728,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,repaired,103,103,91,2021-07-08,2021-10-19,2022-07-08,609.3675569630062,859.7925803724609,,0.09661459236475872,0.09661459236475872,OGI,2021-10-03,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,59,59,91,2021-02-20,2021-04-20,2022-02-20,821.3361744344639,190.03464428091516,,0.03727923812792592,0.10547381082511675,OGI,2021-04-04,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,24,24,91,2021-03-27,2021-04-20,2022-03-27,3826.2618257634813,360.118760071857,,0.1736683835223076,0.10547381082511675,OGI,2021-04-04,True,OGI,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-09-06,2017-01-19,2017-09-06,3388.186102460624,265.1623906273532,,0.1705005083766417,0.1705005083766417,OGI,2017-01-03,True,OGI,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,237,237,92,2018-05-27,2019-01-19,2019-05-27,220.7378886152495,408.7099968891729,,0.0199596615139657,0.0199596615139657,OGI,2019-01-03,True,OGI,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,84,84,92,2020-01-27,2020-04-20,2021-01-26,1952.3995059003855,583.6354394862364,,0.08041714058176756,0.08041714058176756,OGI,2020-04-04,True,OGI,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,42,42,91,2020-09-07,2020-10-19,2021-09-07,32291.60109785531,4198.90788269326,,1.1571064491548886,1.1571064491548886,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,293.11841408994434,,0.009294723937403104,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,repaired,45,45,91,2021-06-05,2021-07-20,2022-06-05,804.9490336767733,220.87016167960246,,0.056808169156276345,0.056808169156276345,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,266,266,91,2017-07-28,2018-04-20,2018-07-28,91.92983203539544,247.00338708500192,,0.010747501874695501,0.010747501874695501,OGI,2018-04-04,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,47,47,92,2018-12-03,2019-01-19,2019-12-03,735.3558075901965,108.68466338597246,,0.02676434776053301,0.02676434776053301,OGI,2019-01-03,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,86.24268297533918,,0.0027347375372697605,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,21,21,91,2020-09-28,2020-10-19,2021-09-28,2212.822212220829,135.08507690882968,,0.07445165173546608,0.07445165173546608,OGI,2020-10-03,True,OGI,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,119,119,91,2021-03-23,2021-07-20,2022-03-23,982.7721846186744,713.1090851806234,,0.0693577930653423,0.0693577930653423,OGI,2021-07-04,True,OGI,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,active,41,41,0,2021-11-21,,2022-11-21,0.0,1462.5588673654763,,0.4128723089898025,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,60,60,91,2019-05-21,2019-07-20,2020-05-20,154.17445704748235,30.32940138638997,,0.00585057897114004,0.00585057897114004,OGI,2019-07-04,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,297,297,92,2020-03-28,2021-01-19,2021-03-28,165.4988488521277,722.8405604276755,,0.02816905787924287,0.02816905787924287,OGI,2021-01-03,True,OGI,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,active,17,17,0,2021-12-15,,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,90,90,91,2017-07-21,2017-10-19,2018-07-21,660.925397738454,216.30285744167588,,0.027816725494042675,0.027816725494042675,OGI,2017-10-03,True,OGI,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,19,19,3,2016-01-07,2017-01-20,2017-01-06,0.0,119.5875366651736,,0.07284815829993518,0.07284815829993518,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,60,60,91,2018-05-22,2018-07-21,2019-05-22,4903.397501493828,964.6027871791135,,0.1860730685144895,0.1860730685144895,OGI,2018-07-05,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,repaired,210,210,91,2021-03-24,2021-10-20,2022-03-24,336.82789678320773,982.4146989510226,,0.054145430938658645,0.027908852939849793,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,repaired,44,44,91,2021-09-06,2021-10-20,2022-09-06,10.402887953227467,6.3573204158612295,,0.0016722749410409377,0.027908852939849793,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,78,78,91,2020-08-03,2020-10-20,2021-08-03,15343.083810798484,4169.897342307602,,0.6187525733481127,0.6187525733481127,OGI,2020-10-04,True,OGI,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,83,83,91,2017-04-29,2017-07-21,2018-04-29,5454.0471931969905,1605.2692093452135,,0.2238494546721906,0.2238494546721906,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,62,62,91,2018-02-18,2018-04-21,2019-02-18,2511.0433229527416,513.810844960627,,0.09591749644575623,0.09591749644575623,OGI,2018-04-05,True,OGI,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,62,62,91,2020-05-20,2020-07-21,2021-05-20,1259.202344601146,257.6585655619507,,0.04809934392957562,0.04809934392957562,OGI,2020-07-05,True,OGI,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,repaired,90,90,91,2021-01-21,2021-04-21,2022-01-21,8326.321091436757,2950.271252871292,,0.3794073113260406,0.3794073113260406,OGI,2021-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,201,201,91,2016-07-17,2017-07-21,2017-07-17,0.0,57.62974019476323,,0.003318462098924545,0.1970646131830212,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,36,36,91,2017-06-15,2017-07-21,2018-06-15,11109.030460751386,1215.5778011764435,,0.39081076426711786,0.1970646131830212,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,94,94,92,2017-10-18,2018-01-20,2018-10-18,83.09643361600489,28.823117195219407,,0.003548945675140293,0.003548945675140293,OGI,2018-01-04,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,237,237,92,2018-05-28,2019-01-20,2019-05-28,297.45724903314544,550.7606876629334,,0.026896814329530658,0.026896814329530658,OGI,2019-01-04,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-02-22,2017-01-20,2017-02-21,266.39331505307916,158.17103081276574,,0.09635174878945281,0.09635174878945281,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,44,44,91,2018-06-07,2018-07-21,2019-06-07,1207.2550164532497,165.48043839234575,,0.043529155721892296,0.043529155721892296,OGI,2018-07-05,True,OGI,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,71,71,92,2019-11-10,2020-01-20,2020-11-09,43.90375174943478,10.602606714999554,,0.0017283852886997187,0.09466579216383413,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,49,49,92,2019-12-02,2020-01-20,2020-12-01,5122.017581441534,794.2369034513772,,0.18760319903896852,0.09466579216383413,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,259,259,91,2020-11-04,2021-07-21,2021-11-04,5.934647557844936,14.500695447941869,,0.0006480004758303781,0.0006480004758303781,OGI,2021-07-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,101,101,91,2017-01-10,2017-04-21,2018-01-10,28294.67708309673,10824.857520427158,,1.240472304779423,1.240472304779423,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,16,16,92,2020-01-04,2020-01-20,2021-01-03,60714.05932070592,2783.452576307435,,2.0134928937409104,2.0134928937409104,OGI,2020-01-04,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,201,201,91,2016-09-14,2017-07-21,2017-09-14,53.63090479438663,195.9965793394857,,0.01128596481363355,0.03052836304712897,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,43,43,91,2017-06-08,2017-07-21,2018-06-08,1384.6623954359952,184.90833230977574,,0.04977076128062439,0.03052836304712897,OGI,2017-07-05,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,19,19,91,2017-10-01,2017-10-20,2018-10-01,79.37693335207105,4.3588489412986995,,0.0026552442381205525,0.0026552442381205525,OGI,2017-10-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,93,93,91,2019-01-18,2019-04-21,2020-01-18,15829.446947486631,5412.274140133296,,0.6735705570655734,0.6735705570655734,OGI,2019-04-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,110,110,91,2016-06-11,2017-04-21,2017-06-11,57.72328675143283,124.50120671877667,,0.013099874444315728,0.013099874444315728,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,110,110,91,2016-05-26,2017-04-21,2017-05-26,7.587435023816888,23.846224360567362,,0.0025090724285108754,0.07575567358506538,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,39,39,91,2017-03-13,2017-04-21,2018-03-13,4196.857671282363,502.0780649693624,,0.1490022747416199,0.07575567358506538,OGI,2017-04-05,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,70,70,91,2021-08-11,2021-10-20,2022-08-11,2624.8711612403617,2551.9580734281294,,0.4219507396541219,0.21336675324966256,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,repaired,63,63,91,2021-08-18,2021-10-20,2022-08-18,29.752635990640385,26.03355649181034,,0.004782766845203251,0.21336675324966256,OGI,2021-10-04,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-03-16,2017-01-20,2017-03-16,1030.3176544047353,355.9279169761814,,0.21681768821648473,0.12567801183989832,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-08-10,2017-01-20,2017-08-10,602.7906611740904,56.69813149657285,,0.03453833546331192,0.12567801183989832,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,62,62,91,2019-05-20,2019-07-21,2020-05-19,35723.12677169408,7309.6827057591845,,1.3645614370070163,1.3645614370070163,OGI,2019-07-05,True,OGI,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-03-17,2017-01-20,2017-03-17,3894.272447095498,1321.2710088359727,,0.8048678172733751,0.4036753013278637,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-06-21,2017-01-20,2017-06-21,32.60592386935652,4.075740483669565,,0.0024827853823523177,0.4036753013278637,OGI,2017-01-04,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,143,143,91,2019-05-31,2019-10-21,2020-05-30,793.9567947480646,511.42262004042,,0.04139330970283119,0.04139330970283119,OGI,2019-10-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,230,230,91,2020-09-04,2021-04-22,2021-09-04,503.7688511797688,858.2728575655319,,0.043190059257524754,0.033073115657922134,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,177,177,91,2020-10-27,2021-04-22,2021-10-27,372.8816939776954,351.06414805346856,,0.022956172058319506,0.033073115657922134,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,20,20,4,2016-02-17,2017-01-21,2017-02-16,157.62599963100922,121.25076894693018,,0.07016826906651051,0.07016826906651051,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,32,32,92,2020-12-20,2021-01-21,2021-12-20,1313.294189563803,126.20244464276786,,0.04564613883201962,0.04564613883201962,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,45,45,91,2020-09-06,2020-10-21,2021-09-06,4855.573983837379,682.8150914771314,,0.17562116550337742,0.19199112804450869,OGI,2020-10-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,33,33,91,2020-09-18,2020-10-21,2021-09-18,5976.796211230967,594.0791414777768,,0.20836109058563998,0.19199112804450869,OGI,2020-10-05,True,OGI,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-05-13,2017-01-21,2017-05-13,9639.925850753496,1721.4153304916958,,0.9961894273678794,0.9961894273678794,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,86,86,91,2017-07-27,2017-10-21,2018-07-27,37742.96349420789,11634.03175807125,,1.5657342482331031,1.5657342482331031,OGI,2017-10-05,True,OGI,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,95,95,92,2017-10-18,2018-01-21,2018-10-18,285.3199955809327,100.39036881551336,,0.01223079542099334,0.01223079542099334,OGI,2018-01-05,True,OGI,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,46,46,91,2018-03-07,2018-04-22,2019-03-07,592.9877504059375,85.50920538769005,,0.021514997329833443,0.021514997329833443,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,repaired,189,189,91,2021-01-14,2021-07-22,2022-01-14,957.8442846155978,1117.4849987181974,,0.0684330907504285,0.0684330907504285,OGI,2021-07-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,88,88,92,2020-10-25,2021-01-21,2021-10-25,5047.67048377572,1603.5920670478822,,0.21091015191601983,0.21091015191601983,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,20,20,4,2016-03-30,2017-01-21,2017-03-30,3870.147318577987,1138.2786231111727,,0.6587260550411879,0.6587260550411879,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,20,20,4,2016-04-26,2017-01-21,2017-04-26,1159.4396114505162,244.09254977905601,,0.14125726260362037,0.14125726260362037,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,87,87,91,2019-01-25,2019-04-22,2020-01-25,557.0362461475268,174.3242928591181,,0.023191290557034654,0.023191290557034654,OGI,2019-04-06,True,OGI,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,49,49,91,2021-09-02,2021-10-21,2022-09-02,871.4216527939753,601.4036758718985,,0.14205491210126098,0.14205491210126098,OGI,2021-10-05,True,OGI,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,101,101,91,2019-04-12,2019-07-22,2020-04-11,2684.781736160682,1027.1324066372308,,0.11770402532971565,0.11770402532971565,OGI,2019-07-06,True,OGI,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,165,165,91,2017-11-08,2018-04-22,2018-11-08,263.5868512757416,217.45915230248684,,0.015253868708086898,0.015253868708086898,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,111,111,91,2016-07-16,2017-04-22,2017-07-16,136.29061963422987,177.979515051759,,0.01855809090880036,0.01855809090880036,OGI,2017-04-06,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,51,51,91,2018-03-02,2018-04-22,2019-03-02,18693.76395882957,3036.248286306714,,0.6890541680979289,0.6890541680979289,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,28,28,92,2020-12-24,2021-01-21,2021-12-24,1666.1010911778596,138.42976425216636,,0.05722129805397089,0.05722129805397089,OGI,2021-01-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,21,21,91,2018-04-01,2018-04-22,2019-04-01,82434.5572530123,5032.342157887379,,2.77355718578449,2.77355718578449,OGI,2018-04-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,20,20,4,2016-02-21,2017-01-21,2017-02-20,702.9286968195428,468.6191312130285,,0.27119162685939147,0.27119162685939147,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,187,187,92,2019-07-18,2020-01-21,2020-07-17,724.0194638274747,760.6271895266167,,0.04707783654725049,0.04707783654725049,OGI,2020-01-05,True,OGI,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,repaired,18,18,91,2021-04-04,2021-04-22,2022-04-04,4199.914630667331,298.80815554154924,,0.1921348736764077,0.1921348736764077,OGI,2021-04-06,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,20,20,4,2016-12-31,2017-01-21,2017-12-31,95928.40527787867,5577.232864992946,,3.227565315389436,3.227565315389436,OGI,2017-01-05,True,OGI,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,21,21,5,2016-04-03,2017-01-22,2017-04-03,318.185074836136,94.11107847265994,,0.05186898063969352,0.05186898063969352,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,289,289,91,2020-07-08,2021-04-23,2021-07-08,143.33667900215502,545.0565819950368,,0.021828807109246316,0.021828807109246316,OGI,2021-04-07,True,OGI,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,53,53,91,2019-08-30,2019-10-22,2020-08-29,627.2449602343265,106.55122721929264,,0.023268524462633788,0.023268524462633788,OGI,2019-10-06,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,26,26,91,2017-09-26,2017-10-22,2018-09-26,4181.870361667919,320.7334200689259,,0.14277662930418708,0.14277662930418708,OGI,2017-10-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,259,259,92,2018-05-08,2019-01-22,2019-05-08,447.2556407473203,1092.8227448448674,,0.04883556524582026,0.04883556524582026,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,173,173,92,2020-08-02,2021-01-22,2021-08-02,1301.680088388766,1172.8679963086279,,0.07846740501957743,0.07846740501957743,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,103,103,91,2020-04-11,2020-07-23,2021-04-11,2748.9516241030296,1080.6947224527178,,0.12143728902066678,0.12143728902066678,OGI,2020-07-07,True,OGI,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,75,75,91,2018-08-08,2018-10-22,2019-08-08,45538.54842237554,11777.210798890226,,1.817470802297874,1.817470802297874,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,138,138,92,2020-09-06,2021-01-22,2021-09-06,736.9130306275757,447.991181615002,,0.03757306609089858,0.03757306609089858,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,51,51,91,2017-03-03,2017-04-23,2018-03-03,980.7045124941292,159.2864017108299,,0.03614887475282087,0.03614887475282087,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,62,62,92,2017-11-21,2018-01-22,2018-11-21,781.983307839305,160.00978576249804,,0.029870405048256055,0.029870405048256055,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,171,171,91,2018-05-04,2018-10-22,2019-05-04,426.0171445841036,375.5099573395965,,0.025416257671350206,0.025416257671350206,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,97,97,92,2019-10-17,2020-01-22,2020-10-16,4427.9421323675515,1602.6506971628828,,0.19122884416319236,0.19122884416319236,OGI,2020-01-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,57,57,91,2020-08-26,2020-10-22,2021-08-26,533.5890804851736,98.74862853134705,,0.020051297216404126,0.049917561671897294,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,40,40,91,2020-09-12,2020-10-22,2021-09-12,2240.3298376571242,275.73290309626145,,0.07978382612739046,0.049917561671897294,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,141,141,91,2018-12-03,2019-04-23,2019-12-03,127.28064019320861,80.11861726447506,,0.006576587311570385,0.012702997303315559,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,48,48,91,2019-03-06,2019-04-23,2020-03-05,515.7148705229595,78.08931793407588,,0.018829407295060732,0.012702997303315559,OGI,2019-04-07,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,104,104,91,2017-01-09,2017-04-23,2018-01-09,198.7416325578911,79.19206814567308,,0.008813219834587905,0.008813219834587905,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,30,30,91,2018-09-22,2018-10-22,2019-09-22,1508.3910196891902,135.0797928079872,,0.05211411759567407,0.05211411759567407,OGI,2018-10-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,89,89,92,2020-10-25,2021-01-22,2021-10-25,612.240574088342,197.42540251399433,,0.025674339694391687,0.2744259851689604,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,24,24,92,2020-12-29,2021-01-22,2021-12-29,15414.068625071914,1084.861134902422,,0.5231776306435291,0.2744259851689604,OGI,2021-01-06,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,78,78,92,2017-11-05,2018-01-22,2018-11-05,743.4434154302061,202.05082370577028,,0.02998142564484958,0.02998142564484958,OGI,2018-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,18,18,92,2020-04-05,2020-04-23,2021-04-05,32382.697386738626,1679.7941007530123,,1.0801145195171118,1.0801145195171118,OGI,2020-04-07,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,191,191,91,2020-01-14,2020-07-23,2021-01-13,57.3764269786292,62.982169844357344,,0.003816546068714692,0.003816546068714692,OGI,2020-07-07,True,OGI,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,21,21,5,2016-02-21,2017-01-22,2017-02-20,21735.73887199182,15739.672976269938,,8.674863853764295,8.674863853764295,OGI,2017-01-06,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,18,18,92,2019-01-04,2019-01-22,2020-01-04,251.69347876513686,13.056145872543121,,0.008395155525040587,0.008395155525040587,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,35,35,91,2019-06-18,2019-07-23,2020-06-17,2968.017293459937,314.78971294272054,,0.1040971272958732,0.1040971272958732,OGI,2019-07-07,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,369,369,91,2019-10-19,2020-10-22,2020-10-18,0.0,750.5975675462072,,0.02354328413712634,0.02354328413712634,OGI,2020-10-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,32,32,91,2021-06-21,2021-07-23,2022-06-21,3402.665943331076,676.3062744508971,,0.2446130911642423,0.2446130911642423,OGI,2021-07-07,True,OGI,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,repaired,103,103,91,2021-07-11,2021-10-22,2022-07-11,8517.260973294236,12532.54114641866,,1.408277277330396,1.408277277330396,OGI,2021-10-06,True,OGI,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,75,75,91,2017-02-07,2017-04-23,2018-02-07,3263.0039287751456,843.8803264073653,,0.13022844543323536,0.13022844543323536,OGI,2017-04-07,True,OGI,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,71,71,92,2018-11-12,2019-01-22,2019-11-12,247.7958176468373,59.84184711879405,,0.009755126356089274,0.009755126356089274,OGI,2019-01-06,True,OGI,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,53,53,91,2019-08-30,2019-10-22,2020-08-29,446.7132796236281,75.8839866027317,,0.01657145060332191,0.01657145060332191,OGI,2019-10-06,True,OGI,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,repaired,48,48,91,2021-06-05,2021-07-23,2022-06-05,1456.669128605434,434.286448279881,,0.10471799003662252,0.10471799003662252,OGI,2021-07-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,17,17,91,2018-10-06,2018-10-23,2019-10-06,2126.576137874705,103.88446650537352,,0.07072744179287413,0.07072744179287413,OGI,2018-10-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,86,86,91,2017-07-29,2017-10-23,2018-07-29,203.5703735838644,62.74929078212309,,0.008444941158231465,0.008444941158231465,OGI,2017-10-07,True,OGI,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,45,45,91,2017-06-09,2017-07-24,2018-06-09,8576.677349378457,1206.0952522563455,,0.31020968422231104,0.31020968422231104,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,279,279,91,2020-07-19,2021-04-24,2021-07-19,44.64651870847531,144.84161301935595,,0.0060086292404817115,0.01621704894766487,OGI,2021-04-08,True,OGI,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,repaired,37,37,91,2021-03-18,2021-04-24,2022-03-18,573.0732834364964,84.47693819581819,,0.02642546865484803,0.01621704894766487,OGI,2021-04-08,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,271,271,92,2017-04-27,2018-01-23,2018-04-27,7.029479835085122,20.26584080114966,,0.0008655289395051618,0.06749394183226835,OGI,2018-01-07,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,97,97,92,2017-10-18,2018-01-23,2018-10-18,3105.6299481290507,1124.0526304795444,,0.13412235472503153,0.06749394183226835,OGI,2018-01-07,True,OGI,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,22,22,6,2016-03-27,2017-01-23,2017-03-27,8463.917705099173,2955.6538017806633,,1.5549525472330932,1.5549525472330932,OGI,2017-01-07,True,OGI,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,39,39,92,2019-12-15,2020-01-23,2020-12-14,17079.35624909757,2043.2358702908136,,0.6063734182961816,0.6063734182961816,OGI,2020-01-07,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,336,336,92,2018-02-21,2019-01-23,2019-02-21,94.3710637925626,1093.4026701483112,,0.03766405802704445,0.02061124754189883,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,49,49,92,2018-12-05,2019-01-23,2019-12-05,97.15387189829885,15.06499912347039,,0.0035584370567532096,0.02061124754189883,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,190,190,91,2017-01-15,2017-07-24,2018-01-15,433.96604308222436,471.1631324892722,,0.028701457875808488,0.028701457875808488,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,repaired,112,112,91,2021-04-03,2021-07-24,2022-04-03,1818.0084944087805,1272.6059460861466,,0.13151103113489443,0.13151103113489443,OGI,2021-07-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,115,115,91,2017-12-30,2018-04-24,2018-12-30,449.4161709352076,206.7314386301955,,0.020806304209963315,0.020806304209963315,OGI,2018-04-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,72,72,91,2018-05-13,2018-07-24,2019-05-13,4276.523152839195,1050.886235509973,,0.16893104351690663,0.16893104351690663,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,91,91,92,2018-10-24,2019-01-23,2019-10-24,9248.90177404457,3071.7155526936344,,0.3906842125424342,0.3906842125424342,OGI,2019-01-07,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,23,23,91,2021-07-01,2021-07-24,2022-07-01,589.797182588626,84.783344997115,,0.04266472674975593,0.04266472674975593,OGI,2021-07-08,True,OGI,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,204,204,91,2016-08-01,2017-07-24,2017-08-01,9.985345693127002,254.62631517473855,,0.014446391338436055,0.010129708264662154,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,76,76,91,2017-05-09,2017-07-24,2018-05-09,145.14891380640333,38.17064861344863,,0.0058130251908882526,0.010129708264662154,OGI,2017-07-08,True,OGI,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,74,74,91,2019-08-10,2019-10-23,2020-08-09,227.5385117218096,57.86202703578664,,0.00904999171605772,0.011219484772585055,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,45,45,91,2019-09-08,2019-10-23,2020-09-07,149.16596740308924,20.976464166059422,,0.005395181112669604,0.011219484772585055,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,27,27,91,2019-09-26,2019-10-23,2020-09-25,561.0893019803779,44.820743057604155,,0.01921328148902784,0.011219484772585055,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,105,105,91,2018-04-10,2018-07-24,2019-04-10,16986.955752085352,6860.1167460344695,,0.7561857083371328,0.7561857083371328,OGI,2018-07-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,72,72,91,2020-08-12,2020-10-23,2021-08-12,2497.1882968908076,613.6435405328947,,0.09864383046117776,0.09864383046117776,OGI,2020-10-07,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,132,132,92,2019-12-14,2020-04-24,2020-12-13,725.6137149217233,411.0772977238948,,0.03604423556080727,0.03604423556080727,OGI,2020-04-08,True,OGI,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,125,125,91,2019-03-21,2019-07-24,2020-03-20,1482.422402078695,772.0950010826538,,0.07149027787802349,0.07149027787802349,OGI,2019-07-08,True,OGI,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,35,35,91,2019-09-18,2019-10-23,2020-09-17,51690.3885195703,5482.31393389382,,1.8129345019490144,1.8129345019490144,OGI,2019-10-07,True,OGI,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,31,31,92,2020-03-24,2020-04-24,2021-03-24,74.8864998896701,6.950543402933452,,0.0025950356193747953,0.0025950356193747953,OGI,2020-04-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,114,114,91,2016-09-30,2017-04-25,2017-09-30,80.63880906470744,58.18243185681423,,0.00590708575544329,0.20381681166002613,OGI,2017-04-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,99,99,91,2017-01-16,2017-04-25,2018-01-16,9232.63997692487,3436.2081117126395,,0.40172653756460897,0.20381681166002613,OGI,2017-04-09,True,OGI,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,23,23,91,2017-07-02,2017-07-25,2018-07-02,3377.315189156722,227.12938406609535,,0.11429618763390466,0.11429618763390466,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,49,49,91,2017-06-06,2017-07-25,2018-06-06,927.1276111415253,143.76345868966692,,0.03395773306161822,0.03395773306161822,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,51,51,92,2017-12-04,2018-01-24,2018-12-04,5579.110847279221,906.1613159593641,,0.2056466312543945,0.2056466312543945,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,23,23,7,2016-01-18,2017-01-24,2017-01-17,0.0,55.805403961590805,,0.028082429529786034,0.028082429529786034,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,94,94,92,2020-10-22,2021-01-24,2021-10-22,126.15683009229308,43.759195677769554,,0.005388001831876668,0.005388001831876668,OGI,2021-01-08,True,OGI,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,103,103,92,2017-10-13,2018-01-24,2018-10-13,517.6914896243009,203.5199367606984,,0.02286946430698247,0.02286946430698247,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,33,33,91,2020-06-22,2020-07-25,2021-06-22,1653.1221780630397,164.31636107253104,,0.057630598019265934,0.057630598019265934,OGI,2020-07-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,135,135,91,2020-12-11,2021-04-25,2021-12-11,8.650911122150092,5.0777087021315745,,0.0004353316788521583,0.0004353316788521583,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,47,47,91,2020-06-08,2020-07-25,2021-06-08,7081.778702665013,1046.6779843561496,,0.2577516706944813,0.2577516706944813,OGI,2020-07-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,311,311,91,2017-06-18,2018-04-25,2018-06-18,126.27745892981577,727.2646245772722,,0.02706564191739878,0.025195581813975187,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,194,194,91,2017-10-13,2018-04-25,2018-10-13,344.6205879603734,390.97306470358154,,0.02332552171055159,0.025195581813975187,OGI,2018-04-09,True,OGI,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,23,23,91,2019-04-02,2019-04-25,2020-04-01,1144.1651325586665,76.94677792061209,,0.03872120467019529,0.03872120467019529,OGI,2019-04-09,True,OGI,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,84,84,91,2019-05-02,2019-07-25,2020-05-01,76.31646534499708,22.813462950105894,,0.0031433894056032145,0.05073735782096267,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,53,53,91,2019-06-02,2019-07-25,2020-06-01,2650.697895087288,450.27880910136633,,0.09833132623632213,0.05073735782096267,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,354,354,91,2017-08-05,2018-07-25,2018-08-05,1.8153262267585164,58.42049857022861,,0.0019100654742829504,0.0019100654742829504,OGI,2018-07-09,True,OGI,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,repaired,97,97,91,2021-07-19,2021-10-24,2022-07-19,2116.2952027368483,3018.832862727563,,0.36020819763358664,0.36020819763358664,OGI,2021-10-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,42,42,91,2019-06-13,2019-07-25,2020-06-12,3797.2832205360546,493.76438161769136,,0.1360682268567271,0.1360682268567271,OGI,2019-07-09,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,27,27,92,2017-12-28,2018-01-24,2018-12-28,5759.254771731579,460.05881312648705,,0.19721314005765048,0.19721314005765048,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,23,23,7,2016-03-24,2017-01-24,2017-03-24,714.5377436102597,278.54861191586394,,0.140171402936727,0.07203278073686473,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,23,23,7,2016-05-29,2017-01-24,2017-05-29,42.05691219962648,7.738471844731273,,0.003894158537002452,0.07203278073686473,OGI,2017-01-08,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,109,109,92,2017-10-07,2018-01-24,2018-10-07,779.3275021196886,331.82303801189863,,0.03523435249022029,0.03523435249022029,OGI,2018-01-08,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,352,352,91,2020-05-08,2021-04-25,2021-05-08,25.010972885217292,677.2201888920375,,0.022267604064474086,0.022267604064474086,OGI,2021-04-09,True,OGI,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,17,17,91,2017-07-08,2017-07-25,2018-07-08,3781.458390774299,184.72641564127323,,0.1257668951806054,0.1257668951806054,OGI,2017-07-09,True,OGI,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,31,31,92,2018-12-24,2019-01-24,2019-12-24,3835.49888721423,355.9894176755722,,0.13291122225043764,0.13291122225043764,OGI,2019-01-08,True,OGI,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,58,58,91,2019-08-27,2019-10-24,2020-08-26,10568.688322734886,1996.6903020150598,,0.3984455423880627,0.3984455423880627,OGI,2019-10-08,True,OGI,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,repaired,94,94,91,2021-04-22,2021-07-25,2022-04-22,619.1355494034361,366.0298216598931,,0.045068683715018355,0.045068683715018355,OGI,2021-07-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,106,106,91,2017-01-10,2017-04-26,2018-01-10,7071.211637161776,2894.0093959040473,,0.3159950860307529,0.3159950860307529,OGI,2017-04-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,67,67,92,2017-11-19,2018-01-25,2018-11-19,8259.181859956709,1856.9301497218107,,0.3207798075113686,0.3207798075113686,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,46,46,91,2018-03-11,2018-04-26,2019-03-11,5823.479710269641,839.7494253053401,,0.21128960982924216,0.21128960982924216,OGI,2018-04-10,True,OGI,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,251,251,91,2020-11-17,2021-07-26,2021-11-17,419.6718998408287,924.014446140772,,0.042608014522501285,0.02722829659020234,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,repaired,137,137,91,2021-03-11,2021-07-26,2022-03-11,161.74731697477083,140.24925585787093,,0.011848578657903395,0.02722829659020234,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,repaired,42,42,91,2021-09-13,2021-10-25,2022-09-13,1106.861858164776,693.8537021331433,,0.19120747964427448,0.19120747964427448,OGI,2021-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,25,25,92,2017-12-31,2018-01-25,2018-12-31,2772.0863237475296,203.82987674614185,,0.09436568367876937,0.09436568367876937,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,189,189,92,2019-10-20,2020-04-26,2020-10-19,1109.196805510412,1191.12611500834,,0.07294276130513547,0.1466754188050351,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,81,81,92,2020-02-05,2020-04-26,2021-02-04,5408.285213139966,1542.503881212455,,0.2204080763049347,0.1466754188050351,OGI,2020-04-10,True,OGI,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,repaired,193,193,91,2021-04-15,2021-10-25,2022-04-15,696.4670259537273,2006.2408359562594,,0.12031284997818671,0.12031284997818671,OGI,2021-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,101,101,91,2017-01-15,2017-04-26,2018-01-15,1840.521413095137,704.1388739492759,,0.08069064837152501,0.08069064837152501,OGI,2017-04-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,41,41,91,2018-06-15,2018-07-26,2019-06-15,4218.876486305129,533.8701726497231,,0.1507086079069905,0.1507086079069905,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,39,39,91,2017-06-17,2017-07-26,2018-06-17,544075.420345351,65088.777280578804,,19.316469990675095,19.316469990675095,OGI,2017-07-10,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,152,152,91,2018-02-24,2018-07-26,2019-02-24,532.9553382766395,380.3249362349728,,0.028959927527638644,0.028959927527638644,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,98,98,91,2019-07-19,2019-10-25,2020-07-18,38403.81188600631,14095.78114168022,,1.6647511741402374,1.6647511741402374,OGI,2019-10-09,True,OGI,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-05-28,2017-01-25,2017-05-28,565.8004211124806,110.4000821682889,,0.05324078036665167,0.05324078036665167,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,254,254,91,2019-11-15,2020-07-26,2020-11-14,223.95455136721498,512.4725770024559,,0.02335195105180336,0.02335195105180336,OGI,2020-07-10,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,85,85,91,2018-08-01,2018-10-25,2019-08-01,283.5071804481823,86.06467977891248,,0.011719046810854094,0.011719046810854094,OGI,2018-10-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,88,88,91,2018-07-29,2018-10-25,2019-07-29,7094.888893956535,2253.9719229898014,,0.29645043179053576,0.29645043179053576,OGI,2018-10-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,156,156,92,2017-08-22,2018-01-25,2018-08-22,2583.5699929505904,1928.4063105277137,,0.1430738300189721,0.1430738300189721,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,78,78,91,2018-02-07,2018-04-26,2019-02-07,3920.2058120626925,1065.4217886442161,,0.1580932141269314,0.1580932141269314,OGI,2018-04-10,True,OGI,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,170,170,91,2019-02-06,2019-07-26,2020-02-06,71.6312558517767,62.447761511805325,,0.0042516177499867455,0.07244899796197586,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,139,139,91,2019-03-09,2019-07-26,2020-03-08,2746.3174387761096,1689.10674331805,,0.14064637817396497,0.07244899796197586,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,95,95,91,2020-07-22,2020-10-25,2021-07-22,3966.8904113063395,1395.7577373114898,,0.17004845727479162,0.17004845727479162,OGI,2020-10-09,True,OGI,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,repaired,93,93,91,2021-04-24,2021-07-26,2022-04-24,278.6208032019768,163.99832087204962,,0.020409986169858823,0.020409986169858823,OGI,2021-07-10,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,60,60,91,2018-02-25,2018-04-26,2019-02-25,164975.6101219562,32454.218384647123,,6.260458793334707,6.260458793334707,OGI,2018-04-10,True,OGI,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,80,80,92,2020-11-06,2021-01-25,2021-11-06,395.91781280158466,111.13482464605885,,0.016078533658283975,0.016078533658283975,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,212,212,91,2017-03-27,2017-10-25,2018-03-27,213.48903395732788,295.8148705813955,,0.016149920869442013,0.016149920869442013,OGI,2017-10-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,202,202,92,2017-07-07,2018-01-25,2018-07-07,400.1978342554698,495.95069030432444,,0.028416683300348623,0.028416683300348623,OGI,2018-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,257,257,91,2017-11-11,2018-07-26,2018-11-11,107.59855342261139,256.04470582973266,,0.011531052107190007,0.15448151130898247,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,38,38,91,2018-06-18,2018-07-26,2019-06-18,8403.285976446823,976.5286455809763,,0.2974319705107749,0.15448151130898247,OGI,2018-07-10,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,131,131,91,2017-03-17,2017-07-26,2018-03-17,919.5783587622592,514.8066880250254,,0.04548405145824722,0.04548405145824722,OGI,2017-07-10,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,67,67,91,2019-02-18,2019-04-26,2020-02-18,21909.41370616718,4925.94200776242,,0.850943547499036,0.850943547499036,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,61,61,92,2020-11-25,2021-01-25,2021-11-25,5662.088469579358,1136.1427521195424,,0.21557049789760593,0.21557049789760593,OGI,2021-01-09,True,OGI,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,102,102,91,2019-01-14,2019-04-26,2020-01-14,442.00938554763394,171.42569325421545,,0.019451898744350878,0.019451898744350878,OGI,2019-04-10,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,27,27,91,2019-06-29,2019-07-26,2020-06-28,254.9504634317298,20.365865422061255,,0.008730223517687437,0.008730223517687437,OGI,2019-07-10,True,OGI,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,27,27,91,2021-09-28,2021-10-25,2022-09-28,1669.6907641057483,672.8604571769432,,0.2884346952918995,0.2884346952918995,OGI,2021-10-09,True,OGI,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-02-12,2017-01-25,2017-02-11,38.579479019614524,54.4651468512205,,0.026265985171306183,4.127336152654283,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,24,24,8,2016-07-28,2017-01-25,2017-07-28,130811.91231501408,17062.42334543662,,8.228406320137259,4.127336152654283,OGI,2017-01-09,True,OGI,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,37,37,92,2018-12-20,2019-01-26,2019-12-20,305.1627305609516,34.423844605961,,0.010768219659021834,0.010768219659021834,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,25,25,9,2016-12-09,2017-01-26,2017-12-09,1689.0436212732038,133.2053329079814,,0.06166913560554693,0.03191735293113097,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,25,25,9,2016-12-20,2017-01-26,2017-12-20,61.37052861909771,4.677631754504399,,0.0021655702567149994,0.03191735293113097,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,20,20,91,2018-10-06,2018-10-26,2019-10-06,128.05261533763405,7.423340019572989,,0.004295914363178813,0.004295914363178813,OGI,2018-10-10,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,116,116,91,2016-10-06,2017-04-27,2017-10-06,261.70902500395835,187.39658580530352,,0.01869777556326863,0.01869777556326863,OGI,2017-04-11,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,194,194,92,2017-07-16,2018-01-26,2018-07-16,137.78470862481203,156.31715481411422,,0.009325908911685889,0.009325908911685889,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,55,55,91,2018-06-02,2018-07-27,2019-06-02,3818.6582161995025,677.5038770676537,,0.14257236470278906,0.14257236470278906,OGI,2018-07-11,True,OGI,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,158,158,92,2018-08-21,2019-01-26,2019-08-21,29.54989923490027,22.554995551276537,,0.0016522353750056064,0.008956886082889425,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,18,18,92,2019-01-08,2019-01-26,2020-01-08,487.5338822168145,25.289942017010553,,0.016261536790773246,0.008956886082889425,OGI,2019-01-10,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,79,79,91,2017-05-09,2017-07-27,2018-05-09,99768.43548025905,27558.413996295334,,4.037507910849644,4.037507910849644,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,66,66,91,2017-08-21,2017-10-26,2018-08-21,88.5478286634097,19.545674554465016,,0.003427622501835195,0.003427622501835195,OGI,2017-10-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,106,106,91,2019-01-11,2019-04-27,2020-01-11,329.808111008535,134.97938133940042,,0.014738314699008607,0.014738314699008607,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,71,71,91,2021-05-17,2021-07-27,2022-05-17,73.12842867447117,33.07081806297741,,0.0053910436331144704,0.0053910436331144704,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,179,179,91,2017-01-29,2017-07-27,2018-01-29,429.15014909156076,412.99933702897516,,0.026704385024116435,0.03329933706667086,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,32,32,91,2017-06-25,2017-07-27,2018-06-25,1147.8065708193426,110.29973052918606,,0.03989428910922528,0.03329933706667086,OGI,2017-07-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,33,33,91,2019-06-24,2019-07-27,2020-06-23,908.4989148164121,90.30260297873974,,0.031671788362352606,0.031671788362352606,OGI,2019-07-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,210,210,91,2019-12-30,2020-07-27,2020-12-29,1150.4222880437844,1558.6366483173854,,0.08590369534377122,0.08590369534377122,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,256,256,91,2020-08-14,2021-04-27,2021-08-14,1051.648609390046,2469.9270092096494,,0.11166843032089344,0.11166843032089344,OGI,2021-04-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,92,92,91,2017-07-26,2017-10-26,2018-07-26,2534.006207331364,853.95080979665,,0.10743141226306487,0.10743141226306487,OGI,2017-10-10,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,29,29,91,2019-03-29,2019-04-27,2020-03-28,28.04936237140061,2.420927109436362,,0.0009662065411224306,0.3616048263479781,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,23,23,91,2019-04-04,2019-04-27,2020-04-03,21341.42714173995,1435.2421761988855,,0.7222434461548337,0.3616048263479781,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,30,30,91,2019-06-27,2019-07-27,2020-06-26,832.4557622610233,74.54827721740507,,0.028760909420295168,0.028760909420295168,OGI,2019-07-11,True,OGI,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,58,58,92,2019-11-29,2020-01-26,2020-11-28,32.706676132273316,6.179111451699844,,0.0012330602354126445,0.0012330602354126445,OGI,2020-01-10,True,OGI,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,65,65,91,2020-05-23,2020-07-27,2021-05-23,6367.6872415569915,1379.665569004015,,0.24566694604772343,0.24566694604772343,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,38,38,91,2020-09-18,2020-10-26,2021-09-18,11279.61155039475,1310.7805471406741,,0.39923871440688175,0.39923871440688175,OGI,2020-10-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,241,241,91,2020-11-28,2021-07-27,2021-11-28,952.5813589966554,1851.3879638564026,,0.08891328395652771,0.08891328395652771,OGI,2021-07-11,True,OGI,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,25,25,9,2016-07-07,2017-01-26,2017-07-07,182.56891492679617,28.17421526648089,,0.013043618178926337,0.007293839389383292,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,25,25,9,2016-09-18,2017-01-26,2017-09-18,31.35060641915636,3.335170895654932,,0.0015440605998402461,0.007293839389383292,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,102,102,91,2019-07-16,2019-10-26,2020-07-15,2835.2374340760025,1099.597788120731,,0.12477280638624852,0.12477280638624852,OGI,2019-10-10,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,376,376,91,2017-04-16,2018-04-27,2018-04-16,0.0,833.7421100443484,,0.025664342926404533,0.025664342926404533,OGI,2018-04-11,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,63,63,91,2019-02-23,2019-04-27,2020-02-23,834.8009562674725,174.1472193538105,,0.03199353677134966,0.03199353677134966,OGI,2019-04-11,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,25,25,9,2016-05-16,2017-01-26,2017-05-16,2073.200883849039,471.1820190565998,,0.21813982363731474,0.21813982363731474,OGI,2017-01-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,270,270,91,2019-10-31,2020-07-27,2020-10-30,38.308900857807664,108.87792875376915,,0.004667263749732902,0.0032332651631803416,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,263,263,91,2019-11-07,2020-07-27,2020-11-06,15.85657648650531,40.8850942740284,,0.001799266576627781,0.0032332651631803416,OGI,2020-07-11,True,OGI,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,92,92,92,2017-10-26,2018-01-26,2018-10-26,17646.099962729437,5946.671049711019,,0.7481218611250778,0.7481218611250778,OGI,2018-01-10,True,OGI,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,143,143,91,2019-03-06,2019-07-27,2020-03-05,500.24662237338964,322.23093242970594,,0.026080592174121495,0.026080592174121495,OGI,2019-07-11,True,OGI,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,70,70,92,2019-11-17,2020-01-26,2020-11-16,75968.73881277705,18026.480396252184,,2.98056884858667,2.98056884858667,OGI,2020-01-10,True,OGI,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,72,72,91,2017-05-17,2017-07-28,2018-05-17,906.5059477132099,222.75914073498674,,0.03580876104921983,0.03580876104921983,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,68,68,91,2017-08-20,2017-10-27,2018-08-20,115094.57513432602,26351.61989607464,,4.4852294213090005,4.4852294213090005,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,73,73,91,2018-02-14,2018-04-28,2019-02-14,2507.0038299784587,626.7509574946147,,0.09937071243889756,0.09937071243889756,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,374,374,91,2019-10-19,2020-10-27,2020-10-18,0.0,167.83981356483318,,0.005194092071599363,0.005194092071599363,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,repaired,107,107,91,2021-01-11,2021-04-28,2022-01-11,2250.4265852840617,974.8811523295328,,0.10545183804187573,0.10545183804187573,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,26,26,10,2016-08-14,2017-01-27,2017-08-14,2455.0551645980127,320.7609762791373,,0.14278889613565585,0.14278889613565585,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,37,37,91,2018-03-22,2018-04-28,2019-03-22,38109.88758722894,4298.981221730094,,1.3447764081988531,1.3447764081988531,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,178,178,91,2021-05-02,2021-10-27,2022-05-02,99.607880025991,272.77234837886766,,0.017736445873573894,0.017736445873573894,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,20,20,92,2018-01-07,2018-01-27,2019-01-07,17861.591984542054,1035.4546077995394,,0.5992214165506593,0.5992214165506593,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,78,78,91,2018-08-10,2018-10-27,2019-08-10,1398.1479573833483,379.9844622853699,,0.05638420914728304,0.05638420914728304,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,26,26,10,2016-04-24,2017-01-27,2017-04-24,513.5581848710302,153.47715869708946,,0.06832138474763598,0.03561042657453948,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,26,26,10,2016-05-22,2017-01-27,2017-05-22,28.809118036737456,6.513365817001512,,0.0028994684014429805,0.03561042657453948,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,36,36,92,2019-12-22,2020-01-27,2020-12-21,7024.145146515521,768.5994689196316,,0.24710631073805026,0.24710631073805026,OGI,2020-01-11,True,OGI,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,86,86,92,2017-11-02,2018-01-27,2018-11-02,13611.559863674116,4195.677950809942,,0.5646638069027161,0.5646638069027161,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,31,31,91,2020-09-26,2020-10-27,2021-09-26,19720.42057024128,1830.3384361601188,,0.6833700851852295,0.6833700851852295,OGI,2020-10-11,True,OGI,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,179,179,91,2020-10-31,2021-04-28,2021-10-31,547.5598213662606,526.9527313148421,,0.03407256952946165,0.03407256952946165,OGI,2021-04-12,True,OGI,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,repaired,55,55,91,2021-06-03,2021-07-28,2022-06-03,9988.233107295142,3521.49244167457,,0.7410548067496989,0.7410548067496989,OGI,2021-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,208,208,91,2016-08-05,2017-07-28,2017-08-05,5.274518447387984,137.13747963208758,,0.007630958401892337,0.007630958401892337,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,70,70,91,2018-02-17,2018-04-28,2019-02-17,8045.983041225697,1909.2163148671143,,0.31567730073861017,0.31567730073861017,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,96,96,91,2019-04-23,2019-07-28,2020-04-22,20658.26737642875,7372.467167796133,,0.8888487615494952,0.8888487615494952,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,117,117,91,2016-05-12,2017-04-28,2017-05-12,20.17751386625807,168.62636588229958,,0.01668114572276626,0.08326953773965391,OGI,2017-04-12,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,117,117,91,2016-07-11,2017-04-28,2017-07-11,958.1316596914241,1514.8838403229274,,0.14985792975654155,0.08326953773965391,OGI,2017-04-12,True,OGI,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,145,145,91,2018-06-04,2018-10-27,2019-06-04,1249.2191424395432,823.3489802442443,,0.06572070404248438,0.06572070404248438,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,39,39,91,2019-09-18,2019-10-27,2020-09-17,2871.1229827778106,343.4779028476522,,0.10193432539400885,0.10193432539400885,OGI,2019-10-11,True,OGI,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,repaired,21,21,91,2021-10-06,2021-10-27,2022-10-06,580.4584376815358,187.53272602018848,,0.10335798391765239,0.10335798391765239,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,202,202,91,2017-10-08,2018-04-28,2018-10-08,63.24796648408518,78.38091552015464,,0.004491022387247585,0.004491022387247585,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,17,17,91,2018-10-10,2018-10-27,2019-10-10,8384.4181856567,409.58364700047093,,0.2788559688184034,0.2788559688184034,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,94,94,91,2019-01-24,2019-04-28,2020-01-24,30825.035046178386,10692.078576903203,,1.316499036754236,1.316499036754236,OGI,2019-04-12,True,OGI,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,275,275,91,2017-01-25,2017-10-27,2018-01-25,31.025774395536057,94.8009773196935,,0.003989940122882723,0.003989940122882723,OGI,2017-10-11,True,OGI,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,86,86,92,2017-11-02,2018-01-27,2018-11-02,11949.815834136567,3683.4557768306263,,0.49572779080946194,0.49572779080946194,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,62,62,91,2021-08-26,2021-10-27,2022-08-26,37.381951514475375,35.656630675345745,,0.006656330397876669,0.006656330397876669,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,26,26,10,2016-06-08,2017-01-27,2017-06-08,3517.172120873111,692.776326838643,,0.3083940201382848,0.3083940201382848,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,145,145,92,2017-09-04,2018-01-27,2018-09-04,14.228047195746884,9.377576560833173,,0.0007485294189681651,0.1721520407243221,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,68,68,92,2017-11-20,2018-01-27,2018-11-20,8815.910309523111,2018.4575792847525,,0.343555552029676,0.1721520407243221,OGI,2018-01-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,89,89,91,2018-01-29,2018-04-28,2019-01-29,1187.3971941869102,382.89257348780797,,0.04979356188719933,0.04979356188719933,OGI,2018-04-12,True,OGI,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,208,208,91,2016-11-18,2017-07-28,2017-11-18,104.6339775912471,192.60059592017166,,0.010717180595629209,0.010717180595629209,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,42,42,91,2019-06-16,2019-07-28,2020-06-15,22516.303310463365,2927.816529533936,,0.8068277473362918,0.8068277473362918,OGI,2019-07-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,25,25,91,2021-07-03,2021-07-28,2022-07-03,851.4417169785156,136.44899310553137,,0.0631708301414497,0.0631708301414497,OGI,2021-07-12,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,208,208,91,2016-07-31,2017-07-28,2017-07-31,2.0753062808644325,143.887902139934,,0.008006582873705372,0.008006582873705372,OGI,2017-07-12,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,126,126,91,2018-06-23,2018-10-27,2019-06-23,876.5351235616997,462.10638313294623,,0.04244804371812043,0.04244804371812043,OGI,2018-10-11,True,OGI,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,26,26,10,2016-12-25,2017-01-27,2017-12-25,196.59849383288127,15.396267589322028,,0.006853751597810731,0.006853751597810731,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,103,103,91,2017-01-15,2017-04-28,2018-01-15,2181.545957815269,857.6306628052394,,0.09637165844179693,0.09637165844179693,OGI,2017-04-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,109,109,91,2018-04-10,2018-07-28,2019-04-10,736.1826975148422,313.45278917624137,,0.03328372294175176,0.03328372294175176,OGI,2018-07-12,True,OGI,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,26,26,10,2016-04-18,2017-01-27,2017-04-18,14809.822025885027,4753.770033000132,,2.1161725574252723,2.1161725574252723,OGI,2017-01-11,True,OGI,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,40,40,92,2020-03-19,2020-04-28,2021-03-19,9832.651761984935,1210.172524551992,,0.3501656610393495,0.3501656610393495,OGI,2020-04-12,True,OGI,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,repaired,67,67,91,2021-08-21,2021-10-27,2022-08-21,3204.4994934635124,3303.0994778777745,,0.5706017616566083,0.5706017616566083,OGI,2021-10-11,True,OGI,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,22,22,91,2018-04-07,2018-04-29,2019-04-07,8041.672465965861,515.7924030648658,,0.2713554309053376,0.2713554309053376,OGI,2018-04-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,152,152,91,2018-11-28,2019-04-29,2019-11-28,184.8714678195314,131.92705684774072,,0.010045615317962713,0.010045615317962713,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,88,88,91,2020-05-02,2020-07-29,2021-05-02,4458.919362491471,1416.5519996362796,,0.18630997469963692,0.18630997469963692,OGI,2020-07-13,True,OGI,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,66,66,91,2018-02-22,2018-04-29,2019-02-22,217.5435039843155,48.019636330986025,,0.008420951937953497,0.008420951937953497,OGI,2018-04-13,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,187,187,91,2019-04-24,2019-10-28,2020-04-23,209.28218834840277,219.86387202893997,,0.013608132305217615,0.017811607956041944,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,102,102,91,2019-07-18,2019-10-28,2020-07-17,500.2531478155436,194.0145288105911,,0.02201508360686627,0.017811607956041944,OGI,2019-10-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,27,27,11,2016-03-13,2017-01-28,2017-03-13,600.6503648672488,368.5809057139935,,0.157999359445299,0.157999359445299,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,56,56,91,2017-03-04,2017-04-29,2018-03-04,6761.716678729902,1225.4243819057426,,0.2532705815777411,0.2532705815777411,OGI,2017-04-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,215,215,91,2017-12-26,2018-07-29,2018-12-26,201.8097601576823,289.2606562260113,,0.015571740752907584,0.015571740752907584,OGI,2018-07-13,True,OGI,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,105,105,91,2018-07-15,2018-10-28,2019-07-15,101509.90358007711,40994.384138108064,,4.51878132033819,4.51878132033819,OGI,2018-10-12,True,OGI,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,repaired,164,164,91,2021-05-17,2021-10-28,2022-05-17,159.96815343029348,409.91839316512704,,0.028929425895235367,0.028929425895235367,OGI,2021-10-12,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,94,94,91,2017-04-26,2017-07-29,2018-04-26,4.245681305375687,1.4726717443000539,,0.00018132778569494357,0.20923108414762162,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,81,81,91,2017-05-09,2017-07-29,2018-05-09,4912.7706637856145,1401.177548474066,,0.20021398440701674,0.20923108414762162,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,58,58,91,2017-06-01,2017-07-29,2018-06-01,11333.992405547266,2141.275438181568,,0.4272979402501532,0.20923108414762162,OGI,2017-07-13,True,OGI,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,27,27,11,2016-10-10,2017-01-28,2017-10-10,3579.7930614139086,379.03691238500204,,0.16248152965749402,0.16248152965749402,OGI,2017-01-12,True,OGI,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,20,20,91,2019-07-09,2019-07-29,2020-07-08,1230.3318831182698,71.32358742714608,,0.04127522420552435,0.04127522420552435,OGI,2019-07-13,True,OGI,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,repaired,99,99,91,2021-01-20,2021-04-29,2022-01-20,370.9671021870803,149.29163868504452,,0.01745366146243038,0.01745366146243038,OGI,2021-04-13,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,64,64,92,2020-02-25,2020-04-29,2021-02-24,1462.3595131393054,310.9335841890882,,0.05623075524252897,0.05623075524252897,OGI,2020-04-13,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,95,95,91,2017-07-25,2017-10-28,2018-07-25,10130.828007779213,3564.550595329723,,0.43427760664348475,0.43427760664348475,OGI,2017-10-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,66,66,92,2020-11-23,2021-01-28,2021-11-23,602.4585411517437,132.98415958533474,,0.023320735056350787,0.023320735056350787,OGI,2021-01-12,True,OGI,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,19,19,91,2017-10-09,2017-10-28,2018-10-09,3731.9232188172205,204.93219987724618,,0.12483686639695796,0.12483686639695796,OGI,2017-10-12,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,176,176,91,2017-11-04,2018-04-29,2018-11-04,2141.5826304290263,1994.2780050556012,,0.13114728042505794,0.13114728042505794,OGI,2018-04-13,True,OGI,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,67,67,91,2018-05-23,2018-07-29,2019-05-23,26384.172621246238,5932.011965179524,,1.0247394909445002,1.0247394909445002,OGI,2018-07-13,True,OGI,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,32,32,91,2018-09-26,2018-10-28,2019-09-26,5391.4053231639855,518.0930040277705,,0.18738896268365537,0.18738896268365537,OGI,2018-10-12,True,OGI,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,376,376,91,2018-04-18,2019-04-29,2019-04-18,0.0,2684.162015426808,,0.08262417551427083,0.08262417551427083,OGI,2019-04-13,True,OGI,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,234,234,91,2019-12-08,2020-07-29,2020-12-07,22.924600736033497,40.94928681093007,,0.0020254276873085857,0.0020254276873085857,OGI,2020-07-13,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,100,100,91,2020-04-21,2020-07-30,2021-04-21,233.3896345009523,88.0715601890386,,0.01019346761447206,0.01019346761447206,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,28,28,12,2016-01-27,2017-01-29,2017-01-26,0.0,838.5850421440399,,0.3466373355423445,0.3466373355423445,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,148,148,91,2019-06-03,2019-10-29,2020-06-02,2251.3885684601414,1535.5092540649812,,0.12008174221604269,0.12008174221604269,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,105,105,91,2020-04-16,2020-07-30,2021-04-16,4501.68795975366,1817.9893683620548,,0.20039565347906246,0.20039565347906246,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,28,28,12,2016-05-18,2017-01-29,2017-05-18,3581.0817891002534,919.9109183009824,,0.38025418249875265,0.19510119153746963,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,28,28,12,2016-12-27,2017-01-29,2017-12-27,285.36214388779786,24.06668683391066,,0.009948200576186615,0.19510119153746963,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,58,58,91,2019-03-03,2019-04-30,2020-03-02,3317.1133004274498,626.6859004064889,,0.1250570522841812,0.1250570522841812,OGI,2019-04-14,True,OGI,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,97,97,91,2021-04-24,2021-07-30,2022-04-24,2653.339242957468,1671.2591335511324,,0.19941522689374908,0.2798506088372207,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,49,49,91,2021-06-11,2021-07-30,2022-06-11,4793.821278931579,1525.3067705691385,,0.36028599078069223,0.2798506088372207,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,17,17,91,2020-07-13,2020-07-30,2021-07-13,1520.3692572143868,74.27091199035797,,0.050565708054437615,0.050565708054437615,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,204,204,91,2017-04-08,2017-10-29,2018-04-08,71.1927306303359,90.20693818999082,,0.005117949924541055,0.06932716915215575,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,75,75,91,2017-08-15,2017-10-29,2018-08-15,3345.8877472435283,865.3157967009125,,0.13353638837977044,0.06932716915215575,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,repaired,68,68,91,2021-05-23,2021-07-30,2022-05-23,1159.1423598958993,511.82909398000737,,0.08711688010280627,0.08711688010280627,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,75,75,91,2018-02-14,2018-04-30,2019-02-14,3025.5036557674125,782.4578420088135,,0.12074966697666874,0.12074966697666874,OGI,2018-04-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,61,61,92,2020-11-29,2021-01-29,2021-11-29,8479.511952619892,1701.4810168085967,,0.3228371692487471,0.3228371692487471,OGI,2021-01-13,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,88,88,91,2020-05-03,2020-07-30,2021-05-03,522.4445398382419,165.97516067063285,,0.021829645500661934,0.021829645500661934,OGI,2020-07-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,repaired,164,164,91,2021-02-16,2021-07-30,2022-02-16,60.78992528381225,64.73732302951434,,0.004568747390858905,0.004568747390858905,OGI,2021-07-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,261,261,91,2017-08-12,2018-04-30,2018-08-12,39.40815546090324,98.89931322399754,,0.004385701061799238,0.004385701061799238,OGI,2018-04-14,True,OGI,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,296,296,92,2019-07-09,2020-04-30,2020-07-08,116.24752146842621,498.68501963266897,,0.019499382962363494,0.019499382962363494,OGI,2020-04-14,True,OGI,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,43,43,91,2019-09-16,2019-10-29,2020-09-15,2583.449122300606,344.99475856809335,,0.09286034629847474,0.09286034629847474,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,28,28,12,2016-02-15,2017-01-29,2017-02-14,6370.838023006804,11148.966540261908,,4.608534449513024,2.3656410106085115,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,28,28,12,2016-10-29,2017-01-29,2017-10-29,2895.2715232965757,296.9509254663155,,0.12274757170399944,2.3656410106085115,OGI,2017-01-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,154,154,91,2017-05-28,2017-10-29,2018-05-28,903.1243627486533,659.1523784990171,,0.04953947048603724,0.04953947048603724,OGI,2017-10-13,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,139,139,91,2018-03-13,2018-07-30,2019-03-13,87.35013232092047,53.724196427468776,,0.004473437618860643,0.012717800236040104,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,87,87,91,2018-05-04,2018-07-30,2019-05-04,503.4943820040514,157.56838573508082,,0.020962162853219564,0.012717800236040104,OGI,2018-07-14,True,OGI,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,23,23,92,2019-01-06,2019-01-29,2020-01-06,86537.85234594118,5819.797087592536,,2.928641851646807,2.928641851646807,OGI,2019-01-13,True,OGI,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,64,64,91,2019-08-26,2019-10-29,2020-08-25,3565.388785793049,758.0893099360636,,0.13709659106193278,0.13709659106193278,OGI,2019-10-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,78,78,91,2017-05-13,2017-07-30,2018-05-13,1591.7286949260556,432.5952550670116,,0.06419089136203282,0.06419089136203282,OGI,2017-07-14,True,OGI,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,55,55,92,2017-12-05,2018-01-29,2018-12-05,161.68251943222464,28.685608286362434,,0.006036533730295125,0.006036533730295125,OGI,2018-01-13,True,OGI,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,76,76,91,2021-08-14,2021-10-29,2022-08-14,567.5689714164748,684.6863782166998,,0.10427119551302079,0.10427119551302079,OGI,2021-10-13,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,297,297,92,2019-07-09,2020-05-01,2020-07-08,156.98594777609563,685.6592130808883,,0.02672010276690081,0.02672010276690081,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,294,294,91,2021-01-09,2021-10-30,2022-01-09,30.664671101782165,145.4098919987735,,0.005724438303050732,0.005724438303050732,OGI,2021-10-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,35,35,91,2020-06-26,2020-07-31,2021-06-26,1619.0928845271158,171.72197260136073,,0.05678636660097908,0.05678636660097908,OGI,2020-07-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,57,57,92,2017-12-04,2018-01-30,2018-12-04,1838.1382662581595,340.1749388854386,,0.06907385861059101,0.06907385861059101,OGI,2018-01-14,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,131,131,91,2018-06-21,2018-10-30,2019-06-21,643.9967467332801,360.52809325666544,,0.03185327371860558,0.03185327371860558,OGI,2018-10-14,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,98,98,91,2019-07-24,2019-10-30,2020-07-23,1026.152959135499,376.6404119673367,,0.0444822859938748,0.0444822859938748,OGI,2019-10-14,True,OGI,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,repaired,109,109,91,2021-04-13,2021-07-31,2022-04-13,515.1624354460203,367.011146821021,,0.03897077247080158,0.03897077247080158,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,180,180,91,2017-02-01,2017-07-31,2018-02-01,359.02797451456826,349.32451574390427,,0.022461710117277794,0.15461774969812941,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,82,82,91,2017-05-10,2017-07-31,2018-05-10,7011.963276418221,2031.7349422837249,,0.286773789278981,0.15461774969812941,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,102,102,91,2017-07-20,2017-10-30,2018-07-20,15645.391761456933,6067.794523454781,,0.6885206203992805,0.6885206203992805,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,32,32,91,2017-03-30,2017-05-01,2018-03-30,1019.3085885503626,97.95157607691173,,0.035428087412077446,0.035428087412077446,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,97,97,92,2018-10-25,2019-01-30,2019-10-25,5160.780489160751,1867.8944307783315,,0.2228778196327715,0.2228778196327715,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,25,25,91,2019-07-06,2019-07-31,2020-07-05,7767.916406734359,571.1703240245852,,0.2644307055669376,0.2644307055669376,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,158,158,92,2019-11-25,2020-05-01,2020-11-24,612.6120154998964,467.59757704823016,,0.03425322147856819,0.03425322147856819,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,120,120,91,2016-06-04,2017-05-01,2017-06-04,49.1103561351639,173.33066871234314,,0.016717849991545443,0.0600225534192454,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,120,120,91,2016-08-19,2017-05-01,2017-08-19,87.68294359554544,95.65412028604956,,0.009225898947342742,0.0600225534192454,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,34,34,91,2017-03-28,2017-05-01,2018-03-28,4407.697265460944,452.75440189024806,,0.15412391131884803,0.0600225534192454,OGI,2017-04-15,True,OGI,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,228,228,91,2017-09-15,2018-05-01,2018-09-15,10.240301624967323,17.042253799215693,,0.0008651241572863715,0.0008651241572863715,OGI,2018-04-15,True,OGI,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,91,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,0.006588043915213847,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,153,153,91,2019-02-28,2019-07-31,2020-02-28,228.87313452440725,165.17730935016183,,0.012495257606372686,0.006588043915213847,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,97,97,91,2017-07-25,2017-10-30,2018-07-25,2559.783900262019,926.4889489754322,,0.11054898684796585,0.11054898684796585,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,29,29,13,2016-06-18,2017-01-30,2017-06-18,8309.270774821654,1733.5888666894102,,0.6918857226570123,0.6918857226570123,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,104,104,92,2020-01-18,2020-05-01,2021-01-17,2937.6264600970685,1170.5484745214371,,0.13026937260966848,0.13026937260966848,OGI,2020-04-15,True,OGI,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,repaired,65,65,91,2021-05-27,2021-07-31,2022-05-27,80.23211575127539,34.08553937145686,,0.0060693624236924605,0.0060693624236924605,OGI,2021-07-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,81,81,91,2017-08-10,2017-10-30,2018-08-10,27.90858490061086,7.959842876582675,,0.0011373803835994906,0.0011373803835994906,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,27,27,91,2018-07-04,2018-07-31,2019-07-04,2848.539049161976,227.5460187200395,,0.09754201762690308,0.09754201762690308,OGI,2018-07-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,29,29,13,2016-11-21,2017-01-30,2017-11-21,6076.537649878957,597.3545486321686,,0.2384077860122001,0.2384077860122001,OGI,2017-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,328,328,92,2020-03-08,2021-01-30,2021-03-08,88.37298641722937,783.4145822932766,,0.027644202457842017,0.01587822303818186,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,repaired,24,24,92,2021-01-06,2021-01-30,2022-01-06,119.02477929449226,8.52714836736661,,0.004112243618521706,0.01587822303818186,OGI,2021-01-14,True,OGI,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,repaired,34,34,91,2021-03-28,2021-05-01,2022-03-28,4416.670063492253,615.4376317981007,,0.20950355112952773,0.20950355112952773,OGI,2021-04-15,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,67,67,91,2017-05-25,2017-07-31,2018-05-25,727.0324791295589,163.46032248886053,,0.02823734150235982,0.02823734150235982,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,43,43,91,2017-09-17,2017-10-30,2018-09-17,12352.668209415375,1649.5799161641648,,0.44400837536718474,0.44400837536718474,OGI,2017-10-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,72,72,92,2018-11-19,2019-01-30,2019-11-19,1875.0430415489693,460.76143000520744,,0.0740678739077301,0.0740678739077301,OGI,2019-01-14,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,103,103,91,2019-04-19,2019-07-31,2020-04-18,4065.515826232238,1598.275305732521,,0.17959763863409306,0.17959763863409306,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,75,75,91,2020-08-16,2020-10-30,2021-08-16,869.8841346468424,224.97003482245927,,0.0347175979664289,0.0347175979664289,OGI,2020-10-14,True,OGI,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,51,51,91,2017-06-10,2017-07-31,2018-06-10,112480.6468957761,18269.149655046436,,4.146048850546123,4.146048850546123,OGI,2017-07-15,True,OGI,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,66,66,91,2019-05-26,2019-07-31,2020-05-25,6653.56081398342,1468.678975661892,,0.25755453417190866,0.25755453417190866,OGI,2019-07-15,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,30,30,14,2016-08-30,2017-01-31,2017-08-30,4739.443241681688,673.8544893386286,,0.2599747258250882,0.2599747258250882,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,89,89,91,2018-08-03,2018-10-31,2019-08-03,624.4087334678441,201.34919303854394,,0.026184612078462326,0.026184612078462326,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,18,18,91,2019-07-14,2019-08-01,2020-07-13,3714.2923259236986,192.6722243995002,,0.12388903317869097,0.12388903317869097,OGI,2019-07-16,True,OGI,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,51,51,91,2019-09-10,2019-10-31,2020-09-09,2629.1545067763223,427.0282797630332,,0.09691092042552496,0.09691092042552496,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,167,167,92,2017-08-17,2018-01-31,2018-08-17,1250.2876378339115,1054.5355329205213,,0.07308546330398379,0.07308546330398379,OGI,2018-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,60,60,91,2018-06-02,2018-08-01,2019-06-02,107125.25994595312,21073.82162871209,,4.0651662092423,4.0651662092423,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,repaired,19,19,92,2021-01-12,2021-01-31,2022-01-12,109787.76333721068,6245.411686847314,,3.8044661835083535,3.8044661835083535,OGI,2021-01-15,True,OGI,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,repaired,194,194,91,2021-01-19,2021-08-01,2022-01-19,263.5447522964609,336.3663285889041,,0.020067674242846986,0.020067674242846986,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,16,16,91,2019-04-16,2019-05-02,2020-04-15,300.0440366709588,13.755600535058283,,0.009950521220383595,0.009950521220383595,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,319,319,91,2017-09-16,2018-08-01,2018-09-16,19.692847585047122,136.56561694847898,,0.004954923406060568,0.04399538860787604,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,102,102,91,2018-04-21,2018-08-01,2019-04-21,1886.8403132883818,731.7783724540493,,0.0830358538096915,0.04399538860787604,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,92,92,92,2019-10-31,2020-01-31,2020-10-30,3337.8272615939095,1124.835560683662,,0.14151010978810158,0.14151010978810158,OGI,2020-01-15,True,OGI,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,30,30,14,2016-12-08,2017-01-31,2017-12-08,561.1552690016679,54.13073334421233,,0.02088377058032883,0.02088377058032883,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,repaired,277,277,91,2021-01-27,2021-10-31,2022-01-27,26.173861324152714,118.85507519328362,,0.004966200160168623,0.004966200160168623,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,322,322,91,2017-12-13,2018-10-31,2018-12-13,13.925631530385969,104.28031052986704,,0.0037482858339755514,0.0037482858339755514,OGI,2018-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,66,66,91,2021-08-26,2021-10-31,2022-08-26,185.3122877746919,200.50181955950268,,0.035160953205580575,0.035160953205580575,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,61,61,92,2017-12-01,2018-01-31,2018-12-01,675.7703695536577,135.59865968017473,,0.025728343139073833,0.025728343139073833,OGI,2018-01-15,True,OGI,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,30,30,14,2016-04-11,2017-01-31,2017-04-11,2799.8867680987196,1199.9514720423085,,0.4629442407570634,0.4629442407570634,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,367,367,91,2017-07-30,2018-08-01,2018-07-30,0.0,208.1484675611439,,0.006564375427677613,0.32116158653264343,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,29,29,91,2018-07-03,2018-08-01,2019-07-03,18456.332198938853,1592.9572433607939,,0.6357587976376092,0.32116158653264343,OGI,2018-07-16,True,OGI,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,22,22,92,2019-01-09,2019-01-31,2020-01-09,7803.039550159471,500.48650175949956,,0.26330308383812057,0.26330308383812057,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,215,215,91,2019-03-30,2019-10-31,2020-03-29,229.87118834981754,329.48203663473845,,0.01773697440970814,0.01929528326515543,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,199,199,91,2019-04-15,2019-10-31,2020-04-14,299.0905596305325,358.54832148479494,,0.02085359212060272,0.01929528326515543,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,250,250,91,2020-02-24,2020-10-31,2021-02-23,142.67856025465431,310.170783162292,,0.014359758479735741,0.014359758479735741,OGI,2020-10-15,True,OGI,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,26,26,91,2020-07-06,2020-08-01,2021-07-06,3895.8942092405214,298.8001458414559,,0.13301288543512102,0.13301288543512102,OGI,2020-07-16,True,OGI,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,repaired,39,39,91,2021-06-23,2021-08-01,2022-06-23,162.54701909515572,41.70614305730969,,0.012377179207416216,0.012377179207416216,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,30,30,14,2016-10-26,2017-01-31,2017-10-26,4548.783495965047,509.1921823841471,,0.1964476012284518,0.1964476012284518,OGI,2017-01-15,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,58,58,91,2017-06-04,2017-08-01,2018-06-04,509.5092539587482,96.25907729513811,,0.019208787774412935,0.019208787774412935,OGI,2017-07-16,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,326,326,91,2018-12-09,2019-10-31,2019-12-09,26.969987144119557,225.44143099956347,,0.008003913563663211,0.00959247678958475,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,52,52,91,2019-09-09,2019-10-31,2020-09-08,302.37110134733973,50.23417658166666,,0.01118104001550629,0.00959247678958475,OGI,2019-10-15,True,OGI,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,repaired,22,22,91,2021-07-10,2021-08-01,2022-07-10,2757.7468870356383,399.1475757551582,,0.20998925492169515,0.20998925492169515,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,64,64,92,2018-11-28,2019-01-31,2019-11-28,91553.16648232414,19466.4540028862,,3.5204090717025096,3.5204090717025096,OGI,2019-01-15,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,81,81,91,2019-02-10,2019-05-02,2020-02-10,12777.261729540141,3644.219014411097,,0.5207217384560895,0.5207217384560895,OGI,2019-04-16,True,OGI,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,21,21,92,2020-01-10,2020-01-31,2021-01-09,1858.3917884313744,113.44833592168276,,0.06252664016847594,0.06252664016847594,OGI,2020-01-15,True,OGI,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,repaired,61,61,91,2021-06-01,2021-08-01,2022-06-01,3755.4882588372852,1507.1367354544368,,0.28596249534275137,0.28596249534275137,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,339,339,91,2020-08-27,2021-08-01,2021-08-27,19.62944323527672,255.93774064456957,,0.008738178078381731,0.008738178078381731,OGI,2021-07-16,True,OGI,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,121,121,91,2016-10-18,2017-05-02,2017-10-18,154.77385775631208,110.81441886694535,,0.010599787540838818,0.008488279156603332,OGI,2017-04-16,True,OGI,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,76,76,91,2017-02-15,2017-05-02,2018-02-15,159.22541547771618,41.87242759967622,,0.006376770772367845,0.008488279156603332,OGI,2017-04-16,True,OGI,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,repaired,148,148,91,2021-06-05,2021-10-31,2022-06-05,120.05323586939852,291.27670342083576,,0.02277877122597877,0.02277877122597877,OGI,2021-10-15,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,31,31,15,2016-01-31,2017-02-01,2017-01-30,0.0,61.58841269559777,,0.022994479053015892,0.022994479053015892,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,125,125,91,2018-06-29,2018-11-01,2019-06-29,1.6686143278606085,0.8690699624274002,,8.046944096550001e-05,0.02091733955473435,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,30,30,91,2018-10-02,2018-11-01,2019-10-02,1208.5338446451567,108.22691146076029,,0.0417542096685032,0.02091733955473435,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,66,66,91,2019-05-28,2019-08-02,2020-05-27,5808.794685048838,1282.208860244894,,0.22485424737740142,0.22485424737740142,OGI,2019-07-17,True,OGI,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,59,59,91,2021-03-05,2021-05-03,2022-03-05,28129.863558376208,6858.107231174366,,1.3453600186704262,1.3453600186704262,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,62,62,91,2021-08-31,2021-11-01,2022-08-31,407.25242001139367,420.8275006784402,,0.07855949460096329,0.07855949460096329,OGI,2021-10-16,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,72,72,91,2020-05-22,2020-08-02,2021-05-22,105144.28964218244,25837.504621969747,,4.153405449776515,4.153405449776515,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,88,88,91,2019-08-05,2019-11-01,2020-08-04,109731.6806862617,34860.60613859577,,4.5849913376730544,4.5849913376730544,OGI,2019-10-16,True,OGI,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,151,151,91,2020-06-03,2020-11-01,2021-06-03,418.97052522514997,295.628735088774,,0.022659793896306568,0.022659793896306568,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,190,190,91,2018-10-25,2019-05-03,2019-10-25,359.9839626304959,390.83973085596705,,0.02380846313693756,0.01874625320921665,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,28,28,91,2019-04-05,2019-05-03,2020-04-04,398.4355514186552,33.1044375065945,,0.01368404328149574,0.01874625320921665,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,73,73,91,2019-02-19,2019-05-03,2020-02-19,8372.58038908262,2093.145097270655,,0.33186597813144575,0.33186597813144575,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,52,52,92,2020-12-11,2021-02-01,2021-12-11,1446.0961776775555,240.24601034898686,,0.05347355999576808,0.05347355999576808,OGI,2021-01-16,True,OGI,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,31,31,15,2016-12-02,2017-02-01,2017-12-02,9923.170994973572,1011.9023054084893,,0.37780103995239295,0.37780103995239295,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,301,301,91,2018-01-04,2018-11-01,2019-01-04,50.20309987966901,236.1114541215683,,0.009078974949303568,0.009078974949303568,OGI,2018-10-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,24,24,91,2019-04-09,2019-05-03,2020-04-08,3103.6695253370513,218.4400838946898,,0.10534340465600395,0.10534340465600395,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,197,197,91,2020-04-18,2020-11-01,2021-04-18,442.88770856087797,519.3385630148391,,0.030511994912979356,0.030511994912979356,OGI,2020-10-16,True,OGI,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,139,139,91,2020-12-15,2021-05-03,2021-12-15,3499.1441915300875,2152.12850718001,,0.17920068171962508,0.17920068171962508,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-01-20,2017-02-01,2017-01-19,0.0,74.16504454427469,,0.02769005546007866,0.05813653581955135,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-05-19,2017-02-01,2017-05-19,818.9322679718416,237.260750533898,,0.08858301617902405,0.05813653581955135,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,132,132,92,2019-12-23,2020-05-03,2020-12-22,135.31209965211016,76.65749851535855,,0.0067215118647726,0.0067215118647726,OGI,2020-04-17,True,OGI,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,129,129,91,2020-12-25,2021-05-03,2021-12-25,476.2772662216575,260.3379972143806,,0.023357916775622718,0.023357916775622718,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,repaired,53,53,91,2021-06-10,2021-08-02,2022-06-10,516.6620754170315,181.34496686822956,,0.03960188829232826,0.03960188829232826,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,173,173,92,2017-08-12,2018-02-01,2018-08-12,777.7715327398032,700.8045581457601,,0.046885340274149014,0.046885340274149014,OGI,2018-01-16,True,OGI,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,41,41,91,2018-06-22,2018-08-02,2019-06-22,111.30826137226636,14.08530467982383,,0.0039762038956142245,0.0039762038956142245,OGI,2018-07-17,True,OGI,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,repaired,66,66,91,2021-08-27,2021-11-01,2022-08-27,65.36409908798795,71.90050899678675,,0.012608815410491503,0.012608815410491503,OGI,2021-10-16,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,47,47,91,2019-09-15,2019-11-01,2020-09-14,8289.58934513735,1225.1908780548915,,0.3017117016486632,0.3017117016486632,OGI,2019-10-16,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,36,36,92,2017-12-27,2018-02-01,2018-12-27,10548.339813707995,1154.2256331109052,,0.37108591599501833,0.37108591599501833,OGI,2018-01-16,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,103,103,91,2020-04-21,2020-08-02,2021-04-21,9742.0065408696,3829.8728004182008,,0.430361470740988,0.430361470740988,OGI,2020-07-17,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,232,232,91,2020-09-13,2021-05-03,2021-09-13,89.38631107250033,155.9219862317299,,0.007778675079408619,0.0186161945992016,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,202,202,91,2020-10-13,2021-05-03,2021-10-13,414.8025466806246,514.0497817759888,,0.029453714118994584,0.0186161945992016,OGI,2021-04-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-04-05,2017-02-01,2017-04-05,303.2127474065431,149.19992332702913,,0.05570486982042605,0.10079641650620591,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,31,31,15,2016-04-16,2017-02-01,2017-04-16,932.7492814642803,390.7463206134147,,0.14588796319198577,0.10079641650620591,OGI,2017-01-16,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,98,98,91,2019-01-25,2019-05-03,2020-01-25,42.74987120274229,15.690963962055221,,0.0018531467264332035,0.0018531467264332035,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,375,375,92,2019-04-24,2020-05-03,2020-04-23,0.0,604.8833176619197,,0.018669238199441964,0.018669238199441964,OGI,2020-04-17,True,OGI,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,59,59,91,2017-03-05,2017-05-03,2018-03-05,3368.185115499504,649.4213131191854,,0.12739746412413397,0.12739746412413397,OGI,2017-04-17,True,OGI,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,101,101,91,2019-01-22,2019-05-03,2020-01-22,2665.3581286271597,1019.7014052702391,,0.11685247126767499,0.11685247126767499,OGI,2019-04-17,True,OGI,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,104,104,91,2019-07-20,2019-11-01,2020-07-19,5862.005111083811,2335.818128554469,,0.25995126964860094,0.25995126964860094,OGI,2019-10-16,True,OGI,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,repaired,69,69,91,2021-05-25,2021-08-02,2022-05-25,1033.1199689925222,472.0879328508876,,0.07918812614916929,0.07918812614916929,OGI,2021-07-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,201,201,91,2018-04-15,2018-11-02,2019-04-15,292.3092054531242,358.2570140004754,,0.020629319490537784,0.020629319490537784,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,25.207588037670458,,0.015355499535617968,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,2.4144323680276765,,0.00013243990082651374,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_1,repaired,25,25,92,2019-01-08,2019-02-02,2020-01-08,3798.50675454049,279.30196724562427,,0.12930646631741863,0.12930646631741863,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_1,repaired,90,90,91,2019-08-04,2019-11-02,2020-08-03,49486.694083050534,16195.645336271084,,2.0827733199937093,1.1694188082972543,OGI,2019-10-17,True,OGI,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_1,repaired,70,70,91,2019-08-24,2019-11-02,2020-08-23,6526.566791761177,1548.6768658416354,,0.2560642966007995,1.1694188082972543,OGI,2019-10-17,True,OGI,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,repaired,101,101,91,2021-07-24,2021-11-02,2022-07-24,3789.6341372553647,6487.339794284607,,0.7434153596310743,0.7434153596310743,OGI,2021-10-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,57,57,91,2017-03-08,2017-05-04,2018-03-08,2083.779754136773,385.6345648889482,,0.07830461437803529,0.07830461437803529,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,187,187,92,2018-07-30,2019-02-02,2019-07-30,623.8641146386199,655.407805828213,,0.0405654464886743,0.0405654464886743,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,repaired,77,77,92,2019-11-17,2020-02-02,2020-11-16,14576.639112384171,3897.2264293527123,,0.585802433464513,0.585802433464513,OGI,2020-01-17,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_2,repaired,102,102,92,2020-01-23,2020-05-04,2021-01-22,772.0036389644127,299.4082554158559,,0.03397424829972947,0.03397424829972947,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,31,31,16,2017-01-02,2017-02-02,2018-01-02,110852.39841510759,10288.695661282442,,3.841358893847984,3.841358893847984,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,101,101,91,2017-07-24,2017-11-02,2018-07-24,809.4253292738412,309.6665085479468,,0.03548616938805771,0.03548616938805771,OGI,2017-10-17,True,OGI,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_4,repaired,123,123,91,2016-09-06,2017-05-04,2017-09-06,6.83203291279466,6.722720386189946,,0.0006325956400735797,0.0006325956400735797,OGI,2017-04-18,True,OGI,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_4,repaired,291,291,92,2019-07-18,2020-05-04,2020-07-17,0.8493131949750836,3.339866753212829,,0.00013283802473959642,0.09238134179945584,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_4,repaired,30,30,92,2020-04-04,2020-05-04,2021-04-04,5343.926250298837,478.5605597282541,,0.18462984557417209,0.09238134179945584,OGI,2020-04-18,True,OGI,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_4,repaired,94,94,92,2020-10-31,2021-02-02,2021-10-31,3514.9165367354094,1219.1961418934632,,0.1501177282670241,0.1501177282670241,OGI,2021-01-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,32,32,16,2016-12-13,2017-02-02,2017-12-13,1475.5147320962833,150.37092811172312,,0.054387633142260965,0.054387633142260965,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,31,31,91,2018-04-03,2018-05-04,2019-04-03,1026.5022119848948,95.27415739979564,,0.0355712953254912,0.0355712953254912,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,repaired,164,164,91,2018-05-22,2018-11-02,2019-05-22,16.453018499886078,13.424353402892123,,0.0009474052480586693,0.0009474052480586693,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,69,69,91,2017-08-25,2017-11-02,2018-08-25,1558.6797663002405,363.3408914686371,,0.06094687524634949,0.06094687524634949,OGI,2017-10-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,75,75,91,2018-02-18,2018-05-04,2019-02-18,190.2297783735872,49.19735647592772,,0.007592184641346871,0.007592184641346871,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_1,repaired,75,75,91,2018-08-19,2018-11-02,2019-08-19,51843.12509121251,13407.704764968754,,2.0690902415075234,2.0690902415075234,OGI,2018-10-17,True,OGI,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_1,repaired,44,44,91,2019-09-19,2019-11-02,2020-09-18,330.97674519467193,45.36752893634132,,0.011933798646975304,0.011933798646975304,OGI,2019-10-17,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,active,12,12,0,2021-12-20,,2022-12-20,0.0,329.5581714640808,,0.3178608906868063,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,36,36,91,2018-06-28,2018-08-03,2019-06-28,245.59406758274565,26.873514993856666,,0.00863989036582326,0.00863989036582326,OGI,2018-07-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,42,42,92,2018-12-22,2019-02-02,2019-12-22,7663.308239616473,996.4673252752069,,0.2745996817888026,0.2745996817888026,OGI,2019-01-17,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,32,32,16,2016-07-15,2017-02-02,2017-07-15,1405.5290713308327,275.932087623231,,0.09980182567391166,0.09980182567391166,OGI,2017-01-17,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,300,300,91,2017-07-08,2018-05-04,2018-07-08,91.63010551518425,422.9081793008504,,0.016315901979199476,0.05946633725106003,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,54,54,91,2018-03-11,2018-05-04,2019-03-11,2757.3537243998853,478.7688138829383,,0.10261677252292058,0.05946633725106003,OGI,2018-04-18,True,OGI,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,91,91,91,2019-02-02,2019-05-04,2020-02-02,2972.801855431338,987.3174045410649,,0.12557455796462463,0.12557455796462463,OGI,2019-04-18,True,OGI,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_4,repaired,18,18,91,2017-07-16,2017-08-03,2018-07-16,26980.274410679907,1399.5531394589,,0.8999184281500128,0.8999184281500128,OGI,2017-07-18,True,OGI,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_4,repaired,96,96,91,2019-07-29,2019-11-02,2020-07-28,1083.5967784777408,386.7111179697514,,0.04662315754843646,0.04662315754843646,OGI,2019-10-17,True,OGI,N/A,N/A,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_emissions.csv new file mode 100644 index 000000000..88c17bc20 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_emissions.csv @@ -0,0 +1,1101 @@ +Site ID,Survey Level,Method,Start Date,End Date,"""Measured"" Rate (g/s)","""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +46.0,,,2017-01-01,2017-01-01,0.0,0.0,311.0,True +46.0,,,2017-01-01,2017-04-14,4.731282021217023,42104.62496321453,311.0,True +46.0,,,2017-04-14,2017-04-14,0.0,0.0,311.0,True +46.0,,,2017-04-14,2017-10-13,0.06419089136203282,1009.3889284896937,311.0,True +46.0,,,2017-10-13,2018-01-13,0.04953947048603724,393.77934299941285,311.0,True +46.0,,,2018-01-13,2018-04-14,0.006036533730295125,47.461642801072394,311.0,True +46.0,,,2018-04-14,2018-04-14,0.0,0.0,311.0,True +46.0,,,2018-04-14,2018-10-13,0.025435600472080207,399.9697303033669,311.0,True +46.0,,,2018-10-13,2018-10-13,0.0,0.0,311.0,True 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+2453.0,,,2017-07-03,2018-01-02,0.041930034505744576,662.9641615772288,311.0,True +2453.0,,,2018-01-02,2018-01-02,0.022795404451674092,0.0,311.0,True +2453.0,,,2018-01-02,2018-07-03,0.5611521732951334,8824.005694631316,311.0,True +2453.0,,,2018-07-03,2018-07-03,0.0,0.0,311.0,True +2453.0,,,2018-07-03,2018-10-02,0.48463627340877147,3810.404236049125,311.0,True +2453.0,,,2018-10-02,2019-04-03,0.6710782111665952,10610.551812397269,311.0,True +2453.0,,,2019-04-03,2019-04-03,0.0,0.0,311.0,True +2453.0,,,2019-04-03,2019-10-02,0.016313730989597586,256.5301570652241,311.0,True +2453.0,,,2019-10-02,2019-10-02,0.0,0.0,311.0,True +2453.0,,,2019-10-02,2020-04-03,1.665020958012208,26469.837182094878,311.0,True +2453.0,,,2020-04-03,2020-04-03,0.0,0.0,311.0,True +2453.0,,,2020-04-03,2020-10-02,0.15441468767636557,2428.1400807733135,311.0,True +2453.0,,,2020-10-02,2021-01-02,0.0,0.0,311.0,True +2453.0,,,2021-01-02,2021-04-03,0.0,0.0,311.0,True +2453.0,,,2021-04-03,2021-04-03,0.0,0.0,311.0,True +2453.0,,,2021-04-03,2021-10-02,0.2609288014375456,4103.053216845117,311.0,True +2453.0,,,2021-10-02,2021-12-31,0.0256915071117014,199.77715930059009,311.0,True +2453.0,,,2021-12-31,2021-12-31,0.0,0.0,311.0,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..576f262ca --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,585 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.033970368488460155,2020-04-18,2020-04-18,0.0 +299.0,0.01988772675871091,2020-07-18,2020-10-01,128.87246939644672 +299.0,0.012086760529391016,2021-01-17,2021-04-02,78.3222082304538 +299.0,0.04213172489879196,2018-07-18,2018-07-18,0.0 +299.0,0.2208125765587238,2019-04-18,2019-07-02,1430.8654961005302 +299.0,0.0028058038893589636,2019-10-17,2019-10-17,0.0 +299.0,0.018004189180139837,2020-07-18,2020-10-01,116.66714588730616 +299.0,0.49909389357422296,2017-01-17,2017-04-02,3234.128430360965 +299.0,0.19678074169860757,2020-01-17,2020-04-02,1292.1410622897367 +299.0,0.3513775208204673,2017-07-18,2017-10-01,2276.9263349166285 +299.0,0.07601601473419513,2018-10-17,2019-01-01,499.15155915061894 +299.0,0.010702538976183928,2019-07-18,2019-10-01,69.35245256567185 +1157.0,1.0206657355912379,2017-04-18,2017-07-02,6613.913966631222 +1157.0,1.1286706090631045,2019-04-18,2019-07-02,7313.785546728917 +1157.0,0.6552478135279561,2021-04-18,2021-07-02,4246.005831661156 +1157.0,0.49238445395711494,2019-01-17,2019-01-17,0.0 +1157.0,0.4943042914859139,2021-10-17,2021-12-31,3203.091808828722 +1157.0,0.017426055769835132,2017-01-17,2017-01-17,0.0 +1157.0,2.3057137741228626,2017-04-18,2017-07-02,14941.02525631615 +1157.0,0.027701227744858784,2020-04-18,2020-04-18,0.0 +1157.0,0.006741599868636516,2021-04-18,2021-07-02,43.685567148764626 +1157.0,0.023813759793628878,2017-01-17,2017-01-17,0.0 +1157.0,0.02781919195436559,2018-01-17,2018-04-02,180.26836386428903 +1157.0,0.2405888886893481,2017-01-17,2017-01-17,0.0 +1157.0,0.04509683525630176,2020-07-18,2020-10-01,292.22749246083544 +1157.0,11.679143500453208,2021-01-17,2021-04-02,75680.84988293679 +131.0,0.070508518766722,2017-10-17,2018-01-01,462.9871376298033 +131.0,0.07077103278422467,2018-10-17,2019-01-01,464.71090967433287 +131.0,1.133550961280099,2018-04-18,2018-07-02,7345.410229095041 +131.0,0.0452356315733029,2020-10-17,2021-01-01,297.03525116293616 +131.0,0.019462321681441457,2021-10-17,2021-12-31,126.11584449574065 +442.0,0.013509796697821375,2020-04-19,2020-07-03,87.5434826018825 +442.0,0.013509796697821375,2020-04-19,2020-07-03,87.5434826018825 +442.0,0.059474550073110956,2018-07-19,2018-10-02,385.395084473759 +442.0,0.04281654204798544,2020-10-18,2021-01-02,281.1505417038916 +442.0,0.023994564949898163,2020-01-18,2020-01-18,0.0 +442.0,0.03187505469404374,2021-04-19,2021-07-03,206.55035441740347 +442.0,0.10707029859900781,2018-04-19,2018-07-03,693.8155349215707 +442.0,0.08312566396865016,2019-10-18,2020-01-02,545.8363598837444 +442.0,0.004515773255627496,2018-01-18,2018-01-18,0.0 +442.0,0.2407593549938991,2019-01-18,2019-04-03,1560.1206203604663 +442.0,0.19015805966893853,2020-10-18,2021-01-02,1248.653883010118 +2453.0,0.04449024841136143,2021-07-19,2021-10-02,288.2968097056221 +2453.0,0.1066680825151274,2017-01-18,2017-04-03,691.2091746980255 +2453.0,0.1066680825151274,2017-01-18,2017-04-03,691.2091746980255 +2453.0,0.053378969115122014,2017-01-18,2017-04-03,345.89571986599066 +2453.0,0.5611521732951334,2018-04-19,2018-07-03,3636.266082952465 +2453.0,0.5340879683515993,2019-01-18,2019-04-03,3460.890034918364 +2453.0,0.15441468767636557,2020-07-19,2020-10-02,1000.607176142849 +2453.0,3.904031848662141,2017-01-18,2017-04-03,25298.12637933067 +2453.0,3.904031848662141,2017-01-18,2017-04-03,25298.12637933067 +2453.0,0.0006240214900569564,2019-01-18,2019-04-03,4.043659255569078 +2453.0,0.9832581855210742,2020-01-18,2020-04-03,6456.466549405583 +2453.0,0.21643855302618414,2021-07-19,2021-10-02,1402.5218236096734 +2453.0,0.10541908800920552,2017-04-19,2017-07-03,683.1156902996519 +2453.0,0.041930034505744576,2017-10-18,2018-01-02,275.3293785785212 +2453.0,0.022795404451674092,2018-01-18,2018-01-18,0.0 +2453.0,0.48463627340877147,2018-10-18,2018-10-18,0.0 +2453.0,0.06818311066246946,2019-01-18,2019-04-03,441.82655709280215 +2453.0,0.06818311066246946,2019-01-18,2019-04-03,441.82655709280215 +2453.0,0.016313730989597586,2019-07-19,2019-10-02,105.71297681259236 +2453.0,0.3408813862455668,2020-01-18,2020-04-03,2238.36353464289 +2453.0,0.3408813862455668,2020-01-18,2020-04-03,2238.36353464289 +2453.0,0.0256915071117014,2021-10-18,2021-12-31,164.2612198693741 +1020.0,0.1300653530703307,2019-07-19,2019-10-02,842.823487895743 +1020.0,0.909876758441047,2021-07-19,2021-10-02,5896.001394697984 +1020.0,0.909876758441047,2021-07-19,2021-10-02,5896.001394697984 +1020.0,0.07358790657352553,2021-10-18,2021-12-31,470.49163946849285 +1020.0,0.26526001776444097,2018-01-18,2018-04-03,1718.8849151135776 +1020.0,0.02537804560381507,2019-01-18,2019-04-03,164.44973551272167 +1020.0,0.04801053854412123,2019-07-19,2019-10-02,311.1082897659056 +1020.0,0.6651939916265347,2021-04-19,2021-04-19,0.0 +1020.0,0.6788871181399575,2019-01-18,2019-04-03,4399.188525546925 +1020.0,0.22715107278199237,2019-07-19,2019-10-02,1471.9389516273106 +1020.0,0.04613540628670941,2019-01-18,2019-04-03,298.957432737877 +1020.0,0.04613540628670941,2019-01-18,2019-04-03,298.957432737877 +1020.0,0.009520441672047212,2020-04-19,2020-07-03,61.69246203486594 +1020.0,0.009520441672047212,2020-04-19,2020-07-03,61.69246203486594 +1020.0,0.8287152479534792,2017-01-18,2017-04-03,5370.074806738546 +1020.0,0.8287152479534792,2017-01-18,2017-04-03,5370.074806738546 +1020.0,0.032892282163514884,2019-01-18,2019-04-03,213.14198841957648 +1008.0,0.2778536413830669,2021-10-19,2021-12-31,1752.4784869312796 +1008.0,0.2778536413830669,2021-10-19,2021-12-31,1752.4784869312796 +1008.0,0.30765763850892164,2017-01-19,2017-04-04,1993.6214975378125 +1008.0,0.00845091666220104,2019-10-19,2020-01-03,55.49209917067691 +1008.0,0.19528853124909135,2021-01-19,2021-04-04,1265.469682494112 +1008.0,0.3207455331250443,2017-07-20,2017-10-03,2078.431054650287 +1008.0,0.08044589652380468,2018-07-20,2018-10-03,521.2894094742544 +1008.0,0.20969291729936912,2021-10-19,2021-12-31,1322.5751679905811 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+2250.0,0.007592184641346871,2018-05-04,2018-07-18,49.19735647592772 +2250.0,2.0690902415075234,2018-11-02,2019-01-17,13586.474161835004 +2250.0,0.011933798646975304,2019-11-02,2020-01-17,78.36209543549865 +2250.0,0.00863989036582326,2018-08-03,2018-08-03,0.0 +2250.0,0.2745996817888026,2019-02-02,2019-04-18,1779.4059379914409 +2250.0,0.09980182567391166,2017-02-02,2017-04-18,646.7158303669476 +2250.0,0.05946633725106003,2018-05-04,2018-07-18,385.341865386869 +2250.0,0.05946633725106003,2018-05-04,2018-07-18,385.341865386869 +2250.0,0.12557455796462463,2019-05-04,2019-07-18,813.7231356107677 +2250.0,0.8999184281500128,2017-08-03,2017-10-17,5831.471414412083 +2250.0,0.04662315754843646,2019-11-02,2020-01-17,306.1463017260532 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_timeseries.csv new file mode 100644 index 000000000..7852f275e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_OGI_measurement_based/keptP_OGI_measurement_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),OGI Deployment Cost ($),OGI Sites flagged for Follow-Up,OGI Leaks tagged for repair,OGI Sites Visited,OGI Travel Time (Minutes),OGI Survey Time (Minutes) +2017-01-01,4426.13282,4426.13282,0,1000.00000,99,99,0,0,4,0.00000,0.00000,1000.00000,,4,3,120,360 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_emissions_summary.csv @@ -0,0 +1,709 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000001,299.0,0,Placeholder_Rep_0,active,50,50,0,2021-11-12,,2022-11-12,0.0,71.55984207096695,,0.016564778257168275,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,24.040792360239468,,0.0007623285248680704,,,,True,natural,N/A,N/A,True 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+0000000003,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,12275.333317487846,,0.3892482660289144,,,,True,natural,N/A,N/A,True +0000000004,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,3136.8462895710168,,0.09946874332734071,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,886.033495410164,,0.028095937830104133,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,14958.322747194798,,0.48768657887306976,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-16,2019-06-16,2019-06-16,0.0,910.7175829326704,,0.02887866511075185,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-23,2020-09-22,2020-09-22,0.0,2292.620417810544,,0.0726985165465038,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,active,211,211,0,2021-06-04,,2022-06-04,0.0,2666.050203961864,,0.14624200258699008,,,,False,,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,active,153,153,0,2021-08-01,,2022-08-01,0.0,1491.2029297054528,,0.11280583769860904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,28.982849770262423,,0.0009190401373117207,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-22,2020-10-21,2020-10-21,0.0,1375.675849726921,,0.04362239503192925,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,314,314,0,2016-11-11,2017-11-11,2017-11-11,0.0,2451.69397641811,,0.09036970601918605,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,569.6084339531344,,0.0180621649528518,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1639.154711212492,,0.05197725492175583,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,86290.36648658401,,2.73624957149239,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,76249.56885099849,,2.4178579671168974,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,active,351,351,0,2021-01-15,,2022-01-15,0.0,3880.897409254876,,0.12797092332933932,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,90277.35732118241,,2.8626762214986807,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-20,2021-11-20,2021-11-20,0.0,121.17522312504725,,0.003842441118881508,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,314,314,0,2021-02-21,,2022-02-21,0.0,13114.794130685099,,0.48341273482414404,,,,False,,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,active,305,305,0,2021-03-02,,2022-03-02,0.0,17.39169658337577,,0.0006599763427206954,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,14311.903836217043,,0.45382749353808477,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-25,2021-07-25,2021-07-25,0.0,4.878609625447151,,0.00015469969639292082,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,1508.7899238084337,,0.04784341463116545,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-06,2021-04-06,2021-04-06,0.0,11844.821925201202,,0.3755968393328641,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-17,2021-10-17,2021-10-17,0.0,5513.040637591803,,0.17481737181607696,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,active,207,207,0,2021-06-08,,2022-06-08,0.0,7028.299366237406,,0.3929761230898531,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,3090.468998498433,,0.09799812907465857,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-30,2020-04-29,2020-04-29,0.0,205.63899307608293,,0.0065207696941933955,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,4174.481157000043,,0.13237192912861628,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,200.55261862343775,,0.012753905844490088,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,37.76687972999079,,0.0011975799001138633,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,1951.3935712071163,,0.06187828422143316,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,266,266,0,2021-04-10,,2022-04-10,0.0,62.99552226758787,,0.0027410332370678375,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-10,2019-07-10,2019-07-10,0.0,46646.18982731977,,1.4791409762595056,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,28438.988422060767,,0.9017944070922363,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-14,2020-02-14,2020-02-14,0.0,32.59693435895942,,0.0010336420078310318,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,1707.0183178043374,,0.054129195770051285,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,active,295,295,0,2021-03-12,,2022-03-12,0.0,1269.034586283857,,0.049789492556648496,,,,False,,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,23519.86416691891,,2.5205615748155554,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,1262.0645224163588,,0.05890011398672522,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,active,119,119,0,2021-09-04,,2022-09-04,0.0,127.45462009403712,,0.012396379950011392,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,15033.915308136473,,0.5102746316707557,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,331.59484738607273,,0.01051480363350053,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,631.9167466651174,,0.02479271604932193,,,,True,natural,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,active,101,101,0,2021-09-22,,2022-09-22,0.0,1054.717175883395,,0.12086509624626363,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,649.0952388804399,,0.02058267500255073,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,95080.56854125789,,3.014985050141359,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,13722.494890048532,,0.4351374584617114,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,1631.8357204250176,,0.05174517124635393,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,179.8030963339508,,0.0057015187827863635,,,,True,natural,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,24552.15779359189,,0.7785438163873634,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,2502.589894641814,,0.09953663511207418,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3809.3336929817324,,0.12079317900119647,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,27.540971706781967,,0.0008733184838528021,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,1495.9320647705767,,0.04743569459571844,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,405.9329882644919,,0.012872050617214987,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,active,81,81,0,2021-10-12,,2022-10-12,0.0,3248.661873367108,,0.46420065634532287,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,164.03815910155265,,0.005201615902509914,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,493.538443110356,,0.01565000136702042,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,active,144,144,0,2021-08-10,,2022-08-10,0.0,3594.4995007875063,,0.28890974639817274,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-18,2019-10-18,2019-10-18,0.0,7410.864668436601,,0.2349969770559551,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,27093.11169291633,,0.8591169359752768,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-08-24,2021-08-24,2021-08-24,0.0,291.5388532607725,,0.009244636392084364,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,active,158,158,0,2021-07-27,,2022-07-27,0.0,774.2548703533939,,0.05671698241571392,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,2771.2441812557863,,0.08787557652383898,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,7456.390390037409,,0.2364405882178275,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,1156.2710066019679,,0.036665113096206486,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,55124.687441632304,,1.7479923719442003,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,28936.235193742774,,0.9175619987868713,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-16,2019-11-16,2019-11-16,0.0,427.70041700869245,,0.013562291254715005,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,active,324,324,0,2021-02-11,,2022-02-11,0.0,648.66384281554,,0.02317186224049568,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,7845.271912880713,,0.24877194041351827,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,201.20123112082743,,0.006380049185718779,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,1006.7058369629484,,0.03192243267893672,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,448.8061000428827,,0.014231548073404448,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-13,2020-05-12,2020-05-12,0.0,18860.923942182093,,0.5980759748281992,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,645.8827217577442,,0.032361447899518204,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,4185.222341569519,,0.13271252985697357,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,25527.300976321723,,0.8094654038661123,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,58,58,0,2016-02-29,2017-02-28,2017-02-28,0.0,25.053406883777665,,0.004999482535875172,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,14331.134565824763,,0.45443729597364163,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-02,2021-07-02,2021-07-02,0.0,1101.9720171983101,,0.03494330343728787,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,90.3314970347256,,0.014128424836512388,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1277.2151786576085,,0.040500227633739484,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,337,337,914,2018-08-17,2019-07-20,2019-08-17,1198.5908275207325,14425.896745517388,,0.4954492507939536,0.4954492507939536,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-30,2021-12-30,2021-12-30,0.0,14879.998683702697,,0.47184166297890334,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,342,342,914,2018-08-12,2019-07-20,2019-08-12,197.34903641457433,2934.4943675558447,,0.09931010286562718,0.09931010286562718,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,373,373,914,2018-07-12,2019-07-20,2019-07-12,0.0,1997.740619324767,,0.06198927053311386,3.249110792265707,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,199,199,914,2019-01-02,2019-07-20,2020-01-02,643.5587238342695,771.4950966446966,,0.04487106229321937,3.249110792265707,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,108,108,914,2019-04-03,2019-07-20,2020-04-02,214064.7536419626,89957.17273670022,,9.640472043970789,3.249110792265707,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,4523.06716604896,,0.1434255189640081,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-11-18,2021-11-18,2021-11-18,0.0,1082.3960770237975,,0.034322554446467445,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,active,249,249,0,2021-04-27,,2022-04-27,0.0,5600.612664012401,,0.2603289390902685,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,89.39524499848136,,0.01544279384302124,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,78.07224764821316,,0.002475654732629793,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,3929.336472863965,,0.12459844218873557,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,2788.7710170975156,,0.08843134884251382,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,6838.347897159884,,0.2168425893315539,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,419.7093471191306,,0.013308896090789276,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,active,122,122,0,2021-09-01,,2022-09-01,0.0,4968.262189719073,,0.47133634920680334,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,95.7534996842557,,0.009392017781333932,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,1121.6234913083235,,0.03556644759349072,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,65.71894372524889,,0.002083934034920373,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,22312.6309545271,,1.2181511483734657,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,1102.9495558390654,,0.70920110329158,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,4171.356929923403,,0.2145759737614919,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,197.33935379305058,,0.006257589858988158,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,86.78435791454844,,0.0027519139369149045,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,15.646204620413105,,0.0004961378938487159,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,5.0928162327185245,,0.000161492143351044,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-17,2021-10-17,2021-10-17,0.0,17232.202981883296,,0.5464295719775271,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,active,44,44,0,2021-11-18,,2022-11-18,0.0,200.94910338965772,,0.052859086539787915,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,7366.273142335339,,0.23358298903904545,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,5369.2687835719325,,0.1702583962319867,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,8916.595517631473,,1.5403184628302018,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,1150.272144198407,,0.043650278696053695,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,17461.215177711634,,0.5536915010689889,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,273.65675838845954,,0.008677598883449376,,,,True,natural,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-03,2020-04-02,2020-04-02,0.0,40.300903636986426,,0.0012779332710865811,,,,True,natural,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-04,2021-05-04,2021-05-04,0.0,3279.871657614875,,0.10400404799641282,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,active,233,233,0,2021-05-13,,2022-05-13,0.0,101.07644703856123,,0.005020885344070956,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-03,2021-09-03,2021-09-03,0.0,819.3024400094254,,0.02597990994448964,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,48.560633092073694,,0.0015398475739495717,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,667.2623559015567,,0.021158750504235053,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,active,223,223,0,2021-05-23,,2022-05-23,0.0,2248.3281715247695,,0.11669200358769148,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,97,97,0,2016-04-08,2017-04-08,2017-04-08,0.0,763.0800000734666,,0.09105097366283249,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,1013.188325774079,,0.03212799105067475,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,1768.6994521268161,,0.05608509170873973,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,9877.416418865098,,0.31321081997923317,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,21894.490307179974,,0.694269733231227,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,active,288,288,0,2021-03-19,,2022-03-19,0.0,1867.4994966224494,,0.07505061634445928,,,,False,,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,11747.75911506552,,1.2140128053763146,,,,False,,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-09,2019-06-09,2019-06-09,0.0,15506.06857400564,,0.491694208967708,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,7475.120294244955,,0.23703450958412464,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,7559.171612227075,,0.23969975939329888,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2123.1151839776035,,0.06732354084150188,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-07,2020-01-07,2020-01-07,0.0,974.6118324958287,,0.030904738473358343,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,1041.8364899921319,,0.033036418378745935,,,,True,natural,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-28,2021-01-27,2021-01-27,0.0,90802.33873643116,,2.879323272971561,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,active,349,349,0,2021-01-17,,2022-01-17,0.0,758.9654893413775,,0.02516997935043834,,,,False,,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,active,310,310,0,2021-02-25,,2022-02-25,0.0,97.46473449026546,,0.003638916311613854,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,active,228,228,0,2021-05-18,,2022-05-18,0.0,4.535258376630575,,0.00023022551050959304,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,41.42364471197697,,0.043585484755868015,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,active,199,199,0,2021-06-16,,2022-06-16,0.0,6260.543316219857,,0.3641205632456179,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,18651.261290875947,,0.5914276157685168,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,456.65550503758413,,0.020973669212852004,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,3269.0331917357685,,0.10366036249796322,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-29,2021-09-29,2021-09-29,0.0,363.4653144327428,,0.011525409513975862,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-24,2021-10-24,2021-10-24,0.0,99007.35501881847,,3.1395026325094646,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,190.58674460333702,,0.0060434660262346845,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,1125.8053019038175,,0.03569905193758934,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-30,2021-11-30,2021-11-30,0.0,4290.253503450443,,0.13604304615203078,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,82351.32372157215,,4.474837187096382,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-15,2018-03-15,2018-03-15,0.0,1696.6165139850932,,0.05379935673468712,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,2689.475148817076,,0.08528269751449377,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,60117.5039592977,,1.9063135451324738,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,108.61042100581929,,0.003444013857363625,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,38.02053461745885,,0.0012056232438311405,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,199.41454998516582,,0.0063233938985656326,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-07,2019-12-07,2019-12-07,0.0,4421.65477292748,,0.14020975307355021,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,23.32445453902602,,0.0007396136015672888,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,432.6456320342561,,0.013719102994490615,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,2312.8828686676743,,0.07334103464826466,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,278,278,0,2021-03-29,,2022-03-29,0.0,1138.6357570505352,,0.04740523235788598,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,339,339,0,2016-12-06,2017-12-06,2017-12-06,0.0,245.40169652470843,,0.008378458446844901,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-30,2018-09-30,2018-09-30,0.0,204.8034237057054,,0.006494273963270719,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,207.60190857068895,,0.00658301333620906,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,active,261,261,0,2021-04-15,,2022-04-15,0.0,556.1443126508001,,0.024662281496150847,,,,False,,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,active,248,248,0,2021-04-28,,2022-04-28,0.0,757.7139341579964,,0.03536224677783361,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,178.04814449576813,,0.005645869625056066,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-17,2020-05-16,2020-05-16,0.0,58.01811538893467,,0.001839742370273169,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,388.6523880441379,,0.01232408637887297,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,55.465376533218105,,0.001758795552169524,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,71373.94007513524,,2.263252792844217,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,101.73153864224331,,0.003225885928533844,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,13.674689294487958,,0.0004336215529708256,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,472.45588151390945,,0.02474316456730295,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,5637.96993898709,,0.17877885397599852,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-21,2019-07-21,2019-07-21,0.0,438.54398636544545,,0.013906138583379168,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,2470.95308461819,,0.07835340831488426,,,,True,natural,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-20,2021-01-19,2021-01-19,0.0,28.429214012201285,,0.0009014844625888282,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,active,298,298,0,2021-03-09,,2022-03-09,0.0,13881.157030540227,,0.5391326835749218,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,3853.705221227708,,0.12220019093187809,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,7299.6892563477995,,0.2314716278649099,,,,True,natural,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,76.83958869352509,,0.0024365673735897092,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,170.51226508949875,,0.00540690845666853,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,931.0987448675988,,0.02952494751609585,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-24,2018-10-24,2018-10-24,0.0,188.5980990525266,,0.005980406489489047,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,active,184,184,0,2021-07-01,,2022-07-01,0.0,30494.421138702746,,1.9181776581812817,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,8582.975489717377,,0.272164367380688,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,active,288,288,0,2021-03-19,,2022-03-19,0.0,141.19782730628998,,0.005674424001185136,,,,False,,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-08,2019-04-08,2019-04-08,0.0,978.8698942103558,,0.03103976072458003,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,34181.38774935001,,1.083884695248288,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,448.4031742660907,,0.014218771380837476,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,113368.98023481184,,3.594906780657402,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,492.94802116443884,,0.01563127920993274,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,52.310405444180375,,0.0025763596061948568,,,,True,natural,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,4.894325556683498,,0.00019806743543947073,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,842.2626043169338,,0.02670797197859379,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,15958.617526083286,,0.5060444421005608,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-12,2018-12-12,2018-12-12,0.0,2834.541460789141,,0.08988272009097986,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-05-09,2021-05-09,2021-05-09,0.0,953.5009679224878,,0.030235317349140277,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,731.5926553466143,,0.023198650917891115,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-03,2019-05-03,2019-05-03,0.0,4757.135985370113,,0.15084779253456726,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,3449.269151477036,,0.10937560728935299,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,327,327,0,2016-11-24,2017-11-24,2017-11-24,0.0,8531.672419893135,,0.3019761729773026,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-02-03,2018-02-03,2018-02-03,0.0,13779.159399933857,,0.436934278283037,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1568.4917948405018,,0.04973654854263387,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,1861.353111609648,,0.05902311997747488,,,,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,6354.784953687218,,0.20150890898297874,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,258,258,0,2016-09-16,2017-09-16,2017-09-16,0.0,2195.623496441583,,0.09849732165345888,,,,True,natural,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,126.95442722865356,,0.009730993011762137,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,215,215,0,2016-08-04,2017-08-04,2017-08-04,0.0,293.69716969362764,,0.015810571150604413,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,1003.8968496234586,,0.03183336027471647,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,47,47,1189,2020-03-04,2020-04-20,2021-03-04,217521.4537413445,32149.39725107922,,7.91701074937924,7.91701074937924,airH,2020-04-02,True,OGI_FU,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,3469.423137044748,,0.11001468597934891,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,582.0664273431527,,0.019583953331689836,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,26160.783625393222,,0.8295530068934939,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,4540.214286466178,,0.14396925058555865,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,100.6489305275049,,0.003191556650415554,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,333.2129893469862,,0.010566114578481297,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,484.4802504161269,,0.015362767960937558,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,active,156,156,0,2021-07-29,,2022-07-29,0.0,1310.5008692278275,,0.097229705990906,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,194,194,0,2016-07-14,2017-07-14,2017-07-14,0.0,1712.1700539520928,,0.10214836614357178,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,5767.738471166458,,0.19073209230047808,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,2490.7634802655057,,0.0789815918399767,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,74.86920075628136,,0.002374086781972392,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,2513.401262445876,,0.07969943120389003,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-13,2019-01-13,2019-01-13,0.0,1477.259151534199,,0.04684358040126201,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,25780.78510504195,,0.8175033328590166,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-14,2019-07-14,2019-07-14,0.0,8936.0513798981,,0.28336033041280123,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,active,323,323,0,2021-02-12,,2022-02-12,0.0,23901.30998184886,,0.8564567560288691,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-09,2018-02-09,2018-02-09,0.0,105.05024810571201,,0.003331121515274988,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,5057.315982348401,,0.16036643779643586,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,189,189,0,2016-07-09,2017-07-09,2017-07-09,0.0,544.3115745757472,,0.033332817373098365,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,4264.523441970271,,0.2136706069609924,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,3360.4705145298776,,0.10655982098331675,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,58.34284231760425,,0.0018500393936328086,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,247.11666163906452,,0.007836017936297074,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-04,2019-10-04,2019-10-04,0.0,7243.319266091529,,0.22968414719975672,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,23965.02124983189,,0.7599258387186671,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,13542.875690127012,,0.4294417709959098,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-30,2018-08-30,2018-08-30,0.0,320.59187680078827,,0.010165901725037679,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,542.7778493152364,,0.017211372695181262,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,42574.82835911804,,1.3500389510121142,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,7742.489613761429,,0.2455127350888327,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,1106.1036959623898,,0.035074318111440565,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-14,2018-08-14,2018-08-14,0.0,1824.48012115217,,0.05785388512024892,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,565.8090720208481,,0.017941687976307966,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,23165.63444202333,,0.7345774493284921,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,146.20659630026748,,0.004636180755335726,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-01-20,2017-01-19,2017-01-19,0.0,12983.151944939244,,8.34822012920476,8.34822012920476,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,673.3377914037749,,0.021351401300221173,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-29,2019-03-29,2019-03-29,0.0,1821.8964544483167,,0.05777195758651436,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,26937.42656230349,,0.8541801928685784,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-06,2021-12-06,2021-12-06,0.0,12052.515976243829,,0.38218277448769117,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,1415.594949903894,,0.04488822139472013,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,1057.9602642790433,,0.03354769990737707,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,7679.517680667551,,0.2435159081896103,,,,True,natural,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,2781.449572488145,,0.22831704528566987,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,11070.07583440713,,0.6537034577196198,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-14,2019-01-14,2019-01-14,0.0,15105.071335112178,,0.47897866993633237,,,,True,natural,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,7442.119745924637,,0.23598806906153716,,,,True,natural,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-29,2020-01-29,2020-01-29,0.0,433.9593816295668,,0.013760761720876672,,,,True,natural,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-06,2018-01-06,2018-01-06,0.0,3872.6339745996215,,0.12280041776381345,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-15,2018-10-15,2018-10-15,0.0,413.54080362481085,,0.01311329285974159,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,1387.1555561207322,,0.47220709290602264,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-14,2019-05-14,2019-05-14,0.0,114.85169594208149,,0.0036419233873059833,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,3164.9778581566648,,0.10036078951536861,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-28,2019-12-28,2019-12-28,0.0,5721.001116990349,,0.18141175535864879,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,4429.449299946099,,0.18987694187011742,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,271,271,0,2016-09-29,2017-09-29,2017-09-29,0.0,799.4005994983511,,0.03414140868432892,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,250.5748887340405,,0.00794567759811138,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,7499.809492117916,,0.23781739891292222,,,,True,natural,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,3907.1063323785515,,0.12389352905817325,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-10,2020-12-09,2020-12-09,0.0,39.41783430896162,,0.001249931326387672,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,26675.336958883217,,0.8458693860630141,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,2417.6698326499736,,0.07666380747875359,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,active,337,337,0,2021-01-29,,2022-01-29,0.0,64085.17058399107,,2.2009688765245863,,,,False,,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,active,334,334,0,2021-02-01,,2022-02-01,0.0,1701.850191191017,,0.05897407238270047,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,9.982539965885115,,0.0003165442657878334,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,76816.15256380882,,2.4358242187915025,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-31,2019-12-31,2019-12-31,0.0,125.07828136408989,,0.003966206283742069,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-07,2021-04-07,2021-04-07,0.0,5363.343552038148,,0.17007050837259474,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,active,112,112,0,2021-09-11,,2022-09-11,0.0,122.32869589599598,,0.01264144096147445,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-11,2021-07-11,2021-07-11,0.0,1662.7598256469807,,0.052725768190226424,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,1106.8182106827526,,0.03509697522459261,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,153.1515376829162,,0.004856403401918956,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,344.8398364025959,,0.010934799480041727,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,106.72646237684103,,0.003384273921132706,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,3311.6818541817297,,0.10501274271251045,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,62,62,0,2016-03-04,2017-03-04,2017-03-04,0.0,568.3298147272642,,0.10609502216384113,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,305.0364386740383,,0.01357890129425028,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,240.06716423943627,,0.007612479840164772,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,10.541680537326943,,0.00033427449699793707,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,43.316243325282194,,0.0013735490653628295,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,active,87,87,0,2021-10-06,,2022-10-06,0.0,373.7174477093767,,0.0497176255466923,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,15216.354042298552,,0.48250742143260245,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-12,2019-12-12,2019-12-12,0.0,2615.196459231021,,0.08292733571889335,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,112726.20539870976,,3.574524524312207,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,active,359,359,0,2021-01-07,,2022-01-07,0.0,243.7285824429222,,0.007857751162015184,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,48.80256794169689,,0.0015475192777047468,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-17,2019-04-17,2019-04-17,0.0,1047.4498725263295,,0.033214417571230635,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,53019.3960838892,,1.681234020924949,,,,True,natural,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,active,354,354,0,2021-01-12,,2022-01-12,0.0,19300.72648119133,,0.6310396553015579,,,,False,,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,active,244,244,0,2021-05-02,,2022-05-02,0.0,8780.552160033487,,0.4165031193094208,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,166,166,0,2016-06-16,2017-06-16,2017-06-16,0.0,21032.48608328711,,1.46645513186685,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,4721.048273712405,,0.15263062130510308,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,156.16118077380912,,0.004951838558276545,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-14,2020-11-13,2020-11-13,0.0,136.09342849673826,,0.00431549430798891,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,4313.655772359762,,0.1367851272310934,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,10021.67412514345,,0.31778520183737474,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,3769.9358204567898,,0.11954388065882766,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,3223.6760376427746,,0.10222209657669884,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-01,2018-01-01,2018-01-01,0.0,787.9959557720177,,0.02498718784157844,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,21832.716539729092,,0.692310899915306,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,198,198,0,2016-07-18,2017-07-18,2017-07-18,0.0,4778.389186149253,,0.27932035553154533,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,47863.098012714625,,1.517728881681717,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-09,2021-06-09,2021-06-09,0.0,350.836561357417,,0.011124954380942952,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-19,2021-06-19,2021-06-19,0.0,44387.16045665537,,1.407507624830523,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-07,2018-11-07,2018-11-07,0.0,843.7628750239409,,0.02675554525063232,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,282.6537573587167,,0.008962891849274375,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,47327.844920654854,,1.5007561174738349,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,1155.08055825973,,0.036627364226906704,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,60029.703311171346,,1.9035294048443476,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,1382.3785519715223,,0.04383493632583467,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-26,2019-01-26,2019-01-26,0.0,12.832449746687129,,0.0004069143121095614,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,223.2886569306088,,0.007080436863603779,,,,True,natural,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,active,360,360,0,2021-01-06,,2022-01-06,0.0,4916.873936947806,,0.15807850877532814,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-27,2018-06-27,2018-06-27,0.0,4707.104478134435,,0.14926130384748967,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-22,2019-10-22,2019-10-22,0.0,720.4505929403731,,0.022845338436719088,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,2658.441409588283,,0.08429862409907035,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,1181.0257963505505,,0.03745008232973587,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,7869.143684814271,,0.37791722783225135,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,1910.9607267837375,,0.06126759281008699,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,9575.312089612778,,0.3036311545412474,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,943.8360280442258,,0.0880970008255139,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,169.54113955825835,,0.005376114268082773,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,1005.6780186661032,,0.03188984077454665,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,active,307,307,0,2021-02-28,,2022-02-28,0.0,319.77519021890987,,0.012055705989070978,,,,False,,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,active,206,206,0,2021-06-09,,2022-06-09,0.0,183.95332162894294,,0.010335385294686203,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,2005.818914811348,,0.06360410054576826,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,866.779235350663,,0.02748538924881605,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,4080.975907924681,,0.12940689713104644,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,active,237,237,0,2021-05-09,,2022-05-09,0.0,1073.0597065239663,,0.052403681557858954,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,12528.188064503358,,0.39726623745888373,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,88412.65867896505,,2.80354701544156,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,active,110,110,0,2021-09-13,,2022-09-13,0.0,966.3374685972336,,0.10167692220088737,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,18875.830938473315,,0.5985486725796966,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2746.4040275660027,,0.0870879004174912,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-03,2019-11-03,2019-11-03,0.0,320.45598538080066,,0.010161592636377493,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,4946.592614845621,,0.15685542284518075,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-19,2021-01-18,2021-01-18,0.0,2667.086622572403,,0.08457276200445214,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,active,121,121,0,2021-09-02,,2022-09-02,0.0,302.9077371323748,,0.02897418667091127,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,1073.5906706693272,,0.043446915900565236,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-21,2019-09-21,2019-09-21,0.0,4674.543267922408,,0.14822879464492666,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,2510.835955594197,,0.07961808585724876,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,299,299,0,2016-10-27,2017-10-27,2017-10-27,0.0,606.6004786402384,,0.02348106646538765,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-26,2018-06-26,2018-06-26,0.0,22075.439093040353,,0.7000075815905743,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,active,359,359,0,2021-01-07,,2022-01-07,0.0,3461.769893521558,,0.11160663279949311,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,3506.5836769893867,,0.11119303897099779,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-02,2019-05-02,2019-05-02,0.0,3646.7481252437697,,0.11563762446866342,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-25,2020-10-24,2020-10-24,0.0,10710.017660342379,,0.3396124321519019,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,48.043333636136815,,0.0015234441158084985,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,159197.19744137023,,5.048110015264149,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,2399.614443940859,,0.07609127485860157,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,6911.880231910544,,0.21917428437057787,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-23,2018-04-23,2018-04-23,0.0,87.20398774685628,,0.0027652203116075684,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-22,2020-02-22,2020-02-22,0.0,1581.8003451451218,,0.05015855990439884,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-08,2020-06-07,2020-06-07,0.0,393.91835086308276,,0.012491068964455947,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,active,325,325,0,2021-02-10,,2022-02-10,0.0,595.615008424674,,0.0212113606988844,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-22,2020-06-21,2020-06-21,0.0,1892.8001503167375,,0.06002029903338208,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,313.40844987673154,,0.0604568769052337,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,249.95004324371578,,0.015146284373407247,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,7993.10322429883,,0.25345964054727393,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,active,201,201,0,2021-06-14,,2022-06-14,0.0,1408.5438688402116,,0.08110741828129096,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,1083.2151418758028,,0.042643579218466655,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,1002.3477669905559,,0.03178423918666146,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,252.25367403906873,,0.007998911530919226,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,3954.324067165668,,0.12539079360621727,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,318,318,1463,2020-03-07,2021-01-19,2021-03-07,3056.7152104807083,20681.605041124792,,0.7527371972223966,1.17176025032595,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,53,53,1463,2020-11-27,2021-01-19,2021-11-27,42882.427353888444,7284.5149030643815,,1.5907833034295034,1.17176025032595,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,825.4680002546708,,0.026175418577329742,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,827.814735510613,,0.026249833064136637,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,37,37,1463,2020-12-13,2021-01-19,2021-12-13,116559.88747240065,13148.52389170373,,4.113026742900316,4.113026742900316,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,active,269,269,0,2021-04-07,,2022-04-07,0.0,7730.847805207643,,0.3326297589325882,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,116.46144383166794,,0.004696631977983769,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,868.2060519296388,,0.02753063330573436,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,185.77460256939966,,0.005890874003342201,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,9784.269800050903,,0.31025716007264403,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,486.4131222350683,,0.01542405892424747,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,1111.7262075811186,,0.03525260678529676,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,424.87371072261914,,0.020836948305213192,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,14256.229961452033,,0.4520620865503561,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,20512.195029712162,,1.2628173654028862,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,271.99252562264803,,0.013627972463857224,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,304.92225623695174,,0.009669021316493902,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,991.9108792266971,,0.031453287646711604,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,45160.9214653027,,1.4320434254598775,,,,True,natural,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,273,273,1463,2020-04-21,2021-01-19,2021-04-21,0.6298944909569189,1.8691434351221614,,7.92439727955061e-05,4.261981464999874,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,103,103,1463,2020-10-08,2021-01-19,2021-10-08,192953.45022385492,75855.74569869105,,8.523883686026952,4.261981464999874,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,748.2509753434679,,0.02372688277979033,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,3.4770597076978054,,0.0001102568400462267,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,342.59392015157147,,0.010863581942908785,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,469.7970509658986,,0.014897166760714694,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,1539.2182986073024,,0.15097480173094224,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,862.2411459529565,,0.027341487378011047,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,1082.4911503354963,,0.03432556920140462,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,390.00415563404096,,0.012366950647959188,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1929.0750736471205,,0.06117056930641553,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,271,271,1463,2020-04-23,2021-01-19,2021-04-23,17450.327403138694,50308.922619687095,,2.1486317231997014,2.1486317231997014,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,173.80228942307653,,0.05293685715858812,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,26641.09279062364,,0.8447835106108459,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-03,2020-09-02,2020-09-02,0.0,1727.5908480973555,,0.05478154642622259,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,427.1957147801225,,0.01354628725203331,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,14930.985814842345,,0.4734584543011905,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-10,2018-12-10,2018-12-10,0.0,3931.4344085393773,,0.12466496729259821,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,108.69315687887962,,0.003446637394687963,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,338,338,0,2016-12-05,2017-12-05,2017-12-05,0.0,73.97068083668898,,0.0025329649092116265,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-08,2019-11-08,2019-11-08,0.0,34790.10482772686,,1.1031869871805826,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,active,159,159,0,2021-07-26,,2022-07-26,0.0,15.809777101117588,,0.0011508398192637424,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,7735.517739061672,,0.24529165839236652,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,90.64198318624815,,0.0028742384318318163,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,active,115,115,0,2021-09-08,,2022-09-08,0.0,1243.8886777869006,,0.12519008431832734,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,157.49710377570835,,0.025674410500734927,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,49555.79528359962,,1.5714039600329661,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-18,2018-08-18,2018-08-18,0.0,1884.6261468008381,,0.05976110308221835,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,29.453146433041304,,0.0009339531466590977,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,639.837565320563,,0.02028911609971344,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-14,2021-11-14,2021-11-14,0.0,2029.5977054349391,,0.06435812105006783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,3357.513992825194,,1.0226346225710263,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,156.6386560664251,,0.021080783816002518,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,3411.720067949386,,0.2615066277248425,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,active,283,283,0,2021-03-24,,2022-03-24,0.0,14561.034594842284,,0.5955141095260063,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,306,306,0,2021-03-01,,2022-03-01,0.0,4948.540359137505,,0.18717245972288432,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,161.99176173566462,,0.00513672506772148,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-14,2020-10-13,2020-10-13,0.0,14745.11992497797,,0.4675646855967139,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,75.17872315020776,,0.002383901672698115,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,31.945510494982674,,0.001012985492611069,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,active,175,175,0,2021-07-10,,2022-07-10,0.0,459.8694383239452,,0.030414645391795316,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,102,102,184,2017-04-09,2017-07-20,2018-04-09,347807.80894279934,134891.2414911237,,15.30628648002039,15.30628648002039,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,105,105,913,2019-10-06,2020-01-19,2020-10-05,942111.5992660739,380468.14585745294,,41.93872859980742,41.93872859980742,airH,2020-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,active,197,197,0,2021-06-18,,2022-06-18,0.0,4527.803144982634,,0.26601588321245967,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,4709.412017618761,,0.14933447544453196,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-20,2019-07-20,2019-07-20,0.0,1689.4138320405934,,0.05357096118850182,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,active,255,255,0,2021-04-21,,2022-04-21,0.0,1192.4721975038108,,0.05412455507914899,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,222.72699584664,,0.012393551674158653,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,39.13248046654103,,0.0015564337718969163,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,323,323,0,2021-02-12,,2022-02-12,0.0,1250.6114723048386,,0.04481321925183603,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,4539.255123202474,,0.14393883571798816,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,26,26,1371,2020-09-23,2020-10-19,2021-09-23,196471.97629989244,15068.64714984426,,6.707909165707024,6.707909165707024,airH,2020-10-01,True,OGI_FU,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-14,2018-06-14,2018-06-14,0.0,4675.955468122863,,0.14827357521952253,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,5164.245668034014,,0.16375715588641596,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,5786.079399821836,,0.18347537416989587,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,11241.480832728203,,0.35646501879528797,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,active,183,183,0,2021-07-02,,2022-07-02,0.0,45.296520956844006,,0.0028648376440019736,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,74192.2576288313,,2.3526210562161114,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-23,2019-03-23,2019-03-23,0.0,7918.652416047843,,0.25109882090461194,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,105.46222466721899,,0.00334418520634256,,,,True,natural,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,active,104,104,0,2021-09-19,,2022-09-19,0.0,2007.1661103429155,,0.22337585807769267,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,176.3097422039453,,0.006298216099535082,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,1761.1677974880606,,0.05584626450685123,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-10,2019-01-10,2019-01-10,0.0,141.11548706720177,,0.00447474274058859,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,105.10800617964239,,0.0033329530117847026,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,4108.491246777034,,0.13027940280241734,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,active,333,333,0,2021-02-02,,2022-02-02,0.0,7431.027154324836,,0.25828005624808265,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,9653.418156570197,,0.3061078816771371,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,573.28283794098,,0.02211739343908102,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-06,2018-10-06,2018-10-06,0.0,3514.2161661756813,,0.11143506361541353,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,798.2381776496659,,0.025311966566770223,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,3775.866270857031,,0.11973193400738937,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,1600.3721821980077,,0.05074746899410222,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,265,265,0,2016-09-23,2017-09-23,2017-09-23,0.0,43.203465500924445,,0.0018869438111864274,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,2196.6828288938,,0.06965635555852993,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-21,2019-12-21,2019-12-21,0.0,700.6147828683697,,0.022216349025506395,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,6296.978320916619,,0.1996758726825412,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,active,242,242,0,2021-05-04,,2022-05-04,0.0,808.8179021486576,,0.03868313352027173,,,,False,,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,21086.736148706685,,0.6686560168920181,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-28,2021-08-28,2021-08-28,0.0,117.96972471255833,,0.0037407954310171966,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,active,362,362,0,2021-01-04,,2022-01-04,0.0,7296.319874569333,,0.23328217319448702,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,1852.5601936634646,,0.2233507177931453,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,8539.940444093383,,0.2707997350359393,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,62518.951113360614,,1.9824629348478124,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,2692.525179688117,,0.17122794437373556,,,,False,,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-07,2018-09-07,2018-09-07,0.0,15.625079937991785,,0.0004954680345634128,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,active,345,345,0,2021-01-21,,2022-01-21,0.0,267.4894927111746,,0.008973748413552557,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,2592.1782054913388,,0.08219743168097852,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,4960.320466000507,,0.15729073014968628,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1990.7955530246497,,0.06312771286861522,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-27,2020-04-26,2020-04-26,0.0,13825.98483628039,,0.4384191031291346,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1007.3513296658527,,0.03194290111827285,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,active,101,101,0,2021-09-22,,2022-09-22,0.0,754.4693770282006,,0.08645826194400905,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-05,2020-12-04,2020-12-04,0.0,1986.8535633505003,,0.06300271319604579,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-17,2021-04-17,2021-04-17,0.0,45117.09896014537,,1.4306538229371313,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-20,2019-10-20,2019-10-20,0.0,2155.412079764986,,0.06834766868864112,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,429.7090360183268,,0.013625984145685147,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,1020.8429796275778,,0.032370718532076924,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,220,220,0,2021-05-26,,2022-05-26,0.0,1174.5832263527157,,0.06179415121805111,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-30,2020-05-29,2020-05-29,0.0,1280.3494220244213,,0.040599613838927615,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,81439.07912550498,,2.5824162584191077,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,750.7493559637413,,0.02578406129669954,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-16,2020-01-16,2020-01-16,0.0,672.8308736978137,,0.021335327045212255,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,2892.3504280469906,,0.1436750133150031,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-28,2019-10-28,2019-10-28,0.0,24365.036896078684,,0.7726102516514042,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-24,2019-11-24,2019-11-24,0.0,350.28130813671754,,0.011107347416816259,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,1451.4277895770738,,0.04602447328694425,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,57.23840133325072,,0.0018150177997606138,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-01,2018-11-01,2018-11-01,0.0,873.8954303814016,,0.027711042312956673,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,1018.7044600663444,,0.032302906521637,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,718.2712134562087,,0.022776230766622548,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,45556.786779133174,,1.4445962322150296,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,292,292,0,2021-03-15,,2022-03-15,0.0,179.89575682204705,,0.007130571284486264,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,672.3847365410198,,0.021321180128774094,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,1345.9232449859253,,0.04267894612461711,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-24,2021-04-24,2021-04-24,0.0,440.3975118527586,,0.013964913491018475,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,20932.465259088673,,0.6637641190730806,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,1364.8070307560474,,0.043277747043253656,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,161.62503356382146,,0.0051250961936777474,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,52631.99366960875,,1.668949570954108,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,34509.67949442978,,1.0942947581947546,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,2860.3189430031357,,0.09070011868985083,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,active,256,256,0,2021-04-20,,2022-04-20,0.0,619.3258174097355,,0.028000480026120128,,,,False,,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,970.7132350404783,,0.030781114759020744,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,206,206,0,2021-06-09,,2022-06-09,0.0,59.79967174574797,,0.003359834128109716,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,156,156,0,2016-06-06,2017-06-06,2017-06-06,0.0,197.38006648593102,,0.01464417634778097,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,1229.0084880569673,,0.06053036288696647,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1057.021830579983,,0.03351794236998931,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,291.51582948498066,,0.009243906312943324,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,active,292,292,0,2021-03-15,,2022-03-15,0.0,176.5349539269667,,0.006997358333609473,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,77.60187004268629,,0.002460739156604715,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,85.74013562837806,,0.0027188018654356306,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,75524.06761429388,,2.3948524738170303,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,897.1327574173766,,0.028447893119526148,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,active,113,113,0,2021-09-10,,2022-09-10,0.0,3354.64981105104,,0.34360146376710915,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-18,2020-08-17,2020-08-17,0.0,726.6071519609675,,0.0230405616425979,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,1380.667293263905,,0.04378067266818572,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,11266.041011823057,,0.35724381696546986,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,710.4508597728786,,0.022528248978084683,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,35688.382982015,,1.1316712005966196,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,repaired,104,104,1736,2021-07-07,2021-10-19,2022-07-07,57796.870594428736,82340.74714822724,,9.163633719309477,9.163633719309477,airH,2021-10-01,True,OGI_FU,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,2010.954674675638,,0.34738713976569197,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,69,69,0,2016-03-11,2017-03-11,2017-03-11,0.0,3787.506255735848,,0.6353170718826905,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,280,280,0,2016-10-08,2017-10-08,2017-10-08,0.0,725.5071396075974,,0.029989547768171188,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,1049.6737664197174,,0.033284936783983934,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,9077.104906728497,,0.28783310840716947,,,,True,natural,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,266.0001605606872,,0.008434809759027372,,,,True,natural,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,121.5284194841585,,0.0038536409019583493,,airH,2021-10-01,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,3275.8725068682406,,0.16134123851793933,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-28,2019-09-28,2019-09-28,0.0,3590.536232383942,,0.11385515703906463,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,316,316,1736,2020-12-07,2021-10-19,2021-12-07,24.306116997209543,156.74965247180035,,0.005741240787322738,0.03661235697800597,airH,2021-10-01,True,OGI_FU,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,repaired,180,180,1736,2021-04-22,2021-10-19,2022-04-22,425.6317619695565,1049.5029747194544,,0.06748347316868919,0.03661235697800597,airH,2021-10-01,True,OGI_FU,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,active,215,215,0,2021-05-31,,2022-05-31,0.0,226.8041547321576,,0.012209525986873256,,airH,2021-10-01,False,,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,,,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,0,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,886.4709721014344,,0.028109810124982065,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,761.3613726628798,,0.024142610751613384,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,570.1882972523023,,0.04099007197868517,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,370.7182006138355,,0.09327651988069532,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,2177.7661852321567,,0.08458264142245202,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,17413.634042154936,,0.7997884535822188,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,4485.766475046952,,0.14302642826774536,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,2622.1502576457315,,0.08314783922012085,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-20,2021-02-19,2021-02-19,0.0,1121.5824608828152,,0.035565146527232847,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-13,2018-09-13,2018-09-13,0.0,275.5208887767164,,0.008736710070291616,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,175.9698853805483,,0.005579968460824083,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,32306.370012470587,,1.0244282728459724,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,1836.395070391907,,0.0582317056821381,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1624.9111660825486,,0.05152559506857396,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,1253.179513871926,,0.044766643585388295,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,506.5571530038123,,0.016062821949638897,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-26,2019-10-26,2019-10-26,0.0,1462.9916188839147,,0.046391159908799925,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,94,94,1281,2020-04-18,2020-07-21,2021-04-18,201.95379483726805,70.0503937811926,,0.008625196239804053,8.636495537395492,airH,2020-07-03,True,OGI_FU,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,92,92,1281,2020-04-20,2020-07-21,2021-04-20,407218.0508505624,137230.99149542762,,17.264365878551178,8.636495537395492,airH,2020-07-03,True,OGI_FU,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,active,271,271,0,2021-04-05,,2022-04-05,0.0,78.8334669652676,,0.0033668796537715084,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,3193.601205849498,,0.10126842991658731,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,25977.321398637483,,0.8237354578461911,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-12,2020-05-11,2020-05-11,0.0,6714.339995973087,,0.2129103245805773,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,307,307,0,2016-11-04,2017-11-04,2017-11-04,0.0,6399.569714768265,,0.2412674069085635,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-30,2019-06-30,2019-06-30,0.0,1868.5636056144315,,0.05925176324246674,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,284.57718961693433,,0.009023883486077317,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,309.3666004481388,,0.011895787208077196,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,57.102503971631165,,0.0019381484187177948,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,61.14851915641446,,0.0019390068225651463,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,494.6180800681256,,0.01568423643036928,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,181.66193368142834,,0.005990224150622174,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-24,2018-02-24,2018-02-24,0.0,251.7833405665655,,0.007983997354343146,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,active,67,67,0,2021-10-26,,2022-10-26,0.0,2086.9374436887033,,0.36051296360017676,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,671.6287421619708,,0.06587695603440548,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-25,2019-05-25,2019-05-25,0.0,635.0077250875659,,0.02013596287061028,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-23,2018-03-23,2018-03-23,0.0,10594.322014497093,,0.33594374728872056,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,6332.4460428882285,,0.2008005467683989,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,22163.83816315319,,0.7028106977154106,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,20201.66513669224,,0.6405905992101801,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,243.92786065270198,,0.007734901720341894,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,179.19189044599318,,0.01185131550568738,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_0,active,29,29,0,2021-12-03,,2022-12-03,0.0,180.61707604750742,,0.07208535921436279,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,5372.457079106377,,0.7772652024170105,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,15043.128965193195,,1.9785260107840374,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,1201.923406198927,,0.03811274119098576,,,,True,natural,N/A,N/A,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_estimated_emissions.csv @@ -0,0 +1,141 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +306.0,0.0,Placeholder_Rep_0,0.0,2017-01-01,2017-01-01,False,False,2017-01-01,2020-04-04,0.0,311.0,True +306.0,0.0,Placeholder_Rep_0,0.0,2020-04-04,,True,False,2020-04-04,2021-12-31,0.0,311.0,True +306.0,0.0,Placeholder_Rep_0,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2017-01-01,-0.0,311.0,True +306.0,0.0,Placeholder_Rep_1,0.0,2017-01-01,2017-01-01,False,False,2021-12-31,2020-04-04,-0.0,311.0,True +306.0,0.0,Placeholder_Rep_1,0.0,2020-04-04,,True,False,2020-04-04,2021-12-31,0.0,311.0,True 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..95616259c --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,22 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +1008.0,0.4954492507939536,2019-07-20,2021-12-31,38312.099665394846 +1008.0,0.09931010286562718,2019-07-20,2021-12-31,7679.451634393219 +1008.0,3.249110792265707,2019-07-20,2021-12-31,251247.23934432265 +1008.0,3.249110792265707,2019-07-20,2021-12-31,251247.23934432265 +1008.0,3.249110792265707,2019-07-20,2021-12-31,251247.23934432265 +306.0,7.91701074937924,2020-04-20,2021-12-31,424098.43182274717 +1732.0,8.34822012920476,2017-01-19,2021-12-31,1303364.1980280674 +1908.0,1.17176025032595,2021-01-19,2021-12-31,35029.069627344084 +1908.0,1.17176025032595,2021-01-19,2021-12-31,35029.069627344084 +1908.0,4.113026742900316,2021-01-19,2021-12-31,122956.46666295922 +1066.0,4.261981464999874,2021-01-19,2021-12-31,127409.37870729224 +1066.0,4.261981464999874,2021-01-19,2021-12-31,127409.37870729224 +1066.0,2.1486317231997014,2021-01-19,2021-12-31,64232.05618602116 +2297.0,15.30628648002039,2017-07-20,2020-01-03,1186249.4472307642 +2297.0,41.93872859980742,2020-01-19,2021-12-31,2579936.3795286333 +2098.0,6.707909165707024,2020-10-19,2021-12-31,253848.74813968406 +2220.0,9.163633719309477,2021-10-19,2021-12-31,57796.870594428736 +2220.0,0.03661235697800597,2021-10-19,2021-12-31,230.92145793167927 +2220.0,0.03661235697800597,2021-10-19,2021-12-31,230.92145793167927 +630.0,8.636495537395492,2020-07-21,2021-12-31,393990.0172195524 +630.0,8.636495537395492,2020-07-21,2021-12-31,393990.0172195524 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_timeseries.csv new file mode 100644 index 000000000..3bb77f3d6 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,2789.70517,2789.70517,0,4700.00000,104,106,0,2,0.00000,0.00000,400.00000,4700.00000,0,,48,235,235,0.00000,,0,0,0,0 +2017-01-02,2770.27191,2770.27191,0,300.00000,103,0,0,1,0.00000,0.00000,200.00000,300.00000,0,,3,15,15,0.00000,,0,0,0,0 +2017-01-03,2773.56486,2773.56486,0,500.00000,104,1,0,0,1.00000,0.00000,0.00000,0.00000,1,,0,0,0,500.00000,,1,1,30,120 +2017-01-04,2773.56486,2773.56486,0,0.00000,104,0,0,0,0.00000,0.00000,0.00000,0.00000,0,,0,0,0,0.00000,,0,0,0,0 +2017-01-05,2780.74883,2780.74883,0,0.00000,105,1,0,0,0.00000,0.00000,0.00000,0.00000,0,,0,0,0,0.00000,,0,0,0,0 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_emissions_summary.csv @@ -0,0 +1,688 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-18,2021-03-18,2021-03-18,0.0,1071.2895406520795,,0.033970368488460155,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,active,42,42,0,2021-11-20,,2022-11-20,0.0,5.715051516700178,,0.0015749149902723153,,,,False,,N/A,N/A,True 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+0000000004,1157.0,0,Placeholder_Rep_2,active,222,222,0,2021-05-24,,2022-05-24,0.0,191.98935759981373,,0.010009455163487118,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,474.267533831833,,0.017426055769835132,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,72712.98958073859,,2.3057137741228626,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,873.5859181618666,,0.027701227744858784,,,,True,natural,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,212.6030934573212,,0.006741599868636516,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,0,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,285,285,0,2016-10-13,2017-10-13,2017-10-13,0.0,586.3900211583175,,0.023813759793628878,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,877.3060374728733,,0.02781919195436559,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,112,112,0,2016-04-23,2017-04-23,2017-04-23,0.0,2328.1305580690837,,0.2405888886893481,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,260,260,1463,2020-05-04,2021-01-19,2021-05-04,409.1184894451696,1013.0553071975628,,0.04509683525630176,5.862120167854755,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,33,33,1463,2020-12-17,2021-01-19,2021-12-17,335013.8954818002,33299.57394849219,,11.679143500453208,5.862120167854755,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,3.4889255889255955,,0.00011063310467166399,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,105,105,0,2021-09-18,,2022-09-18,0.0,93.36700190284246,,0.01029177710569251,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-31,2018-07-31,2018-07-31,0.0,2223.556647827345,,0.070508518766722,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-30,2019-08-30,2019-08-30,0.0,2231.835289883309,,0.07077103278422467,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,active,251,251,0,2021-04-25,,2022-04-25,0.0,323.14208884989347,,0.014900679174500766,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,35747.6631149292,,1.133550961280099,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,active,299,299,0,2021-03-08,,2022-03-08,0.0,502.781833389686,,0.019462321681441457,,,,False,,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,active,31,31,0,2021-12-01,,2022-12-01,0.0,31.041896402817986,,0.011589716398901578,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,1426.5508772956805,,0.0452356315733029,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,353.8097807662946,,0.011219234549920552,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-28,2021-02-27,2021-02-27,0.0,498.2801165586952,,0.015800358845722198,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,1648.7642784097206,,0.24783012842858954,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,1875.589411105627,,0.059474550073110956,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1350.262470025269,,0.04281654204798544,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,756.6926002599885,,0.023994564949898163,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-21,2021-07-21,2021-07-21,0.0,1005.2117248313634,,0.03187505469404374,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,3376.5689366183105,,0.10707029859900781,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-15,2020-05-14,2020-05-14,0.0,2621.450938915352,,0.08312566396865016,,,,True,natural,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,active,44,44,0,2021-11-18,,2022-11-18,0.0,41.04693322880002,,0.010797278311447816,,,,False,,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,active,31,31,0,2021-12-01,,2022-12-01,0.0,177.50438058175683,,0.06627254352664158,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,142.4094253894687,,0.004515773255627496,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,7592.587019087603,,0.2407593549938991,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,5996.824569719645,,0.19015805966893853,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,active,208,208,0,2021-06-07,,2022-06-07,0.0,799.5431522502585,,0.04449024841136143,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,18,18,2,2016-03-17,2017-01-19,2017-03-17,1038.2060182827313,327.85453208928357,,0.21081181332901464,0.1066680825151274,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,18,18,2,2016-12-16,2017-01-19,2017-12-16,72.19241969274668,3.9258717657687017,,0.002524351701240163,0.1066680825151274,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,2.8335425334048354,,8.985104431141664e-05,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,613.3884098956902,,0.053378969115122014,,airH,2017-01-01,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-02-06,2019-02-06,2019-02-06,0.0,17696.494937035328,,0.5611521732951334,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,16842.998169936036,,0.5340879683515993,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,24.88532062257242,,0.0007891083403910584,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,4869.621590561865,,0.15441468767636557,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,active,247,247,0,2021-04-29,,2022-04-29,0.0,4618.971872421191,,0.21643855302618414,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-05-24,2017-01-19,2017-05-24,6498.424544247321,935.7731343716141,,0.6017059763191963,3.904031848662141,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-09-30,2017-01-19,2017-09-30,158147.8440020892,11207.327527707112,,7.2063577210050855,3.904031848662141,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-17,2019-03-17,2019-03-17,0.0,19.679141710436177,,0.0006240214900569564,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-28,2020-12-27,2020-12-27,0.0,31008.0301385926,,0.9832581855210742,,,,True,natural,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,active,134,134,0,2021-08-20,,2022-08-20,0.0,297.44599273643416,,0.0256915071117014,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-08-23,2017-01-19,2017-08-23,1967.373188062997,163.94776567191644,,0.10541908800920552,0.10541908800920552,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,1322.3055681731612,,0.041930034505744576,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,718.8758747879942,,0.022795404451674092,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,15283.489518219018,,0.48463627340877147,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,3658.2326134383393,,0.11600179520035322,,,,True,natural,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-27,2019-10-27,2019-10-27,0.0,642.2125422649345,,0.020364426124585694,,,,True,natural,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-01,2020-06-30,2020-06-30,0.0,514.4698204879495,,0.016313730989597586,,,,True,natural,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-23,2020-08-22,2020-08-22,0.0,923.4262577321806,,0.029281654545033627,,,,True,natural,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-09,2020-12-08,2020-12-08,0.0,20576.64453554821,,0.6524811179461,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,active,342,342,0,2021-01-24,,2022-01-24,0.0,2939.681474873719,,0.09948564662097002,,,,False,,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,active,250,250,0,2021-04-26,,2022-04-26,0.0,37157.78599764028,,1.720267870261124,,,,False,,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,active,118,118,0,2021-09-05,,2022-09-05,0.0,750.2434250984074,,0.07358790657352553,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,4101.740974425949,,0.1300653530703307,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,active,332,332,0,2021-02-03,,2022-02-03,0.0,19080.956611008824,,0.6651939916265347,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,8365.23992021941,,0.26526001776444097,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-10,2019-11-10,2019-11-10,0.0,800.3220461619121,,0.02537804560381507,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,1514.0603435274072,,0.04801053854412123,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,50.86184285294499,,0.001612818456777809,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-20,2019-11-20,2019-11-20,0.0,21409.3841576617,,0.6788871181399575,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-03,2020-05-02,2020-05-02,0.0,7163.436231252911,,0.22715107278199237,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,47.89726006702678,,0.0022719935900039263,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-06,2019-11-06,2019-11-06,0.0,2058.384154428059,,0.0652709333595909,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,851.4681908872773,,0.026999879213827918,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,412.81914974618934,,0.013090409365366226,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-18,2020-12-17,2020-12-17,0.0,187.65414739317248,,0.005950473978728199,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,active,257,257,0,2021-04-19,,2022-04-19,0.0,89.2036050851935,,0.004017311801285916,,,,False,,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,active,50,50,0,2021-11-12,,2022-11-12,0.0,281.25115882068854,,0.06510443491219642,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,91,91,0,2016-04-02,2017-04-02,2017-04-02,0.0,13023.813764095745,,1.656467969588897,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,20.624243922360247,,0.0009625263180611673,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-19,2019-12-19,2019-12-19,0.0,1037.2910103086056,,0.032892282163514884,,,,True,natural,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,active,173,173,0,2021-07-12,,2022-07-12,0.0,8300.418694544594,,0.5553159584768114,,,,False,,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-19,2020-12-18,2020-12-18,0.0,208.0429115267841,,0.006596997448211063,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,445.76261055461447,,0.014135039654826688,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-03,2021-11-03,2021-11-03,0.0,12.34080278807316,,0.0003913242893224619,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-23,2021-06-23,2021-06-23,0.0,34.97740836695366,,0.0011091263434472875,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,326,326,0,2016-11-23,2017-11-23,2017-11-23,0.0,8665.608109297691,,0.30765763850892164,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-30,2020-07-29,2020-07-29,0.0,266.508107859172,,0.00845091666220104,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-17,2021-12-17,2021-12-17,0.0,6158.619121471345,,0.19528853124909135,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,active,136,136,0,2021-08-18,,2022-08-18,0.0,2463.975655434507,,0.20969291729936912,,,,False,,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-13,2018-04-13,2018-04-13,0.0,10115.031132631397,,0.3207455331250443,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2536.9417927747045,,0.08044589652380468,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,538.6045137040411,,0.05068169543285542,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,151.69044519375444,,0.00860625710294994,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-11,2018-05-11,2018-05-11,0.0,21201.092151410616,,0.6722822219498545,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-12,2020-03-11,2020-03-11,0.0,230.26824761098376,,0.007301758232210292,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,99.27495065347998,,0.0031479880344203437,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,active,177,177,0,2021-07-08,,2022-07-08,0.0,1477.5076381157821,,0.09661459236475872,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,8.5716185428477,,0.003968341917985046,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,596.6658674854888,,0.018920150541777293,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-26,2019-05-26,2019-05-26,0.0,5203.52742246278,,0.16500277214810943,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-26,2021-05-26,2021-05-26,0.0,778.0260339930423,,0.024671043695872728,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,active,315,315,0,2021-02-20,,2022-02-20,0.0,1014.591744889632,,0.03727923812792592,,,,False,,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,active,280,280,0,2021-03-27,,2022-03-27,0.0,4201.385534171666,,0.1736683835223076,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,3653.3484930879777,,0.1705005083766417,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,629.4478855044224,,0.0199596615139657,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,2536.034945386622,,0.08041714058176756,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-07,2021-09-07,2021-09-07,0.0,36490.50898054857,,1.1571064491548886,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,active,210,210,0,2021-06-05,,2022-06-05,0.0,1030.727421171478,,0.056808169156276345,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,293.11841408994434,,0.009294723937403104,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-28,2018-07-28,2018-07-28,0.0,338.9332191203973,,0.010747501874695501,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,844.0404709761691,,0.02676434776053301,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,86.24268297533918,,0.0027347375372697605,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,2347.9072891296582,,0.07445165173546608,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,active,284,284,0,2021-03-23,,2022-03-23,0.0,1701.8737831201433,,0.0693577930653423,,,,False,,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,active,41,41,0,2021-11-21,,2022-11-21,0.0,1462.5588673654763,,0.4128723089898025,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-21,2020-05-20,2020-05-20,0.0,184.50385843387232,,0.00585057897114004,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,888.3394092798032,,0.02816905787924287,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,active,17,17,0,2021-12-15,,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,877.2282551801298,,0.027816725494042675,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,31.470404385572003,,0.07284815829993518,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,5868.000288672942,,0.1860730685144895,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,active,283,283,0,2021-03-24,,2022-03-24,0.0,1323.9207609673304,,0.054145430938658645,,,,False,,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,active,117,117,0,2021-09-06,,2022-09-06,0.0,16.90469292399463,,0.0016722749410409377,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-03,2021-08-03,2021-08-03,0.0,19512.981153106084,,0.6187525733481127,,,,True,natural,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,active,345,345,0,2021-01-21,,2022-01-21,0.0,11309.37313600662,,0.3794073113260406,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,7059.316402542204,,0.2238494546721906,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,3024.8541679133687,,0.09591749644575623,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-20,2021-05-20,2021-05-20,0.0,1516.8609101630968,,0.04809934392957562,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,197,197,0,2016-07-17,2017-07-17,2017-07-17,0.0,56.482879693374905,,0.003318462098924545,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,12324.608261927831,,0.39081076426711786,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,111.91955081122428,,0.003548945675140293,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,848.2179366960789,,0.026896814329530658,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,51,51,0,2016-02-22,2017-02-21,2017-02-21,0.0,424.56434586584487,,0.09635174878945281,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,1372.7354548455955,,0.043529155721892296,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-10,2020-11-09,2020-11-09,0.0,54.50635846443433,,0.0017283852886997187,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,5916.254484892911,,0.18760319903896852,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,20.435343005786805,,0.0006480004758303781,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,39119.53460352389,,1.240472304779423,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,63497.511897013355,,2.0134928937409104,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,249.62748413387234,,0.01128596481363355,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-08,2018-06-08,2018-06-08,0.0,1569.570727745771,,0.04977076128062439,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,83.73578229336975,,0.0026552442381205525,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-18,2020-01-18,2020-01-18,0.0,21241.721087619924,,0.6735705570655734,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,182.22449347020952,,0.013099874444315728,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,active,143,143,0,2021-08-11,,2022-08-11,0.0,5213.285778574607,,0.4219507396541219,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,136,136,0,2021-08-18,,2022-08-18,0.0,56.199423537876285,,0.004782766845203251,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,31.43365938438425,,0.0025090724285108754,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,4698.935736251725,,0.1490022747416199,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,1386.2455713809168,,0.21681768821648473,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,659.4887926706631,,0.03453833546331192,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-20,2020-05-19,2020-05-19,0.0,43032.809477453266,,1.3645614370070163,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,5215.543455931471,,0.8048678172733751,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,171,171,0,2016-06-21,2017-06-21,2017-06-21,0.0,36.681664353026086,,0.0024827853823523177,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-31,2020-05-30,2020-05-30,0.0,1305.3794147884846,,0.04139330970283119,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,1362.0417087453006,,0.043190059257524754,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,723.9458420311639,,0.022956172058319506,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,278.8767685779394,,0.07016826906651051,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-20,2021-12-20,2021-12-20,0.0,1439.496634206571,,0.04564613883201962,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,5538.389075314511,,0.17562116550337742,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,6570.875352708743,,0.20836109058563998,,,,True,natural,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,active,352,352,0,2021-01-14,,2022-01-14,0.0,2081.241902374632,,0.0684330907504285,,,,False,,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,11361.34118124519,,0.9961894273678794,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-27,2018-07-27,2018-07-27,0.0,49376.99525227914,,1.5657342482331031,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,385.71036439644604,,0.01223079542099334,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,678.4969557936275,,0.021514997329833443,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,6651.2625508236015,,0.21091015191601983,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,5008.42594168916,,0.6587260550411879,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,active,121,121,0,2021-09-02,,2022-09-02,0.0,1485.0988730714228,,0.14205491210126098,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,1403.532161229572,,0.14125726260362037,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,731.360539006645,,0.023191290557034654,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,3711.914142797913,,0.11770402532971565,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,481.0460035782285,,0.015253868708086898,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,314.27013468598886,,0.01855809090880036,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,21730.012245136284,,0.6890541680979289,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,1804.5308554300261,,0.05722129805397089,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,87466.89941089967,,2.77355718578449,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,active,272,272,0,2021-04-04,,2022-04-04,0.0,4515.323239294523,,0.1921348736764077,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,1171.547828032571,,0.27119162685939147,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,1484.6466533540918,,0.04707783654725049,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,364,364,0,2016-12-31,2017-12-31,2017-12-31,0.0,101505.63814287161,,3.227565315389436,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,412.2961533087959,,0.05186898063969352,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,688.3932609971919,,0.021828807109246316,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,733.7961874536193,,0.023268524462633788,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-26,2018-09-26,2018-09-26,0.0,4502.603781736844,,0.14277662930418708,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,1540.0783855921877,,0.04883556524582026,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-02,2021-08-02,2021-08-02,0.0,2474.5480846973937,,0.07846740501957743,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,3829.6463465557476,,0.12143728902066678,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,57315.759221265755,,1.817470802297874,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,1184.9042122425778,,0.03757306609089858,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,1139.9909142049592,,0.03614887475282087,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,941.993093601803,,0.029870405048256055,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,801.5271019237002,,0.025416257671350206,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,6030.592829530434,,0.19122884416319236,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,632.3377090165206,,0.020051297216404126,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,2516.0627407533857,,0.07978382612739046,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,207.39925745768366,,0.006576587311570385,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,593.8041884570354,,0.018829407295060732,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,277.93370070356417,,0.008813219834587905,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-22,2019-09-22,2019-09-22,0.0,1643.4708124971773,,0.05211411759567407,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,809.6659766023363,,0.025674339694391687,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,16498.929759974333,,0.5231776306435291,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,945.4942391359764,,0.02998142564484958,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,34062.49148749164,,1.0801145195171118,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,120.35859682298654,,0.003816546068714692,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,active,194,194,0,2021-06-21,,2022-06-21,0.0,4100.106788858564,,0.2446130911642423,,,,False,,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,active,174,174,0,2021-07-11,,2022-07-11,0.0,21171.477276474245,,1.408277277330396,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-02-21,2017-01-19,2017-02-20,23984.263582887525,13491.148265374231,,8.674863853764295,8.674863853764295,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-04,2020-01-04,2020-01-04,0.0,264.74962463768,,0.008395155525040587,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,3282.807006402658,,0.1040971272958732,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,742.4610085484163,,0.02354328413712634,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,active,210,210,0,2021-06-05,,2022-06-05,0.0,1900.0032112244792,,0.10471799003662252,,,,False,,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,4106.884255182511,,0.13022844543323536,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,307.63766476563137,,0.009755126356089274,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,522.5972662263598,,0.01657145060332191,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,2230.4606043800786,,0.07072744179287413,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-29,2018-07-29,2018-07-29,0.0,266.3196643659875,,0.008444941158231465,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,active,289,289,0,2021-03-18,,2022-03-18,0.0,659.8333821240934,,0.02642546865484803,,,,False,,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,9782.7726016348,,0.31020968422231104,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,189.48813172783127,,0.0060086292404817115,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,27.295320636234784,,0.0008655289395051618,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,4229.682578608595,,0.13412235472503153,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,85,85,0,2016-03-27,2017-03-27,2017-03-27,0.0,11419.571506879838,,1.5549525472330932,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,19122.592119388384,,0.6063734182961816,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,1187.7737339408739,,0.03766405802704445,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,112.21887102176922,,0.0035584370567532096,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,3101.976993584982,,0.13151103113489443,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,905.1291755714966,,0.028701457875808488,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-30,2018-12-30,2018-12-30,0.0,656.1476095654032,,0.020806304209963315,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,active,184,184,0,2021-07-01,,2022-07-01,0.0,678.26675997692,,0.04266472674975593,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-13,2019-05-13,2019-05-13,0.0,5327.409388349168,,0.16893104351690663,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-24,2019-10-24,2019-10-24,0.0,12320.617326738204,,0.3906842125424342,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,264.61166086786557,,0.014446391338436055,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,183.31956241985193,,0.0058130251908882526,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,285.4005387575963,,0.00904999171605772,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,170.14243156914864,,0.005395181112669604,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,605.9100450379821,,0.01921328148902784,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,23847.072498119825,,0.7561857083371328,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-12,2021-08-12,2021-08-12,0.0,3110.8318374237024,,0.09864383046117776,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,1136.691012645618,,0.03604423556080727,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-21,2020-03-20,2020-03-20,0.0,2254.517403161349,,0.07149027787802349,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,57172.70245346412,,1.8129345019490144,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-24,2021-03-24,2021-03-24,0.0,81.83704329260354,,0.0025950356193747953,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,272,272,0,2016-09-30,2017-09-30,2017-09-30,0.0,138.82124092152168,,0.00590708575544329,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-16,2018-01-16,2018-01-16,0.0,12668.84808863751,,0.40172653756460897,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,3604.444573222818,,0.11429618763390466,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-06,2018-06-06,2018-06-06,0.0,1070.8910698311922,,0.03395773306161822,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,6485.272163238585,,0.2056466312543945,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,38.82115058197621,,0.028082429529786034,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-10-22,2021-10-22,2021-10-22,0.0,169.91602577006262,,0.005388001831876668,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,721.2114263849993,,0.02286946430698247,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-06-22,2021-06-22,2021-06-22,0.0,1817.4385391355706,,0.057630598019265934,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,13.728619824281667,,0.0004353316788521583,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8128.456687021163,,0.2577516706944813,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,853.542083507088,,0.02706564191739878,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,735.593652663955,,0.02332552171055159,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,1221.1119104792788,,0.03872120467019529,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,99.12992829510299,,0.0031433894056032145,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,3100.9767041886544,,0.09833132623632213,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,active,166,166,0,2021-07-19,,2022-07-19,0.0,5166.250053739953,,0.36020819763358664,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,60.23582479698713,,0.0019100654742829504,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,4291.047602153746,,0.1360682268567271,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,6219.313584858066,,0.19721314005765048,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,993.0863555261236,,0.140171402936727,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,49.79538404435775,,0.003894158537002452,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1111.1505401315871,,0.03523435249022029,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-08,2021-05-08,2021-05-08,0.0,702.2311617772548,,0.022267604064474086,,,,True,natural,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,active,254,254,0,2021-04-22,,2022-04-22,0.0,989.0593053363068,,0.045068683715018355,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,3966.1848064155724,,0.1257668951806054,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,4191.488304889802,,0.13291122225043764,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-27,2020-08-26,2020-08-26,0.0,12565.378624749945,,0.3984455423880627,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,active,296,296,0,2021-03-11,,2022-03-11,0.0,303.0202900286846,,0.011848578657903395,,,,False,,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,active,110,110,0,2021-09-13,,2022-09-13,0.0,1817.2358865391848,,0.19120747964427448,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,191,191,184,2017-01-10,2017-07-20,2018-01-10,4750.543725351927,5214.677307713897,,0.3159950860307529,0.3159950860307529,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,10116.11200967852,,0.3207798075113686,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,6663.229135574981,,0.21128960982924216,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-17,2021-11-17,2021-11-17,0.0,1343.6863459816007,,0.042608014522501285,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,active,261,261,0,2021-04-15,,2022-04-15,0.0,2713.102892148102,,0.12031284997818671,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,2975.916200493671,,0.09436568367876937,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,2300.322920518752,,0.07294276130513547,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-05,2021-02-04,2021-02-04,0.0,6950.789094352422,,0.2204080763049347,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,186,186,184,2017-01-15,2017-07-20,2018-01-15,1247.9292914546572,1296.7309955897556,,0.08069064837152501,0.08069064837152501,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-15,2019-06-15,2019-06-15,0.0,4752.746658954853,,0.1507086079069905,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,33,33,184,2017-06-17,2017-07-20,2018-06-17,554089.078388517,55075.11923741283,,19.316469990675095,19.316469990675095,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,913.2802745116123,,0.028959927527638644,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,52499.59302768653,,1.6647511741402374,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,147,147,0,2016-05-28,2017-05-28,2017-05-28,0.0,676.2005032807696,,0.05324078036665167,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,736.4271283696709,,0.02335195105180336,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,369.57186022709476,,0.011719046810854094,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,9348.860816946335,,0.29645043179053576,,,,True,natural,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,active,252,252,0,2021-04-24,,2022-04-24,0.0,444.3825468791022,,0.020409986169858823,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,241,241,458,2017-08-22,2018-04-20,2018-08-22,1532.8357852912595,2979.1405181870446,,0.1430738300189721,0.15058352207295173,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,72,72,458,2018-02-07,2018-04-20,2019-02-07,4002.161334266094,983.4662664408148,,0.1580932141269314,0.15058352207295173,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,134.079017363582,,0.0042516177499867455,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-09,2020-03-08,2020-03-08,0.0,4435.42418209416,,0.14064637817396497,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-22,2021-07-22,2021-07-22,0.0,5362.648148617829,,0.17004845727479162,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,54,54,458,2018-02-25,2018-04-20,2019-02-25,168221.03196042092,29208.79654618241,,6.260458793334707,6.260458793334707,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-06,2021-11-06,2021-11-06,0.0,507.0526374476434,,0.016078533658283975,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-27,2018-03-27,2018-03-27,0.0,509.3039045387234,,0.016149920869442013,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-07,2018-07-07,2018-07-07,0.0,896.1485245597943,,0.028416683300348623,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,363.6432592523441,,0.011531052107190007,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,9379.814622027798,,0.2974319705107749,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-17,2018-03-17,2018-03-17,0.0,1434.3850467872846,,0.04548405145824722,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-18,2020-02-18,2020-02-18,0.0,26835.3557139296,,0.850943547499036,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,6798.231221698901,,0.21557049789760593,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,active,95,95,0,2021-09-28,,2022-09-28,0.0,2367.4719789559113,,0.2884346952918995,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,airH,2017-01-01,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-14,2020-01-14,2020-01-14,0.0,613.4350788018493,,0.019451898744350878,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-29,2020-06-28,2020-06-28,0.0,275.316328853791,,0.008730223517687437,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-02-12,2017-01-19,2017-02-11,52.19576573241965,40.848860138415375,,0.026265985171306183,4.127336152654283,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-07-28,2017-01-19,2017-07-28,135077.51815137325,12796.817509077464,,8.228406320137259,4.127336152654283,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,339.5865751669126,,0.010768219659021834,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,342,342,0,2016-12-09,2017-12-09,2017-12-09,0.0,1822.2489541811851,,0.06166913560554693,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,353,353,0,2016-12-20,2017-12-20,2017-12-20,0.0,66.04816037360212,,0.0021655702567149994,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,135.47595535720706,,0.004295914363178813,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,278,278,0,2016-10-06,2017-10-06,2017-10-06,0.0,449.1056108092619,,0.01869777556326863,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,294.1018634389262,,0.009325908911685889,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,4496.162093267156,,0.14257236470278906,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-21,2019-08-21,2019-08-21,0.0,52.1048947861768,,0.0016522353750056064,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,512.8238242338251,,0.016261536790773246,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,active,229,229,0,2021-05-17,,2022-05-17,0.0,106.66503290734968,,0.0053910436331144704,,,,False,,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,127326.8494765544,,4.037507910849644,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,108.0935032178747,,0.003427622501835195,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,464.7874923479354,,0.014738314699008607,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,842.1494861205359,,0.026704385024116435,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-25,2018-06-25,2018-06-25,0.0,1258.1063013485284,,0.03989428910922528,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-24,2020-06-23,2020-06-23,0.0,998.8015177951519,,0.031671788362352606,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,2709.0589363611693,,0.08590369534377122,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,3521.5756185996956,,0.11166843032089344,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,3387.957017128014,,0.10743141226306487,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,30.470289480836975,,0.0009662065411224306,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,22776.669317938835,,0.7222434461548337,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,907.0040394784284,,0.028760909420295168,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,38.885787583973155,,0.0012330602354126445,,,,True,natural,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,7747.352810561008,,0.24566694604772343,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,12590.392097535423,,0.39923871440688175,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,2803.969322853058,,0.08891328395652771,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,187,187,0,2016-07-07,2017-07-07,2017-07-07,0.0,210.74313019327707,,0.013043618178926337,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,34.68577731481129,,0.0015440605998402461,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,3934.835222196734,,0.12477280638624852,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,809.3507185270935,,0.025664342926404533,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,1008.9481756212829,,0.03199353677134966,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,2544.382902905639,,0.21813982363731474,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,147.1868296115768,,0.004667263749732902,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,56.74167076053371,,0.001799266576627781,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-26,2018-10-26,2018-10-26,0.0,23592.771012440455,,0.7481218611250778,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,822.4775548030955,,0.026080592174121495,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,93995.21920902924,,2.98056884858667,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,3234.4187764204125,,0.10545183804187573,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,338,338,458,2017-05-17,2018-04-20,2018-05-17,83.53467777562003,1045.7304106725767,,0.03580876104921983,1.5401362982657059,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,243,243,458,2017-08-20,2018-04-20,2018-08-20,47277.90628413391,94168.28874626673,,4.4852294213090005,1.5401362982657059,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,65,65,458,2018-02-14,2018-04-20,2019-02-14,2575.6888664162248,558.0659210568488,,0.09937071243889756,1.5401362982657059,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,163.8008875699575,,0.005194092071599363,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,active,244,244,0,2021-05-02,,2022-05-02,0.0,373.91265732833546,,0.017736445873573894,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,2775.81614087715,,0.14278889613565585,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,29,29,458,2018-03-22,2018-04-20,2019-03-22,39039.39704057599,3369.4717683830463,,1.3447764081988531,1.3447764081988531,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,103,103,458,2018-01-07,2018-04-20,2019-01-07,13564.455362173965,5332.591230167628,,0.5992214165506593,0.5992214165506593,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-10,2019-08-10,2019-08-10,0.0,1778.1324196687178,,0.05638420914728304,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,113,113,0,2016-04-24,2017-04-24,2017-04-24,0.0,667.0353435681196,,0.06832138474763598,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,35.322483853738966,,0.0028994684014429805,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-22,2020-12-21,2020-12-21,0.0,7792.744615435154,,0.24710631073805026,,,,True,natural,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,13573.752684272886,,0.7410548067496989,,,,False,,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,169,169,458,2017-11-02,2018-04-20,2018-11-02,9562.242771613355,8244.9950428707,,0.5646638069027161,0.5646638069027161,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,21550.759006401397,,0.6833700851852295,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,1074.5125526811028,,0.03407256952946165,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,216,216,0,2016-08-05,2017-08-05,2017-08-05,0.0,142.41199807947558,,0.007630958401892337,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,9955.199356092811,,0.31567730073861017,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-23,2020-04-22,2020-04-22,0.0,28030.73454422488,,0.8888487615494952,,,,True,natural,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,active,87,87,0,2021-10-06,,2022-10-06,0.0,776.9212935122096,,0.10335798391765239,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,131,131,0,2016-05-12,2017-05-12,2017-05-12,0.0,188.80387974855768,,0.01668114572276626,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,2473.0155000143513,,0.14985792975654155,,,,True,natural,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,2072.568122683788,,0.06572070404248438,,,,True,natural,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,3214.600885625463,,0.10193432539400885,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,141.62888200423984,,0.004491022387247585,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-10,2019-10-10,2019-10-10,0.0,8794.00183265717,,0.2788559688184034,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,41517.11362308158,,1.316499036754236,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,active,128,128,0,2021-08-26,,2022-08-26,0.0,73.61368913619766,,0.006656330397876669,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,125.82675171522956,,0.003989940122882723,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,15633.271610967193,,0.49572779080946194,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,158,158,0,2016-06-08,2017-06-08,2017-06-08,0.0,4209.948447711754,,0.3083940201382848,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-04,2018-09-04,2018-09-04,0.0,23.605623756580055,,0.0007485294189681651,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,10834.367888807863,,0.343555552029676,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-29,2019-01-29,2019-01-29,0.0,1570.289767674718,,0.04979356188719933,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,active,182,182,0,2021-07-03,,2022-07-03,0.0,993.3486698082683,,0.0631708301414497,,,,False,,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,321,321,0,2016-11-18,2017-11-18,2017-11-18,0.0,297.2345735114188,,0.010717180595629209,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,25444.119839997304,,0.8068277473362918,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,145.96320842079842,,0.008006582873705372,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,1338.6415066946458,,0.04244804371812043,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,211.9947614222033,,0.006853751597810731,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,3039.1766206205084,,0.09637165844179693,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,1049.6354866910835,,0.03328372294175176,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,active,133,133,0,2021-08-21,,2022-08-21,0.0,6556.898963548417,,0.5706017616566083,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,19563.59205888516,,2.1161725574252723,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-19,2021-03-19,2021-03-19,0.0,11042.824286536927,,0.3501656610393495,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,8557.464869030726,,0.2713554309053376,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,316.79852466727215,,0.010045615317962713,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,5875.471362127751,,0.18630997469963692,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-22,2019-02-22,2019-02-22,0.0,265.5631403153015,,0.008420951937953497,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,429.1460603773428,,0.013608132305217615,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,694.2676766261349,,0.02201508360686627,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,active,229,229,0,2021-05-17,,2022-05-17,0.0,572.3860489927689,,0.028929425895235367,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,969.2312705812421,,0.157999359445299,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,7987.141060635645,,0.2532705815777411,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-26,2018-12-26,2018-12-26,0.0,491.07041638369355,,0.015571740752907584,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,142504.28771818517,,4.51878132033819,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-26,2018-04-26,2018-04-26,0.0,5.718353049675741,,0.00018132778569494357,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,6313.94821225968,,0.20021398440701674,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,13475.267843728834,,0.4272979402501532,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,active,346,346,0,2021-01-20,,2022-01-20,0.0,521.7667372224788,,0.01745366146243038,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,282,282,0,2016-10-10,2017-10-10,2017-10-10,0.0,3958.829973798911,,0.16248152965749402,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,1301.655470545416,,0.04127522420552435,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-25,2021-02-24,2021-02-24,0.0,1773.2930973283935,,0.05623075524252897,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,13695.378603108935,,0.43427760664348475,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,735.4427007370784,,0.023320735056350787,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-09,2018-10-09,2018-10-09,0.0,3936.855418694466,,0.12483686639695796,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,4135.860635484627,,0.13114728042505794,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-23,2019-05-23,2019-05-23,0.0,32316.18458642576,,1.0247394909445002,,,,True,natural,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-26,2019-09-26,2019-09-26,0.0,5909.498327191756,,0.18738896268365537,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-18,2019-04-18,2019-04-18,0.0,2605.635999018045,,0.08262417551427083,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,63.87388754696356,,0.0020254276873085857,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,321.46119468999086,,0.01019346761447206,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,748.7366447714641,,0.3466373355423445,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,3786.897822525122,,0.12008174221604269,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-16,2021-04-16,2021-04-16,0.0,6319.677328115714,,0.20039565347906246,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,4500.992707401236,,0.38025418249875265,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,360,360,0,2016-12-27,2017-12-27,2017-12-27,0.0,309.4288307217085,,0.009948200576186615,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,3943.799200833939,,0.1250570522841812,,,,True,natural,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,active,252,252,0,2021-04-24,,2022-04-24,0.0,4341.82785211222,,0.19941522689374908,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,active,204,204,0,2021-06-11,,2022-06-11,0.0,6350.256759104169,,0.36028599078069223,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,1594.6401692047446,,0.050565708054437615,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,active,223,223,0,2021-05-23,,2022-05-23,0.0,1678.4983523167891,,0.08711688010280627,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,161.39966882032672,,0.005117949924541055,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,4211.203543944441,,0.13353638837977044,,,,True,natural,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3807.9614977762253,,0.12074966697666874,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,10180.99296942849,,0.3228371692487471,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,319,319,0,2021-02-16,,2022-02-16,0.0,125.9219880878968,,0.004568747390858905,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-03,2021-05-03,2021-05-03,0.0,688.4197005088748,,0.021829645500661934,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,138.30746868490078,,0.004385701061799238,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,614.9325411010951,,0.019499382962363494,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-16,2020-09-15,2020-09-15,0.0,2928.4438808686996,,0.09286034629847474,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,17519.80456326871,,4.608534449513024,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,3192.222448762891,,0.12274757170399944,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,1562.2767412476703,,0.04953947048603724,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,141.07432874838923,,0.004473437618860643,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,661.0627677391321,,0.020962162853219564,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,92357.6494335337,,2.928641851646807,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,4323.478095729112,,0.13709659106193278,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,2024.3239499930673,,0.06419089136203282,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-05,2018-12-05,2018-12-05,0.0,190.36812771858706,,0.006036533730295125,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,active,140,140,0,2021-08-14,,2022-08-14,0.0,1261.2643809254996,,0.10427119551302079,,,,False,,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,active,357,357,0,2021-01-09,,2022-01-09,0.0,176.56915456993923,,0.005724438303050732,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,842.6451608569839,,0.02672010276690081,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,1790.8148571284762,,0.05678636660097908,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,active,263,263,0,2021-04-13,,2022-04-13,0.0,885.5406570085185,,0.03897077247080158,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2178.313205143598,,0.06907385861059101,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,1004.5248399899456,,0.03185327371860558,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-24,2020-07-23,2020-07-23,0.0,1402.7933711028359,,0.0444822859938748,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,708.3524902584726,,0.022461710117277794,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,9043.698218701946,,0.286773789278981,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,21713.18628491171,,0.6885206203992805,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,1117.2601646272744,,0.035428087412077446,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,7028.674919939083,,0.2228778196327715,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,8339.086730758945,,0.2644307055669376,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,1080.2095925481265,,0.03425322147856819,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,222.44102484750707,,0.016717849991545443,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,230,230,0,2016-08-19,2017-08-19,2017-08-19,0.0,183.337063881595,,0.009225898947342742,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-28,2018-03-28,2018-03-28,0.0,4860.451667351192,,0.15412391131884803,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,27.282555424183013,,0.0008651241572863715,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,394.050443874569,,0.012495257606372686,,,,True,natural,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,3486.2728492374513,,0.11054898684796585,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,active,219,219,0,2021-05-27,,2022-05-27,0.0,114.84204803613926,,0.0060693624236924605,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,168,168,0,2016-06-18,2017-06-18,2017-06-18,0.0,10042.859641511066,,0.6918857226570123,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,4108.174934618505,,0.13026937260966848,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-10,2018-08-10,2018-08-10,0.0,35.86842777719354,,0.0011373803835994906,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,3076.0850678820157,,0.09754201762690308,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,360,360,0,2021-01-06,,2022-01-06,0.0,127.90722551049916,,0.004112243618521706,,,,False,,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,active,279,279,0,2021-03-28,,2022-03-28,0.0,5050.208802107944,,0.20950355112952773,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,6673.892198511126,,0.2384077860122001,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,871.7875687105059,,0.027644202457842017,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,890.4928016184193,,0.02823734150235982,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,14002.24812557954,,0.44400837536718474,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-19,2019-11-19,2019-11-19,0.0,2335.804471554177,,0.0740678739077301,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-19,2020-04-18,2020-04-18,0.0,5663.791131964759,,0.17959763863409306,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,1094.8541694693017,,0.0347175979664289,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,130749.79655082255,,4.146048850546123,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,8122.239789645311,,0.25755453417190866,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,5413.297731020317,,0.2599747258250882,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-03,2019-08-03,2019-08-03,0.0,825.757926506388,,0.026184612078462326,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,3906.964550323199,,0.12388903317869097,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,3056.1827865393557,,0.09691092042552496,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,active,354,354,0,2021-01-12,,2022-01-12,0.0,116361.8809023131,,3.8044661835083535,,,,False,,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,active,347,347,0,2021-01-19,,2022-01-19,0.0,601.644927939947,,0.020067674242846986,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,2304.823170754433,,0.07308546330398379,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,128199.0815746652,,4.0651662092423,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,313.7996372060171,,0.009950521220383595,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-16,2018-09-16,2018-09-16,0.0,156.25846453352608,,0.004954923406060568,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2618.6186857424314,,0.0830358538096915,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,4462.662822277572,,0.14151010978810158,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,339,339,0,2021-01-27,,2022-01-27,0.0,145.4580162112749,,0.004966200160168623,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,615.2860023458802,,0.02088377058032883,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-13,2018-12-13,2018-12-13,0.0,118.205942060253,,0.0037482858339755514,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,active,128,128,0,2021-08-26,,2022-08-26,0.0,388.85201369115674,,0.035160953205580575,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,811.3690292338324,,0.025728343139073833,,,,True,natural,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,100,100,0,2016-04-11,2017-04-11,2017-04-11,0.0,3999.8382401410286,,0.4629442407570634,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,207.0141434872412,,0.006564375427677613,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,20049.289442299647,,0.6357587976376092,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,8303.52605191897,,0.26330308383812057,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,559.353224984556,,0.01773697440970814,,,,True,natural,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,657.6388811153274,,0.02085359212060272,,,,True,natural,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,452.8493434169464,,0.014359758479735741,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,active,192,192,0,2021-06-23,,2022-06-23,0.0,205.32255043598613,,0.012377179207416216,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,4194.694355081976,,0.13301288543512102,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,3175.037534416031,,0.20998925492169515,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,5057.975678349195,,0.1964476012284518,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,605.7683312538863,,0.019208787774412935,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,252.41141814368305,,0.008003913563663211,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,352.6052779290064,,0.01118104001550629,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,214,214,0,2021-06-01,,2022-06-01,0.0,5287.332153889336,,0.28596249534275137,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,111019.62048521034,,3.5204090717025096,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,16421.48074395124,,0.5207217384560895,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1971.8401243530573,,0.06252664016847594,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,275.56718387984625,,0.008738178078381731,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,active,210,210,0,2021-06-05,,2022-06-05,0.0,413.29802512415887,,0.02277877122597877,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,265.5882766232574,,0.010599787540838818,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-02-15,2018-02-15,2018-02-15,0.0,201.09784307739238,,0.006376770772367845,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,57.614966715236626,,0.022994479053015892,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,2.5376842902880083,,8.046944096550001e-05,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-02,2019-10-02,2019-10-02,0.0,1316.760756105917,,0.0417542096685032,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,active,302,302,0,2021-03-05,,2022-03-05,0.0,35104.2098951637,,1.3453600186704262,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-28,2020-05-27,2020-05-27,0.0,7091.003545293732,,0.22485424737740142,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,active,123,123,0,2021-08-31,,2022-08-31,0.0,834.8674610233571,,0.07855949460096329,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,59,59,1280,2020-05-22,2020-07-20,2021-05-22,109809.39464337142,21172.39962078076,,4.153405449776515,4.153405449776515,airH,2020-07-02,True,OGI_FU,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,350,350,1280,2019-08-05,2020-07-20,2020-08-04,5942.148773624279,138650.1380512332,,4.5849913376730544,2.3038255657846807,airH,2020-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,47,47,1280,2020-06-03,2020-07-20,2021-06-03,622.5823692598022,92.01689105412173,,0.022659793896306568,2.3038255657846807,airH,2020-07-02,True,OGI_FU,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,750.8236934864631,,0.02380846313693756,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,431.53998892524965,,0.01368404328149574,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,10465.725486353274,,0.33186597813144575,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,1686.3421880265423,,0.05347355999576808,,,,True,natural,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,10935.073300382062,,0.37780103995239295,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,286.31455400123735,,0.009078974949303568,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,3322.1096092317407,,0.10534340465600395,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,962.2262715757171,,0.030511994912979356,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-15,2021-12-15,2021-12-15,0.0,5651.272698710097,,0.17920068171962508,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,active,205,205,0,2021-06-10,,2022-06-10,0.0,701.4286454337182,,0.03960188829232826,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,43.06357425151434,,0.02769005546007866,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,1056.1930185057395,,0.08858301617902405,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,211.96959816746875,,0.0067215118647726,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,736.615263436038,,0.023357916775622718,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,138.35400973624115,,0.012608815410491503,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,1478.5760908855636,,0.046885340274149014,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-22,2019-06-22,2019-06-22,0.0,125.3935660520902,,0.0039762038956142245,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,9514.780223192243,,0.3017117016486632,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-27,2018-12-27,2018-12-27,0.0,11702.565446818899,,0.37108591599501833,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,13571.879341287799,,0.430361470740988,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,245.30829730423025,,0.007778675079408619,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,928.8523284566132,,0.029453714118994584,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,452.41267073357227,,0.05570486982042605,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,105,105,0,2016-04-16,2017-04-16,2017-04-16,0.0,1323.495602077695,,0.14588796319198577,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,58.44083516479751,,0.0018531467264332035,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,588.7530958576018,,0.018669238199441964,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,active,221,221,0,2021-05-25,,2022-05-25,0.0,1512.049755942698,,0.07918812614916929,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,4017.6064286186893,,0.12739746412413397,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3685.059533897399,,0.11685247126767499,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,8197.82323963828,,0.25995126964860094,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,650.5662194535996,,0.020629319490537784,,,,True,natural,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,active,161,161,0,2021-07-24,,2022-07-24,0.0,10341.205018612096,,0.7434153596310743,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,25.207588037670458,,0.015355499535617968,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,2.4144323680276765,,0.00013243990082651374,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,4077.808721786114,,0.12930646631741863,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,65682.33941932162,,2.0827733199937093,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-24,2020-08-23,2020-08-23,0.0,8075.243657602813,,0.2560642966007995,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,2469.4143190257214,,0.07830461437803529,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,1279.2719204668329,,0.0405654464886743,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,18473.865541736883,,0.585802433464513,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1071.4118943802684,,0.03397424829972947,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,121141.09407639003,,3.841358893847984,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-24,2018-07-24,2018-07-24,0.0,1119.091837821788,,0.03548616938805771,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,13.554753298984606,,0.0006325956400735797,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,4.189179948187912,,0.00013283802473959642,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-04,2021-04-04,2021-04-04,0.0,5822.486810027091,,0.18462984557417209,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,4734.112678628872,,0.1501177282670241,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,1625.8856602080061,,0.054387633142260965,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-03,2019-04-03,2019-04-03,0.0,1121.7763693846905,,0.0355712953254912,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,29.877371902778197,,0.0009474052480586693,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1922.0206577688778,,0.06094687524634949,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,239.42713484951494,,0.007592184641346871,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-19,2019-08-19,2019-08-19,0.0,65250.82985618126,,2.0690902415075234,,,,True,natural,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-19,2020-09-18,2020-09-18,0.0,376.3442741310132,,0.011933798646975304,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,active,12,12,0,2021-12-20,,2022-12-20,0.0,329.5581714640808,,0.3178608906868063,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,272.46758257660235,,0.00863989036582326,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,8659.775564891681,,0.2745996817888026,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1681.4611589540639,,0.09980182567391166,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,514.5382848160347,,0.016315901979199476,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,3236.1225382828234,,0.10261677252292058,,,,True,natural,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,3960.1192599724022,,0.12557455796462463,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,28379.827550138805,,0.8999184281500128,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-29,2020-07-28,2020-07-28,0.0,1470.307896447492,,0.04662315754843646,,,,True,natural,N/A,N/A,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_emissions.csv new file mode 100644 index 000000000..a03c0e280 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_emissions.csv @@ -0,0 +1,121 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +1157.0,0.0,Placeholder_Rep_0,0.0,2017-01-01,2017-01-01,False,False,2017-01-01,2021-01-03,0.0,311.0,True +1157.0,0.0,Placeholder_Rep_0,0.0,2021-01-03,,True,False,2021-01-03,2021-12-31,0.0,311.0,True +1157.0,0.0,Placeholder_Rep_0,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2017-01-01,-0.0,311.0,True +1157.0,0.0,Placeholder_Rep_1,0.0,2017-01-01,2017-01-01,False,False,2021-12-31,2021-01-03,-0.0,311.0,True +1157.0,0.0,Placeholder_Rep_1,0.0,2021-01-03,,True,False,2021-01-03,2021-12-31,0.0,311.0,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..a18e66c37 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,26 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +1157.0,5.862120167854755,2021-01-19,2021-12-31,175244.5651459172 +1157.0,5.862120167854755,2021-01-19,2021-12-31,175244.5651459172 +2453.0,0.1066680825151274,2017-01-19,2021-12-31,16653.53304905776 +2453.0,0.1066680825151274,2017-01-19,2021-12-31,16653.53304905776 +2453.0,3.904031848662141,2017-01-19,2021-12-31,609516.191566007 +2453.0,3.904031848662141,2017-01-19,2021-12-31,609516.191566007 +2453.0,0.10541908800920552,2017-01-19,2021-12-31,16458.53403161961 +2408.0,8.674863853764295,2017-01-19,2021-12-31,1354361.38419618 +2133.0,0.3159950860307529,2017-07-20,2021-12-31,44365.710078717704 +2133.0,0.08069064837152501,2017-07-20,2021-12-31,11328.967031362112 +2133.0,19.316469990675095,2017-07-20,2021-12-31,2712032.386690784 +1984.0,0.15058352207295173,2018-04-20,2021-12-31,17577.072430896194 +1984.0,0.15058352207295173,2018-04-20,2021-12-31,17577.072430896194 +1984.0,6.260458793334707,2018-04-20,2021-12-31,730760.8172943044 +1304.0,4.127336152654283,2017-01-19,2021-12-31,644379.5313659194 +1304.0,4.127336152654283,2017-01-19,2021-12-31,644379.5313659194 +1908.0,1.5401362982657059,2018-04-20,2021-12-31,179774.5656058821 +1908.0,1.5401362982657059,2018-04-20,2021-12-31,179774.5656058821 +1908.0,1.5401362982657059,2018-04-20,2021-12-31,179774.5656058821 +1908.0,1.3447764081988531,2018-04-20,2021-12-31,156970.90893398263 +1908.0,0.5992214165506593,2018-04-20,2021-12-31,69944.95875685888 +1908.0,0.5646638069027161,2018-04-20,2021-12-31,65911.1733900492 +2220.0,4.153405449776515,2020-07-20,2021-12-31,189833.8881253055 +2220.0,2.3038255657846807,2020-07-20,2021-12-31,105297.72977952831 +2220.0,2.3038255657846807,2020-07-20,2021-12-31,105297.72977952831 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_timeseries.csv new file mode 100644 index 000000000..a9043f76a --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_component-based/keptP_air_component-based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4426.13282,4426.13282,0,4700.00000,99,99,0,0,0.00000,0.00000,0.00000,4700.00000,0,,48,235,235,0.00000,,0,0,0,0 +2017-01-02,4758.02623,4758.02623,0,300.00000,100,1,0,0,0.00000,0.00000,0.00000,300.00000,0,,3,15,15,0.00000,,0,0,0,0 +2017-01-03,4758.02623,4758.02623,0,1000.00000,100,0,0,0,5.00000,0.00000,0.00000,0.00000,3,,0,0,0,1000.00000,,5,3,120,360 +2017-01-04,4514.36088,4514.36088,0,0.00000,99,0,0,1,0.00000,0.00000,200.00000,0.00000,0,,0,0,0,0.00000,,0,0,0,0 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Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000001,299.0,0,Placeholder_Rep_0,active,50,50,0,2021-11-12,,2022-11-12,0.0,71.55984207096695,,0.016564778257168275,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,24.040792360239468,,0.0007623285248680704,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-17,2018-05-17,2018-05-17,0.0,1579.3403919259836,,0.05008055529953017,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,21884.977542397926,,0.6939680854387977,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,9437.473347223815,,0.29926031669278963,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,257,257,0,2016-09-15,2017-09-15,2017-09-15,0.0,28.809330597983156,,0.0012974370675702168,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,309,309,0,2016-11-06,2017-11-06,2017-11-06,0.0,36398.80412308771,,1.3633736411920065,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,272.08117784716313,,0.008627637552231199,,,,True,natural,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,12275.333317487846,,0.3892482660289144,,,,True,natural,N/A,N/A,True +0000000004,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,3136.8462895710168,,0.09946874332734071,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,886.033495410164,,0.028095937830104133,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,14958.322747194798,,0.48768657887306976,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-16,2019-06-16,2019-06-16,0.0,910.7175829326704,,0.02887866511075185,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-23,2020-09-22,2020-09-22,0.0,2292.620417810544,,0.0726985165465038,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,active,211,211,0,2021-06-04,,2022-06-04,0.0,2666.050203961864,,0.14624200258699008,,,,False,,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,active,153,153,0,2021-08-01,,2022-08-01,0.0,1491.2029297054528,,0.11280583769860904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,28.982849770262423,,0.0009190401373117207,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-22,2020-10-21,2020-10-21,0.0,1375.675849726921,,0.04362239503192925,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,314,314,0,2016-11-11,2017-11-11,2017-11-11,0.0,2451.69397641811,,0.09036970601918605,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,569.6084339531344,,0.0180621649528518,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1639.154711212492,,0.05197725492175583,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,86290.36648658401,,2.73624957149239,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,76249.56885099849,,2.4178579671168974,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,active,351,351,0,2021-01-15,,2022-01-15,0.0,3880.897409254876,,0.12797092332933932,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,90277.35732118241,,2.8626762214986807,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-20,2021-11-20,2021-11-20,0.0,121.17522312504725,,0.003842441118881508,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,314,314,0,2021-02-21,,2022-02-21,0.0,13114.794130685099,,0.48341273482414404,,,,False,,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,active,305,305,0,2021-03-02,,2022-03-02,0.0,17.39169658337577,,0.0006599763427206954,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,14311.903836217043,,0.45382749353808477,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-25,2021-07-25,2021-07-25,0.0,4.878609625447151,,0.00015469969639292082,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,1508.7899238084337,,0.04784341463116545,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-06,2021-04-06,2021-04-06,0.0,11844.821925201202,,0.3755968393328641,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-17,2021-10-17,2021-10-17,0.0,5513.040637591803,,0.17481737181607696,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,active,207,207,0,2021-06-08,,2022-06-08,0.0,7028.299366237406,,0.3929761230898531,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,3090.468998498433,,0.09799812907465857,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-30,2020-04-29,2020-04-29,0.0,205.63899307608293,,0.0065207696941933955,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,4174.481157000043,,0.13237192912861628,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,200.55261862343775,,0.012753905844490088,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,37.76687972999079,,0.0011975799001138633,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,1951.3935712071163,,0.06187828422143316,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,266,266,0,2021-04-10,,2022-04-10,0.0,62.99552226758787,,0.0027410332370678375,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-10,2019-07-10,2019-07-10,0.0,46646.18982731977,,1.4791409762595056,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,28438.988422060767,,0.9017944070922363,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-14,2020-02-14,2020-02-14,0.0,32.59693435895942,,0.0010336420078310318,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,1707.0183178043374,,0.054129195770051285,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,active,295,295,0,2021-03-12,,2022-03-12,0.0,1269.034586283857,,0.049789492556648496,,,,False,,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,23519.86416691891,,2.5205615748155554,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,1262.0645224163588,,0.05890011398672522,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,active,119,119,0,2021-09-04,,2022-09-04,0.0,127.45462009403712,,0.012396379950011392,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,15033.915308136473,,0.5102746316707557,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,331.59484738607273,,0.01051480363350053,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,631.9167466651174,,0.02479271604932193,,,,True,natural,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,active,101,101,0,2021-09-22,,2022-09-22,0.0,1054.717175883395,,0.12086509624626363,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,649.0952388804399,,0.02058267500255073,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,95080.56854125789,,3.014985050141359,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,13722.494890048532,,0.4351374584617114,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,1631.8357204250176,,0.05174517124635393,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,179.8030963339508,,0.0057015187827863635,,,,True,natural,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,24552.15779359189,,0.7785438163873634,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,2502.589894641814,,0.09953663511207418,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3809.3336929817324,,0.12079317900119647,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,27.540971706781967,,0.0008733184838528021,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,1495.9320647705767,,0.04743569459571844,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,405.9329882644919,,0.012872050617214987,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,active,81,81,0,2021-10-12,,2022-10-12,0.0,3248.661873367108,,0.46420065634532287,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,164.03815910155265,,0.005201615902509914,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,493.538443110356,,0.01565000136702042,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,active,144,144,0,2021-08-10,,2022-08-10,0.0,3594.4995007875063,,0.28890974639817274,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-18,2019-10-18,2019-10-18,0.0,7410.864668436601,,0.2349969770559551,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,27093.11169291633,,0.8591169359752768,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-08-24,2021-08-24,2021-08-24,0.0,291.5388532607725,,0.009244636392084364,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,active,158,158,0,2021-07-27,,2022-07-27,0.0,774.2548703533939,,0.05671698241571392,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,2771.2441812557863,,0.08787557652383898,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,7456.390390037409,,0.2364405882178275,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,1156.2710066019679,,0.036665113096206486,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,55124.687441632304,,1.7479923719442003,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,28936.235193742774,,0.9175619987868713,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-16,2019-11-16,2019-11-16,0.0,427.70041700869245,,0.013562291254715005,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,active,324,324,0,2021-02-11,,2022-02-11,0.0,648.66384281554,,0.02317186224049568,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,7845.271912880713,,0.24877194041351827,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,201.20123112082743,,0.006380049185718779,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,1006.7058369629484,,0.03192243267893672,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,448.8061000428827,,0.014231548073404448,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-13,2020-05-12,2020-05-12,0.0,18860.923942182093,,0.5980759748281992,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,645.8827217577442,,0.032361447899518204,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,4185.222341569519,,0.13271252985697357,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,25527.300976321723,,0.8094654038661123,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,58,58,0,2016-02-29,2017-02-28,2017-02-28,0.0,25.053406883777665,,0.004999482535875172,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,14331.134565824763,,0.45443729597364163,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-02,2021-07-02,2021-07-02,0.0,1101.9720171983101,,0.03494330343728787,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,90.3314970347256,,0.014128424836512388,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1277.2151786576085,,0.040500227633739484,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,337,337,914,2018-08-17,2019-07-20,2019-08-17,1198.5908275207325,14425.896745517388,,0.4954492507939536,0.4954492507939536,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-30,2021-12-30,2021-12-30,0.0,14879.998683702697,,0.47184166297890334,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,342,342,914,2018-08-12,2019-07-20,2019-08-12,197.34903641457433,2934.4943675558447,,0.09931010286562718,0.09931010286562718,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,373,373,914,2018-07-12,2019-07-20,2019-07-12,0.0,1997.740619324767,,0.06198927053311386,3.249110792265707,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,199,199,914,2019-01-02,2019-07-20,2020-01-02,643.5587238342695,771.4950966446966,,0.04487106229321937,3.249110792265707,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,108,108,914,2019-04-03,2019-07-20,2020-04-02,214064.7536419626,89957.17273670022,,9.640472043970789,3.249110792265707,airH,2019-07-02,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,4523.06716604896,,0.1434255189640081,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-11-18,2021-11-18,2021-11-18,0.0,1082.3960770237975,,0.034322554446467445,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,active,249,249,0,2021-04-27,,2022-04-27,0.0,5600.612664012401,,0.2603289390902685,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,89.39524499848136,,0.01544279384302124,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,78.07224764821316,,0.002475654732629793,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,3929.336472863965,,0.12459844218873557,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,2788.7710170975156,,0.08843134884251382,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,6838.347897159884,,0.2168425893315539,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,419.7093471191306,,0.013308896090789276,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,active,122,122,0,2021-09-01,,2022-09-01,0.0,4968.262189719073,,0.47133634920680334,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,95.7534996842557,,0.009392017781333932,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,1121.6234913083235,,0.03556644759349072,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,65.71894372524889,,0.002083934034920373,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,22312.6309545271,,1.2181511483734657,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,1102.9495558390654,,0.70920110329158,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,4171.356929923403,,0.2145759737614919,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,197.33935379305058,,0.006257589858988158,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,86.78435791454844,,0.0027519139369149045,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,15.646204620413105,,0.0004961378938487159,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,5.0928162327185245,,0.000161492143351044,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-17,2021-10-17,2021-10-17,0.0,17232.202981883296,,0.5464295719775271,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,active,44,44,0,2021-11-18,,2022-11-18,0.0,200.94910338965772,,0.052859086539787915,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,7366.273142335339,,0.23358298903904545,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,5369.2687835719325,,0.1702583962319867,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,8916.595517631473,,1.5403184628302018,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,1150.272144198407,,0.043650278696053695,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,17461.215177711634,,0.5536915010689889,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,273.65675838845954,,0.008677598883449376,,,,True,natural,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-03,2020-04-02,2020-04-02,0.0,40.300903636986426,,0.0012779332710865811,,,,True,natural,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-04,2021-05-04,2021-05-04,0.0,3279.871657614875,,0.10400404799641282,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,active,233,233,0,2021-05-13,,2022-05-13,0.0,101.07644703856123,,0.005020885344070956,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-03,2021-09-03,2021-09-03,0.0,819.3024400094254,,0.02597990994448964,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,48.560633092073694,,0.0015398475739495717,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,667.2623559015567,,0.021158750504235053,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,active,223,223,0,2021-05-23,,2022-05-23,0.0,2248.3281715247695,,0.11669200358769148,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,97,97,0,2016-04-08,2017-04-08,2017-04-08,0.0,763.0800000734666,,0.09105097366283249,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,1013.188325774079,,0.03212799105067475,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,1768.6994521268161,,0.05608509170873973,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,9877.416418865098,,0.31321081997923317,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,21894.490307179974,,0.694269733231227,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,active,288,288,0,2021-03-19,,2022-03-19,0.0,1867.4994966224494,,0.07505061634445928,,,,False,,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,11747.75911506552,,1.2140128053763146,,,,False,,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-09,2019-06-09,2019-06-09,0.0,15506.06857400564,,0.491694208967708,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,7475.120294244955,,0.23703450958412464,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,7559.171612227075,,0.23969975939329888,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2123.1151839776035,,0.06732354084150188,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-07,2020-01-07,2020-01-07,0.0,974.6118324958287,,0.030904738473358343,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,1041.8364899921319,,0.033036418378745935,,,,True,natural,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-28,2021-01-27,2021-01-27,0.0,90802.33873643116,,2.879323272971561,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,active,349,349,0,2021-01-17,,2022-01-17,0.0,758.9654893413775,,0.02516997935043834,,,,False,,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,active,310,310,0,2021-02-25,,2022-02-25,0.0,97.46473449026546,,0.003638916311613854,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,active,228,228,0,2021-05-18,,2022-05-18,0.0,4.535258376630575,,0.00023022551050959304,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,41.42364471197697,,0.043585484755868015,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,active,199,199,0,2021-06-16,,2022-06-16,0.0,6260.543316219857,,0.3641205632456179,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,18651.261290875947,,0.5914276157685168,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,456.65550503758413,,0.020973669212852004,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,3269.0331917357685,,0.10366036249796322,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-29,2021-09-29,2021-09-29,0.0,363.4653144327428,,0.011525409513975862,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-24,2021-10-24,2021-10-24,0.0,99007.35501881847,,3.1395026325094646,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,190.58674460333702,,0.0060434660262346845,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,1125.8053019038175,,0.03569905193758934,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-30,2021-11-30,2021-11-30,0.0,4290.253503450443,,0.13604304615203078,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,82351.32372157215,,4.474837187096382,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-15,2018-03-15,2018-03-15,0.0,1696.6165139850932,,0.05379935673468712,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,2689.475148817076,,0.08528269751449377,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,60117.5039592977,,1.9063135451324738,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,108.61042100581929,,0.003444013857363625,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,38.02053461745885,,0.0012056232438311405,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,199.41454998516582,,0.0063233938985656326,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-07,2019-12-07,2019-12-07,0.0,4421.65477292748,,0.14020975307355021,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,23.32445453902602,,0.0007396136015672888,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,432.6456320342561,,0.013719102994490615,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,2312.8828686676743,,0.07334103464826466,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,278,278,0,2021-03-29,,2022-03-29,0.0,1138.6357570505352,,0.04740523235788598,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,339,339,0,2016-12-06,2017-12-06,2017-12-06,0.0,245.40169652470843,,0.008378458446844901,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-30,2018-09-30,2018-09-30,0.0,204.8034237057054,,0.006494273963270719,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,207.60190857068895,,0.00658301333620906,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,active,261,261,0,2021-04-15,,2022-04-15,0.0,556.1443126508001,,0.024662281496150847,,,,False,,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,active,248,248,0,2021-04-28,,2022-04-28,0.0,757.7139341579964,,0.03536224677783361,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,178.04814449576813,,0.005645869625056066,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-17,2020-05-16,2020-05-16,0.0,58.01811538893467,,0.001839742370273169,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,388.6523880441379,,0.01232408637887297,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,55.465376533218105,,0.001758795552169524,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,71373.94007513524,,2.263252792844217,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,101.73153864224331,,0.003225885928533844,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,13.674689294487958,,0.0004336215529708256,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,472.45588151390945,,0.02474316456730295,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,5637.96993898709,,0.17877885397599852,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-21,2019-07-21,2019-07-21,0.0,438.54398636544545,,0.013906138583379168,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,2470.95308461819,,0.07835340831488426,,,,True,natural,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-20,2021-01-19,2021-01-19,0.0,28.429214012201285,,0.0009014844625888282,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,active,298,298,0,2021-03-09,,2022-03-09,0.0,13881.157030540227,,0.5391326835749218,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,3853.705221227708,,0.12220019093187809,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,7299.6892563477995,,0.2314716278649099,,,,True,natural,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,76.83958869352509,,0.0024365673735897092,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,170.51226508949875,,0.00540690845666853,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,931.0987448675988,,0.02952494751609585,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-24,2018-10-24,2018-10-24,0.0,188.5980990525266,,0.005980406489489047,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,active,184,184,0,2021-07-01,,2022-07-01,0.0,30494.421138702746,,1.9181776581812817,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,8582.975489717377,,0.272164367380688,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,active,288,288,0,2021-03-19,,2022-03-19,0.0,141.19782730628998,,0.005674424001185136,,,,False,,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-08,2019-04-08,2019-04-08,0.0,978.8698942103558,,0.03103976072458003,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,34181.38774935001,,1.083884695248288,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,448.4031742660907,,0.014218771380837476,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,113368.98023481184,,3.594906780657402,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,492.94802116443884,,0.01563127920993274,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,52.310405444180375,,0.0025763596061948568,,,,True,natural,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,4.894325556683498,,0.00019806743543947073,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,842.2626043169338,,0.02670797197859379,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,15958.617526083286,,0.5060444421005608,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-12,2018-12-12,2018-12-12,0.0,2834.541460789141,,0.08988272009097986,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-05-09,2021-05-09,2021-05-09,0.0,953.5009679224878,,0.030235317349140277,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,731.5926553466143,,0.023198650917891115,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-03,2019-05-03,2019-05-03,0.0,4757.135985370113,,0.15084779253456726,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,3449.269151477036,,0.10937560728935299,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,327,327,0,2016-11-24,2017-11-24,2017-11-24,0.0,8531.672419893135,,0.3019761729773026,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-02-03,2018-02-03,2018-02-03,0.0,13779.159399933857,,0.436934278283037,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1568.4917948405018,,0.04973654854263387,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,1861.353111609648,,0.05902311997747488,,,,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,6354.784953687218,,0.20150890898297874,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,258,258,0,2016-09-16,2017-09-16,2017-09-16,0.0,2195.623496441583,,0.09849732165345888,,,,True,natural,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,126.95442722865356,,0.009730993011762137,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,215,215,0,2016-08-04,2017-08-04,2017-08-04,0.0,293.69716969362764,,0.015810571150604413,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,1003.8968496234586,,0.03183336027471647,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,47,47,1189,2020-03-04,2020-04-20,2021-03-04,217521.4537413445,32149.39725107922,,7.91701074937924,7.91701074937924,airH,2020-04-02,True,OGI_FU,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,3469.423137044748,,0.11001468597934891,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,582.0664273431527,,0.019583953331689836,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,26160.783625393222,,0.8295530068934939,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,4540.214286466178,,0.14396925058555865,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,100.6489305275049,,0.003191556650415554,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,333.2129893469862,,0.010566114578481297,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,484.4802504161269,,0.015362767960937558,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,active,156,156,0,2021-07-29,,2022-07-29,0.0,1310.5008692278275,,0.097229705990906,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,194,194,0,2016-07-14,2017-07-14,2017-07-14,0.0,1712.1700539520928,,0.10214836614357178,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,5767.738471166458,,0.19073209230047808,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,2490.7634802655057,,0.0789815918399767,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,74.86920075628136,,0.002374086781972392,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,2513.401262445876,,0.07969943120389003,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-13,2019-01-13,2019-01-13,0.0,1477.259151534199,,0.04684358040126201,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,25780.78510504195,,0.8175033328590166,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-14,2019-07-14,2019-07-14,0.0,8936.0513798981,,0.28336033041280123,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,active,323,323,0,2021-02-12,,2022-02-12,0.0,23901.30998184886,,0.8564567560288691,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-09,2018-02-09,2018-02-09,0.0,105.05024810571201,,0.003331121515274988,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,5057.315982348401,,0.16036643779643586,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,189,189,0,2016-07-09,2017-07-09,2017-07-09,0.0,544.3115745757472,,0.033332817373098365,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,4264.523441970271,,0.2136706069609924,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,3360.4705145298776,,0.10655982098331675,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,58.34284231760425,,0.0018500393936328086,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,247.11666163906452,,0.007836017936297074,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-04,2019-10-04,2019-10-04,0.0,7243.319266091529,,0.22968414719975672,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,23965.02124983189,,0.7599258387186671,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,13542.875690127012,,0.4294417709959098,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-30,2018-08-30,2018-08-30,0.0,320.59187680078827,,0.010165901725037679,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,542.7778493152364,,0.017211372695181262,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,42574.82835911804,,1.3500389510121142,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,7742.489613761429,,0.2455127350888327,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,1106.1036959623898,,0.035074318111440565,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-14,2018-08-14,2018-08-14,0.0,1824.48012115217,,0.05785388512024892,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,565.8090720208481,,0.017941687976307966,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,23165.63444202333,,0.7345774493284921,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,146.20659630026748,,0.004636180755335726,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-01-20,2017-01-19,2017-01-19,0.0,12983.151944939244,,8.34822012920476,8.34822012920476,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,673.3377914037749,,0.021351401300221173,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-29,2019-03-29,2019-03-29,0.0,1821.8964544483167,,0.05777195758651436,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,26937.42656230349,,0.8541801928685784,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-06,2021-12-06,2021-12-06,0.0,12052.515976243829,,0.38218277448769117,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,1415.594949903894,,0.04488822139472013,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,1057.9602642790433,,0.03354769990737707,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,7679.517680667551,,0.2435159081896103,,,,True,natural,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,2781.449572488145,,0.22831704528566987,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,11070.07583440713,,0.6537034577196198,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-14,2019-01-14,2019-01-14,0.0,15105.071335112178,,0.47897866993633237,,,,True,natural,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,7442.119745924637,,0.23598806906153716,,,,True,natural,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-29,2020-01-29,2020-01-29,0.0,433.9593816295668,,0.013760761720876672,,,,True,natural,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-06,2018-01-06,2018-01-06,0.0,3872.6339745996215,,0.12280041776381345,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-15,2018-10-15,2018-10-15,0.0,413.54080362481085,,0.01311329285974159,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,1387.1555561207322,,0.47220709290602264,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-14,2019-05-14,2019-05-14,0.0,114.85169594208149,,0.0036419233873059833,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,3164.9778581566648,,0.10036078951536861,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-28,2019-12-28,2019-12-28,0.0,5721.001116990349,,0.18141175535864879,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,4429.449299946099,,0.18987694187011742,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,271,271,0,2016-09-29,2017-09-29,2017-09-29,0.0,799.4005994983511,,0.03414140868432892,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,250.5748887340405,,0.00794567759811138,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,7499.809492117916,,0.23781739891292222,,,,True,natural,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,3907.1063323785515,,0.12389352905817325,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-10,2020-12-09,2020-12-09,0.0,39.41783430896162,,0.001249931326387672,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,26675.336958883217,,0.8458693860630141,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,2417.6698326499736,,0.07666380747875359,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,active,337,337,0,2021-01-29,,2022-01-29,0.0,64085.17058399107,,2.2009688765245863,,,,False,,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,active,334,334,0,2021-02-01,,2022-02-01,0.0,1701.850191191017,,0.05897407238270047,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,9.982539965885115,,0.0003165442657878334,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,76816.15256380882,,2.4358242187915025,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-31,2019-12-31,2019-12-31,0.0,125.07828136408989,,0.003966206283742069,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-07,2021-04-07,2021-04-07,0.0,5363.343552038148,,0.17007050837259474,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,active,112,112,0,2021-09-11,,2022-09-11,0.0,122.32869589599598,,0.01264144096147445,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-11,2021-07-11,2021-07-11,0.0,1662.7598256469807,,0.052725768190226424,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,1106.8182106827526,,0.03509697522459261,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,153.1515376829162,,0.004856403401918956,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,344.8398364025959,,0.010934799480041727,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,106.72646237684103,,0.003384273921132706,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,3311.6818541817297,,0.10501274271251045,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,62,62,0,2016-03-04,2017-03-04,2017-03-04,0.0,568.3298147272642,,0.10609502216384113,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,305.0364386740383,,0.01357890129425028,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,240.06716423943627,,0.007612479840164772,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,10.541680537326943,,0.00033427449699793707,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,43.316243325282194,,0.0013735490653628295,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,active,87,87,0,2021-10-06,,2022-10-06,0.0,373.7174477093767,,0.0497176255466923,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,15216.354042298552,,0.48250742143260245,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-12,2019-12-12,2019-12-12,0.0,2615.196459231021,,0.08292733571889335,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,112726.20539870976,,3.574524524312207,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,active,359,359,0,2021-01-07,,2022-01-07,0.0,243.7285824429222,,0.007857751162015184,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,48.80256794169689,,0.0015475192777047468,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-17,2019-04-17,2019-04-17,0.0,1047.4498725263295,,0.033214417571230635,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,53019.3960838892,,1.681234020924949,,,,True,natural,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,active,354,354,0,2021-01-12,,2022-01-12,0.0,19300.72648119133,,0.6310396553015579,,,,False,,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,active,244,244,0,2021-05-02,,2022-05-02,0.0,8780.552160033487,,0.4165031193094208,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,166,166,0,2016-06-16,2017-06-16,2017-06-16,0.0,21032.48608328711,,1.46645513186685,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,4721.048273712405,,0.15263062130510308,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,156.16118077380912,,0.004951838558276545,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-14,2020-11-13,2020-11-13,0.0,136.09342849673826,,0.00431549430798891,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,4313.655772359762,,0.1367851272310934,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,10021.67412514345,,0.31778520183737474,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,3769.9358204567898,,0.11954388065882766,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,3223.6760376427746,,0.10222209657669884,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-01,2018-01-01,2018-01-01,0.0,787.9959557720177,,0.02498718784157844,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,21832.716539729092,,0.692310899915306,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,198,198,0,2016-07-18,2017-07-18,2017-07-18,0.0,4778.389186149253,,0.27932035553154533,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,47863.098012714625,,1.517728881681717,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-09,2021-06-09,2021-06-09,0.0,350.836561357417,,0.011124954380942952,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-19,2021-06-19,2021-06-19,0.0,44387.16045665537,,1.407507624830523,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-07,2018-11-07,2018-11-07,0.0,843.7628750239409,,0.02675554525063232,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,282.6537573587167,,0.008962891849274375,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,47327.844920654854,,1.5007561174738349,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,1155.08055825973,,0.036627364226906704,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,60029.703311171346,,1.9035294048443476,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,1382.3785519715223,,0.04383493632583467,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-26,2019-01-26,2019-01-26,0.0,12.832449746687129,,0.0004069143121095614,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,223.2886569306088,,0.007080436863603779,,,,True,natural,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,active,360,360,0,2021-01-06,,2022-01-06,0.0,4916.873936947806,,0.15807850877532814,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-27,2018-06-27,2018-06-27,0.0,4707.104478134435,,0.14926130384748967,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-22,2019-10-22,2019-10-22,0.0,720.4505929403731,,0.022845338436719088,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,2658.441409588283,,0.08429862409907035,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,1181.0257963505505,,0.03745008232973587,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,7869.143684814271,,0.37791722783225135,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,1910.9607267837375,,0.06126759281008699,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,9575.312089612778,,0.3036311545412474,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,943.8360280442258,,0.0880970008255139,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,169.54113955825835,,0.005376114268082773,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,1005.6780186661032,,0.03188984077454665,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,active,307,307,0,2021-02-28,,2022-02-28,0.0,319.77519021890987,,0.012055705989070978,,,,False,,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,active,206,206,0,2021-06-09,,2022-06-09,0.0,183.95332162894294,,0.010335385294686203,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,2005.818914811348,,0.06360410054576826,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,866.779235350663,,0.02748538924881605,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,4080.975907924681,,0.12940689713104644,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,active,237,237,0,2021-05-09,,2022-05-09,0.0,1073.0597065239663,,0.052403681557858954,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,12528.188064503358,,0.39726623745888373,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,88412.65867896505,,2.80354701544156,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,active,110,110,0,2021-09-13,,2022-09-13,0.0,966.3374685972336,,0.10167692220088737,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,18875.830938473315,,0.5985486725796966,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2746.4040275660027,,0.0870879004174912,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-03,2019-11-03,2019-11-03,0.0,320.45598538080066,,0.010161592636377493,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,4946.592614845621,,0.15685542284518075,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-19,2021-01-18,2021-01-18,0.0,2667.086622572403,,0.08457276200445214,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,active,121,121,0,2021-09-02,,2022-09-02,0.0,302.9077371323748,,0.02897418667091127,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,1073.5906706693272,,0.043446915900565236,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-21,2019-09-21,2019-09-21,0.0,4674.543267922408,,0.14822879464492666,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,2510.835955594197,,0.07961808585724876,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,299,299,0,2016-10-27,2017-10-27,2017-10-27,0.0,606.6004786402384,,0.02348106646538765,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-26,2018-06-26,2018-06-26,0.0,22075.439093040353,,0.7000075815905743,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,active,359,359,0,2021-01-07,,2022-01-07,0.0,3461.769893521558,,0.11160663279949311,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,3506.5836769893867,,0.11119303897099779,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-02,2019-05-02,2019-05-02,0.0,3646.7481252437697,,0.11563762446866342,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-25,2020-10-24,2020-10-24,0.0,10710.017660342379,,0.3396124321519019,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,48.043333636136815,,0.0015234441158084985,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,159197.19744137023,,5.048110015264149,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,2399.614443940859,,0.07609127485860157,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,6911.880231910544,,0.21917428437057787,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-23,2018-04-23,2018-04-23,0.0,87.20398774685628,,0.0027652203116075684,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-22,2020-02-22,2020-02-22,0.0,1581.8003451451218,,0.05015855990439884,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-08,2020-06-07,2020-06-07,0.0,393.91835086308276,,0.012491068964455947,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,active,325,325,0,2021-02-10,,2022-02-10,0.0,595.615008424674,,0.0212113606988844,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-22,2020-06-21,2020-06-21,0.0,1892.8001503167375,,0.06002029903338208,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,313.40844987673154,,0.0604568769052337,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,249.95004324371578,,0.015146284373407247,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,7993.10322429883,,0.25345964054727393,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,active,201,201,0,2021-06-14,,2022-06-14,0.0,1408.5438688402116,,0.08110741828129096,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,1083.2151418758028,,0.042643579218466655,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,1002.3477669905559,,0.03178423918666146,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,252.25367403906873,,0.007998911530919226,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,3954.324067165668,,0.12539079360621727,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,318,318,1463,2020-03-07,2021-01-19,2021-03-07,3056.7152104807083,20681.605041124792,,0.7527371972223966,1.17176025032595,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,53,53,1463,2020-11-27,2021-01-19,2021-11-27,42882.427353888444,7284.5149030643815,,1.5907833034295034,1.17176025032595,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,825.4680002546708,,0.026175418577329742,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,827.814735510613,,0.026249833064136637,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,37,37,1463,2020-12-13,2021-01-19,2021-12-13,116559.88747240065,13148.52389170373,,4.113026742900316,4.113026742900316,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,active,269,269,0,2021-04-07,,2022-04-07,0.0,7730.847805207643,,0.3326297589325882,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,116.46144383166794,,0.004696631977983769,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,868.2060519296388,,0.02753063330573436,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,185.77460256939966,,0.005890874003342201,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,9784.269800050903,,0.31025716007264403,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,486.4131222350683,,0.01542405892424747,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,1111.7262075811186,,0.03525260678529676,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,424.87371072261914,,0.020836948305213192,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,14256.229961452033,,0.4520620865503561,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,20512.195029712162,,1.2628173654028862,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,271.99252562264803,,0.013627972463857224,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,304.92225623695174,,0.009669021316493902,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,991.9108792266971,,0.031453287646711604,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,45160.9214653027,,1.4320434254598775,,,,True,natural,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,273,273,1463,2020-04-21,2021-01-19,2021-04-21,0.6298944909569189,1.8691434351221614,,7.92439727955061e-05,4.261981464999874,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,103,103,1463,2020-10-08,2021-01-19,2021-10-08,192953.45022385492,75855.74569869105,,8.523883686026952,4.261981464999874,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,748.2509753434679,,0.02372688277979033,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,3.4770597076978054,,0.0001102568400462267,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,342.59392015157147,,0.010863581942908785,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,469.7970509658986,,0.014897166760714694,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,1539.2182986073024,,0.15097480173094224,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,862.2411459529565,,0.027341487378011047,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,1082.4911503354963,,0.03432556920140462,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,390.00415563404096,,0.012366950647959188,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1929.0750736471205,,0.06117056930641553,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,271,271,1463,2020-04-23,2021-01-19,2021-04-23,17450.327403138694,50308.922619687095,,2.1486317231997014,2.1486317231997014,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,173.80228942307653,,0.05293685715858812,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,26641.09279062364,,0.8447835106108459,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-03,2020-09-02,2020-09-02,0.0,1727.5908480973555,,0.05478154642622259,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,427.1957147801225,,0.01354628725203331,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,14930.985814842345,,0.4734584543011905,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-10,2018-12-10,2018-12-10,0.0,3931.4344085393773,,0.12466496729259821,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,108.69315687887962,,0.003446637394687963,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,338,338,0,2016-12-05,2017-12-05,2017-12-05,0.0,73.97068083668898,,0.0025329649092116265,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-08,2019-11-08,2019-11-08,0.0,34790.10482772686,,1.1031869871805826,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,active,159,159,0,2021-07-26,,2022-07-26,0.0,15.809777101117588,,0.0011508398192637424,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,7735.517739061672,,0.24529165839236652,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,90.64198318624815,,0.0028742384318318163,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,active,115,115,0,2021-09-08,,2022-09-08,0.0,1243.8886777869006,,0.12519008431832734,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,157.49710377570835,,0.025674410500734927,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,49555.79528359962,,1.5714039600329661,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-18,2018-08-18,2018-08-18,0.0,1884.6261468008381,,0.05976110308221835,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,29.453146433041304,,0.0009339531466590977,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,639.837565320563,,0.02028911609971344,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-14,2021-11-14,2021-11-14,0.0,2029.5977054349391,,0.06435812105006783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,3357.513992825194,,1.0226346225710263,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,156.6386560664251,,0.021080783816002518,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,3411.720067949386,,0.2615066277248425,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,active,283,283,0,2021-03-24,,2022-03-24,0.0,14561.034594842284,,0.5955141095260063,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,306,306,0,2021-03-01,,2022-03-01,0.0,4948.540359137505,,0.18717245972288432,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,161.99176173566462,,0.00513672506772148,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-14,2020-10-13,2020-10-13,0.0,14745.11992497797,,0.4675646855967139,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,75.17872315020776,,0.002383901672698115,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,31.945510494982674,,0.001012985492611069,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,active,175,175,0,2021-07-10,,2022-07-10,0.0,459.8694383239452,,0.030414645391795316,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,102,102,184,2017-04-09,2017-07-20,2018-04-09,347807.80894279934,134891.2414911237,,15.30628648002039,15.30628648002039,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,105,105,913,2019-10-06,2020-01-19,2020-10-05,942111.5992660739,380468.14585745294,,41.93872859980742,41.93872859980742,airH,2020-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,active,197,197,0,2021-06-18,,2022-06-18,0.0,4527.803144982634,,0.26601588321245967,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,4709.412017618761,,0.14933447544453196,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-20,2019-07-20,2019-07-20,0.0,1689.4138320405934,,0.05357096118850182,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,active,255,255,0,2021-04-21,,2022-04-21,0.0,1192.4721975038108,,0.05412455507914899,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,222.72699584664,,0.012393551674158653,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,39.13248046654103,,0.0015564337718969163,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,323,323,0,2021-02-12,,2022-02-12,0.0,1250.6114723048386,,0.04481321925183603,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,4539.255123202474,,0.14393883571798816,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,26,26,1371,2020-09-23,2020-10-19,2021-09-23,196471.97629989244,15068.64714984426,,6.707909165707024,6.707909165707024,airH,2020-10-01,True,OGI_FU,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-14,2018-06-14,2018-06-14,0.0,4675.955468122863,,0.14827357521952253,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,5164.245668034014,,0.16375715588641596,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,5786.079399821836,,0.18347537416989587,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,11241.480832728203,,0.35646501879528797,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,active,183,183,0,2021-07-02,,2022-07-02,0.0,45.296520956844006,,0.0028648376440019736,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,74192.2576288313,,2.3526210562161114,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-23,2019-03-23,2019-03-23,0.0,7918.652416047843,,0.25109882090461194,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,105.46222466721899,,0.00334418520634256,,,,True,natural,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,active,104,104,0,2021-09-19,,2022-09-19,0.0,2007.1661103429155,,0.22337585807769267,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,176.3097422039453,,0.006298216099535082,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,1761.1677974880606,,0.05584626450685123,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-10,2019-01-10,2019-01-10,0.0,141.11548706720177,,0.00447474274058859,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,105.10800617964239,,0.0033329530117847026,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,4108.491246777034,,0.13027940280241734,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,active,333,333,0,2021-02-02,,2022-02-02,0.0,7431.027154324836,,0.25828005624808265,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,9653.418156570197,,0.3061078816771371,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,573.28283794098,,0.02211739343908102,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-06,2018-10-06,2018-10-06,0.0,3514.2161661756813,,0.11143506361541353,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,798.2381776496659,,0.025311966566770223,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,3775.866270857031,,0.11973193400738937,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,1600.3721821980077,,0.05074746899410222,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,265,265,0,2016-09-23,2017-09-23,2017-09-23,0.0,43.203465500924445,,0.0018869438111864274,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,2196.6828288938,,0.06965635555852993,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-21,2019-12-21,2019-12-21,0.0,700.6147828683697,,0.022216349025506395,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,6296.978320916619,,0.1996758726825412,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,active,242,242,0,2021-05-04,,2022-05-04,0.0,808.8179021486576,,0.03868313352027173,,,,False,,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,21086.736148706685,,0.6686560168920181,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-28,2021-08-28,2021-08-28,0.0,117.96972471255833,,0.0037407954310171966,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,active,362,362,0,2021-01-04,,2022-01-04,0.0,7296.319874569333,,0.23328217319448702,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,1852.5601936634646,,0.2233507177931453,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,8539.940444093383,,0.2707997350359393,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,62518.951113360614,,1.9824629348478124,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,2692.525179688117,,0.17122794437373556,,,,False,,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-07,2018-09-07,2018-09-07,0.0,15.625079937991785,,0.0004954680345634128,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,active,345,345,0,2021-01-21,,2022-01-21,0.0,267.4894927111746,,0.008973748413552557,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,2592.1782054913388,,0.08219743168097852,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,4960.320466000507,,0.15729073014968628,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1990.7955530246497,,0.06312771286861522,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-27,2020-04-26,2020-04-26,0.0,13825.98483628039,,0.4384191031291346,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1007.3513296658527,,0.03194290111827285,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,active,101,101,0,2021-09-22,,2022-09-22,0.0,754.4693770282006,,0.08645826194400905,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-05,2020-12-04,2020-12-04,0.0,1986.8535633505003,,0.06300271319604579,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-17,2021-04-17,2021-04-17,0.0,45117.09896014537,,1.4306538229371313,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-20,2019-10-20,2019-10-20,0.0,2155.412079764986,,0.06834766868864112,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,429.7090360183268,,0.013625984145685147,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,1020.8429796275778,,0.032370718532076924,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,220,220,0,2021-05-26,,2022-05-26,0.0,1174.5832263527157,,0.06179415121805111,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-30,2020-05-29,2020-05-29,0.0,1280.3494220244213,,0.040599613838927615,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,81439.07912550498,,2.5824162584191077,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,750.7493559637413,,0.02578406129669954,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-16,2020-01-16,2020-01-16,0.0,672.8308736978137,,0.021335327045212255,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,2892.3504280469906,,0.1436750133150031,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-28,2019-10-28,2019-10-28,0.0,24365.036896078684,,0.7726102516514042,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-24,2019-11-24,2019-11-24,0.0,350.28130813671754,,0.011107347416816259,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,1451.4277895770738,,0.04602447328694425,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,57.23840133325072,,0.0018150177997606138,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-01,2018-11-01,2018-11-01,0.0,873.8954303814016,,0.027711042312956673,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,1018.7044600663444,,0.032302906521637,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,718.2712134562087,,0.022776230766622548,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,45556.786779133174,,1.4445962322150296,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,292,292,0,2021-03-15,,2022-03-15,0.0,179.89575682204705,,0.007130571284486264,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,672.3847365410198,,0.021321180128774094,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,1345.9232449859253,,0.04267894612461711,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-24,2021-04-24,2021-04-24,0.0,440.3975118527586,,0.013964913491018475,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,20932.465259088673,,0.6637641190730806,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,1364.8070307560474,,0.043277747043253656,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,161.62503356382146,,0.0051250961936777474,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,52631.99366960875,,1.668949570954108,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,34509.67949442978,,1.0942947581947546,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,2860.3189430031357,,0.09070011868985083,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,active,256,256,0,2021-04-20,,2022-04-20,0.0,619.3258174097355,,0.028000480026120128,,,,False,,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,970.7132350404783,,0.030781114759020744,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,206,206,0,2021-06-09,,2022-06-09,0.0,59.79967174574797,,0.003359834128109716,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,156,156,0,2016-06-06,2017-06-06,2017-06-06,0.0,197.38006648593102,,0.01464417634778097,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,1229.0084880569673,,0.06053036288696647,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1057.021830579983,,0.03351794236998931,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,291.51582948498066,,0.009243906312943324,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,active,292,292,0,2021-03-15,,2022-03-15,0.0,176.5349539269667,,0.006997358333609473,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,77.60187004268629,,0.002460739156604715,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,85.74013562837806,,0.0027188018654356306,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,75524.06761429388,,2.3948524738170303,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,897.1327574173766,,0.028447893119526148,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,active,113,113,0,2021-09-10,,2022-09-10,0.0,3354.64981105104,,0.34360146376710915,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-18,2020-08-17,2020-08-17,0.0,726.6071519609675,,0.0230405616425979,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,1380.667293263905,,0.04378067266818572,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,11266.041011823057,,0.35724381696546986,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,710.4508597728786,,0.022528248978084683,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,35688.382982015,,1.1316712005966196,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,repaired,104,104,1736,2021-07-07,2021-10-19,2022-07-07,57796.870594428736,82340.74714822724,,9.163633719309477,9.163633719309477,airH,2021-10-01,True,OGI_FU,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,2010.954674675638,,0.34738713976569197,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,69,69,0,2016-03-11,2017-03-11,2017-03-11,0.0,3787.506255735848,,0.6353170718826905,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,280,280,0,2016-10-08,2017-10-08,2017-10-08,0.0,725.5071396075974,,0.029989547768171188,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,1049.6737664197174,,0.033284936783983934,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,9077.104906728497,,0.28783310840716947,,,,True,natural,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,266.0001605606872,,0.008434809759027372,,,,True,natural,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,121.5284194841585,,0.0038536409019583493,,airH,2021-10-01,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,3275.8725068682406,,0.16134123851793933,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-28,2019-09-28,2019-09-28,0.0,3590.536232383942,,0.11385515703906463,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,316,316,1736,2020-12-07,2021-10-19,2021-12-07,24.306116997209543,156.74965247180035,,0.005741240787322738,0.03661235697800597,airH,2021-10-01,True,OGI_FU,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,repaired,180,180,1736,2021-04-22,2021-10-19,2022-04-22,425.6317619695565,1049.5029747194544,,0.06748347316868919,0.03661235697800597,airH,2021-10-01,True,OGI_FU,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,active,215,215,0,2021-05-31,,2022-05-31,0.0,226.8041547321576,,0.012209525986873256,,airH,2021-10-01,False,,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,,,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,0,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,886.4709721014344,,0.028109810124982065,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,761.3613726628798,,0.024142610751613384,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,570.1882972523023,,0.04099007197868517,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,370.7182006138355,,0.09327651988069532,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,2177.7661852321567,,0.08458264142245202,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,17413.634042154936,,0.7997884535822188,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,4485.766475046952,,0.14302642826774536,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,2622.1502576457315,,0.08314783922012085,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-20,2021-02-19,2021-02-19,0.0,1121.5824608828152,,0.035565146527232847,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-13,2018-09-13,2018-09-13,0.0,275.5208887767164,,0.008736710070291616,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,175.9698853805483,,0.005579968460824083,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,32306.370012470587,,1.0244282728459724,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,1836.395070391907,,0.0582317056821381,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1624.9111660825486,,0.05152559506857396,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,1253.179513871926,,0.044766643585388295,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,506.5571530038123,,0.016062821949638897,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-26,2019-10-26,2019-10-26,0.0,1462.9916188839147,,0.046391159908799925,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,94,94,1281,2020-04-18,2020-07-21,2021-04-18,201.95379483726805,70.0503937811926,,0.008625196239804053,8.636495537395492,airH,2020-07-03,True,OGI_FU,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,92,92,1281,2020-04-20,2020-07-21,2021-04-20,407218.0508505624,137230.99149542762,,17.264365878551178,8.636495537395492,airH,2020-07-03,True,OGI_FU,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,active,271,271,0,2021-04-05,,2022-04-05,0.0,78.8334669652676,,0.0033668796537715084,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,3193.601205849498,,0.10126842991658731,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,25977.321398637483,,0.8237354578461911,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-12,2020-05-11,2020-05-11,0.0,6714.339995973087,,0.2129103245805773,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,307,307,0,2016-11-04,2017-11-04,2017-11-04,0.0,6399.569714768265,,0.2412674069085635,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-30,2019-06-30,2019-06-30,0.0,1868.5636056144315,,0.05925176324246674,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,284.57718961693433,,0.009023883486077317,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,309.3666004481388,,0.011895787208077196,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_estimated_emissions.csv @@ -0,0 +1,1111 @@ +Site ID,Survey Level,Method,Start Date,End Date,"""Measured"" Rate (g/s)","""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +46.0,,,2017-01-01,2017-01-01,0.0,0.0,311.0,True +46.0,,,2017-01-01,2017-04-02,0.0,0.0,311.0,True +46.0,,,2017-04-02,2017-07-02,0.0,0.0,311.0,True +46.0,,,2017-07-02,2017-10-01,0.0,0.0,311.0,True +46.0,,,2017-10-01,2018-01-01,0.0,0.0,311.0,True +46.0,,,2018-01-01,2018-04-02,0.0,0.0,311.0,True +46.0,,,2018-04-02,2018-07-02,0.0,0.0,311.0,True +46.0,,,2018-07-02,2018-10-01,0.0,0.0,311.0,True +46.0,,,2018-10-01,2019-01-01,0.0,0.0,311.0,True +46.0,,,2019-01-01,2019-04-02,0.0,0.0,311.0,True +46.0,,,2019-04-02,2019-07-02,0.0,0.0,311.0,True +46.0,,,2019-07-02,2019-10-01,0.0,0.0,311.0,True +46.0,,,2019-10-01,2020-01-01,0.0,0.0,311.0,True 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+Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +1008.0,0.4954492507939536,2019-07-20,2019-10-01,3124.8975146076245 +1008.0,0.09931010286562718,2019-07-20,2019-10-01,626.3686807940837 +1008.0,3.249110792265707,2019-07-20,2019-10-01,20492.791588978267 +1008.0,3.249110792265707,2019-07-20,2019-10-01,20492.791588978267 +1008.0,3.249110792265707,2019-07-20,2019-10-01,20492.791588978267 +306.0,7.91701074937924,2020-04-20,2020-07-02,49934.170198484746 +1732.0,8.34822012920476,2017-01-19,2017-04-02,52653.89399892026 +1908.0,1.17176025032595,2021-01-19,2021-04-02,7390.5262508558335 +1908.0,1.17176025032595,2021-01-19,2021-04-02,7390.5262508558335 +1908.0,4.113026742900316,2021-01-19,2021-04-02,25941.682272820875 +1066.0,4.261981464999874,2021-01-19,2021-04-02,26881.169496047205 +1066.0,4.261981464999874,2021-01-19,2021-04-02,26881.169496047205 +1066.0,2.1486317231997014,2021-01-19,2021-04-02,13551.850004565156 +2297.0,15.30628648002039,2017-07-20,2017-10-01,96539.81008678461 +2297.0,41.93872859980742,2020-01-19,2020-04-02,268139.4551757287 +2098.0,6.707909165707024,2020-10-19,2021-01-01,42887.688041864436 +2220.0,9.163633719309477,2021-10-19,2021-12-31,57796.870594428736 +2220.0,0.03661235697800597,2021-10-19,2021-12-31,230.92145793167927 +2220.0,0.03661235697800597,2021-10-19,2021-12-31,230.92145793167927 +630.0,8.636495537395492,2020-07-21,2020-10-02,54472.10465346085 +630.0,8.636495537395492,2020-07-21,2020-10-02,54472.10465346085 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_timeseries.csv new file mode 100644 index 000000000..3bb77f3d6 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,2789.70517,2789.70517,0,4700.00000,104,106,0,2,0.00000,0.00000,400.00000,4700.00000,0,,48,235,235,0.00000,,0,0,0,0 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(g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-18,2021-03-18,2021-03-18,0.0,1071.2895406520795,,0.033970368488460155,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,active,42,42,0,2021-11-20,,2022-11-20,0.0,5.715051516700178,,0.0015749149902723153,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,627.1793510627074,,0.01988772675871091,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,381.1680800548751,,0.012086760529391016,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-31,2019-05-31,2019-05-31,0.0,1328.6660764083033,,0.04213172489879196,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,6963.5454143559145,,0.2208125765587238,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-21,2020-07-20,2020-07-20,0.0,88.48383145482428,,0.0028058038893589636,,,,True,natural,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,567.7801099848899,,0.018004189180139837,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,362,362,0,2016-12-29,2017-12-29,2017-12-29,0.0,15610.059890542258,,0.49909389357422296,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-16,2020-12-15,2020-12-15,0.0,6205.677470207289,,0.19678074169860757,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,11081.041496594258,,0.3513775208204673,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-09-06,2019-09-06,2019-09-06,0.0,2397.2410406575777,,0.07601601473419513,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,337.51526915293636,,0.010702538976183928,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,active,336,336,0,2021-01-30,,2022-01-30,0.0,19022.10612584198,,0.6552478135279561,,,,False,,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_0,active,193,193,0,2021-06-22,,2022-06-22,0.0,38.41678099220103,,0.0023038272999544853,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,32187.714637605277,,1.0206657355912379,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-23,2020-01-23,2020-01-23,0.0,35593.75632741406,,1.1286706090631045,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,active,156,156,0,2021-07-29,,2022-07-29,0.0,6662.430962363744,,0.4943042914859139,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,15527.83613999158,,0.49238445395711494,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-20,2020-08-19,2020-08-19,0.0,162.97114997562454,,0.005167781265081955,,,,True,natural,N/A,N/A,True +0000000004,1157.0,0,Placeholder_Rep_2,active,222,222,0,2021-05-24,,2022-05-24,0.0,191.98935759981373,,0.010009455163487118,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,474.267533831833,,0.017426055769835132,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,72712.98958073859,,2.3057137741228626,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,873.5859181618666,,0.027701227744858784,,,,True,natural,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,212.6030934573212,,0.006741599868636516,,airH,2021-01-01,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,0,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,285,285,0,2016-10-13,2017-10-13,2017-10-13,0.0,586.3900211583175,,0.023813759793628878,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,877.3060374728733,,0.02781919195436559,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,112,112,0,2016-04-23,2017-04-23,2017-04-23,0.0,2328.1305580690837,,0.2405888886893481,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,260,260,1463,2020-05-04,2021-01-19,2021-05-04,409.1184894451696,1013.0553071975628,,0.04509683525630176,5.862120167854755,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,33,33,1463,2020-12-17,2021-01-19,2021-12-17,335013.8954818002,33299.57394849219,,11.679143500453208,5.862120167854755,airH,2021-01-01,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,3.4889255889255955,,0.00011063310467166399,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,105,105,0,2021-09-18,,2022-09-18,0.0,93.36700190284246,,0.01029177710569251,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-31,2018-07-31,2018-07-31,0.0,2223.556647827345,,0.070508518766722,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-30,2019-08-30,2019-08-30,0.0,2231.835289883309,,0.07077103278422467,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,active,251,251,0,2021-04-25,,2022-04-25,0.0,323.14208884989347,,0.014900679174500766,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,35747.6631149292,,1.133550961280099,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,active,299,299,0,2021-03-08,,2022-03-08,0.0,502.781833389686,,0.019462321681441457,,,,False,,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,active,31,31,0,2021-12-01,,2022-12-01,0.0,31.041896402817986,,0.011589716398901578,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,1426.5508772956805,,0.0452356315733029,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,353.8097807662946,,0.011219234549920552,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-28,2021-02-27,2021-02-27,0.0,498.2801165586952,,0.015800358845722198,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,1648.7642784097206,,0.24783012842858954,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,1875.589411105627,,0.059474550073110956,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1350.262470025269,,0.04281654204798544,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,756.6926002599885,,0.023994564949898163,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-21,2021-07-21,2021-07-21,0.0,1005.2117248313634,,0.03187505469404374,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,3376.5689366183105,,0.10707029859900781,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-15,2020-05-14,2020-05-14,0.0,2621.450938915352,,0.08312566396865016,,,,True,natural,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,active,44,44,0,2021-11-18,,2022-11-18,0.0,41.04693322880002,,0.010797278311447816,,,,False,,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,active,31,31,0,2021-12-01,,2022-12-01,0.0,177.50438058175683,,0.06627254352664158,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,142.4094253894687,,0.004515773255627496,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,7592.587019087603,,0.2407593549938991,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,5996.824569719645,,0.19015805966893853,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,active,208,208,0,2021-06-07,,2022-06-07,0.0,799.5431522502585,,0.04449024841136143,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,18,18,2,2016-03-17,2017-01-19,2017-03-17,1038.2060182827313,327.85453208928357,,0.21081181332901464,0.1066680825151274,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,18,18,2,2016-12-16,2017-01-19,2017-12-16,72.19241969274668,3.9258717657687017,,0.002524351701240163,0.1066680825151274,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,2.8335425334048354,,8.985104431141664e-05,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,613.3884098956902,,0.053378969115122014,,airH,2017-01-01,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-02-06,2019-02-06,2019-02-06,0.0,17696.494937035328,,0.5611521732951334,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,16842.998169936036,,0.5340879683515993,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,24.88532062257242,,0.0007891083403910584,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,4869.621590561865,,0.15441468767636557,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,active,247,247,0,2021-04-29,,2022-04-29,0.0,4618.971872421191,,0.21643855302618414,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-05-24,2017-01-19,2017-05-24,6498.424544247321,935.7731343716141,,0.6017059763191963,3.904031848662141,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-09-30,2017-01-19,2017-09-30,158147.8440020892,11207.327527707112,,7.2063577210050855,3.904031848662141,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-17,2019-03-17,2019-03-17,0.0,19.679141710436177,,0.0006240214900569564,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-28,2020-12-27,2020-12-27,0.0,31008.0301385926,,0.9832581855210742,,,,True,natural,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,active,134,134,0,2021-08-20,,2022-08-20,0.0,297.44599273643416,,0.0256915071117014,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-08-23,2017-01-19,2017-08-23,1967.373188062997,163.94776567191644,,0.10541908800920552,0.10541908800920552,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,1322.3055681731612,,0.041930034505744576,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,718.8758747879942,,0.022795404451674092,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,15283.489518219018,,0.48463627340877147,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,3658.2326134383393,,0.11600179520035322,,,,True,natural,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-27,2019-10-27,2019-10-27,0.0,642.2125422649345,,0.020364426124585694,,,,True,natural,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-01,2020-06-30,2020-06-30,0.0,514.4698204879495,,0.016313730989597586,,,,True,natural,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-23,2020-08-22,2020-08-22,0.0,923.4262577321806,,0.029281654545033627,,,,True,natural,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-09,2020-12-08,2020-12-08,0.0,20576.64453554821,,0.6524811179461,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,active,342,342,0,2021-01-24,,2022-01-24,0.0,2939.681474873719,,0.09948564662097002,,,,False,,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,active,250,250,0,2021-04-26,,2022-04-26,0.0,37157.78599764028,,1.720267870261124,,,,False,,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,active,118,118,0,2021-09-05,,2022-09-05,0.0,750.2434250984074,,0.07358790657352553,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,4101.740974425949,,0.1300653530703307,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,active,332,332,0,2021-02-03,,2022-02-03,0.0,19080.956611008824,,0.6651939916265347,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,8365.23992021941,,0.26526001776444097,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-10,2019-11-10,2019-11-10,0.0,800.3220461619121,,0.02537804560381507,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,1514.0603435274072,,0.04801053854412123,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,50.86184285294499,,0.001612818456777809,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-20,2019-11-20,2019-11-20,0.0,21409.3841576617,,0.6788871181399575,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-03,2020-05-02,2020-05-02,0.0,7163.436231252911,,0.22715107278199237,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,47.89726006702678,,0.0022719935900039263,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-06,2019-11-06,2019-11-06,0.0,2058.384154428059,,0.0652709333595909,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,851.4681908872773,,0.026999879213827918,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,412.81914974618934,,0.013090409365366226,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-18,2020-12-17,2020-12-17,0.0,187.65414739317248,,0.005950473978728199,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,active,257,257,0,2021-04-19,,2022-04-19,0.0,89.2036050851935,,0.004017311801285916,,,,False,,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,active,50,50,0,2021-11-12,,2022-11-12,0.0,281.25115882068854,,0.06510443491219642,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,91,91,0,2016-04-02,2017-04-02,2017-04-02,0.0,13023.813764095745,,1.656467969588897,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,20.624243922360247,,0.0009625263180611673,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-19,2019-12-19,2019-12-19,0.0,1037.2910103086056,,0.032892282163514884,,,,True,natural,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,active,173,173,0,2021-07-12,,2022-07-12,0.0,8300.418694544594,,0.5553159584768114,,,,False,,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-19,2020-12-18,2020-12-18,0.0,208.0429115267841,,0.006596997448211063,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,445.76261055461447,,0.014135039654826688,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-03,2021-11-03,2021-11-03,0.0,12.34080278807316,,0.0003913242893224619,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-23,2021-06-23,2021-06-23,0.0,34.97740836695366,,0.0011091263434472875,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,326,326,0,2016-11-23,2017-11-23,2017-11-23,0.0,8665.608109297691,,0.30765763850892164,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-30,2020-07-29,2020-07-29,0.0,266.508107859172,,0.00845091666220104,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-17,2021-12-17,2021-12-17,0.0,6158.619121471345,,0.19528853124909135,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,active,136,136,0,2021-08-18,,2022-08-18,0.0,2463.975655434507,,0.20969291729936912,,,,False,,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-13,2018-04-13,2018-04-13,0.0,10115.031132631397,,0.3207455331250443,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2536.9417927747045,,0.08044589652380468,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,538.6045137040411,,0.05068169543285542,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,151.69044519375444,,0.00860625710294994,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-11,2018-05-11,2018-05-11,0.0,21201.092151410616,,0.6722822219498545,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-12,2020-03-11,2020-03-11,0.0,230.26824761098376,,0.007301758232210292,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,99.27495065347998,,0.0031479880344203437,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,active,177,177,0,2021-07-08,,2022-07-08,0.0,1477.5076381157821,,0.09661459236475872,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,8.5716185428477,,0.003968341917985046,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,596.6658674854888,,0.018920150541777293,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-26,2019-05-26,2019-05-26,0.0,5203.52742246278,,0.16500277214810943,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-26,2021-05-26,2021-05-26,0.0,778.0260339930423,,0.024671043695872728,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,active,315,315,0,2021-02-20,,2022-02-20,0.0,1014.591744889632,,0.03727923812792592,,,,False,,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,active,280,280,0,2021-03-27,,2022-03-27,0.0,4201.385534171666,,0.1736683835223076,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,3653.3484930879777,,0.1705005083766417,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,629.4478855044224,,0.0199596615139657,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,2536.034945386622,,0.08041714058176756,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-07,2021-09-07,2021-09-07,0.0,36490.50898054857,,1.1571064491548886,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,active,210,210,0,2021-06-05,,2022-06-05,0.0,1030.727421171478,,0.056808169156276345,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,293.11841408994434,,0.009294723937403104,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-28,2018-07-28,2018-07-28,0.0,338.9332191203973,,0.010747501874695501,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,844.0404709761691,,0.02676434776053301,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,86.24268297533918,,0.0027347375372697605,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,2347.9072891296582,,0.07445165173546608,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,active,284,284,0,2021-03-23,,2022-03-23,0.0,1701.8737831201433,,0.0693577930653423,,,,False,,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,active,41,41,0,2021-11-21,,2022-11-21,0.0,1462.5588673654763,,0.4128723089898025,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-21,2020-05-20,2020-05-20,0.0,184.50385843387232,,0.00585057897114004,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,888.3394092798032,,0.02816905787924287,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,active,17,17,0,2021-12-15,,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,877.2282551801298,,0.027816725494042675,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,31.470404385572003,,0.07284815829993518,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,5868.000288672942,,0.1860730685144895,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,active,283,283,0,2021-03-24,,2022-03-24,0.0,1323.9207609673304,,0.054145430938658645,,,,False,,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,active,117,117,0,2021-09-06,,2022-09-06,0.0,16.90469292399463,,0.0016722749410409377,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-03,2021-08-03,2021-08-03,0.0,19512.981153106084,,0.6187525733481127,,,,True,natural,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,active,345,345,0,2021-01-21,,2022-01-21,0.0,11309.37313600662,,0.3794073113260406,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,7059.316402542204,,0.2238494546721906,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,3024.8541679133687,,0.09591749644575623,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-20,2021-05-20,2021-05-20,0.0,1516.8609101630968,,0.04809934392957562,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,197,197,0,2016-07-17,2017-07-17,2017-07-17,0.0,56.482879693374905,,0.003318462098924545,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,12324.608261927831,,0.39081076426711786,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,111.91955081122428,,0.003548945675140293,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,848.2179366960789,,0.026896814329530658,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,51,51,0,2016-02-22,2017-02-21,2017-02-21,0.0,424.56434586584487,,0.09635174878945281,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,1372.7354548455955,,0.043529155721892296,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-10,2020-11-09,2020-11-09,0.0,54.50635846443433,,0.0017283852886997187,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,5916.254484892911,,0.18760319903896852,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,20.435343005786805,,0.0006480004758303781,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,39119.53460352389,,1.240472304779423,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,63497.511897013355,,2.0134928937409104,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,249.62748413387234,,0.01128596481363355,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-08,2018-06-08,2018-06-08,0.0,1569.570727745771,,0.04977076128062439,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,83.73578229336975,,0.0026552442381205525,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-18,2020-01-18,2020-01-18,0.0,21241.721087619924,,0.6735705570655734,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,182.22449347020952,,0.013099874444315728,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,active,143,143,0,2021-08-11,,2022-08-11,0.0,5213.285778574607,,0.4219507396541219,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,136,136,0,2021-08-18,,2022-08-18,0.0,56.199423537876285,,0.004782766845203251,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,31.43365938438425,,0.0025090724285108754,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,4698.935736251725,,0.1490022747416199,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,1386.2455713809168,,0.21681768821648473,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,659.4887926706631,,0.03453833546331192,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-20,2020-05-19,2020-05-19,0.0,43032.809477453266,,1.3645614370070163,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,5215.543455931471,,0.8048678172733751,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,171,171,0,2016-06-21,2017-06-21,2017-06-21,0.0,36.681664353026086,,0.0024827853823523177,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-31,2020-05-30,2020-05-30,0.0,1305.3794147884846,,0.04139330970283119,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,1362.0417087453006,,0.043190059257524754,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,723.9458420311639,,0.022956172058319506,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,278.8767685779394,,0.07016826906651051,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-20,2021-12-20,2021-12-20,0.0,1439.496634206571,,0.04564613883201962,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,5538.389075314511,,0.17562116550337742,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,6570.875352708743,,0.20836109058563998,,,,True,natural,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,active,352,352,0,2021-01-14,,2022-01-14,0.0,2081.241902374632,,0.0684330907504285,,,,False,,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,11361.34118124519,,0.9961894273678794,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-27,2018-07-27,2018-07-27,0.0,49376.99525227914,,1.5657342482331031,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,385.71036439644604,,0.01223079542099334,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,678.4969557936275,,0.021514997329833443,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,6651.2625508236015,,0.21091015191601983,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,5008.42594168916,,0.6587260550411879,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,active,121,121,0,2021-09-02,,2022-09-02,0.0,1485.0988730714228,,0.14205491210126098,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,1403.532161229572,,0.14125726260362037,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,731.360539006645,,0.023191290557034654,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,3711.914142797913,,0.11770402532971565,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,481.0460035782285,,0.015253868708086898,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,314.27013468598886,,0.01855809090880036,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,21730.012245136284,,0.6890541680979289,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,1804.5308554300261,,0.05722129805397089,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,87466.89941089967,,2.77355718578449,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,active,272,272,0,2021-04-04,,2022-04-04,0.0,4515.323239294523,,0.1921348736764077,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,1171.547828032571,,0.27119162685939147,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,1484.6466533540918,,0.04707783654725049,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,364,364,0,2016-12-31,2017-12-31,2017-12-31,0.0,101505.63814287161,,3.227565315389436,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,412.2961533087959,,0.05186898063969352,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,688.3932609971919,,0.021828807109246316,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,733.7961874536193,,0.023268524462633788,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-26,2018-09-26,2018-09-26,0.0,4502.603781736844,,0.14277662930418708,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,1540.0783855921877,,0.04883556524582026,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-02,2021-08-02,2021-08-02,0.0,2474.5480846973937,,0.07846740501957743,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,3829.6463465557476,,0.12143728902066678,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,57315.759221265755,,1.817470802297874,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,1184.9042122425778,,0.03757306609089858,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,1139.9909142049592,,0.03614887475282087,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,941.993093601803,,0.029870405048256055,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,801.5271019237002,,0.025416257671350206,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,6030.592829530434,,0.19122884416319236,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,632.3377090165206,,0.020051297216404126,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,2516.0627407533857,,0.07978382612739046,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,207.39925745768366,,0.006576587311570385,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,593.8041884570354,,0.018829407295060732,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,277.93370070356417,,0.008813219834587905,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-22,2019-09-22,2019-09-22,0.0,1643.4708124971773,,0.05211411759567407,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,809.6659766023363,,0.025674339694391687,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,16498.929759974333,,0.5231776306435291,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,945.4942391359764,,0.02998142564484958,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,34062.49148749164,,1.0801145195171118,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,120.35859682298654,,0.003816546068714692,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,active,194,194,0,2021-06-21,,2022-06-21,0.0,4100.106788858564,,0.2446130911642423,,,,False,,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,active,174,174,0,2021-07-11,,2022-07-11,0.0,21171.477276474245,,1.408277277330396,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-02-21,2017-01-19,2017-02-20,23984.263582887525,13491.148265374231,,8.674863853764295,8.674863853764295,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-04,2020-01-04,2020-01-04,0.0,264.74962463768,,0.008395155525040587,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,3282.807006402658,,0.1040971272958732,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,742.4610085484163,,0.02354328413712634,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,active,210,210,0,2021-06-05,,2022-06-05,0.0,1900.0032112244792,,0.10471799003662252,,,,False,,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,4106.884255182511,,0.13022844543323536,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,307.63766476563137,,0.009755126356089274,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,522.5972662263598,,0.01657145060332191,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,2230.4606043800786,,0.07072744179287413,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-29,2018-07-29,2018-07-29,0.0,266.3196643659875,,0.008444941158231465,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,active,289,289,0,2021-03-18,,2022-03-18,0.0,659.8333821240934,,0.02642546865484803,,,,False,,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,9782.7726016348,,0.31020968422231104,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,189.48813172783127,,0.0060086292404817115,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,27.295320636234784,,0.0008655289395051618,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,4229.682578608595,,0.13412235472503153,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,85,85,0,2016-03-27,2017-03-27,2017-03-27,0.0,11419.571506879838,,1.5549525472330932,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,19122.592119388384,,0.6063734182961816,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,1187.7737339408739,,0.03766405802704445,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,112.21887102176922,,0.0035584370567532096,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,3101.976993584982,,0.13151103113489443,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,905.1291755714966,,0.028701457875808488,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-30,2018-12-30,2018-12-30,0.0,656.1476095654032,,0.020806304209963315,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,active,184,184,0,2021-07-01,,2022-07-01,0.0,678.26675997692,,0.04266472674975593,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-13,2019-05-13,2019-05-13,0.0,5327.409388349168,,0.16893104351690663,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-24,2019-10-24,2019-10-24,0.0,12320.617326738204,,0.3906842125424342,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,264.61166086786557,,0.014446391338436055,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,183.31956241985193,,0.0058130251908882526,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,285.4005387575963,,0.00904999171605772,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,170.14243156914864,,0.005395181112669604,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,605.9100450379821,,0.01921328148902784,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,23847.072498119825,,0.7561857083371328,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-12,2021-08-12,2021-08-12,0.0,3110.8318374237024,,0.09864383046117776,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,1136.691012645618,,0.03604423556080727,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-21,2020-03-20,2020-03-20,0.0,2254.517403161349,,0.07149027787802349,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,57172.70245346412,,1.8129345019490144,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-24,2021-03-24,2021-03-24,0.0,81.83704329260354,,0.0025950356193747953,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,272,272,0,2016-09-30,2017-09-30,2017-09-30,0.0,138.82124092152168,,0.00590708575544329,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-16,2018-01-16,2018-01-16,0.0,12668.84808863751,,0.40172653756460897,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,3604.444573222818,,0.11429618763390466,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-06,2018-06-06,2018-06-06,0.0,1070.8910698311922,,0.03395773306161822,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,6485.272163238585,,0.2056466312543945,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,38.82115058197621,,0.028082429529786034,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-10-22,2021-10-22,2021-10-22,0.0,169.91602577006262,,0.005388001831876668,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,721.2114263849993,,0.02286946430698247,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-06-22,2021-06-22,2021-06-22,0.0,1817.4385391355706,,0.057630598019265934,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,13.728619824281667,,0.0004353316788521583,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8128.456687021163,,0.2577516706944813,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,853.542083507088,,0.02706564191739878,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,735.593652663955,,0.02332552171055159,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,1221.1119104792788,,0.03872120467019529,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,99.12992829510299,,0.0031433894056032145,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,3100.9767041886544,,0.09833132623632213,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,active,166,166,0,2021-07-19,,2022-07-19,0.0,5166.250053739953,,0.36020819763358664,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,60.23582479698713,,0.0019100654742829504,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,4291.047602153746,,0.1360682268567271,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,6219.313584858066,,0.19721314005765048,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,993.0863555261236,,0.140171402936727,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,49.79538404435775,,0.003894158537002452,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1111.1505401315871,,0.03523435249022029,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-08,2021-05-08,2021-05-08,0.0,702.2311617772548,,0.022267604064474086,,,,True,natural,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,active,254,254,0,2021-04-22,,2022-04-22,0.0,989.0593053363068,,0.045068683715018355,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,3966.1848064155724,,0.1257668951806054,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,4191.488304889802,,0.13291122225043764,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-27,2020-08-26,2020-08-26,0.0,12565.378624749945,,0.3984455423880627,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,active,296,296,0,2021-03-11,,2022-03-11,0.0,303.0202900286846,,0.011848578657903395,,,,False,,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,active,110,110,0,2021-09-13,,2022-09-13,0.0,1817.2358865391848,,0.19120747964427448,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,191,191,184,2017-01-10,2017-07-20,2018-01-10,4750.543725351927,5214.677307713897,,0.3159950860307529,0.3159950860307529,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,10116.11200967852,,0.3207798075113686,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,6663.229135574981,,0.21128960982924216,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-17,2021-11-17,2021-11-17,0.0,1343.6863459816007,,0.042608014522501285,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,active,261,261,0,2021-04-15,,2022-04-15,0.0,2713.102892148102,,0.12031284997818671,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,2975.916200493671,,0.09436568367876937,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,2300.322920518752,,0.07294276130513547,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-05,2021-02-04,2021-02-04,0.0,6950.789094352422,,0.2204080763049347,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,186,186,184,2017-01-15,2017-07-20,2018-01-15,1247.9292914546572,1296.7309955897556,,0.08069064837152501,0.08069064837152501,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-15,2019-06-15,2019-06-15,0.0,4752.746658954853,,0.1507086079069905,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,33,33,184,2017-06-17,2017-07-20,2018-06-17,554089.078388517,55075.11923741283,,19.316469990675095,19.316469990675095,airH,2017-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,913.2802745116123,,0.028959927527638644,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,52499.59302768653,,1.6647511741402374,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,147,147,0,2016-05-28,2017-05-28,2017-05-28,0.0,676.2005032807696,,0.05324078036665167,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,736.4271283696709,,0.02335195105180336,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,369.57186022709476,,0.011719046810854094,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,9348.860816946335,,0.29645043179053576,,,,True,natural,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,active,252,252,0,2021-04-24,,2022-04-24,0.0,444.3825468791022,,0.020409986169858823,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,241,241,458,2017-08-22,2018-04-20,2018-08-22,1532.8357852912595,2979.1405181870446,,0.1430738300189721,0.15058352207295173,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,72,72,458,2018-02-07,2018-04-20,2019-02-07,4002.161334266094,983.4662664408148,,0.1580932141269314,0.15058352207295173,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,134.079017363582,,0.0042516177499867455,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-09,2020-03-08,2020-03-08,0.0,4435.42418209416,,0.14064637817396497,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-22,2021-07-22,2021-07-22,0.0,5362.648148617829,,0.17004845727479162,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,54,54,458,2018-02-25,2018-04-20,2019-02-25,168221.03196042092,29208.79654618241,,6.260458793334707,6.260458793334707,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-06,2021-11-06,2021-11-06,0.0,507.0526374476434,,0.016078533658283975,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-27,2018-03-27,2018-03-27,0.0,509.3039045387234,,0.016149920869442013,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-07,2018-07-07,2018-07-07,0.0,896.1485245597943,,0.028416683300348623,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,363.6432592523441,,0.011531052107190007,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,9379.814622027798,,0.2974319705107749,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-17,2018-03-17,2018-03-17,0.0,1434.3850467872846,,0.04548405145824722,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-18,2020-02-18,2020-02-18,0.0,26835.3557139296,,0.850943547499036,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,6798.231221698901,,0.21557049789760593,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,active,95,95,0,2021-09-28,,2022-09-28,0.0,2367.4719789559113,,0.2884346952918995,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,airH,2017-01-01,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-14,2020-01-14,2020-01-14,0.0,613.4350788018493,,0.019451898744350878,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-29,2020-06-28,2020-06-28,0.0,275.316328853791,,0.008730223517687437,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-02-12,2017-01-19,2017-02-11,52.19576573241965,40.848860138415375,,0.026265985171306183,4.127336152654283,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-07-28,2017-01-19,2017-07-28,135077.51815137325,12796.817509077464,,8.228406320137259,4.127336152654283,airH,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,339.5865751669126,,0.010768219659021834,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,342,342,0,2016-12-09,2017-12-09,2017-12-09,0.0,1822.2489541811851,,0.06166913560554693,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,353,353,0,2016-12-20,2017-12-20,2017-12-20,0.0,66.04816037360212,,0.0021655702567149994,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,135.47595535720706,,0.004295914363178813,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,278,278,0,2016-10-06,2017-10-06,2017-10-06,0.0,449.1056108092619,,0.01869777556326863,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,294.1018634389262,,0.009325908911685889,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,4496.162093267156,,0.14257236470278906,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-21,2019-08-21,2019-08-21,0.0,52.1048947861768,,0.0016522353750056064,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,512.8238242338251,,0.016261536790773246,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,active,229,229,0,2021-05-17,,2022-05-17,0.0,106.66503290734968,,0.0053910436331144704,,,,False,,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,127326.8494765544,,4.037507910849644,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,108.0935032178747,,0.003427622501835195,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,464.7874923479354,,0.014738314699008607,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,842.1494861205359,,0.026704385024116435,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-25,2018-06-25,2018-06-25,0.0,1258.1063013485284,,0.03989428910922528,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-24,2020-06-23,2020-06-23,0.0,998.8015177951519,,0.031671788362352606,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,2709.0589363611693,,0.08590369534377122,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,3521.5756185996956,,0.11166843032089344,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,3387.957017128014,,0.10743141226306487,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,30.470289480836975,,0.0009662065411224306,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,22776.669317938835,,0.7222434461548337,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,907.0040394784284,,0.028760909420295168,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,38.885787583973155,,0.0012330602354126445,,,,True,natural,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,7747.352810561008,,0.24566694604772343,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,12590.392097535423,,0.39923871440688175,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,2803.969322853058,,0.08891328395652771,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,187,187,0,2016-07-07,2017-07-07,2017-07-07,0.0,210.74313019327707,,0.013043618178926337,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,34.68577731481129,,0.0015440605998402461,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,3934.835222196734,,0.12477280638624852,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,809.3507185270935,,0.025664342926404533,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,1008.9481756212829,,0.03199353677134966,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,2544.382902905639,,0.21813982363731474,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,147.1868296115768,,0.004667263749732902,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,56.74167076053371,,0.001799266576627781,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-26,2018-10-26,2018-10-26,0.0,23592.771012440455,,0.7481218611250778,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,822.4775548030955,,0.026080592174121495,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,93995.21920902924,,2.98056884858667,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,3234.4187764204125,,0.10545183804187573,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,338,338,458,2017-05-17,2018-04-20,2018-05-17,83.53467777562003,1045.7304106725767,,0.03580876104921983,1.5401362982657059,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,243,243,458,2017-08-20,2018-04-20,2018-08-20,47277.90628413391,94168.28874626673,,4.4852294213090005,1.5401362982657059,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,65,65,458,2018-02-14,2018-04-20,2019-02-14,2575.6888664162248,558.0659210568488,,0.09937071243889756,1.5401362982657059,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,163.8008875699575,,0.005194092071599363,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,active,244,244,0,2021-05-02,,2022-05-02,0.0,373.91265732833546,,0.017736445873573894,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,2775.81614087715,,0.14278889613565585,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,29,29,458,2018-03-22,2018-04-20,2019-03-22,39039.39704057599,3369.4717683830463,,1.3447764081988531,1.3447764081988531,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,103,103,458,2018-01-07,2018-04-20,2019-01-07,13564.455362173965,5332.591230167628,,0.5992214165506593,0.5992214165506593,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-10,2019-08-10,2019-08-10,0.0,1778.1324196687178,,0.05638420914728304,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,113,113,0,2016-04-24,2017-04-24,2017-04-24,0.0,667.0353435681196,,0.06832138474763598,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,35.322483853738966,,0.0028994684014429805,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-22,2020-12-21,2020-12-21,0.0,7792.744615435154,,0.24710631073805026,,,,True,natural,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,13573.752684272886,,0.7410548067496989,,,,False,,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,169,169,458,2017-11-02,2018-04-20,2018-11-02,9562.242771613355,8244.9950428707,,0.5646638069027161,0.5646638069027161,airH,2018-04-02,True,OGI_FU,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,21550.759006401397,,0.6833700851852295,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,1074.5125526811028,,0.03407256952946165,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,216,216,0,2016-08-05,2017-08-05,2017-08-05,0.0,142.41199807947558,,0.007630958401892337,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,9955.199356092811,,0.31567730073861017,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-23,2020-04-22,2020-04-22,0.0,28030.73454422488,,0.8888487615494952,,,,True,natural,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,active,87,87,0,2021-10-06,,2022-10-06,0.0,776.9212935122096,,0.10335798391765239,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,131,131,0,2016-05-12,2017-05-12,2017-05-12,0.0,188.80387974855768,,0.01668114572276626,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,2473.0155000143513,,0.14985792975654155,,,,True,natural,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,2072.568122683788,,0.06572070404248438,,,,True,natural,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,3214.600885625463,,0.10193432539400885,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,141.62888200423984,,0.004491022387247585,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-10,2019-10-10,2019-10-10,0.0,8794.00183265717,,0.2788559688184034,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,41517.11362308158,,1.316499036754236,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,active,128,128,0,2021-08-26,,2022-08-26,0.0,73.61368913619766,,0.006656330397876669,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,125.82675171522956,,0.003989940122882723,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,15633.271610967193,,0.49572779080946194,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,158,158,0,2016-06-08,2017-06-08,2017-06-08,0.0,4209.948447711754,,0.3083940201382848,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-04,2018-09-04,2018-09-04,0.0,23.605623756580055,,0.0007485294189681651,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,10834.367888807863,,0.343555552029676,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-29,2019-01-29,2019-01-29,0.0,1570.289767674718,,0.04979356188719933,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,active,182,182,0,2021-07-03,,2022-07-03,0.0,993.3486698082683,,0.0631708301414497,,,,False,,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,321,321,0,2016-11-18,2017-11-18,2017-11-18,0.0,297.2345735114188,,0.010717180595629209,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,25444.119839997304,,0.8068277473362918,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,145.96320842079842,,0.008006582873705372,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,1338.6415066946458,,0.04244804371812043,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,211.9947614222033,,0.006853751597810731,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,3039.1766206205084,,0.09637165844179693,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,1049.6354866910835,,0.03328372294175176,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,active,133,133,0,2021-08-21,,2022-08-21,0.0,6556.898963548417,,0.5706017616566083,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,19563.59205888516,,2.1161725574252723,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-19,2021-03-19,2021-03-19,0.0,11042.824286536927,,0.3501656610393495,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,8557.464869030726,,0.2713554309053376,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,316.79852466727215,,0.010045615317962713,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,5875.471362127751,,0.18630997469963692,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-22,2019-02-22,2019-02-22,0.0,265.5631403153015,,0.008420951937953497,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,429.1460603773428,,0.013608132305217615,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,694.2676766261349,,0.02201508360686627,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,active,229,229,0,2021-05-17,,2022-05-17,0.0,572.3860489927689,,0.028929425895235367,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,969.2312705812421,,0.157999359445299,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,7987.141060635645,,0.2532705815777411,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-26,2018-12-26,2018-12-26,0.0,491.07041638369355,,0.015571740752907584,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,142504.28771818517,,4.51878132033819,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-26,2018-04-26,2018-04-26,0.0,5.718353049675741,,0.00018132778569494357,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,6313.94821225968,,0.20021398440701674,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,13475.267843728834,,0.4272979402501532,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,active,346,346,0,2021-01-20,,2022-01-20,0.0,521.7667372224788,,0.01745366146243038,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,282,282,0,2016-10-10,2017-10-10,2017-10-10,0.0,3958.829973798911,,0.16248152965749402,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,1301.655470545416,,0.04127522420552435,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-25,2021-02-24,2021-02-24,0.0,1773.2930973283935,,0.05623075524252897,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,13695.378603108935,,0.43427760664348475,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,735.4427007370784,,0.023320735056350787,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-09,2018-10-09,2018-10-09,0.0,3936.855418694466,,0.12483686639695796,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,4135.860635484627,,0.13114728042505794,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-23,2019-05-23,2019-05-23,0.0,32316.18458642576,,1.0247394909445002,,,,True,natural,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-26,2019-09-26,2019-09-26,0.0,5909.498327191756,,0.18738896268365537,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-18,2019-04-18,2019-04-18,0.0,2605.635999018045,,0.08262417551427083,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,63.87388754696356,,0.0020254276873085857,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,321.46119468999086,,0.01019346761447206,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,748.7366447714641,,0.3466373355423445,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,3786.897822525122,,0.12008174221604269,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-16,2021-04-16,2021-04-16,0.0,6319.677328115714,,0.20039565347906246,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,4500.992707401236,,0.38025418249875265,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,360,360,0,2016-12-27,2017-12-27,2017-12-27,0.0,309.4288307217085,,0.009948200576186615,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,3943.799200833939,,0.1250570522841812,,,,True,natural,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,active,252,252,0,2021-04-24,,2022-04-24,0.0,4341.82785211222,,0.19941522689374908,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,active,204,204,0,2021-06-11,,2022-06-11,0.0,6350.256759104169,,0.36028599078069223,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,1594.6401692047446,,0.050565708054437615,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,active,223,223,0,2021-05-23,,2022-05-23,0.0,1678.4983523167891,,0.08711688010280627,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,161.39966882032672,,0.005117949924541055,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,4211.203543944441,,0.13353638837977044,,,,True,natural,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3807.9614977762253,,0.12074966697666874,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,10180.99296942849,,0.3228371692487471,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,319,319,0,2021-02-16,,2022-02-16,0.0,125.9219880878968,,0.004568747390858905,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-03,2021-05-03,2021-05-03,0.0,688.4197005088748,,0.021829645500661934,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,138.30746868490078,,0.004385701061799238,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,614.9325411010951,,0.019499382962363494,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-16,2020-09-15,2020-09-15,0.0,2928.4438808686996,,0.09286034629847474,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,17519.80456326871,,4.608534449513024,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,3192.222448762891,,0.12274757170399944,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,1562.2767412476703,,0.04953947048603724,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,141.07432874838923,,0.004473437618860643,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,661.0627677391321,,0.020962162853219564,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,92357.6494335337,,2.928641851646807,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,4323.478095729112,,0.13709659106193278,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,2024.3239499930673,,0.06419089136203282,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-05,2018-12-05,2018-12-05,0.0,190.36812771858706,,0.006036533730295125,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,active,140,140,0,2021-08-14,,2022-08-14,0.0,1261.2643809254996,,0.10427119551302079,,,,False,,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,active,357,357,0,2021-01-09,,2022-01-09,0.0,176.56915456993923,,0.005724438303050732,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,842.6451608569839,,0.02672010276690081,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,1790.8148571284762,,0.05678636660097908,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,active,263,263,0,2021-04-13,,2022-04-13,0.0,885.5406570085185,,0.03897077247080158,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2178.313205143598,,0.06907385861059101,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,1004.5248399899456,,0.03185327371860558,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-24,2020-07-23,2020-07-23,0.0,1402.7933711028359,,0.0444822859938748,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,708.3524902584726,,0.022461710117277794,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,9043.698218701946,,0.286773789278981,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,21713.18628491171,,0.6885206203992805,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,1117.2601646272744,,0.035428087412077446,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,7028.674919939083,,0.2228778196327715,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,8339.086730758945,,0.2644307055669376,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,1080.2095925481265,,0.03425322147856819,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,222.44102484750707,,0.016717849991545443,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,230,230,0,2016-08-19,2017-08-19,2017-08-19,0.0,183.337063881595,,0.009225898947342742,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-28,2018-03-28,2018-03-28,0.0,4860.451667351192,,0.15412391131884803,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,27.282555424183013,,0.0008651241572863715,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,394.050443874569,,0.012495257606372686,,,,True,natural,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,3486.2728492374513,,0.11054898684796585,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,active,219,219,0,2021-05-27,,2022-05-27,0.0,114.84204803613926,,0.0060693624236924605,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,168,168,0,2016-06-18,2017-06-18,2017-06-18,0.0,10042.859641511066,,0.6918857226570123,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,4108.174934618505,,0.13026937260966848,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-10,2018-08-10,2018-08-10,0.0,35.86842777719354,,0.0011373803835994906,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,3076.0850678820157,,0.09754201762690308,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,360,360,0,2021-01-06,,2022-01-06,0.0,127.90722551049916,,0.004112243618521706,,,,False,,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,active,279,279,0,2021-03-28,,2022-03-28,0.0,5050.208802107944,,0.20950355112952773,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,6673.892198511126,,0.2384077860122001,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,871.7875687105059,,0.027644202457842017,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,890.4928016184193,,0.02823734150235982,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,14002.24812557954,,0.44400837536718474,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-19,2019-11-19,2019-11-19,0.0,2335.804471554177,,0.0740678739077301,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-19,2020-04-18,2020-04-18,0.0,5663.791131964759,,0.17959763863409306,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,1094.8541694693017,,0.0347175979664289,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,130749.79655082255,,4.146048850546123,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,8122.239789645311,,0.25755453417190866,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,5413.297731020317,,0.2599747258250882,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-03,2019-08-03,2019-08-03,0.0,825.757926506388,,0.026184612078462326,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,3906.964550323199,,0.12388903317869097,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,3056.1827865393557,,0.09691092042552496,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,active,354,354,0,2021-01-12,,2022-01-12,0.0,116361.8809023131,,3.8044661835083535,,,,False,,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,active,347,347,0,2021-01-19,,2022-01-19,0.0,601.644927939947,,0.020067674242846986,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,2304.823170754433,,0.07308546330398379,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,128199.0815746652,,4.0651662092423,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,313.7996372060171,,0.009950521220383595,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-16,2018-09-16,2018-09-16,0.0,156.25846453352608,,0.004954923406060568,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2618.6186857424314,,0.0830358538096915,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,4462.662822277572,,0.14151010978810158,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,339,339,0,2021-01-27,,2022-01-27,0.0,145.4580162112749,,0.004966200160168623,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,615.2860023458802,,0.02088377058032883,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-13,2018-12-13,2018-12-13,0.0,118.205942060253,,0.0037482858339755514,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,active,128,128,0,2021-08-26,,2022-08-26,0.0,388.85201369115674,,0.035160953205580575,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,811.3690292338324,,0.025728343139073833,,,,True,natural,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,100,100,0,2016-04-11,2017-04-11,2017-04-11,0.0,3999.8382401410286,,0.4629442407570634,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,207.0141434872412,,0.006564375427677613,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,20049.289442299647,,0.6357587976376092,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,8303.52605191897,,0.26330308383812057,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,559.353224984556,,0.01773697440970814,,,,True,natural,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,657.6388811153274,,0.02085359212060272,,,,True,natural,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,452.8493434169464,,0.014359758479735741,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,active,192,192,0,2021-06-23,,2022-06-23,0.0,205.32255043598613,,0.012377179207416216,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,4194.694355081976,,0.13301288543512102,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,3175.037534416031,,0.20998925492169515,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,5057.975678349195,,0.1964476012284518,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,605.7683312538863,,0.019208787774412935,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,252.41141814368305,,0.008003913563663211,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,352.6052779290064,,0.01118104001550629,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,214,214,0,2021-06-01,,2022-06-01,0.0,5287.332153889336,,0.28596249534275137,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,111019.62048521034,,3.5204090717025096,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,16421.48074395124,,0.5207217384560895,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1971.8401243530573,,0.06252664016847594,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,275.56718387984625,,0.008738178078381731,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,active,210,210,0,2021-06-05,,2022-06-05,0.0,413.29802512415887,,0.02277877122597877,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,265.5882766232574,,0.010599787540838818,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-02-15,2018-02-15,2018-02-15,0.0,201.09784307739238,,0.006376770772367845,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,57.614966715236626,,0.022994479053015892,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,2.5376842902880083,,8.046944096550001e-05,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-02,2019-10-02,2019-10-02,0.0,1316.760756105917,,0.0417542096685032,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,active,302,302,0,2021-03-05,,2022-03-05,0.0,35104.2098951637,,1.3453600186704262,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-28,2020-05-27,2020-05-27,0.0,7091.003545293732,,0.22485424737740142,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,active,123,123,0,2021-08-31,,2022-08-31,0.0,834.8674610233571,,0.07855949460096329,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,59,59,1280,2020-05-22,2020-07-20,2021-05-22,109809.39464337142,21172.39962078076,,4.153405449776515,4.153405449776515,airH,2020-07-02,True,OGI_FU,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,350,350,1280,2019-08-05,2020-07-20,2020-08-04,5942.148773624279,138650.1380512332,,4.5849913376730544,2.3038255657846807,airH,2020-07-02,True,OGI_FU,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,47,47,1280,2020-06-03,2020-07-20,2021-06-03,622.5823692598022,92.01689105412173,,0.022659793896306568,2.3038255657846807,airH,2020-07-02,True,OGI_FU,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,750.8236934864631,,0.02380846313693756,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,431.53998892524965,,0.01368404328149574,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,10465.725486353274,,0.33186597813144575,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,1686.3421880265423,,0.05347355999576808,,,,True,natural,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,10935.073300382062,,0.37780103995239295,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,286.31455400123735,,0.009078974949303568,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,3322.1096092317407,,0.10534340465600395,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,962.2262715757171,,0.030511994912979356,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-15,2021-12-15,2021-12-15,0.0,5651.272698710097,,0.17920068171962508,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,active,205,205,0,2021-06-10,,2022-06-10,0.0,701.4286454337182,,0.03960188829232826,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,43.06357425151434,,0.02769005546007866,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,1056.1930185057395,,0.08858301617902405,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,211.96959816746875,,0.0067215118647726,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,736.615263436038,,0.023357916775622718,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,138.35400973624115,,0.012608815410491503,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,1478.5760908855636,,0.046885340274149014,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-22,2019-06-22,2019-06-22,0.0,125.3935660520902,,0.0039762038956142245,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,9514.780223192243,,0.3017117016486632,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-27,2018-12-27,2018-12-27,0.0,11702.565446818899,,0.37108591599501833,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,13571.879341287799,,0.430361470740988,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,245.30829730423025,,0.007778675079408619,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,928.8523284566132,,0.029453714118994584,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,452.41267073357227,,0.05570486982042605,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,105,105,0,2016-04-16,2017-04-16,2017-04-16,0.0,1323.495602077695,,0.14588796319198577,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,58.44083516479751,,0.0018531467264332035,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,588.7530958576018,,0.018669238199441964,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,active,221,221,0,2021-05-25,,2022-05-25,0.0,1512.049755942698,,0.07918812614916929,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,4017.6064286186893,,0.12739746412413397,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3685.059533897399,,0.11685247126767499,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,8197.82323963828,,0.25995126964860094,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,650.5662194535996,,0.020629319490537784,,,,True,natural,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,active,161,161,0,2021-07-24,,2022-07-24,0.0,10341.205018612096,,0.7434153596310743,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,25.207588037670458,,0.015355499535617968,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,2.4144323680276765,,0.00013243990082651374,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,4077.808721786114,,0.12930646631741863,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,65682.33941932162,,2.0827733199937093,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-24,2020-08-23,2020-08-23,0.0,8075.243657602813,,0.2560642966007995,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,2469.4143190257214,,0.07830461437803529,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,1279.2719204668329,,0.0405654464886743,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,18473.865541736883,,0.585802433464513,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1071.4118943802684,,0.03397424829972947,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,121141.09407639003,,3.841358893847984,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-24,2018-07-24,2018-07-24,0.0,1119.091837821788,,0.03548616938805771,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,13.554753298984606,,0.0006325956400735797,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,4.189179948187912,,0.00013283802473959642,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-04,2021-04-04,2021-04-04,0.0,5822.486810027091,,0.18462984557417209,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,4734.112678628872,,0.1501177282670241,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,1625.8856602080061,,0.054387633142260965,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-03,2019-04-03,2019-04-03,0.0,1121.7763693846905,,0.0355712953254912,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,29.877371902778197,,0.0009474052480586693,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-25,2018-08-25,2018-08-25,0.0,1922.0206577688778,,0.06094687524634949,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,239.42713484951494,,0.007592184641346871,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-19,2019-08-19,2019-08-19,0.0,65250.82985618126,,2.0690902415075234,,,,True,natural,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-19,2020-09-18,2020-09-18,0.0,376.3442741310132,,0.011933798646975304,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,active,12,12,0,2021-12-20,,2022-12-20,0.0,329.5581714640808,,0.3178608906868063,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,272.46758257660235,,0.00863989036582326,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,8659.775564891681,,0.2745996817888026,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1681.4611589540639,,0.09980182567391166,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,514.5382848160347,,0.016315901979199476,,,,True,natural,N/A,N/A,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_air_measurement_based/keptP_air_measurement_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),airH Deployment Cost ($),airH Sites flagged for Follow-Up,airH Leaks tagged for repair,airH Sites Visited,airH Travel Time (Minutes),airH Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4426.13282,4426.13282,0,4700.00000,99,99,0,0,0.00000,0.00000,0.00000,4700.00000,0,,48,235,235,0.00000,,0,0,0,0 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Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000001,299.0,0,Placeholder_Rep_0,active,50,50,0,2021-11-12,,2022-11-12,0.0,71.55984207096695,,0.016564778257168275,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,24.040792360239468,,0.0007623285248680704,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-17,2018-05-17,2018-05-17,0.0,1579.3403919259836,,0.05008055529953017,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,21884.977542397926,,0.6939680854387977,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,9437.473347223815,,0.29926031669278963,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,257,257,0,2016-09-15,2017-09-15,2017-09-15,0.0,28.809330597983156,,0.0012974370675702168,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,309,309,0,2016-11-06,2017-11-06,2017-11-06,0.0,36398.80412308771,,1.3633736411920065,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,272.08117784716313,,0.008627637552231199,,,,True,natural,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-04,2021-02-03,2021-02-03,0.0,12275.333317487846,,0.3892482660289144,,,,True,natural,N/A,N/A,True +0000000004,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,3136.8462895710168,,0.09946874332734071,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,886.033495410164,,0.028095937830104133,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,14958.322747194798,,0.48768657887306976,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-16,2019-06-16,2019-06-16,0.0,910.7175829326704,,0.02887866511075185,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-23,2020-09-22,2020-09-22,0.0,2292.620417810544,,0.0726985165465038,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,active,211,211,0,2021-06-04,,2022-06-04,0.0,2666.050203961864,,0.14624200258699008,,,,False,,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,active,153,153,0,2021-08-01,,2022-08-01,0.0,1491.2029297054528,,0.11280583769860904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,28.982849770262423,,0.0009190401373117207,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-22,2020-10-21,2020-10-21,0.0,1375.675849726921,,0.04362239503192925,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,314,314,0,2016-11-11,2017-11-11,2017-11-11,0.0,2451.69397641811,,0.09036970601918605,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,569.6084339531344,,0.0180621649528518,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-31,2021-08-31,2021-08-31,0.0,1639.154711212492,,0.05197725492175583,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,86290.36648658401,,2.73624957149239,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,76249.56885099849,,2.4178579671168974,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,active,351,351,0,2021-01-15,,2022-01-15,0.0,3880.897409254876,,0.12797092332933932,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,90277.35732118241,,2.8626762214986807,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-20,2021-11-20,2021-11-20,0.0,121.17522312504725,,0.003842441118881508,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,314,314,0,2021-02-21,,2022-02-21,0.0,13114.794130685099,,0.48341273482414404,,,,False,,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,active,305,305,0,2021-03-02,,2022-03-02,0.0,17.39169658337577,,0.0006599763427206954,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-27,2020-11-26,2020-11-26,0.0,14311.903836217043,,0.45382749353808477,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-25,2021-07-25,2021-07-25,0.0,4.878609625447151,,0.00015469969639292082,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,1508.7899238084337,,0.04784341463116545,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-06,2021-04-06,2021-04-06,0.0,11844.821925201202,,0.3755968393328641,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-17,2021-10-17,2021-10-17,0.0,5513.040637591803,,0.17481737181607696,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,active,207,207,0,2021-06-08,,2022-06-08,0.0,7028.299366237406,,0.3929761230898531,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,3090.468998498433,,0.09799812907465857,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-30,2020-04-29,2020-04-29,0.0,205.63899307608293,,0.0065207696941933955,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-12,2020-12-11,2020-12-11,0.0,4174.481157000043,,0.13237192912861628,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,200.55261862343775,,0.012753905844490088,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-27,2020-12-26,2020-12-26,0.0,37.76687972999079,,0.0011975799001138633,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,1951.3935712071163,,0.06187828422143316,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,266,266,0,2021-04-10,,2022-04-10,0.0,62.99552226758787,,0.0027410332370678375,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-10,2019-07-10,2019-07-10,0.0,46646.18982731977,,1.4791409762595056,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,28438.988422060767,,0.9017944070922363,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-14,2020-02-14,2020-02-14,0.0,32.59693435895942,,0.0010336420078310318,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,1707.0183178043374,,0.054129195770051285,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,active,295,295,0,2021-03-12,,2022-03-12,0.0,1269.034586283857,,0.049789492556648496,,,,False,,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,23519.86416691891,,2.5205615748155554,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,1262.0645224163588,,0.05890011398672522,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,active,119,119,0,2021-09-04,,2022-09-04,0.0,127.45462009403712,,0.012396379950011392,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,15033.915308136473,,0.5102746316707557,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,331.59484738607273,,0.01051480363350053,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,295,295,0,2016-10-23,2017-10-23,2017-10-23,0.0,631.9167466651174,,0.02479271604932193,,,,True,natural,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,active,101,101,0,2021-09-22,,2022-09-22,0.0,1054.717175883395,,0.12086509624626363,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,649.0952388804399,,0.02058267500255073,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-13,2019-11-13,2019-11-13,0.0,95080.56854125789,,3.014985050141359,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-17,2020-07-16,2020-07-16,0.0,13722.494890048532,,0.4351374584617114,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,1631.8357204250176,,0.05174517124635393,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-07,2021-02-06,2021-02-06,0.0,179.8030963339508,,0.0057015187827863635,,,,True,natural,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-08,2021-02-07,2021-02-07,0.0,24552.15779359189,,0.7785438163873634,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,2502.589894641814,,0.09953663511207418,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3809.3336929817324,,0.12079317900119647,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-11,2021-03-11,2021-03-11,0.0,27.540971706781967,,0.0008733184838528021,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,1495.9320647705767,,0.04743569459571844,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,405.9329882644919,,0.012872050617214987,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,active,81,81,0,2021-10-12,,2022-10-12,0.0,3248.661873367108,,0.46420065634532287,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,164.03815910155265,,0.005201615902509914,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,493.538443110356,,0.01565000136702042,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,active,144,144,0,2021-08-10,,2022-08-10,0.0,3594.4995007875063,,0.28890974639817274,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-18,2019-10-18,2019-10-18,0.0,7410.864668436601,,0.2349969770559551,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,27093.11169291633,,0.8591169359752768,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-08-24,2021-08-24,2021-08-24,0.0,291.5388532607725,,0.009244636392084364,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,active,158,158,0,2021-07-27,,2022-07-27,0.0,774.2548703533939,,0.05671698241571392,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,2771.2441812557863,,0.08787557652383898,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,7456.390390037409,,0.2364405882178275,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,1156.2710066019679,,0.036665113096206486,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,55124.687441632304,,1.7479923719442003,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,28936.235193742774,,0.9175619987868713,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-16,2019-11-16,2019-11-16,0.0,427.70041700869245,,0.013562291254715005,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,active,324,324,0,2021-02-11,,2022-02-11,0.0,648.66384281554,,0.02317186224049568,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-12,2019-05-12,2019-05-12,0.0,7845.271912880713,,0.24877194041351827,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,201.20123112082743,,0.006380049185718779,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,1006.7058369629484,,0.03192243267893672,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,448.8061000428827,,0.014231548073404448,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-13,2020-05-12,2020-05-12,0.0,18860.923942182093,,0.5980759748281992,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,645.8827217577442,,0.032361447899518204,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,4185.222341569519,,0.13271252985697357,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-01-20,2019-01-20,2019-01-20,0.0,25527.300976321723,,0.8094654038661123,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,58,58,0,2016-02-29,2017-02-28,2017-02-28,0.0,25.053406883777665,,0.004999482535875172,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,14331.134565824763,,0.45443729597364163,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-02,2021-07-02,2021-07-02,0.0,1101.9720171983101,,0.03494330343728787,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,90.3314970347256,,0.014128424836512388,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,1277.2151786576085,,0.040500227633739484,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-17,2019-08-17,2019-08-17,0.0,15624.487573038123,,0.4954492507939536,,,,True,natural,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-30,2021-12-30,2021-12-30,0.0,14879.998683702697,,0.47184166297890334,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,3131.843403970419,,0.09931010286562718,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-12,2019-07-12,2019-07-12,0.0,1954.8936355322787,,0.06198927053311386,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,1415.053820478966,,0.04487106229321937,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-03,2020-04-02,2020-04-02,0.0,304021.9263786628,,9.640472043970789,,,,True,natural,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,4523.06716604896,,0.1434255189640081,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-11-18,2021-11-18,2021-11-18,0.0,1082.3960770237975,,0.034322554446467445,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,active,249,249,0,2021-04-27,,2022-04-27,0.0,5600.612664012401,,0.2603289390902685,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,89.39524499848136,,0.01544279384302124,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,78.07224764821316,,0.002475654732629793,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,3929.336472863965,,0.12459844218873557,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,2788.7710170975156,,0.08843134884251382,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,6838.347897159884,,0.2168425893315539,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-03,2020-07-02,2020-07-02,0.0,419.7093471191306,,0.013308896090789276,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,active,122,122,0,2021-09-01,,2022-09-01,0.0,4968.262189719073,,0.47133634920680334,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,95.7534996842557,,0.009392017781333932,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,1121.6234913083235,,0.03556644759349072,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-11,2018-07-11,2018-07-11,0.0,65.71894372524889,,0.002083934034920373,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,22312.6309545271,,1.2181511483734657,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,1102.9495558390654,,0.70920110329158,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,4171.356929923403,,0.2145759737614919,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,197.33935379305058,,0.006257589858988158,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,86.78435791454844,,0.0027519139369149045,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-25,2020-07-24,2020-07-24,0.0,15.646204620413105,,0.0004961378938487159,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,5.0928162327185245,,0.000161492143351044,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-17,2021-10-17,2021-10-17,0.0,17232.202981883296,,0.5464295719775271,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,active,44,44,0,2021-11-18,,2022-11-18,0.0,200.94910338965772,,0.052859086539787915,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-15,2018-12-15,2018-12-15,0.0,7366.273142335339,,0.23358298903904545,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,5369.2687835719325,,0.1702583962319867,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,8916.595517631473,,1.5403184628302018,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,305,305,0,2016-11-02,2017-11-02,2017-11-02,0.0,1150.272144198407,,0.043650278696053695,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,17461.215177711634,,0.5536915010689889,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-17,2019-05-17,2019-05-17,0.0,273.65675838845954,,0.008677598883449376,,,,True,natural,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-03,2020-04-02,2020-04-02,0.0,40.300903636986426,,0.0012779332710865811,,,,True,natural,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-04,2021-05-04,2021-05-04,0.0,3279.871657614875,,0.10400404799641282,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,active,233,233,0,2021-05-13,,2022-05-13,0.0,101.07644703856123,,0.005020885344070956,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-03,2021-09-03,2021-09-03,0.0,819.3024400094254,,0.02597990994448964,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,48.560633092073694,,0.0015398475739495717,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,667.2623559015567,,0.021158750504235053,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,active,223,223,0,2021-05-23,,2022-05-23,0.0,2248.3281715247695,,0.11669200358769148,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,97,97,0,2016-04-08,2017-04-08,2017-04-08,0.0,763.0800000734666,,0.09105097366283249,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,1013.188325774079,,0.03212799105067475,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,1768.6994521268161,,0.05608509170873973,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,9877.416418865098,,0.31321081997923317,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,21894.490307179974,,0.694269733231227,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,active,288,288,0,2021-03-19,,2022-03-19,0.0,1867.4994966224494,,0.07505061634445928,,,,False,,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,11747.75911506552,,1.2140128053763146,,,,False,,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-09,2019-06-09,2019-06-09,0.0,15506.06857400564,,0.491694208967708,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,7475.120294244955,,0.23703450958412464,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,7559.171612227075,,0.23969975939329888,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2123.1151839776035,,0.06732354084150188,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-07,2020-01-07,2020-01-07,0.0,974.6118324958287,,0.030904738473358343,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,1041.8364899921319,,0.033036418378745935,,,,True,natural,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-28,2021-01-27,2021-01-27,0.0,90802.33873643116,,2.879323272971561,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,active,349,349,0,2021-01-17,,2022-01-17,0.0,758.9654893413775,,0.02516997935043834,,,,False,,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,active,310,310,0,2021-02-25,,2022-02-25,0.0,97.46473449026546,,0.003638916311613854,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,active,228,228,0,2021-05-18,,2022-05-18,0.0,4.535258376630575,,0.00023022551050959304,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,41.42364471197697,,0.043585484755868015,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,active,199,199,0,2021-06-16,,2022-06-16,0.0,6260.543316219857,,0.3641205632456179,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,18651.261290875947,,0.5914276157685168,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,456.65550503758413,,0.020973669212852004,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,3269.0331917357685,,0.10366036249796322,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-29,2021-09-29,2021-09-29,0.0,363.4653144327428,,0.011525409513975862,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-24,2021-10-24,2021-10-24,0.0,99007.35501881847,,3.1395026325094646,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,190.58674460333702,,0.0060434660262346845,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,1125.8053019038175,,0.03569905193758934,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-30,2021-11-30,2021-11-30,0.0,4290.253503450443,,0.13604304615203078,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,82351.32372157215,,4.474837187096382,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-15,2018-03-15,2018-03-15,0.0,1696.6165139850932,,0.05379935673468712,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,2689.475148817076,,0.08528269751449377,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,60117.5039592977,,1.9063135451324738,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,108.61042100581929,,0.003444013857363625,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,38.02053461745885,,0.0012056232438311405,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,199.41454998516582,,0.0063233938985656326,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-07,2019-12-07,2019-12-07,0.0,4421.65477292748,,0.14020975307355021,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,23.32445453902602,,0.0007396136015672888,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,432.6456320342561,,0.013719102994490615,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,2312.8828686676743,,0.07334103464826466,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,278,278,0,2021-03-29,,2022-03-29,0.0,1138.6357570505352,,0.04740523235788598,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,339,339,0,2016-12-06,2017-12-06,2017-12-06,0.0,245.40169652470843,,0.008378458446844901,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-30,2018-09-30,2018-09-30,0.0,204.8034237057054,,0.006494273963270719,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,207.60190857068895,,0.00658301333620906,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,active,261,261,0,2021-04-15,,2022-04-15,0.0,556.1443126508001,,0.024662281496150847,,,,False,,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,active,248,248,0,2021-04-28,,2022-04-28,0.0,757.7139341579964,,0.03536224677783361,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,178.04814449576813,,0.005645869625056066,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-17,2020-05-16,2020-05-16,0.0,58.01811538893467,,0.001839742370273169,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,388.6523880441379,,0.01232408637887297,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,55.465376533218105,,0.001758795552169524,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,71373.94007513524,,2.263252792844217,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,101.73153864224331,,0.003225885928533844,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,13.674689294487958,,0.0004336215529708256,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,472.45588151390945,,0.02474316456730295,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,5637.96993898709,,0.17877885397599852,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-21,2019-07-21,2019-07-21,0.0,438.54398636544545,,0.013906138583379168,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,2470.95308461819,,0.07835340831488426,,,,True,natural,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-20,2021-01-19,2021-01-19,0.0,28.429214012201285,,0.0009014844625888282,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,active,298,298,0,2021-03-09,,2022-03-09,0.0,13881.157030540227,,0.5391326835749218,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,3853.705221227708,,0.12220019093187809,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,7299.6892563477995,,0.2314716278649099,,,,True,natural,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,76.83958869352509,,0.0024365673735897092,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,170.51226508949875,,0.00540690845666853,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,931.0987448675988,,0.02952494751609585,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-24,2018-10-24,2018-10-24,0.0,188.5980990525266,,0.005980406489489047,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,active,184,184,0,2021-07-01,,2022-07-01,0.0,30494.421138702746,,1.9181776581812817,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,8582.975489717377,,0.272164367380688,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,active,288,288,0,2021-03-19,,2022-03-19,0.0,141.19782730628998,,0.005674424001185136,,,,False,,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-08,2019-04-08,2019-04-08,0.0,978.8698942103558,,0.03103976072458003,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,34181.38774935001,,1.083884695248288,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,448.4031742660907,,0.014218771380837476,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,113368.98023481184,,3.594906780657402,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,492.94802116443884,,0.01563127920993274,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,52.310405444180375,,0.0025763596061948568,,,,True,natural,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,4.894325556683498,,0.00019806743543947073,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,842.2626043169338,,0.02670797197859379,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,15958.617526083286,,0.5060444421005608,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-12,2018-12-12,2018-12-12,0.0,2834.541460789141,,0.08988272009097986,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-05-09,2021-05-09,2021-05-09,0.0,953.5009679224878,,0.030235317349140277,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,731.5926553466143,,0.023198650917891115,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-03,2019-05-03,2019-05-03,0.0,4757.135985370113,,0.15084779253456726,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,3449.269151477036,,0.10937560728935299,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,327,327,0,2016-11-24,2017-11-24,2017-11-24,0.0,8531.672419893135,,0.3019761729773026,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-02-03,2018-02-03,2018-02-03,0.0,13779.159399933857,,0.436934278283037,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1568.4917948405018,,0.04973654854263387,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,1861.353111609648,,0.05902311997747488,,,,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,6354.784953687218,,0.20150890898297874,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,258,258,0,2016-09-16,2017-09-16,2017-09-16,0.0,2195.623496441583,,0.09849732165345888,,,,True,natural,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,126.95442722865356,,0.009730993011762137,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,215,215,0,2016-08-04,2017-08-04,2017-08-04,0.0,293.69716969362764,,0.015810571150604413,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,1003.8968496234586,,0.03183336027471647,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,249670.85099242372,,7.91701074937924,,,,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,3469.423137044748,,0.11001468597934891,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,582.0664273431527,,0.019583953331689836,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,26160.783625393222,,0.8295530068934939,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,4540.214286466178,,0.14396925058555865,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,100.6489305275049,,0.003191556650415554,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,333.2129893469862,,0.010566114578481297,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,484.4802504161269,,0.015362767960937558,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,active,156,156,0,2021-07-29,,2022-07-29,0.0,1310.5008692278275,,0.097229705990906,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,194,194,0,2016-07-14,2017-07-14,2017-07-14,0.0,1712.1700539520928,,0.10214836614357178,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,5767.738471166458,,0.19073209230047808,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,2490.7634802655057,,0.0789815918399767,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,74.86920075628136,,0.002374086781972392,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,2513.401262445876,,0.07969943120389003,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-13,2019-01-13,2019-01-13,0.0,1477.259151534199,,0.04684358040126201,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,25780.78510504195,,0.8175033328590166,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-14,2019-07-14,2019-07-14,0.0,8936.0513798981,,0.28336033041280123,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,active,323,323,0,2021-02-12,,2022-02-12,0.0,23901.30998184886,,0.8564567560288691,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-09,2018-02-09,2018-02-09,0.0,105.05024810571201,,0.003331121515274988,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,5057.315982348401,,0.16036643779643586,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,189,189,0,2016-07-09,2017-07-09,2017-07-09,0.0,544.3115745757472,,0.033332817373098365,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,4264.523441970271,,0.2136706069609924,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,3360.4705145298776,,0.10655982098331675,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,58.34284231760425,,0.0018500393936328086,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,247.11666163906452,,0.007836017936297074,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-04,2019-10-04,2019-10-04,0.0,7243.319266091529,,0.22968414719975672,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,23965.02124983189,,0.7599258387186671,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,13542.875690127012,,0.4294417709959098,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-30,2018-08-30,2018-08-30,0.0,320.59187680078827,,0.010165901725037679,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,542.7778493152364,,0.017211372695181262,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,42574.82835911804,,1.3500389510121142,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,7742.489613761429,,0.2455127350888327,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,1106.1036959623898,,0.035074318111440565,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-14,2018-08-14,2018-08-14,0.0,1824.48012115217,,0.05785388512024892,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,565.8090720208481,,0.017941687976307966,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,23165.63444202333,,0.7345774493284921,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,146.20659630026748,,0.004636180755335726,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,12983.151944939244,,8.34822012920476,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,673.3377914037749,,0.021351401300221173,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-29,2019-03-29,2019-03-29,0.0,1821.8964544483167,,0.05777195758651436,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,26937.42656230349,,0.8541801928685784,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-06,2021-12-06,2021-12-06,0.0,12052.515976243829,,0.38218277448769117,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,1415.594949903894,,0.04488822139472013,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,1057.9602642790433,,0.03354769990737707,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,7679.517680667551,,0.2435159081896103,,,,True,natural,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,2781.449572488145,,0.22831704528566987,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,11070.07583440713,,0.6537034577196198,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-14,2019-01-14,2019-01-14,0.0,15105.071335112178,,0.47897866993633237,,,,True,natural,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,7442.119745924637,,0.23598806906153716,,,,True,natural,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-29,2020-01-29,2020-01-29,0.0,433.9593816295668,,0.013760761720876672,,,,True,natural,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-06,2018-01-06,2018-01-06,0.0,3872.6339745996215,,0.12280041776381345,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-15,2018-10-15,2018-10-15,0.0,413.54080362481085,,0.01311329285974159,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,1387.1555561207322,,0.47220709290602264,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-14,2019-05-14,2019-05-14,0.0,114.85169594208149,,0.0036419233873059833,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,3164.9778581566648,,0.10036078951536861,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-28,2019-12-28,2019-12-28,0.0,5721.001116990349,,0.18141175535864879,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,4429.449299946099,,0.18987694187011742,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,271,271,0,2016-09-29,2017-09-29,2017-09-29,0.0,799.4005994983511,,0.03414140868432892,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,250.5748887340405,,0.00794567759811138,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,7499.809492117916,,0.23781739891292222,,,,True,natural,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,3907.1063323785515,,0.12389352905817325,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-10,2020-12-09,2020-12-09,0.0,39.41783430896162,,0.001249931326387672,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,26675.336958883217,,0.8458693860630141,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,2417.6698326499736,,0.07666380747875359,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,active,337,337,0,2021-01-29,,2022-01-29,0.0,64085.17058399107,,2.2009688765245863,,,,False,,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,active,334,334,0,2021-02-01,,2022-02-01,0.0,1701.850191191017,,0.05897407238270047,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,9.982539965885115,,0.0003165442657878334,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,76816.15256380882,,2.4358242187915025,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-31,2019-12-31,2019-12-31,0.0,125.07828136408989,,0.003966206283742069,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-07,2021-04-07,2021-04-07,0.0,5363.343552038148,,0.17007050837259474,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,active,112,112,0,2021-09-11,,2022-09-11,0.0,122.32869589599598,,0.01264144096147445,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-11,2021-07-11,2021-07-11,0.0,1662.7598256469807,,0.052725768190226424,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,1106.8182106827526,,0.03509697522459261,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,153.1515376829162,,0.004856403401918956,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,344.8398364025959,,0.010934799480041727,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,106.72646237684103,,0.003384273921132706,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,3311.6818541817297,,0.10501274271251045,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,62,62,0,2016-03-04,2017-03-04,2017-03-04,0.0,568.3298147272642,,0.10609502216384113,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,305.0364386740383,,0.01357890129425028,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,240.06716423943627,,0.007612479840164772,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,10.541680537326943,,0.00033427449699793707,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,43.316243325282194,,0.0013735490653628295,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,active,87,87,0,2021-10-06,,2022-10-06,0.0,373.7174477093767,,0.0497176255466923,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,15216.354042298552,,0.48250742143260245,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-12,2019-12-12,2019-12-12,0.0,2615.196459231021,,0.08292733571889335,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,112726.20539870976,,3.574524524312207,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,active,359,359,0,2021-01-07,,2022-01-07,0.0,243.7285824429222,,0.007857751162015184,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,48.80256794169689,,0.0015475192777047468,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-17,2019-04-17,2019-04-17,0.0,1047.4498725263295,,0.033214417571230635,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,53019.3960838892,,1.681234020924949,,,,True,natural,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,active,354,354,0,2021-01-12,,2022-01-12,0.0,19300.72648119133,,0.6310396553015579,,,,False,,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,active,244,244,0,2021-05-02,,2022-05-02,0.0,8780.552160033487,,0.4165031193094208,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,166,166,0,2016-06-16,2017-06-16,2017-06-16,0.0,21032.48608328711,,1.46645513186685,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,4721.048273712405,,0.15263062130510308,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,156.16118077380912,,0.004951838558276545,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-14,2020-11-13,2020-11-13,0.0,136.09342849673826,,0.00431549430798891,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,4313.655772359762,,0.1367851272310934,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,10021.67412514345,,0.31778520183737474,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,3769.9358204567898,,0.11954388065882766,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,3223.6760376427746,,0.10222209657669884,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-01,2018-01-01,2018-01-01,0.0,787.9959557720177,,0.02498718784157844,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,21832.716539729092,,0.692310899915306,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,198,198,0,2016-07-18,2017-07-18,2017-07-18,0.0,4778.389186149253,,0.27932035553154533,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,47863.098012714625,,1.517728881681717,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-09,2021-06-09,2021-06-09,0.0,350.836561357417,,0.011124954380942952,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-19,2021-06-19,2021-06-19,0.0,44387.16045665537,,1.407507624830523,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-07,2018-11-07,2018-11-07,0.0,843.7628750239409,,0.02675554525063232,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,282.6537573587167,,0.008962891849274375,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,47327.844920654854,,1.5007561174738349,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,1155.08055825973,,0.036627364226906704,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,60029.703311171346,,1.9035294048443476,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,1382.3785519715223,,0.04383493632583467,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-26,2019-01-26,2019-01-26,0.0,12.832449746687129,,0.0004069143121095614,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,223.2886569306088,,0.007080436863603779,,,,True,natural,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,active,360,360,0,2021-01-06,,2022-01-06,0.0,4916.873936947806,,0.15807850877532814,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-27,2018-06-27,2018-06-27,0.0,4707.104478134435,,0.14926130384748967,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-22,2019-10-22,2019-10-22,0.0,720.4505929403731,,0.022845338436719088,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,2658.441409588283,,0.08429862409907035,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,1181.0257963505505,,0.03745008232973587,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,7869.143684814271,,0.37791722783225135,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,1910.9607267837375,,0.06126759281008699,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,9575.312089612778,,0.3036311545412474,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,943.8360280442258,,0.0880970008255139,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,169.54113955825835,,0.005376114268082773,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,1005.6780186661032,,0.03188984077454665,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,active,307,307,0,2021-02-28,,2022-02-28,0.0,319.77519021890987,,0.012055705989070978,,,,False,,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,active,206,206,0,2021-06-09,,2022-06-09,0.0,183.95332162894294,,0.010335385294686203,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,2005.818914811348,,0.06360410054576826,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,866.779235350663,,0.02748538924881605,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,4080.975907924681,,0.12940689713104644,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,active,237,237,0,2021-05-09,,2022-05-09,0.0,1073.0597065239663,,0.052403681557858954,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,12528.188064503358,,0.39726623745888373,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,88412.65867896505,,2.80354701544156,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,active,110,110,0,2021-09-13,,2022-09-13,0.0,966.3374685972336,,0.10167692220088737,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,18875.830938473315,,0.5985486725796966,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2746.4040275660027,,0.0870879004174912,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-03,2019-11-03,2019-11-03,0.0,320.45598538080066,,0.010161592636377493,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,4946.592614845621,,0.15685542284518075,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-19,2021-01-18,2021-01-18,0.0,2667.086622572403,,0.08457276200445214,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,active,121,121,0,2021-09-02,,2022-09-02,0.0,302.9077371323748,,0.02897418667091127,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,1073.5906706693272,,0.043446915900565236,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-21,2019-09-21,2019-09-21,0.0,4674.543267922408,,0.14822879464492666,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,2510.835955594197,,0.07961808585724876,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,299,299,0,2016-10-27,2017-10-27,2017-10-27,0.0,606.6004786402384,,0.02348106646538765,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-26,2018-06-26,2018-06-26,0.0,22075.439093040353,,0.7000075815905743,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,active,359,359,0,2021-01-07,,2022-01-07,0.0,3461.769893521558,,0.11160663279949311,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,3506.5836769893867,,0.11119303897099779,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-02,2019-05-02,2019-05-02,0.0,3646.7481252437697,,0.11563762446866342,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-25,2020-10-24,2020-10-24,0.0,10710.017660342379,,0.3396124321519019,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,48.043333636136815,,0.0015234441158084985,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,159197.19744137023,,5.048110015264149,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,2399.614443940859,,0.07609127485860157,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,6911.880231910544,,0.21917428437057787,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-23,2018-04-23,2018-04-23,0.0,87.20398774685628,,0.0027652203116075684,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-22,2020-02-22,2020-02-22,0.0,1581.8003451451218,,0.05015855990439884,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-08,2020-06-07,2020-06-07,0.0,393.91835086308276,,0.012491068964455947,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,active,325,325,0,2021-02-10,,2022-02-10,0.0,595.615008424674,,0.0212113606988844,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-22,2020-06-21,2020-06-21,0.0,1892.8001503167375,,0.06002029903338208,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,313.40844987673154,,0.0604568769052337,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,249.95004324371578,,0.015146284373407247,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,7993.10322429883,,0.25345964054727393,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,active,201,201,0,2021-06-14,,2022-06-14,0.0,1408.5438688402116,,0.08110741828129096,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,1083.2151418758028,,0.042643579218466655,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,1002.3477669905559,,0.03178423918666146,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,252.25367403906873,,0.007998911530919226,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,3954.324067165668,,0.12539079360621727,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,23738.320251605503,,0.7527371972223966,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,50166.942256952825,,1.5907833034295034,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,825.4680002546708,,0.026175418577329742,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,827.814735510613,,0.026249833064136637,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,129708.41136410438,,4.113026742900316,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,active,269,269,0,2021-04-07,,2022-04-07,0.0,7730.847805207643,,0.3326297589325882,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,116.46144383166794,,0.004696631977983769,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,868.2060519296388,,0.02753063330573436,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,185.77460256939966,,0.005890874003342201,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,9784.269800050903,,0.31025716007264403,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,486.4131222350683,,0.01542405892424747,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,1111.7262075811186,,0.03525260678529676,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,424.87371072261914,,0.020836948305213192,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,14256.229961452033,,0.4520620865503561,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,20512.195029712162,,1.2628173654028862,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,271.99252562264803,,0.013627972463857224,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,304.92225623695174,,0.009669021316493902,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,991.9108792266971,,0.031453287646711604,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,45160.9214653027,,1.4320434254598775,,,,True,natural,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,2.4990379260790805,,7.92439727955061e-05,,,,True,natural,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,268809.195922546,,8.523883686026952,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,748.2509753434679,,0.02372688277979033,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,3.4770597076978054,,0.0001102568400462267,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,342.59392015157147,,0.010863581942908785,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,469.7970509658986,,0.014897166760714694,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,1539.2182986073024,,0.15097480173094224,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,862.2411459529565,,0.027341487378011047,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,1082.4911503354963,,0.03432556920140462,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,390.00415563404096,,0.012366950647959188,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1929.0750736471205,,0.06117056930641553,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,67759.25002282578,,2.1486317231997014,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,173.80228942307653,,0.05293685715858812,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,26641.09279062364,,0.8447835106108459,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-03,2020-09-02,2020-09-02,0.0,1727.5908480973555,,0.05478154642622259,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,427.1957147801225,,0.01354628725203331,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,14930.985814842345,,0.4734584543011905,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-10,2018-12-10,2018-12-10,0.0,3931.4344085393773,,0.12466496729259821,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,108.69315687887962,,0.003446637394687963,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,338,338,0,2016-12-05,2017-12-05,2017-12-05,0.0,73.97068083668898,,0.0025329649092116265,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-08,2019-11-08,2019-11-08,0.0,34790.10482772686,,1.1031869871805826,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,active,159,159,0,2021-07-26,,2022-07-26,0.0,15.809777101117588,,0.0011508398192637424,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,7735.517739061672,,0.24529165839236652,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,90.64198318624815,,0.0028742384318318163,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,active,115,115,0,2021-09-08,,2022-09-08,0.0,1243.8886777869006,,0.12519008431832734,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,157.49710377570835,,0.025674410500734927,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,49555.79528359962,,1.5714039600329661,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-18,2018-08-18,2018-08-18,0.0,1884.6261468008381,,0.05976110308221835,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,29.453146433041304,,0.0009339531466590977,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,639.837565320563,,0.02028911609971344,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-14,2021-11-14,2021-11-14,0.0,2029.5977054349391,,0.06435812105006783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,3357.513992825194,,1.0226346225710263,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,156.6386560664251,,0.021080783816002518,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,3411.720067949386,,0.2615066277248425,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,active,283,283,0,2021-03-24,,2022-03-24,0.0,14561.034594842284,,0.5955141095260063,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,306,306,0,2021-03-01,,2022-03-01,0.0,4948.540359137505,,0.18717245972288432,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,161.99176173566462,,0.00513672506772148,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-14,2020-10-13,2020-10-13,0.0,14745.11992497797,,0.4675646855967139,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,75.17872315020776,,0.002383901672698115,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,31.945510494982674,,0.001012985492611069,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,active,175,175,0,2021-07-10,,2022-07-10,0.0,459.8694383239452,,0.030414645391795316,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-09,2018-04-09,2018-04-09,0.0,482699.050433923,,15.30628648002039,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1322579.745123527,,41.93872859980742,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,active,197,197,0,2021-06-18,,2022-06-18,0.0,4527.803144982634,,0.26601588321245967,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,4709.412017618761,,0.14933447544453196,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-20,2019-07-20,2019-07-20,0.0,1689.4138320405934,,0.05357096118850182,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,active,255,255,0,2021-04-21,,2022-04-21,0.0,1192.4721975038108,,0.05412455507914899,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,222.72699584664,,0.012393551674158653,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,39.13248046654103,,0.0015564337718969163,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,323,323,0,2021-02-12,,2022-02-12,0.0,1250.6114723048386,,0.04481321925183603,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,4539.255123202474,,0.14393883571798816,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-23,2021-09-23,2021-09-23,0.0,211540.6234497367,,6.707909165707024,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-14,2018-06-14,2018-06-14,0.0,4675.955468122863,,0.14827357521952253,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,5164.245668034014,,0.16375715588641596,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,5786.079399821836,,0.18347537416989587,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,11241.480832728203,,0.35646501879528797,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,active,183,183,0,2021-07-02,,2022-07-02,0.0,45.296520956844006,,0.0028648376440019736,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,74192.2576288313,,2.3526210562161114,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-23,2019-03-23,2019-03-23,0.0,7918.652416047843,,0.25109882090461194,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,105.46222466721899,,0.00334418520634256,,,,True,natural,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,active,104,104,0,2021-09-19,,2022-09-19,0.0,2007.1661103429155,,0.22337585807769267,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,176.3097422039453,,0.006298216099535082,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,1761.1677974880606,,0.05584626450685123,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-10,2019-01-10,2019-01-10,0.0,141.11548706720177,,0.00447474274058859,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,105.10800617964239,,0.0033329530117847026,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,4108.491246777034,,0.13027940280241734,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,active,333,333,0,2021-02-02,,2022-02-02,0.0,7431.027154324836,,0.25828005624808265,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,9653.418156570197,,0.3061078816771371,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,573.28283794098,,0.02211739343908102,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-06,2018-10-06,2018-10-06,0.0,3514.2161661756813,,0.11143506361541353,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,798.2381776496659,,0.025311966566770223,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,3775.866270857031,,0.11973193400738937,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,1600.3721821980077,,0.05074746899410222,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,265,265,0,2016-09-23,2017-09-23,2017-09-23,0.0,43.203465500924445,,0.0018869438111864274,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,2196.6828288938,,0.06965635555852993,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-21,2019-12-21,2019-12-21,0.0,700.6147828683697,,0.022216349025506395,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,6296.978320916619,,0.1996758726825412,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,active,242,242,0,2021-05-04,,2022-05-04,0.0,808.8179021486576,,0.03868313352027173,,,,False,,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,21086.736148706685,,0.6686560168920181,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-28,2021-08-28,2021-08-28,0.0,117.96972471255833,,0.0037407954310171966,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,active,362,362,0,2021-01-04,,2022-01-04,0.0,7296.319874569333,,0.23328217319448702,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,1852.5601936634646,,0.2233507177931453,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,8539.940444093383,,0.2707997350359393,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,62518.951113360614,,1.9824629348478124,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,2692.525179688117,,0.17122794437373556,,,,False,,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-07,2018-09-07,2018-09-07,0.0,15.625079937991785,,0.0004954680345634128,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,active,345,345,0,2021-01-21,,2022-01-21,0.0,267.4894927111746,,0.008973748413552557,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,2592.1782054913388,,0.08219743168097852,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,4960.320466000507,,0.15729073014968628,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1990.7955530246497,,0.06312771286861522,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-27,2020-04-26,2020-04-26,0.0,13825.98483628039,,0.4384191031291346,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1007.3513296658527,,0.03194290111827285,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,active,101,101,0,2021-09-22,,2022-09-22,0.0,754.4693770282006,,0.08645826194400905,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-05,2020-12-04,2020-12-04,0.0,1986.8535633505003,,0.06300271319604579,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-17,2021-04-17,2021-04-17,0.0,45117.09896014537,,1.4306538229371313,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-20,2019-10-20,2019-10-20,0.0,2155.412079764986,,0.06834766868864112,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,429.7090360183268,,0.013625984145685147,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,1020.8429796275778,,0.032370718532076924,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,220,220,0,2021-05-26,,2022-05-26,0.0,1174.5832263527157,,0.06179415121805111,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-30,2020-05-29,2020-05-29,0.0,1280.3494220244213,,0.040599613838927615,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,81439.07912550498,,2.5824162584191077,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,750.7493559637413,,0.02578406129669954,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-16,2020-01-16,2020-01-16,0.0,672.8308736978137,,0.021335327045212255,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,2892.3504280469906,,0.1436750133150031,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-28,2019-10-28,2019-10-28,0.0,24365.036896078684,,0.7726102516514042,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-24,2019-11-24,2019-11-24,0.0,350.28130813671754,,0.011107347416816259,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,1451.4277895770738,,0.04602447328694425,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,57.23840133325072,,0.0018150177997606138,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-01,2018-11-01,2018-11-01,0.0,873.8954303814016,,0.027711042312956673,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,1018.7044600663444,,0.032302906521637,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,718.2712134562087,,0.022776230766622548,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,45556.786779133174,,1.4445962322150296,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,292,292,0,2021-03-15,,2022-03-15,0.0,179.89575682204705,,0.007130571284486264,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,672.3847365410198,,0.021321180128774094,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,1345.9232449859253,,0.04267894612461711,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-24,2021-04-24,2021-04-24,0.0,440.3975118527586,,0.013964913491018475,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,20932.465259088673,,0.6637641190730806,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,1364.8070307560474,,0.043277747043253656,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,161.62503356382146,,0.0051250961936777474,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,52631.99366960875,,1.668949570954108,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,34509.67949442978,,1.0942947581947546,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,2860.3189430031357,,0.09070011868985083,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,active,256,256,0,2021-04-20,,2022-04-20,0.0,619.3258174097355,,0.028000480026120128,,,,False,,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,970.7132350404783,,0.030781114759020744,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,206,206,0,2021-06-09,,2022-06-09,0.0,59.79967174574797,,0.003359834128109716,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,156,156,0,2016-06-06,2017-06-06,2017-06-06,0.0,197.38006648593102,,0.01464417634778097,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,1229.0084880569673,,0.06053036288696647,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1057.021830579983,,0.03351794236998931,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,291.51582948498066,,0.009243906312943324,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,active,292,292,0,2021-03-15,,2022-03-15,0.0,176.5349539269667,,0.006997358333609473,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,77.60187004268629,,0.002460739156604715,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,85.74013562837806,,0.0027188018654356306,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,75524.06761429388,,2.3948524738170303,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,897.1327574173766,,0.028447893119526148,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,active,113,113,0,2021-09-10,,2022-09-10,0.0,3354.64981105104,,0.34360146376710915,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-18,2020-08-17,2020-08-17,0.0,726.6071519609675,,0.0230405616425979,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,active,178,178,0,2021-07-07,,2022-07-07,0.0,140929.35569600432,,9.163633719309477,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,1380.667293263905,,0.04378067266818572,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,11266.041011823057,,0.35724381696546986,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,710.4508597728786,,0.022528248978084683,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,35688.382982015,,1.1316712005966196,,,,True,natural,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,2010.954674675638,,0.34738713976569197,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,69,69,0,2016-03-11,2017-03-11,2017-03-11,0.0,3787.506255735848,,0.6353170718826905,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,280,280,0,2016-10-08,2017-10-08,2017-10-08,0.0,725.5071396075974,,0.029989547768171188,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,1049.6737664197174,,0.033284936783983934,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,9077.104906728497,,0.28783310840716947,,,,True,natural,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,266.0001605606872,,0.008434809759027372,,,,True,natural,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,121.5284194841585,,0.0038536409019583493,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,3275.8725068682406,,0.16134123851793933,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-28,2019-09-28,2019-09-28,0.0,3590.536232383942,,0.11385515703906463,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,active,254,254,0,2021-04-22,,2022-04-22,0.0,1480.9653087707857,,0.06748347316868919,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-07,2021-12-07,2021-12-07,0.0,181.05576946900987,,0.005741240787322738,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,active,215,215,0,2021-05-31,,2022-05-31,0.0,226.8041547321576,,0.012209525986873256,,,,False,,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,,,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,0,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,886.4709721014344,,0.028109810124982065,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,761.3613726628798,,0.024142610751613384,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,570.1882972523023,,0.04099007197868517,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,370.7182006138355,,0.09327651988069532,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,2177.7661852321567,,0.08458264142245202,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,17413.634042154936,,0.7997884535822188,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,4485.766475046952,,0.14302642826774536,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,2622.1502576457315,,0.08314783922012085,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-20,2021-02-19,2021-02-19,0.0,1121.5824608828152,,0.035565146527232847,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-13,2018-09-13,2018-09-13,0.0,275.5208887767164,,0.008736710070291616,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,175.9698853805483,,0.005579968460824083,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,32306.370012470587,,1.0244282728459724,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,1836.395070391907,,0.0582317056821381,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1624.9111660825486,,0.05152559506857396,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,1253.179513871926,,0.044766643585388295,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,506.5571530038123,,0.016062821949638897,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-26,2019-10-26,2019-10-26,0.0,1462.9916188839147,,0.046391159908799925,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,272.00418861846066,,0.008625196239804053,,,,True,natural,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-20,2021-04-20,2021-04-20,0.0,544449.04234599,,17.264365878551178,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,active,271,271,0,2021-04-05,,2022-04-05,0.0,78.8334669652676,,0.0033668796537715084,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,3193.601205849498,,0.10126842991658731,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,25977.321398637483,,0.8237354578461911,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-12,2020-05-11,2020-05-11,0.0,6714.339995973087,,0.2129103245805773,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,307,307,0,2016-11-04,2017-11-04,2017-11-04,0.0,6399.569714768265,,0.2412674069085635,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-30,2019-06-30,2019-06-30,0.0,1868.5636056144315,,0.05925176324246674,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,284.57718961693433,,0.009023883486077317,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,309.3666004481388,,0.011895787208077196,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,57.102503971631165,,0.0019381484187177948,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,61.14851915641446,,0.0019390068225651463,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,494.6180800681256,,0.01568423643036928,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,181.66193368142834,,0.005990224150622174,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-24,2018-02-24,2018-02-24,0.0,251.7833405665655,,0.007983997354343146,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,active,67,67,0,2021-10-26,,2022-10-26,0.0,2086.9374436887033,,0.36051296360017676,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,671.6287421619708,,0.06587695603440548,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-25,2019-05-25,2019-05-25,0.0,635.0077250875659,,0.02013596287061028,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-23,2018-03-23,2018-03-23,0.0,10594.322014497093,,0.33594374728872056,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,6332.4460428882285,,0.2008005467683989,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,22163.83816315319,,0.7028106977154106,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,20201.66513669224,,0.6405905992101801,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,243.92786065270198,,0.007734901720341894,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,179.19189044599318,,0.01185131550568738,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_0,active,29,29,0,2021-12-03,,2022-12-03,0.0,180.61707604750742,,0.07208535921436279,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,5372.457079106377,,0.7772652024170105,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,15043.128965193195,,1.9785260107840374,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,1201.923406198927,,0.03811274119098576,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,5917.695489933449,,0.18764889300905152,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,active,88,88,0,2021-10-05,,2022-10-05,0.0,174.0574329363643,,0.022892654794871146,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,460.35239980172776,,0.014597678836939616,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,199.02270316426615,,0.0063109685173854055,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,261.734032169976,,0.016374751762385883,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,53.47300242004005,,0.002975483129676374,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,761.5200051350816,,0.03301082003117118,,,,True,natural,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,3619.7666832319433,,0.1147820485550464,,,,True,natural,N/A,N/A,True +0000000004,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-12,2019-03-12,2019-03-12,0.0,1422.8836286091066,,0.045119343880298916,,,,True,natural,N/A,N/A,True +0000000005,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,84.01045630977399,,0.002663954094044076,,,,True,natural,N/A,N/A,True +0000000006,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,681.819638592097,,0.021620358910200945,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_4,active,117,117,0,2021-09-06,,2022-09-06,0.0,438.94947521866317,,0.04342251060646794,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_4,active,116,116,0,2021-09-07,,2022-09-07,0.0,1944.2989435702489,,0.19399534478470712,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_4,repaired,317,317,0,2016-11-14,2017-11-14,2017-11-14,0.0,2815.76515037026,,0.10280717484410636,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,31.45117410977264,,0.0009973101886660528,,,,True,natural,N/A,N/A,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_0_timeseries.csv new file mode 100644 index 000000000..4cdbf4760 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($) +2017-01-01,2789.70517,2789.70517,0,0.00000,104,106,0,2,0,0,400.00000 +2017-01-02,2770.27191,2770.27191,0,0.00000,103,0,0,1,0,0,200.00000 +2017-01-03,2773.56486,2773.56486,0,0.00000,104,1,0,0,0,0,0.00000 +2017-01-04,2773.56486,2773.56486,0,0.00000,104,0,0,0,0,0,0.00000 +2017-01-05,2780.74883,2780.74883,0,0.00000,105,1,0,0,0,0,0.00000 +2017-01-06,2791.35878,2791.35878,0,0.00000,106,1,0,0,0,0,0.00000 +2017-01-07,2791.35878,2791.35878,0,0.00000,106,0,0,0,0,0,0.00000 +2017-01-08,2792.19419,2792.19419,0,0.00000,107,1,0,0,0,0,0.00000 +2017-01-09,2877.48985,2877.48985,0,0.00000,109,2,0,0,0,0,0.00000 +2017-01-10,2877.48985,2877.48985,0,0.00000,109,0,0,0,0,0,0.00000 +2017-01-11,2873.72407,2873.72407,0,0.00000,108,0,0,1,0,0,200.00000 +2017-01-12,2874.14411,2874.14411,0,0.00000,109,1,0,0,0,0,0.00000 +2017-01-13,2874.14411,2874.14411,0,0.00000,109,0,0,0,0,0,0.00000 +2017-01-14,2874.14411,2874.14411,0,0.00000,109,0,0,0,0,0,0.00000 +2017-01-15,2874.63191,2874.63191,0,0.00000,110,1,0,0,0,0,0.00000 +2017-01-16,2874.63191,2874.63191,0,0.00000,110,0,0,0,0,0,0.00000 +2017-01-17,2874.63191,2874.63191,0,0.00000,110,0,0,0,0,0,0.00000 +2017-01-18,2092.07072,2092.07072,0,0.00000,108,0,0,2,0,0,400.00000 +2017-01-19,2092.07072,2092.07072,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-20,2092.07072,2092.07072,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-21,2092.20442,2092.20442,0,0.00000,109,1,0,0,0,0,0.00000 +2017-01-22,2092.20442,2092.20442,0,0.00000,109,0,0,0,0,0,0.00000 +2017-01-23,2091.56587,2091.56587,0,0.00000,108,0,0,1,0,0,200.00000 +2017-01-24,2091.56587,2091.56587,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-25,2089.78740,2089.78740,0,0.00000,108,1,0,1,0,0,200.00000 +2017-01-26,2089.78740,2089.78740,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-27,2089.78740,2089.78740,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-28,2089.78740,2089.78740,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-29,2089.78740,2089.78740,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-30,2089.78740,2089.78740,0,0.00000,108,0,0,0,0,0,0.00000 +2017-01-31,2080.03592,2080.03592,0,0.00000,107,0,0,1,0,0,200.00000 +2017-02-01,2091.50228,2091.50228,0,0.00000,108,1,0,0,0,0,0.00000 +2017-02-02,2091.50228,2091.50228,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-03,2088.45471,2088.45471,0,0.00000,108,1,0,1,0,0,200.00000 +2017-02-04,2088.45471,2088.45471,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-05,2088.45471,2088.45471,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-06,2088.45471,2088.45471,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-07,2014.46199,2014.46199,0,0.00000,107,1,0,2,0,0,400.00000 +2017-02-08,2014.46199,2014.46199,0,0.00000,107,0,0,0,0,0,0.00000 +2017-02-09,2014.74980,2014.74980,0,0.00000,108,1,0,0,0,0,0.00000 +2017-02-10,2014.74980,2014.74980,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-11,2014.74980,2014.74980,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-12,2014.74980,2014.74980,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-13,2014.74980,2014.74980,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-14,2014.74980,2014.74980,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-15,2006.69071,2006.69071,0,0.00000,107,0,0,1,0,0,200.00000 +2017-02-16,2006.69071,2006.69071,0,0.00000,107,0,0,0,0,0,0.00000 +2017-02-17,2006.69071,2006.69071,0,0.00000,107,0,0,0,0,0,0.00000 +2017-02-18,2006.69071,2006.69071,0,0.00000,107,0,0,0,0,0,0.00000 +2017-02-19,2006.69071,2006.69071,0,0.00000,107,0,0,0,0,0,0.00000 +2017-02-20,2006.69071,2006.69071,0,0.00000,107,0,0,0,0,0,0.00000 +2017-02-21,2064.03993,2064.03993,0,0.00000,108,1,0,0,0,0,0.00000 +2017-02-22,2064.03993,2064.03993,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-23,2064.03993,2064.03993,0,0.00000,108,0,0,0,0,0,0.00000 +2017-02-24,2064.72975,2064.72975,0,0.00000,109,1,0,0,0,0,0.00000 +2017-02-25,2064.72975,2064.72975,0,0.00000,109,0,0,0,0,0,0.00000 +2017-02-26,2064.72975,2064.72975,0,0.00000,109,0,0,0,0,0,0.00000 +2017-02-27,2064.37226,2064.37226,0,0.00000,109,1,0,1,0,0,200.00000 +2017-02-28,2073.57903,2073.57903,0,0.00000,110,1,0,0,0,0,0.00000 +2017-03-01,2297.85574,2297.85574,0,0.00000,111,2,0,1,0,0,200.00000 +2017-03-02,2297.85574,2297.85574,0,0.00000,111,0,0,0,0,0,0.00000 +2017-03-03,2288.68913,2288.68913,0,0.00000,110,0,0,1,0,0,200.00000 +2017-03-04,2288.68913,2288.68913,0,0.00000,110,0,0,0,0,0,0.00000 +2017-03-05,2291.53139,2291.53139,0,0.00000,110,1,0,1,0,0,200.00000 +2017-03-06,2291.53139,2291.53139,0,0.00000,110,0,0,0,0,0,0.00000 +2017-03-07,2291.53139,2291.53139,0,0.00000,110,0,0,0,0,0,0.00000 +2017-03-08,2127.09937,2127.09937,0,0.00000,107,0,0,3,0,0,600.00000 +2017-03-09,2127.09937,2127.09937,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-10,2072.20798,2072.20798,0,0.00000,106,0,0,1,0,0,200.00000 +2017-03-11,2072.20798,2072.20798,0,0.00000,106,0,0,0,0,0,0.00000 +2017-03-12,2086.20257,2086.20257,0,0.00000,106,1,0,1,0,0,200.00000 +2017-03-13,2096.11974,2096.11974,0,0.00000,107,1,0,0,0,0,0.00000 +2017-03-14,2096.11974,2096.11974,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-15,2099.54731,2099.54731,0,0.00000,107,1,0,1,0,0,200.00000 +2017-03-16,2099.54731,2099.54731,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-17,2099.54731,2099.54731,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-18,2099.54731,2099.54731,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-19,2099.54731,2099.54731,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-20,2099.54731,2099.54731,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-21,2031.22476,2031.22476,0,0.00000,105,0,0,2,0,0,400.00000 +2017-03-22,2031.22476,2031.22476,0,0.00000,105,0,0,0,0,0,0.00000 +2017-03-23,2060.25030,2060.25030,0,0.00000,106,1,0,0,0,0,0.00000 +2017-03-24,2060.25030,2060.25030,0,0.00000,106,0,0,0,0,0,0.00000 +2017-03-25,2060.25030,2060.25030,0,0.00000,106,0,0,0,0,0,0.00000 +2017-03-26,2069.22341,2069.22341,0,0.00000,108,2,0,0,0,0,0.00000 +2017-03-27,2067.40203,2067.40203,0,0.00000,107,0,0,1,0,0,200.00000 +2017-03-28,2067.40203,2067.40203,0,0.00000,107,0,0,0,0,0,0.00000 +2017-03-29,1896.45738,1896.45738,0,0.00000,106,0,0,1,0,0,200.00000 +2017-03-30,1903.55924,1903.55924,0,0.00000,107,1,0,0,0,0,0.00000 +2017-03-31,1903.55924,1903.55924,0,0.00000,107,0,0,0,0,0,0.00000 +2017-04-01,1903.55924,1903.55924,0,0.00000,107,0,0,0,0,0,0.00000 +2017-04-02,1903.55924,1903.55924,0,0.00000,107,0,0,0,0,0,0.00000 +2017-04-03,1903.55924,1903.55924,0,0.00000,107,0,0,0,0,0,0.00000 +2017-04-04,1924.75244,1924.75244,0,0.00000,108,1,0,0,0,0,0.00000 +2017-04-05,1924.75244,1924.75244,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-06,1905.45494,1905.45494,0,0.00000,107,0,0,1,0,0,200.00000 +2017-04-07,1897.58813,1897.58813,0,0.00000,106,0,0,1,0,0,200.00000 +2017-04-08,1897.58813,1897.58813,0,0.00000,106,0,0,0,0,0,0.00000 +2017-04-09,3220.05128,3220.05128,0,0.00000,107,1,0,0,0,0,0.00000 +2017-04-10,3220.05128,3220.05128,0,0.00000,107,0,0,0,0,0,0.00000 +2017-04-11,3355.82059,3355.82059,0,0.00000,108,1,0,0,0,0,0.00000 +2017-04-12,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-13,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-14,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-15,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-16,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-17,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-18,3355.82059,3355.82059,0,0.00000,108,0,0,0,0,0,0.00000 +2017-04-19,3369.67625,3369.67625,0,0.00000,109,1,0,0,0,0,0.00000 +2017-04-20,3369.67625,3369.67625,0,0.00000,109,0,0,0,0,0,0.00000 +2017-04-21,3369.67625,3369.67625,0,0.00000,109,0,0,0,0,0,0.00000 +2017-04-22,3369.67625,3369.67625,0,0.00000,109,0,0,0,0,0,0.00000 +2017-04-23,3369.91516,3369.91516,0,0.00000,110,1,0,0,0,0,0.00000 +2017-04-24,3369.91516,3369.91516,0,0.00000,110,0,0,0,0,0,0.00000 +2017-04-25,3369.91516,3369.91516,0,0.00000,110,0,0,0,0,0,0.00000 +2017-04-26,3369.91516,3369.91516,0,0.00000,110,0,0,0,0,0,0.00000 +2017-04-27,3441.58854,3441.58854,0,0.00000,111,1,0,0,0,0,0.00000 +2017-04-28,3435.08530,3435.08530,0,0.00000,109,0,0,2,0,0,400.00000 +2017-04-29,3435.08530,3435.08530,0,0.00000,109,0,0,0,0,0,0.00000 +2017-04-30,3435.08530,3435.08530,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-01,3435.08530,3435.08530,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-02,3436.15381,3436.15381,0,0.00000,110,1,0,0,0,0,0.00000 +2017-05-03,3441.18503,3441.18503,0,0.00000,111,1,0,0,0,0,0.00000 +2017-05-04,3433.57344,3433.57344,0,0.00000,110,0,0,1,0,0,200.00000 +2017-05-05,3433.56087,3433.56087,0,0.00000,109,0,0,1,0,0,200.00000 +2017-05-06,3432.72566,3432.72566,0,0.00000,108,0,0,1,0,0,200.00000 +2017-05-07,3432.72566,3432.72566,0,0.00000,108,0,0,0,0,0,0.00000 +2017-05-08,3433.19282,3433.19282,0,0.00000,109,1,0,0,0,0,0.00000 +2017-05-09,3433.19282,3433.19282,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-10,3433.19282,3433.19282,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-11,3433.19282,3433.19282,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-12,3433.19282,3433.19282,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-13,3433.19282,3433.19282,0,0.00000,109,0,0,0,0,0,0.00000 +2017-05-14,3435.74377,3435.74377,0,0.00000,110,1,0,0,0,0,0.00000 +2017-05-15,3437.29393,3437.29393,0,0.00000,111,1,0,0,0,0,0.00000 +2017-05-16,3437.37738,3437.37738,0,0.00000,112,1,0,0,0,0,0.00000 +2017-05-17,3441.70434,3441.70434,0,0.00000,113,1,0,0,0,0,0.00000 +2017-05-18,3441.70434,3441.70434,0,0.00000,113,0,0,0,0,0,0.00000 +2017-05-19,3441.70434,3441.70434,0,0.00000,113,0,0,0,0,0,0.00000 +2017-05-20,3441.70434,3441.70434,0,0.00000,113,0,0,0,0,0,0.00000 +2017-05-21,3421.97775,3421.97775,0,0.00000,112,0,0,1,0,0,200.00000 +2017-05-22,3421.97775,3421.97775,0,0.00000,112,0,0,0,0,0,0.00000 +2017-05-23,3421.97775,3421.97775,0,0.00000,112,0,0,0,0,0,0.00000 +2017-05-24,3421.97775,3421.97775,0,0.00000,112,0,0,0,0,0,0.00000 +2017-05-25,3473.69236,3473.69236,0,0.00000,113,1,0,0,0,0,0.00000 +2017-05-26,3473.69236,3473.69236,0,0.00000,113,0,0,0,0,0,0.00000 +2017-05-27,3473.69236,3473.69236,0,0.00000,113,0,0,0,0,0,0.00000 +2017-05-28,3473.69236,3473.69236,0,0.00000,113,0,0,0,0,0,0.00000 +2017-05-29,3473.48303,3473.48303,0,0.00000,112,0,0,1,0,0,200.00000 +2017-05-30,3473.48303,3473.48303,0,0.00000,112,0,0,0,0,0,0.00000 +2017-05-31,3450.04810,3450.04810,0,0.00000,110,0,0,2,0,0,400.00000 +2017-06-01,3450.04810,3450.04810,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-02,3450.04810,3450.04810,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-03,3459.00436,3459.00436,0,0.00000,111,1,0,0,0,0,0.00000 +2017-06-04,3459.00436,3459.00436,0,0.00000,111,0,0,0,0,0,0.00000 +2017-06-05,3457.73910,3457.73910,0,0.00000,110,0,0,1,0,0,200.00000 +2017-06-06,3457.73910,3457.73910,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-07,3457.73910,3457.73910,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-08,3457.73910,3457.73910,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-09,3457.73910,3457.73910,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-10,3454.74880,3454.74880,0,0.00000,110,1,0,1,0,0,200.00000 +2017-06-11,3454.74880,3454.74880,0,0.00000,110,0,0,0,0,0,0.00000 +2017-06-12,3454.74880,3454.74880,0,0.00000,110,0,0,0,0,0,0.00000 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+2021-12-20,3136.24765,3136.24765,0,0.00000,126,0,0,2,0,0,400.00000 +2021-12-21,3136.24765,3136.24765,0,0.00000,126,0,0,0,0,0,0.00000 +2021-12-22,3137.33451,3137.33451,0,0.00000,127,1,0,0,0,0,0.00000 +2021-12-23,3137.33451,3137.33451,0,0.00000,127,0,0,0,0,0,0.00000 +2021-12-24,3043.87343,3043.87343,0,0.00000,126,1,0,2,0,0,400.00000 +2021-12-25,3043.87343,3043.87343,0,0.00000,126,0,0,0,0,0,0.00000 +2021-12-26,3048.32296,3048.32296,0,0.00000,127,1,0,0,0,0,0.00000 +2021-12-27,3048.32296,3048.32296,0,0.00000,127,0,0,0,0,0,0.00000 +2021-12-28,2954.67532,2954.67532,0,0.00000,126,0,0,1,0,0,200.00000 +2021-12-29,2913.90820,2913.90820,0,0.00000,125,0,0,1,0,0,200.00000 +2021-12-30,2921.87530,2921.87530,0,0.00000,126,1,0,0,0,0,0.00000 +2021-12-31,2921.87530,2921.87530,0,0.00000,126,0,0,0,0,0,0.00000 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_1_emissions_summary.csv new file mode 100644 index 000000000..ac31e8998 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_1_emissions_summary.csv @@ -0,0 +1,688 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-18,2021-03-18,2021-03-18,0.0,1071.2895406520795,,0.033970368488460155,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,active,42,42,0,2021-11-20,,2022-11-20,0.0,5.715051516700178,,0.0015749149902723153,,,,False,,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,627.1793510627074,,0.01988772675871091,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-22,2021-12-22,2021-12-22,0.0,381.1680800548751,,0.012086760529391016,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-31,2019-05-31,2019-05-31,0.0,1328.6660764083033,,0.04213172489879196,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-18,2020-03-17,2020-03-17,0.0,6963.5454143559145,,0.2208125765587238,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-21,2020-07-20,2020-07-20,0.0,88.48383145482428,,0.0028058038893589636,,,,True,natural,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-15,2021-06-15,2021-06-15,0.0,567.7801099848899,,0.018004189180139837,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,362,362,0,2016-12-29,2017-12-29,2017-12-29,0.0,15610.059890542258,,0.49909389357422296,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-16,2020-12-15,2020-12-15,0.0,6205.677470207289,,0.19678074169860757,,,,True,natural,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,11081.041496594258,,0.3513775208204673,,,,True,natural,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-09-06,2019-09-06,2019-09-06,0.0,2397.2410406575777,,0.07601601473419513,,,,True,natural,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-18,2020-05-17,2020-05-17,0.0,337.51526915293636,,0.010702538976183928,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,active,336,336,0,2021-01-30,,2022-01-30,0.0,19022.10612584198,,0.6552478135279561,,,,False,,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_0,active,193,193,0,2021-06-22,,2022-06-22,0.0,38.41678099220103,,0.0023038272999544853,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,32187.714637605277,,1.0206657355912379,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-23,2020-01-23,2020-01-23,0.0,35593.75632741406,,1.1286706090631045,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,active,156,156,0,2021-07-29,,2022-07-29,0.0,6662.430962363744,,0.4943042914859139,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-01,2020-01-01,2020-01-01,0.0,15527.83613999158,,0.49238445395711494,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-20,2020-08-19,2020-08-19,0.0,162.97114997562454,,0.005167781265081955,,,,True,natural,N/A,N/A,True +0000000004,1157.0,0,Placeholder_Rep_2,active,222,222,0,2021-05-24,,2022-05-24,0.0,191.98935759981373,,0.010009455163487118,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,315,315,0,2016-11-12,2017-11-12,2017-11-12,0.0,474.267533831833,,0.017426055769835132,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,72712.98958073859,,2.3057137741228626,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,873.5859181618666,,0.027701227744858784,,,,True,natural,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,212.6030934573212,,0.006741599868636516,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,0,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,,,,False,,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,285,285,0,2016-10-13,2017-10-13,2017-10-13,0.0,586.3900211583175,,0.023813759793628878,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-21,2018-12-21,2018-12-21,0.0,877.3060374728733,,0.02781919195436559,,,,True,natural,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,112,112,0,2016-04-23,2017-04-23,2017-04-23,0.0,2328.1305580690837,,0.2405888886893481,,,,True,natural,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-04,2021-05-04,2021-05-04,0.0,1422.1737966427322,,0.04509683525630176,,,,True,natural,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-12-17,2021-12-17,2021-12-17,0.0,368313.4694302924,,11.679143500453208,,,,True,natural,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,3.4889255889255955,,0.00011063310467166399,,,,True,natural,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,active,105,105,0,2021-09-18,,2022-09-18,0.0,93.36700190284246,,0.01029177710569251,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-31,2018-07-31,2018-07-31,0.0,2223.556647827345,,0.070508518766722,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-30,2019-08-30,2019-08-30,0.0,2231.835289883309,,0.07077103278422467,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,active,251,251,0,2021-04-25,,2022-04-25,0.0,323.14208884989347,,0.014900679174500766,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-08,2019-01-08,2019-01-08,0.0,35747.6631149292,,1.133550961280099,,,,True,natural,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,active,299,299,0,2021-03-08,,2022-03-08,0.0,502.781833389686,,0.019462321681441457,,,,False,,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,active,31,31,0,2021-12-01,,2022-12-01,0.0,31.041896402817986,,0.011589716398901578,,,,False,,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,1426.5508772956805,,0.0452356315733029,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,353.8097807662946,,0.011219234549920552,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-28,2021-02-27,2021-02-27,0.0,498.2801165586952,,0.015800358845722198,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,1648.7642784097206,,0.24783012842858954,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,1875.589411105627,,0.059474550073110956,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1350.262470025269,,0.04281654204798544,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,756.6926002599885,,0.023994564949898163,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-21,2021-07-21,2021-07-21,0.0,1005.2117248313634,,0.03187505469404374,,,,True,natural,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-15,2019-01-15,2019-01-15,0.0,3376.5689366183105,,0.10707029859900781,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-15,2020-05-14,2020-05-14,0.0,2621.450938915352,,0.08312566396865016,,,,True,natural,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,active,44,44,0,2021-11-18,,2022-11-18,0.0,41.04693322880002,,0.010797278311447816,,,,False,,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,active,31,31,0,2021-12-01,,2022-12-01,0.0,177.50438058175683,,0.06627254352664158,,,,False,,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-26,2018-08-26,2018-08-26,0.0,142.4094253894687,,0.004515773255627496,,,,True,natural,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-18,2019-12-18,2019-12-18,0.0,7592.587019087603,,0.2407593549938991,,,,True,natural,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,5996.824569719645,,0.19015805966893853,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,active,208,208,0,2021-06-07,,2022-06-07,0.0,799.5431522502585,,0.04449024841136143,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,1366.0605503720149,,0.21081181332901464,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,349,349,0,2016-12-16,2017-12-16,2017-12-16,0.0,76.11829145851539,,0.002524351701240163,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-25,2020-04-24,2020-04-24,0.0,2.8335425334048354,,8.985104431141664e-05,,,,True,natural,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,133,133,0,2016-05-14,2017-05-14,2017-05-14,0.0,613.3884098956902,,0.053378969115122014,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-02-06,2019-02-06,2019-02-06,0.0,17696.494937035328,,0.5611521732951334,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-11,2019-11-11,2019-11-11,0.0,16842.998169936036,,0.5340879683515993,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,24.88532062257242,,0.0007891083403910584,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,4869.621590561865,,0.15441468767636557,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,active,247,247,0,2021-04-29,,2022-04-29,0.0,4618.971872421191,,0.21643855302618414,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,143,143,0,2016-05-24,2017-05-24,2017-05-24,0.0,7434.197678618934,,0.6017059763191963,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,272,272,0,2016-09-30,2017-09-30,2017-09-30,0.0,169355.17152979632,,7.2063577210050855,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-17,2019-03-17,2019-03-17,0.0,19.679141710436177,,0.0006240214900569564,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-28,2020-12-27,2020-12-27,0.0,31008.0301385926,,0.9832581855210742,,,,True,natural,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,active,134,134,0,2021-08-20,,2022-08-20,0.0,297.44599273643416,,0.0256915071117014,,,,False,,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,234,234,0,2016-08-23,2017-08-23,2017-08-23,0.0,2131.3209537349135,,0.10541908800920552,,,,True,natural,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-11,2018-09-11,2018-09-11,0.0,1322.3055681731612,,0.041930034505744576,,,,True,natural,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,718.8758747879942,,0.022795404451674092,,,,True,natural,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,15283.489518219018,,0.48463627340877147,,,,True,natural,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,3658.2326134383393,,0.11600179520035322,,,,True,natural,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-27,2019-10-27,2019-10-27,0.0,642.2125422649345,,0.020364426124585694,,,,True,natural,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-01,2020-06-30,2020-06-30,0.0,514.4698204879495,,0.016313730989597586,,,,True,natural,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-23,2020-08-22,2020-08-22,0.0,923.4262577321806,,0.029281654545033627,,,,True,natural,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-09,2020-12-08,2020-12-08,0.0,20576.64453554821,,0.6524811179461,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,active,342,342,0,2021-01-24,,2022-01-24,0.0,2939.681474873719,,0.09948564662097002,,,,False,,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,active,250,250,0,2021-04-26,,2022-04-26,0.0,37157.78599764028,,1.720267870261124,,,,False,,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,active,118,118,0,2021-09-05,,2022-09-05,0.0,750.2434250984074,,0.07358790657352553,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,4101.740974425949,,0.1300653530703307,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,active,332,332,0,2021-02-03,,2022-02-03,0.0,19080.956611008824,,0.6651939916265347,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-29,2018-11-29,2018-11-29,0.0,8365.23992021941,,0.26526001776444097,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-10,2019-11-10,2019-11-10,0.0,800.3220461619121,,0.02537804560381507,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-07,2020-04-06,2020-04-06,0.0,1514.0603435274072,,0.04801053854412123,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-09,2021-03-09,2021-03-09,0.0,50.86184285294499,,0.001612818456777809,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-20,2019-11-20,2019-11-20,0.0,21409.3841576617,,0.6788871181399575,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-03,2020-05-02,2020-05-02,0.0,7163.436231252911,,0.22715107278199237,,,,True,natural,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,244,244,0,2016-09-02,2017-09-02,2017-09-02,0.0,47.89726006702678,,0.0022719935900039263,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-06,2019-11-06,2019-11-06,0.0,2058.384154428059,,0.0652709333595909,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,851.4681908872773,,0.026999879213827918,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,412.81914974618934,,0.013090409365366226,,,,True,natural,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-18,2020-12-17,2020-12-17,0.0,187.65414739317248,,0.005950473978728199,,,,True,natural,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,active,257,257,0,2021-04-19,,2022-04-19,0.0,89.2036050851935,,0.004017311801285916,,,,False,,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,active,50,50,0,2021-11-12,,2022-11-12,0.0,281.25115882068854,,0.06510443491219642,,,,False,,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,91,91,0,2016-04-02,2017-04-02,2017-04-02,0.0,13023.813764095745,,1.656467969588897,,,,True,natural,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,20.624243922360247,,0.0009625263180611673,,,,True,natural,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-19,2019-12-19,2019-12-19,0.0,1037.2910103086056,,0.032892282163514884,,,,True,natural,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,active,173,173,0,2021-07-12,,2022-07-12,0.0,8300.418694544594,,0.5553159584768114,,,,False,,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-19,2020-12-18,2020-12-18,0.0,208.0429115267841,,0.006596997448211063,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,445.76261055461447,,0.014135039654826688,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-03,2021-11-03,2021-11-03,0.0,12.34080278807316,,0.0003913242893224619,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-23,2021-06-23,2021-06-23,0.0,34.97740836695366,,0.0011091263434472875,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,326,326,0,2016-11-23,2017-11-23,2017-11-23,0.0,8665.608109297691,,0.30765763850892164,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-30,2020-07-29,2020-07-29,0.0,266.508107859172,,0.00845091666220104,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-17,2021-12-17,2021-12-17,0.0,6158.619121471345,,0.19528853124909135,,,,True,natural,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,active,136,136,0,2021-08-18,,2022-08-18,0.0,2463.975655434507,,0.20969291729936912,,,,False,,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-13,2018-04-13,2018-04-13,0.0,10115.031132631397,,0.3207455331250443,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2536.9417927747045,,0.08044589652380468,,,,True,natural,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,538.6045137040411,,0.05068169543285542,,,,True,natural,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,204,204,0,2016-07-24,2017-07-24,2017-07-24,0.0,151.69044519375444,,0.00860625710294994,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-11,2018-05-11,2018-05-11,0.0,21201.092151410616,,0.6722822219498545,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-12,2020-03-11,2020-03-11,0.0,230.26824761098376,,0.007301758232210292,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,99.27495065347998,,0.0031479880344203437,,,,True,natural,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,active,177,177,0,2021-07-08,,2022-07-08,0.0,1477.5076381157821,,0.09661459236475872,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,8.5716185428477,,0.003968341917985046,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,596.6658674854888,,0.018920150541777293,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-26,2019-05-26,2019-05-26,0.0,5203.52742246278,,0.16500277214810943,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-26,2021-05-26,2021-05-26,0.0,778.0260339930423,,0.024671043695872728,,,,True,natural,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,active,315,315,0,2021-02-20,,2022-02-20,0.0,1014.591744889632,,0.03727923812792592,,,,False,,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,active,280,280,0,2021-03-27,,2022-03-27,0.0,4201.385534171666,,0.1736683835223076,,,,False,,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,3653.3484930879777,,0.1705005083766417,,,,True,natural,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,629.4478855044224,,0.0199596615139657,,,,True,natural,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-27,2021-01-26,2021-01-26,0.0,2536.034945386622,,0.08041714058176756,,,,True,natural,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-07,2021-09-07,2021-09-07,0.0,36490.50898054857,,1.1571064491548886,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,active,210,210,0,2021-06-05,,2022-06-05,0.0,1030.727421171478,,0.056808169156276345,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-05,2019-07-05,2019-07-05,0.0,293.11841408994434,,0.009294723937403104,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-28,2018-07-28,2018-07-28,0.0,338.9332191203973,,0.010747501874695501,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,844.0404709761691,,0.02676434776053301,,,,True,natural,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,86.24268297533918,,0.0027347375372697605,,,,True,natural,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-28,2021-09-28,2021-09-28,0.0,2347.9072891296582,,0.07445165173546608,,,,True,natural,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,active,284,284,0,2021-03-23,,2022-03-23,0.0,1701.8737831201433,,0.0693577930653423,,,,False,,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,active,41,41,0,2021-11-21,,2022-11-21,0.0,1462.5588673654763,,0.4128723089898025,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-21,2020-05-20,2020-05-20,0.0,184.50385843387232,,0.00585057897114004,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-28,2021-03-28,2021-03-28,0.0,888.3394092798032,,0.02816905787924287,,,,True,natural,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,active,17,17,0,2021-12-15,,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,,,,False,,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,877.2282551801298,,0.027816725494042675,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,31.470404385572003,,0.07284815829993518,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,5868.000288672942,,0.1860730685144895,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,active,283,283,0,2021-03-24,,2022-03-24,0.0,1323.9207609673304,,0.054145430938658645,,,,False,,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,active,117,117,0,2021-09-06,,2022-09-06,0.0,16.90469292399463,,0.0016722749410409377,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-03,2021-08-03,2021-08-03,0.0,19512.981153106084,,0.6187525733481127,,,,True,natural,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,active,345,345,0,2021-01-21,,2022-01-21,0.0,11309.37313600662,,0.3794073113260406,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,7059.316402542204,,0.2238494546721906,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,3024.8541679133687,,0.09591749644575623,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-20,2021-05-20,2021-05-20,0.0,1516.8609101630968,,0.04809934392957562,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,197,197,0,2016-07-17,2017-07-17,2017-07-17,0.0,56.482879693374905,,0.003318462098924545,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,12324.608261927831,,0.39081076426711786,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,111.91955081122428,,0.003548945675140293,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,848.2179366960789,,0.026896814329530658,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,51,51,0,2016-02-22,2017-02-21,2017-02-21,0.0,424.56434586584487,,0.09635174878945281,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,1372.7354548455955,,0.043529155721892296,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-10,2020-11-09,2020-11-09,0.0,54.50635846443433,,0.0017283852886997187,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,5916.254484892911,,0.18760319903896852,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,20.435343005786805,,0.0006480004758303781,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,39119.53460352389,,1.240472304779423,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,63497.511897013355,,2.0134928937409104,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,249.62748413387234,,0.01128596481363355,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-08,2018-06-08,2018-06-08,0.0,1569.570727745771,,0.04977076128062439,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,83.73578229336975,,0.0026552442381205525,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-18,2020-01-18,2020-01-18,0.0,21241.721087619924,,0.6735705570655734,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,182.22449347020952,,0.013099874444315728,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,active,143,143,0,2021-08-11,,2022-08-11,0.0,5213.285778574607,,0.4219507396541219,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,136,136,0,2021-08-18,,2022-08-18,0.0,56.199423537876285,,0.004782766845203251,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,31.43365938438425,,0.0025090724285108754,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,4698.935736251725,,0.1490022747416199,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,1386.2455713809168,,0.21681768821648473,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,659.4887926706631,,0.03453833546331192,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-20,2020-05-19,2020-05-19,0.0,43032.809477453266,,1.3645614370070163,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,5215.543455931471,,0.8048678172733751,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,171,171,0,2016-06-21,2017-06-21,2017-06-21,0.0,36.681664353026086,,0.0024827853823523177,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-31,2020-05-30,2020-05-30,0.0,1305.3794147884846,,0.04139330970283119,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,1362.0417087453006,,0.043190059257524754,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,723.9458420311639,,0.022956172058319506,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,278.8767685779394,,0.07016826906651051,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-20,2021-12-20,2021-12-20,0.0,1439.496634206571,,0.04564613883201962,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,5538.389075314511,,0.17562116550337742,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,6570.875352708743,,0.20836109058563998,,,,True,natural,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,active,352,352,0,2021-01-14,,2022-01-14,0.0,2081.241902374632,,0.0684330907504285,,,,False,,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,11361.34118124519,,0.9961894273678794,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-27,2018-07-27,2018-07-27,0.0,49376.99525227914,,1.5657342482331031,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,385.71036439644604,,0.01223079542099334,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,678.4969557936275,,0.021514997329833443,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,6651.2625508236015,,0.21091015191601983,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,5008.42594168916,,0.6587260550411879,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,active,121,121,0,2021-09-02,,2022-09-02,0.0,1485.0988730714228,,0.14205491210126098,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,1403.532161229572,,0.14125726260362037,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,731.360539006645,,0.023191290557034654,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,3711.914142797913,,0.11770402532971565,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,481.0460035782285,,0.015253868708086898,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,314.27013468598886,,0.01855809090880036,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,21730.012245136284,,0.6890541680979289,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,1804.5308554300261,,0.05722129805397089,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,87466.89941089967,,2.77355718578449,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,active,272,272,0,2021-04-04,,2022-04-04,0.0,4515.323239294523,,0.1921348736764077,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,1171.547828032571,,0.27119162685939147,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,1484.6466533540918,,0.04707783654725049,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,364,364,0,2016-12-31,2017-12-31,2017-12-31,0.0,101505.63814287161,,3.227565315389436,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,412.2961533087959,,0.05186898063969352,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,688.3932609971919,,0.021828807109246316,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,733.7961874536193,,0.023268524462633788,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-26,2018-09-26,2018-09-26,0.0,4502.603781736844,,0.14277662930418708,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,1540.0783855921877,,0.04883556524582026,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-02,2021-08-02,2021-08-02,0.0,2474.5480846973937,,0.07846740501957743,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,3829.6463465557476,,0.12143728902066678,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,57315.759221265755,,1.817470802297874,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,1184.9042122425778,,0.03757306609089858,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,1139.9909142049592,,0.03614887475282087,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,941.993093601803,,0.029870405048256055,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,801.5271019237002,,0.025416257671350206,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,6030.592829530434,,0.19122884416319236,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,632.3377090165206,,0.020051297216404126,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,2516.0627407533857,,0.07978382612739046,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,207.39925745768366,,0.006576587311570385,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,593.8041884570354,,0.018829407295060732,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,277.93370070356417,,0.008813219834587905,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-22,2019-09-22,2019-09-22,0.0,1643.4708124971773,,0.05211411759567407,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,809.6659766023363,,0.025674339694391687,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,16498.929759974333,,0.5231776306435291,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,945.4942391359764,,0.02998142564484958,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,34062.49148749164,,1.0801145195171118,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,120.35859682298654,,0.003816546068714692,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,active,194,194,0,2021-06-21,,2022-06-21,0.0,4100.106788858564,,0.2446130911642423,,,,False,,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,active,174,174,0,2021-07-11,,2022-07-11,0.0,21171.477276474245,,1.408277277330396,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,37475.411848261756,,8.674863853764295,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-04,2020-01-04,2020-01-04,0.0,264.74962463768,,0.008395155525040587,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,3282.807006402658,,0.1040971272958732,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,742.4610085484163,,0.02354328413712634,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,active,210,210,0,2021-06-05,,2022-06-05,0.0,1900.0032112244792,,0.10471799003662252,,,,False,,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,4106.884255182511,,0.13022844543323536,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,307.63766476563137,,0.009755126356089274,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,522.5972662263598,,0.01657145060332191,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,2230.4606043800786,,0.07072744179287413,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-29,2018-07-29,2018-07-29,0.0,266.3196643659875,,0.008444941158231465,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,active,289,289,0,2021-03-18,,2022-03-18,0.0,659.8333821240934,,0.02642546865484803,,,,False,,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,9782.7726016348,,0.31020968422231104,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,189.48813172783127,,0.0060086292404817115,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,27.295320636234784,,0.0008655289395051618,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,4229.682578608595,,0.13412235472503153,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,85,85,0,2016-03-27,2017-03-27,2017-03-27,0.0,11419.571506879838,,1.5549525472330932,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,19122.592119388384,,0.6063734182961816,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,1187.7737339408739,,0.03766405802704445,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,112.21887102176922,,0.0035584370567532096,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,3101.976993584982,,0.13151103113489443,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,905.1291755714966,,0.028701457875808488,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-30,2018-12-30,2018-12-30,0.0,656.1476095654032,,0.020806304209963315,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,active,184,184,0,2021-07-01,,2022-07-01,0.0,678.26675997692,,0.04266472674975593,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-13,2019-05-13,2019-05-13,0.0,5327.409388349168,,0.16893104351690663,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-24,2019-10-24,2019-10-24,0.0,12320.617326738204,,0.3906842125424342,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,264.61166086786557,,0.014446391338436055,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,183.31956241985193,,0.0058130251908882526,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,285.4005387575963,,0.00904999171605772,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,170.14243156914864,,0.005395181112669604,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,605.9100450379821,,0.01921328148902784,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,23847.072498119825,,0.7561857083371328,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-12,2021-08-12,2021-08-12,0.0,3110.8318374237024,,0.09864383046117776,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,1136.691012645618,,0.03604423556080727,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-21,2020-03-20,2020-03-20,0.0,2254.517403161349,,0.07149027787802349,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,57172.70245346412,,1.8129345019490144,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-24,2021-03-24,2021-03-24,0.0,81.83704329260354,,0.0025950356193747953,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,272,272,0,2016-09-30,2017-09-30,2017-09-30,0.0,138.82124092152168,,0.00590708575544329,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-16,2018-01-16,2018-01-16,0.0,12668.84808863751,,0.40172653756460897,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,3604.444573222818,,0.11429618763390466,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-06,2018-06-06,2018-06-06,0.0,1070.8910698311922,,0.03395773306161822,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,6485.272163238585,,0.2056466312543945,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,38.82115058197621,,0.028082429529786034,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-10-22,2021-10-22,2021-10-22,0.0,169.91602577006262,,0.005388001831876668,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,721.2114263849993,,0.02286946430698247,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-06-22,2021-06-22,2021-06-22,0.0,1817.4385391355706,,0.057630598019265934,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,13.728619824281667,,0.0004353316788521583,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8128.456687021163,,0.2577516706944813,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,853.542083507088,,0.02706564191739878,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,735.593652663955,,0.02332552171055159,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,1221.1119104792788,,0.03872120467019529,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,99.12992829510299,,0.0031433894056032145,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,3100.9767041886544,,0.09833132623632213,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,active,166,166,0,2021-07-19,,2022-07-19,0.0,5166.250053739953,,0.36020819763358664,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,60.23582479698713,,0.0019100654742829504,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,4291.047602153746,,0.1360682268567271,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,6219.313584858066,,0.19721314005765048,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,993.0863555261236,,0.140171402936727,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,49.79538404435775,,0.003894158537002452,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1111.1505401315871,,0.03523435249022029,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-08,2021-05-08,2021-05-08,0.0,702.2311617772548,,0.022267604064474086,,,,True,natural,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,active,254,254,0,2021-04-22,,2022-04-22,0.0,989.0593053363068,,0.045068683715018355,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,3966.1848064155724,,0.1257668951806054,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,4191.488304889802,,0.13291122225043764,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-27,2020-08-26,2020-08-26,0.0,12565.378624749945,,0.3984455423880627,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,active,296,296,0,2021-03-11,,2022-03-11,0.0,303.0202900286846,,0.011848578657903395,,,,False,,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,active,110,110,0,2021-09-13,,2022-09-13,0.0,1817.2358865391848,,0.19120747964427448,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,9965.221033065824,,0.3159950860307529,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,10116.11200967852,,0.3207798075113686,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,6663.229135574981,,0.21128960982924216,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-17,2021-11-17,2021-11-17,0.0,1343.6863459816007,,0.042608014522501285,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,active,261,261,0,2021-04-15,,2022-04-15,0.0,2713.102892148102,,0.12031284997818671,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,2975.916200493671,,0.09436568367876937,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,2300.322920518752,,0.07294276130513547,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-05,2021-02-04,2021-02-04,0.0,6950.789094352422,,0.2204080763049347,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,2544.660287044413,,0.08069064837152501,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-15,2019-06-15,2019-06-15,0.0,4752.746658954853,,0.1507086079069905,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,609164.1976259298,,19.316469990675095,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,913.2802745116123,,0.028959927527638644,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,52499.59302768653,,1.6647511741402374,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,147,147,0,2016-05-28,2017-05-28,2017-05-28,0.0,676.2005032807696,,0.05324078036665167,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,736.4271283696709,,0.02335195105180336,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,369.57186022709476,,0.011719046810854094,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,9348.860816946335,,0.29645043179053576,,,,True,natural,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,active,252,252,0,2021-04-24,,2022-04-24,0.0,444.3825468791022,,0.020409986169858823,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,4511.9763034783045,,0.1430738300189721,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-02-07,2019-02-07,2019-02-07,0.0,4985.627600706909,,0.1580932141269314,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,134.079017363582,,0.0042516177499867455,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-09,2020-03-08,2020-03-08,0.0,4435.42418209416,,0.14064637817396497,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-22,2021-07-22,2021-07-22,0.0,5362.648148617829,,0.17004845727479162,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,197429.82850660334,,6.260458793334707,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-06,2021-11-06,2021-11-06,0.0,507.0526374476434,,0.016078533658283975,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-27,2018-03-27,2018-03-27,0.0,509.3039045387234,,0.016149920869442013,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-07,2018-07-07,2018-07-07,0.0,896.1485245597943,,0.028416683300348623,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,363.6432592523441,,0.011531052107190007,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,9379.814622027798,,0.2974319705107749,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-17,2018-03-17,2018-03-17,0.0,1434.3850467872846,,0.04548405145824722,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-18,2020-02-18,2020-02-18,0.0,26835.3557139296,,0.850943547499036,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,6798.231221698901,,0.21557049789760593,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,active,95,95,0,2021-09-28,,2022-09-28,0.0,2367.4719789559113,,0.2884346952918995,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-14,2020-01-14,2020-01-14,0.0,613.4350788018493,,0.019451898744350878,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-29,2020-06-28,2020-06-28,0.0,275.316328853791,,0.008730223517687437,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,41,41,0,2016-02-12,2017-02-11,2017-02-11,0.0,93.04462587083503,,0.026265985171306183,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,147874.3356604507,,8.228406320137259,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,339.5865751669126,,0.010768219659021834,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,342,342,0,2016-12-09,2017-12-09,2017-12-09,0.0,1822.2489541811851,,0.06166913560554693,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,353,353,0,2016-12-20,2017-12-20,2017-12-20,0.0,66.04816037360212,,0.0021655702567149994,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,135.47595535720706,,0.004295914363178813,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,278,278,0,2016-10-06,2017-10-06,2017-10-06,0.0,449.1056108092619,,0.01869777556326863,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,294.1018634389262,,0.009325908911685889,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,4496.162093267156,,0.14257236470278906,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-21,2019-08-21,2019-08-21,0.0,52.1048947861768,,0.0016522353750056064,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,512.8238242338251,,0.016261536790773246,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,active,229,229,0,2021-05-17,,2022-05-17,0.0,106.66503290734968,,0.0053910436331144704,,,,False,,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,127326.8494765544,,4.037507910849644,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,108.0935032178747,,0.003427622501835195,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,464.7874923479354,,0.014738314699008607,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,842.1494861205359,,0.026704385024116435,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-25,2018-06-25,2018-06-25,0.0,1258.1063013485284,,0.03989428910922528,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-24,2020-06-23,2020-06-23,0.0,998.8015177951519,,0.031671788362352606,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,2709.0589363611693,,0.08590369534377122,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,3521.5756185996956,,0.11166843032089344,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,3387.957017128014,,0.10743141226306487,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,30.470289480836975,,0.0009662065411224306,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,22776.669317938835,,0.7222434461548337,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,907.0040394784284,,0.028760909420295168,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,38.885787583973155,,0.0012330602354126445,,,,True,natural,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,7747.352810561008,,0.24566694604772343,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,12590.392097535423,,0.39923871440688175,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,2803.969322853058,,0.08891328395652771,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,187,187,0,2016-07-07,2017-07-07,2017-07-07,0.0,210.74313019327707,,0.013043618178926337,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,34.68577731481129,,0.0015440605998402461,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,3934.835222196734,,0.12477280638624852,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,809.3507185270935,,0.025664342926404533,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,1008.9481756212829,,0.03199353677134966,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,2544.382902905639,,0.21813982363731474,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,147.1868296115768,,0.004667263749732902,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,56.74167076053371,,0.001799266576627781,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-26,2018-10-26,2018-10-26,0.0,23592.771012440455,,0.7481218611250778,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,822.4775548030955,,0.026080592174121495,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,93995.21920902924,,2.98056884858667,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,3234.4187764204125,,0.10545183804187573,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-17,2018-05-17,2018-05-17,0.0,1129.2650884481966,,0.03580876104921983,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-20,2018-08-20,2018-08-20,0.0,141446.19503040065,,4.4852294213090005,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3133.7547874730735,,0.09937071243889756,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,163.8008875699575,,0.005194092071599363,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,active,244,244,0,2021-05-02,,2022-05-02,0.0,373.91265732833546,,0.017736445873573894,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,2775.81614087715,,0.14278889613565585,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-22,2019-03-22,2019-03-22,0.0,42408.868808959036,,1.3447764081988531,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-07,2019-01-07,2019-01-07,0.0,18897.046592341594,,0.5992214165506593,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-10,2019-08-10,2019-08-10,0.0,1778.1324196687178,,0.05638420914728304,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,113,113,0,2016-04-24,2017-04-24,2017-04-24,0.0,667.0353435681196,,0.06832138474763598,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,35.322483853738966,,0.0028994684014429805,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-22,2020-12-21,2020-12-21,0.0,7792.744615435154,,0.24710631073805026,,,,True,natural,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,13573.752684272886,,0.7410548067496989,,,,False,,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,17807.23781448406,,0.5646638069027161,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,21550.759006401397,,0.6833700851852295,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,1074.5125526811028,,0.03407256952946165,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,216,216,0,2016-08-05,2017-08-05,2017-08-05,0.0,142.41199807947558,,0.007630958401892337,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,9955.199356092811,,0.31567730073861017,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-23,2020-04-22,2020-04-22,0.0,28030.73454422488,,0.8888487615494952,,,,True,natural,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,active,87,87,0,2021-10-06,,2022-10-06,0.0,776.9212935122096,,0.10335798391765239,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,131,131,0,2016-05-12,2017-05-12,2017-05-12,0.0,188.80387974855768,,0.01668114572276626,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,2473.0155000143513,,0.14985792975654155,,,,True,natural,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,2072.568122683788,,0.06572070404248438,,,,True,natural,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,3214.600885625463,,0.10193432539400885,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,141.62888200423984,,0.004491022387247585,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-10,2019-10-10,2019-10-10,0.0,8794.00183265717,,0.2788559688184034,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,41517.11362308158,,1.316499036754236,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,active,128,128,0,2021-08-26,,2022-08-26,0.0,73.61368913619766,,0.006656330397876669,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,125.82675171522956,,0.003989940122882723,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,15633.271610967193,,0.49572779080946194,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,158,158,0,2016-06-08,2017-06-08,2017-06-08,0.0,4209.948447711754,,0.3083940201382848,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-04,2018-09-04,2018-09-04,0.0,23.605623756580055,,0.0007485294189681651,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,10834.367888807863,,0.343555552029676,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-29,2019-01-29,2019-01-29,0.0,1570.289767674718,,0.04979356188719933,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,active,182,182,0,2021-07-03,,2022-07-03,0.0,993.3486698082683,,0.0631708301414497,,,,False,,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,321,321,0,2016-11-18,2017-11-18,2017-11-18,0.0,297.2345735114188,,0.010717180595629209,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,25444.119839997304,,0.8068277473362918,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,145.96320842079842,,0.008006582873705372,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,1338.6415066946458,,0.04244804371812043,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,211.9947614222033,,0.006853751597810731,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,3039.1766206205084,,0.09637165844179693,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,1049.6354866910835,,0.03328372294175176,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,active,133,133,0,2021-08-21,,2022-08-21,0.0,6556.898963548417,,0.5706017616566083,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,19563.59205888516,,2.1161725574252723,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-19,2021-03-19,2021-03-19,0.0,11042.824286536927,,0.3501656610393495,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,8557.464869030726,,0.2713554309053376,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,316.79852466727215,,0.010045615317962713,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,5875.471362127751,,0.18630997469963692,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-22,2019-02-22,2019-02-22,0.0,265.5631403153015,,0.008420951937953497,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,429.1460603773428,,0.013608132305217615,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,694.2676766261349,,0.02201508360686627,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,active,229,229,0,2021-05-17,,2022-05-17,0.0,572.3860489927689,,0.028929425895235367,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,969.2312705812421,,0.157999359445299,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,7987.141060635645,,0.2532705815777411,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-26,2018-12-26,2018-12-26,0.0,491.07041638369355,,0.015571740752907584,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,142504.28771818517,,4.51878132033819,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-26,2018-04-26,2018-04-26,0.0,5.718353049675741,,0.00018132778569494357,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,6313.94821225968,,0.20021398440701674,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,13475.267843728834,,0.4272979402501532,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,active,346,346,0,2021-01-20,,2022-01-20,0.0,521.7667372224788,,0.01745366146243038,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,282,282,0,2016-10-10,2017-10-10,2017-10-10,0.0,3958.829973798911,,0.16248152965749402,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,1301.655470545416,,0.04127522420552435,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-25,2021-02-24,2021-02-24,0.0,1773.2930973283935,,0.05623075524252897,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,13695.378603108935,,0.43427760664348475,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,735.4427007370784,,0.023320735056350787,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-09,2018-10-09,2018-10-09,0.0,3936.855418694466,,0.12483686639695796,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,4135.860635484627,,0.13114728042505794,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-23,2019-05-23,2019-05-23,0.0,32316.18458642576,,1.0247394909445002,,,,True,natural,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-26,2019-09-26,2019-09-26,0.0,5909.498327191756,,0.18738896268365537,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-18,2019-04-18,2019-04-18,0.0,2605.635999018045,,0.08262417551427083,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,63.87388754696356,,0.0020254276873085857,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,321.46119468999086,,0.01019346761447206,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,748.7366447714641,,0.3466373355423445,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,3786.897822525122,,0.12008174221604269,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-16,2021-04-16,2021-04-16,0.0,6319.677328115714,,0.20039565347906246,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,4500.992707401236,,0.38025418249875265,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,360,360,0,2016-12-27,2017-12-27,2017-12-27,0.0,309.4288307217085,,0.009948200576186615,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,3943.799200833939,,0.1250570522841812,,,,True,natural,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,active,252,252,0,2021-04-24,,2022-04-24,0.0,4341.82785211222,,0.19941522689374908,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,active,204,204,0,2021-06-11,,2022-06-11,0.0,6350.256759104169,,0.36028599078069223,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,1594.6401692047446,,0.050565708054437615,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,active,223,223,0,2021-05-23,,2022-05-23,0.0,1678.4983523167891,,0.08711688010280627,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,161.39966882032672,,0.005117949924541055,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,4211.203543944441,,0.13353638837977044,,,,True,natural,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3807.9614977762253,,0.12074966697666874,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,10180.99296942849,,0.3228371692487471,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,319,319,0,2021-02-16,,2022-02-16,0.0,125.9219880878968,,0.004568747390858905,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-03,2021-05-03,2021-05-03,0.0,688.4197005088748,,0.021829645500661934,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,138.30746868490078,,0.004385701061799238,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,614.9325411010951,,0.019499382962363494,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-16,2020-09-15,2020-09-15,0.0,2928.4438808686996,,0.09286034629847474,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,17519.80456326871,,4.608534449513024,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,3192.222448762891,,0.12274757170399944,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,1562.2767412476703,,0.04953947048603724,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,141.07432874838923,,0.004473437618860643,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,661.0627677391321,,0.020962162853219564,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,92357.6494335337,,2.928641851646807,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,4323.478095729112,,0.13709659106193278,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,2024.3239499930673,,0.06419089136203282,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-05,2018-12-05,2018-12-05,0.0,190.36812771858706,,0.006036533730295125,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,active,140,140,0,2021-08-14,,2022-08-14,0.0,1261.2643809254996,,0.10427119551302079,,,,False,,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,active,357,357,0,2021-01-09,,2022-01-09,0.0,176.56915456993923,,0.005724438303050732,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,842.6451608569839,,0.02672010276690081,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,1790.8148571284762,,0.05678636660097908,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,active,263,263,0,2021-04-13,,2022-04-13,0.0,885.5406570085185,,0.03897077247080158,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2178.313205143598,,0.06907385861059101,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,1004.5248399899456,,0.03185327371860558,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-24,2020-07-23,2020-07-23,0.0,1402.7933711028359,,0.0444822859938748,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,708.3524902584726,,0.022461710117277794,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,9043.698218701946,,0.286773789278981,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,21713.18628491171,,0.6885206203992805,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,1117.2601646272744,,0.035428087412077446,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,7028.674919939083,,0.2228778196327715,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,8339.086730758945,,0.2644307055669376,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,1080.2095925481265,,0.03425322147856819,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,222.44102484750707,,0.016717849991545443,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,230,230,0,2016-08-19,2017-08-19,2017-08-19,0.0,183.337063881595,,0.009225898947342742,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-28,2018-03-28,2018-03-28,0.0,4860.451667351192,,0.15412391131884803,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,27.282555424183013,,0.0008651241572863715,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,394.050443874569,,0.012495257606372686,,,,True,natural,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,3486.2728492374513,,0.11054898684796585,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,active,219,219,0,2021-05-27,,2022-05-27,0.0,114.84204803613926,,0.0060693624236924605,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,168,168,0,2016-06-18,2017-06-18,2017-06-18,0.0,10042.859641511066,,0.6918857226570123,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,4108.174934618505,,0.13026937260966848,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-10,2018-08-10,2018-08-10,0.0,35.86842777719354,,0.0011373803835994906,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,3076.0850678820157,,0.09754201762690308,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,360,360,0,2021-01-06,,2022-01-06,0.0,127.90722551049916,,0.004112243618521706,,,,False,,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,active,279,279,0,2021-03-28,,2022-03-28,0.0,5050.208802107944,,0.20950355112952773,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,6673.892198511126,,0.2384077860122001,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,871.7875687105059,,0.027644202457842017,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,890.4928016184193,,0.02823734150235982,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,14002.24812557954,,0.44400837536718474,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-19,2019-11-19,2019-11-19,0.0,2335.804471554177,,0.0740678739077301,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-19,2020-04-18,2020-04-18,0.0,5663.791131964759,,0.17959763863409306,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,1094.8541694693017,,0.0347175979664289,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,130749.79655082255,,4.146048850546123,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,8122.239789645311,,0.25755453417190866,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,5413.297731020317,,0.2599747258250882,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-03,2019-08-03,2019-08-03,0.0,825.757926506388,,0.026184612078462326,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,3906.964550323199,,0.12388903317869097,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,3056.1827865393557,,0.09691092042552496,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,active,354,354,0,2021-01-12,,2022-01-12,0.0,116361.8809023131,,3.8044661835083535,,,,False,,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,active,347,347,0,2021-01-19,,2022-01-19,0.0,601.644927939947,,0.020067674242846986,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,2304.823170754433,,0.07308546330398379,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,128199.0815746652,,4.0651662092423,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,313.7996372060171,,0.009950521220383595,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-16,2018-09-16,2018-09-16,0.0,156.25846453352608,,0.004954923406060568,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2618.6186857424314,,0.0830358538096915,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,4462.662822277572,,0.14151010978810158,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,339,339,0,2021-01-27,,2022-01-27,0.0,145.4580162112749,,0.004966200160168623,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,615.2860023458802,,0.02088377058032883,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-13,2018-12-13,2018-12-13,0.0,118.205942060253,,0.0037482858339755514,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,active,128,128,0,2021-08-26,,2022-08-26,0.0,388.85201369115674,,0.035160953205580575,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,811.3690292338324,,0.025728343139073833,,,,True,natural,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,100,100,0,2016-04-11,2017-04-11,2017-04-11,0.0,3999.8382401410286,,0.4629442407570634,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,207.0141434872412,,0.006564375427677613,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,20049.289442299647,,0.6357587976376092,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,8303.52605191897,,0.26330308383812057,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,559.353224984556,,0.01773697440970814,,,,True,natural,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,657.6388811153274,,0.02085359212060272,,,,True,natural,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,452.8493434169464,,0.014359758479735741,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,active,192,192,0,2021-06-23,,2022-06-23,0.0,205.32255043598613,,0.012377179207416216,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,4194.694355081976,,0.13301288543512102,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,3175.037534416031,,0.20998925492169515,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,5057.975678349195,,0.1964476012284518,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,605.7683312538863,,0.019208787774412935,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,252.41141814368305,,0.008003913563663211,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,352.6052779290064,,0.01118104001550629,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,214,214,0,2021-06-01,,2022-06-01,0.0,5287.332153889336,,0.28596249534275137,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,111019.62048521034,,3.5204090717025096,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,16421.48074395124,,0.5207217384560895,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1971.8401243530573,,0.06252664016847594,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,275.56718387984625,,0.008738178078381731,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,active,210,210,0,2021-06-05,,2022-06-05,0.0,413.29802512415887,,0.02277877122597877,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,265.5882766232574,,0.010599787540838818,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-02-15,2018-02-15,2018-02-15,0.0,201.09784307739238,,0.006376770772367845,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,57.614966715236626,,0.022994479053015892,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,2.5376842902880083,,8.046944096550001e-05,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-02,2019-10-02,2019-10-02,0.0,1316.760756105917,,0.0417542096685032,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,active,302,302,0,2021-03-05,,2022-03-05,0.0,35104.2098951637,,1.3453600186704262,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-28,2020-05-27,2020-05-27,0.0,7091.003545293732,,0.22485424737740142,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,active,123,123,0,2021-08-31,,2022-08-31,0.0,834.8674610233571,,0.07855949460096329,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,130981.7942641522,,4.153405449776515,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,144592.28682485744,,4.5849913376730544,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-03,2021-06-03,2021-06-03,0.0,714.599260313924,,0.022659793896306568,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,750.8236934864631,,0.02380846313693756,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,431.53998892524965,,0.01368404328149574,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,10465.725486353274,,0.33186597813144575,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,1686.3421880265423,,0.05347355999576808,,,,True,natural,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,10935.073300382062,,0.37780103995239295,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,286.31455400123735,,0.009078974949303568,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,3322.1096092317407,,0.10534340465600395,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,962.2262715757171,,0.030511994912979356,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-15,2021-12-15,2021-12-15,0.0,5651.272698710097,,0.17920068171962508,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,active,205,205,0,2021-06-10,,2022-06-10,0.0,701.4286454337182,,0.03960188829232826,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,43.06357425151434,,0.02769005546007866,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,1056.1930185057395,,0.08858301617902405,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,211.96959816746875,,0.0067215118647726,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,736.615263436038,,0.023357916775622718,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,138.35400973624115,,0.012608815410491503,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,1478.5760908855636,,0.046885340274149014,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-22,2019-06-22,2019-06-22,0.0,125.3935660520902,,0.0039762038956142245,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,9514.780223192243,,0.3017117016486632,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-27,2018-12-27,2018-12-27,0.0,11702.565446818899,,0.37108591599501833,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,13571.879341287799,,0.430361470740988,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,245.30829730423025,,0.007778675079408619,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,928.8523284566132,,0.029453714118994584,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,452.41267073357227,,0.05570486982042605,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,105,105,0,2016-04-16,2017-04-16,2017-04-16,0.0,1323.495602077695,,0.14588796319198577,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,58.44083516479751,,0.0018531467264332035,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,588.7530958576018,,0.018669238199441964,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,active,221,221,0,2021-05-25,,2022-05-25,0.0,1512.049755942698,,0.07918812614916929,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,4017.6064286186893,,0.12739746412413397,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3685.059533897399,,0.11685247126767499,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,8197.82323963828,,0.25995126964860094,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,650.5662194535996,,0.020629319490537784,,,,True,natural,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,active,161,161,0,2021-07-24,,2022-07-24,0.0,10341.205018612096,,0.7434153596310743,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,25.207588037670458,,0.015355499535617968,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,2.4144323680276765,,0.00013243990082651374,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,4077.808721786114,,0.12930646631741863,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,65682.33941932162,,2.0827733199937093,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-24,2020-08-23,2020-08-23,0.0,8075.243657602813,,0.2560642966007995,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,2469.4143190257214,,0.07830461437803529,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,1279.2719204668329,,0.0405654464886743,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,18473.865541736883,,0.585802433464513,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1071.4118943802684,,0.03397424829972947,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,121141.09407639003,,3.841358893847984,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-24,2018-07-24,2018-07-24,0.0,1119.091837821788,,0.03548616938805771,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,13.554753298984606,,0.0006325956400735797,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,4.189179948187912,,0.00013283802473959642,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-04,2021-04-04,2021-04-04,0.0,5822.486810027091,,0.18462984557417209,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,4734.112678628872,,0.1501177282670241,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,1625.8856602080061,,0.054387633142260965,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-03,2019-04-03,2019-04-03,0.0,1121.7763693846905,,0.0355712953254912,,,,True,natural,N/A,N/A,True 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+0000000000,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-28,2019-06-28,2019-06-28,0.0,272.46758257660235,,0.00863989036582326,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-22,2019-12-22,2019-12-22,0.0,8659.775564891681,,0.2745996817888026,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,195,195,0,2016-07-15,2017-07-15,2017-07-15,0.0,1681.4611589540639,,0.09980182567391166,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,514.5382848160347,,0.016315901979199476,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,3236.1225382828234,,0.10261677252292058,,,,True,natural,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-02,2020-02-02,2020-02-02,0.0,3960.1192599724022,,0.12557455796462463,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,28379.827550138805,,0.8999184281500128,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-29,2020-07-28,2020-07-28,0.0,1470.307896447492,,0.04662315754843646,,,,True,natural,N/A,N/A,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_1_timeseries.csv new file mode 100644 index 000000000..7178b57a9 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_none/keptP_none_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_emissions_summary.csv new file mode 100644 index 000000000..45edda6d0 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_emissions_summary.csv @@ -0,0 +1,709 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,83,83,3,2018-10-30,2019-01-21,2019-10-30,18.573982042705563,5.4668103175339064,,0.0007623285248680704,0.0007623285248680704,OGI_FU,2019-01-05,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-11-12,2021-11-30,2022-11-12,44.36710208399951,25.761543145548107,,0.016564778257168275,0.016564778257168275,OGI_FU,2021-11-14,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-05-17,2017-06-03,2018-05-17,1505.7820723020336,73.55831962394991,,0.05008055529953017,0.05008055529953017,OGI_FU,2017-05-18,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-06-25,2018-07-13,2019-06-25,20805.71837592351,1079.2591664744182,,0.6939680854387977,0.6939680854387977,OGI_FU,2018-06-27,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-10-19,2019-11-05,2020-10-18,8997.919794065445,439.5535531583694,,0.29926031669278963,0.29926031669278963,OGI_FU,2019-10-20,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-09-15,2017-01-19,2017-09-15,26.79155647049795,2.0177741274852012,,0.0012974370675702168,0.6823355391297884,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-11-06,2017-01-19,2017-11-06,34278.48543630591,2120.318686781809,,1.3633736411920065,0.6823355391297884,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_3,repaired,17,17,3,2017-11-04,2017-11-21,2018-11-04,259.4089038104459,12.672274036717186,,0.008627637552231199,0.008627637552231199,OGI_FU,2017-11-05,True,OGI_FU,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_3,repaired,17,17,3,2020-02-04,2020-02-21,2021-02-03,11703.605464344575,571.7278531432695,,0.3892482660289144,0.3892482660289144,OGI_FU,2020-02-05,True,OGI_FU,N/A,N/A,True +0000000004,299.0,0,Placeholder_Rep_3,repaired,17,17,3,2020-11-15,2020-12-02,2021-11-15,2990.7465993718183,146.09969019919805,,0.09946874332734071,0.09946874332734071,OGI_FU,2020-11-16,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,22,22,3,2020-09-26,2020-10-18,2021-09-26,832.628736782702,53.40475862746194,,0.028095937830104133,0.028095937830104133,OGI_FU,2020-10-02,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,24,24,3,2018-06-16,2018-07-10,2019-06-16,850.8347829590153,59.88279997365504,,0.02887866511075185,0.02887866511075185,OGI_FU,2018-06-24,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2019-09-23,2019-10-09,2020-09-22,2192.121988536657,100.49842927388687,,0.0726985165465038,0.0726985165465038,OGI_FU,2019-09-23,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,17,17,3,2021-01-11,2021-01-28,2022-01-11,14199.8725797314,716.314047048765,,0.48768657887306976,0.48768657887306976,OGI_FU,2021-01-12,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,36,36,3,2018-01-20,2018-02-25,2019-01-20,26.124267327168052,2.858582443094376,,0.0009190401373117207,0.0009190401373117207,OGI_FU,2018-02-09,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-10-22,2019-11-08,2020-10-21,1311.6032759040233,64.07257382289768,,0.04362239503192925,0.04362239503192925,OGI_FU,2019-10-23,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,17,17,3,2021-06-04,2021-06-21,2022-06-04,2438.614641538577,214.80025339977104,,0.14624200258699008,0.14624200258699008,OGI_FU,2021-06-05,True,OGI_FU,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-08-01,2021-08-17,2022-08-01,1325.5137152937357,155.94279003455713,,0.11280583769860904,0.11280583769860904,OGI_FU,2021-08-01,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,18,18,2,2016-11-11,2017-01-19,2017-11-11,2311.151009617072,140.54296680103815,,0.09036970601918605,0.09036970601918605,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,17,17,3,2019-03-02,2019-03-19,2020-03-01,543.0787260703856,26.529707882748724,,0.0180621649528518,0.0180621649528518,OGI_FU,2019-03-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,18,18,3,2020-08-31,2020-09-18,2021-08-31,1558.3196843581773,80.83502685431468,,0.05197725492175583,0.05197725492175583,OGI_FU,2020-09-02,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,16,16,3,2020-01-18,2020-02-03,2021-01-17,82507.77507895292,3782.59140763108,,2.73624957149239,2.73624957149239,OGI_FU,2020-01-18,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,17,17,3,2020-10-13,2020-10-30,2021-10-13,72698.21906889718,3551.349782101299,,2.4178579671168974,2.4178579671168974,OGI_FU,2020-10-14,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-11-02,2017-11-18,2018-11-02,86319.99371258263,3957.3636085997764,,2.8626762214986807,2.8626762214986807,OGI_FU,2017-11-02,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,21,21,3,2020-11-20,2020-12-11,2021-11-20,114.20349795894863,6.97172516609861,,0.003842441118881508,0.003842441118881508,OGI_FU,2020-11-25,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,repaired,16,16,3,2021-01-15,2021-01-31,2022-01-15,3692.933717068742,176.9070044104787,,0.12797092332933932,0.12797092332933932,OGI_FU,2021-01-15,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-11-27,2019-12-14,2020-11-26,13645.322013708303,666.5818225087389,,0.45382749353808477,0.45382749353808477,OGI_FU,2019-11-28,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,19,19,3,2020-07-25,2020-08-13,2021-07-25,4.6246546038485326,0.2539550215986188,,0.00015469969639292082,0.00015469969639292082,OGI_FU,2020-07-28,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,repaired,18,18,3,2021-02-21,2021-03-11,2022-02-21,12321.223785197784,751.8034851985088,,0.48341273482414404,0.48341273482414404,OGI_FU,2021-02-23,True,OGI_FU,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,repaired,18,18,3,2021-03-02,2021-03-20,2022-03-02,16.308279419165473,1.0263952081992256,,0.0006599763427206954,0.24203635558343237,OGI_FU,2021-03-04,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,33,33,3,2019-07-20,2019-08-22,2020-07-19,1372.3787800120547,136.41114379637892,,0.04784341463116545,0.04784341463116545,OGI_FU,2019-08-06,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,18,18,3,2020-04-06,2020-04-24,2021-04-06,11260.693720670733,584.1282045304703,,0.3755968393328641,0.3755968393328641,OGI_FU,2020-04-08,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,16,16,3,2020-10-17,2020-11-02,2021-10-17,5271.373102793258,241.6675347985448,,0.17481737181607696,0.17481737181607696,OGI_FU,2020-10-17,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,16,16,3,2020-01-18,2020-02-03,2021-01-17,2954.996384865625,135.47261363280802,,0.09799812907465857,0.09799812907465857,OGI_FU,2020-01-18,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,16,16,3,2021-06-08,2021-06-24,2022-06-08,6451.096036643028,543.2501925594129,,0.3929761230898531,0.3929761230898531,OGI_FU,2021-06-08,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,24,24,3,2019-04-30,2019-05-24,2020-04-29,192.1175250382035,13.521468037879425,,0.0065207696941933955,0.0065207696941933955,OGI_FU,2019-05-08,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,17,17,3,2019-12-12,2019-12-29,2020-12-11,3980.053267495932,194.42788950411162,,0.13237192912861628,0.13237192912861628,OGI_FU,2019-12-13,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,21,21,3,2019-12-27,2020-01-17,2020-12-26,35.5939907592242,2.1728889707665937,,0.0011975799001138633,0.0011975799001138633,OGI_FU,2020-01-01,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,20,20,3,2020-12-25,2021-01-14,2021-12-25,1844.4678960724798,106.92567513463652,,0.06187828422143316,0.06187828422143316,OGI_FU,2020-12-29,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,repaired,22,22,3,2021-07-03,2021-07-25,2022-07-03,175.20805692926703,24.24262422920676,,0.012753905844490088,0.012753905844490088,OGI_FU,2021-07-09,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,16,16,3,2018-07-10,2018-07-26,2019-07-10,44601.42534173863,2044.7644855811407,,1.4791409762595056,1.4791409762595056,OGI_FU,2018-07-10,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,17,17,3,2018-07-30,2018-08-16,2019-07-30,27114.43279692369,1324.5556251370767,,0.9017944070922363,0.9017944070922363,OGI_FU,2018-07-31,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,repaired,19,19,3,2021-04-10,2021-04-29,2022-04-10,58.25901683393465,4.499680161970562,,0.0027410332370678375,0.0027410332370678375,OGI_FU,2021-04-13,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,37,37,3,2019-02-14,2019-03-23,2020-02-14,29.29258758832518,3.3043467706342424,,0.0010336420078310318,0.0010336420078310318,OGI_FU,2019-03-07,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,17,17,3,2020-09-26,2020-10-13,2021-09-26,1627.513355057286,79.50496274705134,,0.054129195770051285,0.054129195770051285,OGI_FU,2020-09-27,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,22,22,3,2016-09-06,2017-01-23,2017-09-06,1150.1071857503914,111.95733666596732,,0.05890011398672522,0.05890011398672522,OGI_FU,2017-01-07,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,21,21,3,2021-03-12,2021-04-02,2022-03-12,1174.3947188321795,90.33805529478303,,0.049789492556648496,0.049789492556648496,OGI_FU,2021-03-17,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-09-15,2021-10-02,2022-09-15,19599.88680576576,3702.2008410890876,,2.5205615748155554,2.5205615748155554,OGI_FU,2021-09-16,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-12-08,2017-01-20,2017-12-08,14196.24847278576,837.6668353507126,,0.5102746316707557,0.5102746316707557,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,27,27,3,2020-04-28,2020-05-25,2021-04-28,307.0659134698427,24.528933916230038,,0.01051480363350053,0.01051480363350053,OGI_FU,2020-05-09,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,19,19,3,2021-09-04,2021-09-23,2022-09-04,106.03367554041745,20.349897325938702,,0.012396379950011392,0.012396379950011392,OGI_FU,2021-09-07,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,40,40,3,2016-10-23,2017-02-10,2017-10-23,546.2331199986609,85.6836266664566,,0.02479271604932193,0.02479271604932193,OGI_FU,2017-01-25,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-12-20,2018-01-06,2018-12-20,618.8634058366933,30.231833043746512,,0.02058267500255073,0.02058267500255073,OGI_FU,2017-12-21,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,16,16,3,2018-11-13,2018-11-29,2019-11-13,90912.6532079425,4167.9153333154145,,3.014985050141359,3.014985050141359,OGI_FU,2018-11-13,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,16,16,3,2019-07-17,2019-08-02,2020-07-16,13120.960867471062,601.53402257747,,0.4351374584617114,0.4351374584617114,OGI_FU,2019-07-17,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,18,18,3,2020-01-29,2020-02-16,2021-01-28,1551.3616301026877,80.47409032232963,,0.05174517124635393,0.05174517124635393,OGI_FU,2020-01-31,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,18,18,3,2020-02-07,2020-02-25,2021-02-06,170.93609432296142,8.867002010989353,,0.0057015187827863635,0.27866350213883456,OGI_FU,2020-02-09,True,OGI_FU,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,17,17,3,2020-02-08,2020-02-25,2021-02-07,23408.632636082133,1143.5251575097595,,0.7785438163873634,0.27866350213883456,OGI_FU,2020-02-09,True,OGI_FU,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-09-22,2021-10-08,2022-09-22,877.190522516883,167.08390905083485,,0.12086509624626363,0.12086509624626363,OGI_FU,2021-09-22,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,19,19,3,2016-10-19,2017-01-20,2017-10-19,2339.190554441833,163.399340199981,,0.09953663511207418,0.09953663511207418,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,18,18,3,2019-01-22,2019-02-09,2020-01-22,3621.4761409990715,187.8575519826608,,0.12079317900119647,0.12079317900119647,OGI_FU,2019-01-24,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,21,21,3,2020-03-11,2020-04-01,2021-03-11,25.956422649679446,1.5845490571025242,,0.0008733184838528021,0.0008733184838528021,OGI_FU,2020-03-16,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,19,19,3,2020-07-08,2020-07-27,2021-07-08,1418.0616285222454,77.87043624833139,,0.04743569459571844,0.04743569459571844,OGI_FU,2020-07-11,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,16,16,3,2020-09-24,2020-10-10,2021-09-24,388.13866549125385,17.794322773237997,,0.012872050617214987,0.012872050617214987,OGI_FU,2020-09-24,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,33,33,3,2019-02-06,2019-03-11,2020-02-06,149.20731184031638,14.830847261236267,,0.005201615902509914,0.005201615902509914,OGI_FU,2019-02-23,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,31,31,3,2019-12-11,2020-01-11,2020-12-10,451.62147944892854,41.916963661427495,,0.01565000136702042,0.01565000136702042,OGI_FU,2019-12-26,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-10-12,2021-10-29,2022-10-12,2526.7370126188616,681.8179240400103,,0.46420065634532287,0.46420065634532287,OGI_FU,2021-10-13,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,18,18,3,2018-10-18,2018-11-05,2019-10-18,7045.39736971918,365.46729871742144,,0.2349969770559551,0.2349969770559551,OGI_FU,2018-10-20,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,18,18,3,2019-02-03,2019-02-21,2020-02-03,25757.013034087584,1336.0986588287506,,0.8591169359752768,0.8591169359752768,OGI_FU,2019-02-05,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,50,50,3,2020-08-24,2020-10-13,2021-08-24,251.60202404696807,39.93682921380445,,0.009244636392084364,0.009244636392084364,OGI_FU,2020-09-27,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,17,17,3,2021-08-10,2021-08-27,2022-08-10,3145.187063189068,424.35063550963616,,0.28890974639817274,0.28890974639817274,OGI_FU,2021-08-11,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,17,17,3,2018-01-04,2018-01-21,2019-01-04,2642.1725344575716,129.07164679821472,,0.08787557652383898,0.08787557652383898,OGI_FU,2018-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,17,17,3,2019-01-02,2019-01-19,2020-01-02,7109.106454063064,347.28393597434507,,0.2364405882178275,0.2364405882178275,OGI_FU,2019-01-03,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,23,23,3,2019-09-08,2019-10-01,2020-09-07,1083.4100938571864,72.86091274478154,,0.036665113096206486,0.036665113096206486,OGI_FU,2019-09-15,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,18,18,3,2020-01-08,2020-01-26,2021-01-07,52406.209704784684,2718.4777368476202,,1.7479923719442003,1.7479923719442003,OGI_FU,2020-01-10,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,repaired,16,16,3,2021-07-27,2021-08-12,2022-07-27,690.9489665811933,78.40555649148293,,0.05671698241571392,0.05671698241571392,OGI_FU,2021-07-27,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-01-09,2017-01-26,2018-01-09,27588.52012992462,1347.7150638181565,,0.9175619987868713,0.9175619987868713,OGI_FU,2017-01-10,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,25,25,3,2018-11-16,2018-12-11,2019-11-16,398.405867898508,29.294549110184413,,0.013562291254715005,0.013562291254715005,OGI_FU,2018-11-25,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-05-12,2018-05-30,2019-05-12,7458.381791149609,386.89012173110365,,0.24877194041351827,0.24877194041351827,OGI_FU,2018-05-14,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,20,20,3,2021-02-11,2021-03-03,2022-02-11,606.6208159663846,40.04097795157654,,0.02317186224049568,0.02317186224049568,OGI_FU,2021-02-15,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,30,30,3,2017-06-10,2017-07-10,2018-06-10,184.66414363144438,16.53708748938308,,0.006380049185718779,0.006380049185718779,OGI_FU,2017-06-24,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,24,24,3,2017-08-27,2017-09-20,2018-08-27,940.5114805599053,66.19435640304319,,0.03192243267893672,0.03192243267893672,OGI_FU,2017-09-04,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,33,33,3,2018-05-27,2018-06-29,2019-05-27,408.2291101759919,40.57698986689076,,0.014231548073404448,0.014231548073404448,OGI_FU,2018-06-13,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,18,18,3,2019-05-13,2019-05-31,2020-05-12,17930.796186129275,930.1277560528155,,0.5980759748281992,0.5980759748281992,OGI_FU,2019-05-15,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,28,28,3,2016-08-20,2017-01-29,2017-08-20,567.5939069992297,78.28881475851445,,0.032361447899518204,0.032361447899518204,OGI_FU,2017-01-13,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,18,18,3,2017-02-01,2017-02-19,2018-02-01,3978.827815135953,206.39452643356532,,0.13271252985697357,0.13271252985697357,OGI_FU,2017-02-03,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-01-20,2018-02-05,2019-01-20,24408.296002017207,1119.0049743045138,,0.8094654038661123,0.8094654038661123,OGI_FU,2018-01-20,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,38,38,3,2016-02-29,2017-02-08,2017-02-28,8.639105821992297,16.414301061785366,,0.004999482535875172,0.004999482535875172,OGI_FU,2017-01-23,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-12-28,2018-01-13,2018-12-28,13702.920447870802,628.2141179539623,,0.45443729597364163,0.45443729597364163,OGI_FU,2017-12-28,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,23,23,3,2020-07-02,2020-07-25,2021-07-02,1032.5326846077319,69.43933259057845,,0.03494330343728787,0.03494330343728787,OGI_FU,2020-07-09,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,23,23,3,2016-03-16,2017-01-24,2017-03-16,62.255491199608194,28.076005835117417,,0.014128424836512388,0.014128424836512388,OGI_FU,2017-01-08,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,21,21,3,2017-09-03,2017-09-24,2018-09-03,1203.7315656389515,73.48361301865692,,0.040500227633739484,0.040500227633739484,OGI_FU,2017-09-08,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-08-17,2018-09-04,2019-08-17,14853.964898203365,770.5226748347567,,0.4954492507939536,0.4954492507939536,OGI_FU,2018-08-19,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,16,16,3,2020-12-30,2021-01-15,2021-12-30,14227.724768800661,652.273914902036,,0.47184166297890334,0.47184166297890334,OGI_FU,2020-12-30,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,17,17,3,2018-08-12,2018-08-29,2019-08-12,2985.976724881386,145.8666790890332,,0.09931010286562718,0.09931010286562718,OGI_FU,2018-08-13,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,27,27,3,2018-07-12,2018-08-08,2019-07-12,1810.2850652326308,144.60857029964802,,0.06198927053311386,0.06198927053311386,OGI_FU,2018-07-23,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,18,18,3,2019-01-02,2019-01-20,2020-01-02,1345.2703444005515,69.78347607841476,,0.04487106229321937,0.04487106229321937,OGI_FU,2019-01-04,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,17,17,3,2019-04-03,2019-04-20,2020-04-02,289862.0010404785,14159.925338184295,,9.640472043970789,9.640472043970789,stationary,2019-04-03,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,16,16,3,2019-07-09,2019-07-25,2020-07-08,4324.795728633115,198.27143741584482,,0.1434255189640081,0.1434255189640081,OGI_FU,2019-07-09,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,16,16,3,2020-11-18,2020-12-04,2021-11-18,1034.9485777570007,47.4474992667966,,0.034322554446467445,0.034322554446467445,OGI_FU,2020-11-18,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,26,26,3,2016-03-09,2017-01-27,2017-03-09,54.70455290951844,34.69069208896292,,0.01544279384302124,0.01544279384302124,OGI_FU,2017-01-11,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,27,27,3,2017-11-29,2017-12-26,2018-11-29,72.29704028793438,5.775207360278782,,0.002475654732629793,0.002475654732629793,OGI_FU,2017-12-10,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,16,16,3,2020-09-28,2020-10-14,2021-09-28,3757.091586382257,172.24488648170808,,0.12459844218873557,0.12459844218873557,OGI_FU,2020-09-28,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-04-27,2021-05-15,2022-04-27,5173.256677601817,404.8635660731856,,0.2603289390902685,0.2603289390902685,OGI_FU,2021-04-29,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-03-26,2017-04-12,2018-03-26,2658.8830519176313,129.8879651798843,,0.08843134884251382,0.08843134884251382,OGI_FU,2017-03-27,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-07-09,2018-07-27,2019-07-09,6501.114302231452,337.23359492843264,,0.2168425893315539,0.2168425893315539,OGI_FU,2018-07-11,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,19,19,3,2019-07-03,2019-07-22,2020-07-02,397.86146329649097,21.847883822639677,,0.013308896090789276,0.013308896090789276,OGI_FU,2019-07-06,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,47,47,3,2016-04-29,2017-02-17,2017-04-29,57.61439387781488,38.13910580644083,,0.009392017781333932,0.009392017781333932,OGI_FU,2017-02-01,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,26,26,3,2017-03-05,2017-03-31,2018-03-05,1041.727023434306,79.89646787401756,,0.03556644759349072,0.03556644759349072,OGI_FU,2017-03-15,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,18,18,3,2017-07-11,2017-07-29,2018-07-11,62.47800951414072,3.2409342111081645,,0.002083934034920373,0.002083934034920373,OGI_FU,2017-07-13,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-09-01,2021-09-18,2022-09-01,4235.239899432652,692.2988297149527,,0.47133634920680334,0.47133634920680334,OGI_FU,2021-09-02,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-01-20,2017-01-21,2017-01-19,0.0,1225.4995064878503,,0.70920110329158,0.461888538526536,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-08-14,2017-01-21,2017-08-14,3800.5696472635445,370.787282659858,,0.2145759737614919,0.461888538526536,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,29,29,3,2018-10-23,2018-11-21,2019-10-23,181.66033664236986,15.679017150680732,,0.006257589858988158,0.006257589858988158,OGI_FU,2018-11-05,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,30,30,3,2020-05-02,2020-06-01,2021-05-02,79.65139699006501,7.1329609244834336,,0.0027519139369149045,0.0027519139369149045,OGI_FU,2020-05-16,True,OGI_FU,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,repaired,17,17,3,2021-06-03,2021-06-20,2022-06-03,20418.162288576685,1789.2204067309465,,1.2181511483734657,1.2181511483734657,OGI_FU,2021-06-04,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,39,39,3,2019-07-25,2019-09-02,2020-07-24,13.974418373300471,1.6717862471126332,,0.0004961378938487159,0.0004961378938487159,OGI_FU,2019-08-17,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,168,168,3,2018-04-10,2018-09-25,2019-04-10,2.74872547354945,2.3440907591690743,,0.000161492143351044,0.000161492143351044,OGI_FU,2018-09-09,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,18,18,3,2020-10-17,2020-11-04,2021-10-17,16382.395711543844,849.8072703394502,,0.5464295719775271,0.5464295719775271,OGI_FU,2020-10-19,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,17,17,3,2017-12-15,2018-01-01,2018-12-15,7023.186448034788,343.08669430055,,0.23358298903904545,0.23358298903904545,OGI_FU,2017-12-16,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,17,17,3,2019-11-29,2019-12-16,2020-11-28,5119.193251186391,250.07553238554206,,0.1702583962319867,0.1702583962319867,OGI_FU,2019-11-30,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,repaired,23,23,3,2021-11-18,2021-12-11,2022-11-18,91.34050154075352,105.04157677186654,,0.052859086539787915,0.052859086539787915,OGI_FU,2021-11-25,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,20,20,4,2016-03-09,2017-01-21,2017-03-09,6254.9252138608845,2661.670303770589,,1.5403184628302018,0.7919843707631278,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,20,20,4,2016-11-02,2017-01-21,2017-11-02,1074.8444626116263,75.42768158678079,,0.043650278696053695,0.7919843707631278,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,17,17,3,2018-01-08,2018-01-25,2019-01-08,16647.953100941504,813.262076770131,,0.5536915010689889,0.5536915010689889,OGI_FU,2018-01-09,True,OGI_FU,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,44,44,3,2018-05-17,2018-06-30,2019-05-17,240.66799847313837,32.988759915321154,,0.008677598883449376,0.008677598883449376,OGI_FU,2018-06-14,True,OGI_FU,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,59,59,3,2019-04-03,2019-06-01,2020-04-02,33.78651099429547,6.514392642690956,,0.0012779332710865811,0.0012779332710865811,OGI_FU,2019-05-16,True,OGI_FU,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,19,19,3,2020-05-04,2020-05-23,2021-05-04,3109.138612423964,170.7330451909113,,0.10400404799641282,0.10400404799641282,OGI_FU,2020-05-07,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,23,23,3,2020-09-03,2020-09-26,2021-09-03,767.6751629677356,51.627277041689815,,0.02597990994448964,0.02597990994448964,OGI_FU,2020-09-10,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,28,28,3,2020-12-18,2021-01-15,2021-12-18,44.83543384117489,3.725199250898804,,0.0015398475739495717,0.0015398475739495717,OGI_FU,2020-12-30,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,repaired,29,29,3,2021-05-13,2021-06-11,2022-05-13,88.06231222672932,12.580330318104187,,0.005020885344070956,0.005020885344070956,OGI_FU,2021-05-26,True,OGI_FU,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,667.2623559015567,,0.021158750504235053,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,active,223,223,0,2021-05-23,,2022-05-23,0.0,2248.3281715247695,,0.11669200358769148,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,97,97,0,2016-04-08,2017-04-08,2017-04-08,0.0,763.0800000734666,,0.09105097366283249,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,1013.188325774079,,0.03212799105067475,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,1768.6994521268161,,0.05608509170873973,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,9877.416418865098,,0.31321081997923317,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,21894.490307179974,,0.694269733231227,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,active,288,288,0,2021-03-19,,2022-03-19,0.0,1867.4994966224494,,0.07505061634445928,,,,False,,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,11747.75911506552,,1.2140128053763146,,,,False,,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-09,2019-06-09,2019-06-09,0.0,15506.06857400564,,0.491694208967708,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,7475.120294244955,,0.23703450958412464,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,7559.171612227075,,0.23969975939329888,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2123.1151839776035,,0.06732354084150188,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-07,2020-01-07,2020-01-07,0.0,974.6118324958287,,0.030904738473358343,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,1041.8364899921319,,0.033036418378745935,,,,True,natural,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-28,2021-01-27,2021-01-27,0.0,90802.33873643116,,2.879323272971561,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,active,349,349,0,2021-01-17,,2022-01-17,0.0,758.9654893413775,,0.02516997935043834,,,,False,,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,active,310,310,0,2021-02-25,,2022-02-25,0.0,97.46473449026546,,0.003638916311613854,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,active,228,228,0,2021-05-18,,2022-05-18,0.0,4.535258376630575,,0.00023022551050959304,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,41.42364471197697,,0.043585484755868015,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,active,199,199,0,2021-06-16,,2022-06-16,0.0,6260.543316219857,,0.3641205632456179,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,18651.261290875947,,0.5914276157685168,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,456.65550503758413,,0.020973669212852004,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,3269.0331917357685,,0.10366036249796322,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-29,2021-09-29,2021-09-29,0.0,363.4653144327428,,0.011525409513975862,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-24,2021-10-24,2021-10-24,0.0,99007.35501881847,,3.1395026325094646,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,190.58674460333702,,0.0060434660262346845,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,1125.8053019038175,,0.03569905193758934,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-30,2021-11-30,2021-11-30,0.0,4290.253503450443,,0.13604304615203078,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,82351.32372157215,,4.474837187096382,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-15,2018-03-15,2018-03-15,0.0,1696.6165139850932,,0.05379935673468712,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,2689.475148817076,,0.08528269751449377,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,60117.5039592977,,1.9063135451324738,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,108.61042100581929,,0.003444013857363625,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,38.02053461745885,,0.0012056232438311405,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,199.41454998516582,,0.0063233938985656326,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-07,2019-12-07,2019-12-07,0.0,4421.65477292748,,0.14020975307355021,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,23.32445453902602,,0.0007396136015672888,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,432.6456320342561,,0.013719102994490615,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,2312.8828686676743,,0.07334103464826466,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,278,278,0,2021-03-29,,2022-03-29,0.0,1138.6357570505352,,0.04740523235788598,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,339,339,0,2016-12-06,2017-12-06,2017-12-06,0.0,245.40169652470843,,0.008378458446844901,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-30,2018-09-30,2018-09-30,0.0,204.8034237057054,,0.006494273963270719,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,207.60190857068895,,0.00658301333620906,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,active,261,261,0,2021-04-15,,2022-04-15,0.0,556.1443126508001,,0.024662281496150847,,,,False,,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,active,248,248,0,2021-04-28,,2022-04-28,0.0,757.7139341579964,,0.03536224677783361,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,178.04814449576813,,0.005645869625056066,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-17,2020-05-16,2020-05-16,0.0,58.01811538893467,,0.001839742370273169,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,388.6523880441379,,0.01232408637887297,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,55.465376533218105,,0.001758795552169524,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,71373.94007513524,,2.263252792844217,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,101.73153864224331,,0.003225885928533844,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,13.674689294487958,,0.0004336215529708256,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,472.45588151390945,,0.02474316456730295,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,5637.96993898709,,0.17877885397599852,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-21,2019-07-21,2019-07-21,0.0,438.54398636544545,,0.013906138583379168,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,2470.95308461819,,0.07835340831488426,,,,True,natural,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-20,2021-01-19,2021-01-19,0.0,28.429214012201285,,0.0009014844625888282,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,active,298,298,0,2021-03-09,,2022-03-09,0.0,13881.157030540227,,0.5391326835749218,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,3853.705221227708,,0.12220019093187809,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,7299.6892563477995,,0.2314716278649099,,,,True,natural,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,76.83958869352509,,0.0024365673735897092,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,170.51226508949875,,0.00540690845666853,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,931.0987448675988,,0.02952494751609585,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-24,2018-10-24,2018-10-24,0.0,188.5980990525266,,0.005980406489489047,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,active,184,184,0,2021-07-01,,2022-07-01,0.0,30494.421138702746,,1.9181776581812817,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,8582.975489717377,,0.272164367380688,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,active,288,288,0,2021-03-19,,2022-03-19,0.0,141.19782730628998,,0.005674424001185136,,,,False,,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-08,2019-04-08,2019-04-08,0.0,978.8698942103558,,0.03103976072458003,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,34181.38774935001,,1.083884695248288,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,448.4031742660907,,0.014218771380837476,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,113368.98023481184,,3.594906780657402,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,492.94802116443884,,0.01563127920993274,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,52.310405444180375,,0.0025763596061948568,,,,True,natural,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,4.894325556683498,,0.00019806743543947073,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,842.2626043169338,,0.02670797197859379,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,15958.617526083286,,0.5060444421005608,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-12,2018-12-12,2018-12-12,0.0,2834.541460789141,,0.08988272009097986,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-05-09,2021-05-09,2021-05-09,0.0,953.5009679224878,,0.030235317349140277,,stationary,2020-05-09,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,731.5926553466143,,0.023198650917891115,,stationary,2020-10-14,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-03,2019-05-03,2019-05-03,0.0,4757.135985370113,,0.15084779253456726,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,3449.269151477036,,0.10937560728935299,,stationary,2020-09-18,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,327,327,0,2016-11-24,2017-11-24,2017-11-24,0.0,8531.672419893135,,0.3019761729773026,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-02-03,2018-02-03,2018-02-03,0.0,13779.159399933857,,0.436934278283037,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1568.4917948405018,,0.04973654854263387,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,1861.353111609648,,0.05902311997747488,,,,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,6354.784953687218,,0.20150890898297874,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,258,258,0,2016-09-16,2017-09-16,2017-09-16,0.0,2195.623496441583,,0.09849732165345888,,,,True,natural,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,126.95442722865356,,0.009730993011762137,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,215,215,0,2016-08-04,2017-08-04,2017-08-04,0.0,293.69716969362764,,0.015810571150604413,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,1003.8968496234586,,0.03183336027471647,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,249670.85099242372,,7.91701074937924,,stationary,2020-03-04,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,3469.423137044748,,0.11001468597934891,,stationary,2020-06-29,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,582.0664273431527,,0.019583953331689836,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,26160.783625393222,,0.8295530068934939,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,4540.214286466178,,0.14396925058555865,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,100.6489305275049,,0.003191556650415554,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,333.2129893469862,,0.010566114578481297,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,484.4802504161269,,0.015362767960937558,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,active,156,156,0,2021-07-29,,2022-07-29,0.0,1310.5008692278275,,0.097229705990906,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,194,194,0,2016-07-14,2017-07-14,2017-07-14,0.0,1712.1700539520928,,0.10214836614357178,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,5767.738471166458,,0.19073209230047808,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,2490.7634802655057,,0.0789815918399767,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,74.86920075628136,,0.002374086781972392,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,2513.401262445876,,0.07969943120389003,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-13,2019-01-13,2019-01-13,0.0,1477.259151534199,,0.04684358040126201,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,25780.78510504195,,0.8175033328590166,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-14,2019-07-14,2019-07-14,0.0,8936.0513798981,,0.28336033041280123,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,active,323,323,0,2021-02-12,,2022-02-12,0.0,23901.30998184886,,0.8564567560288691,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-09,2018-02-09,2018-02-09,0.0,105.05024810571201,,0.003331121515274988,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,5057.315982348401,,0.16036643779643586,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,189,189,0,2016-07-09,2017-07-09,2017-07-09,0.0,544.3115745757472,,0.033332817373098365,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,4264.523441970271,,0.2136706069609924,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,3360.4705145298776,,0.10655982098331675,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,58.34284231760425,,0.0018500393936328086,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,247.11666163906452,,0.007836017936297074,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-04,2019-10-04,2019-10-04,0.0,7243.319266091529,,0.22968414719975672,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,23965.02124983189,,0.7599258387186671,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,13542.875690127012,,0.4294417709959098,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-30,2018-08-30,2018-08-30,0.0,320.59187680078827,,0.010165901725037679,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,542.7778493152364,,0.017211372695181262,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,42574.82835911804,,1.3500389510121142,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,7742.489613761429,,0.2455127350888327,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,1106.1036959623898,,0.035074318111440565,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-14,2018-08-14,2018-08-14,0.0,1824.48012115217,,0.05785388512024892,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,565.8090720208481,,0.017941687976307966,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,23165.63444202333,,0.7345774493284921,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,146.20659630026748,,0.004636180755335726,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,12983.151944939244,,8.34822012920476,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,673.3377914037749,,0.021351401300221173,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-29,2019-03-29,2019-03-29,0.0,1821.8964544483167,,0.05777195758651436,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,26937.42656230349,,0.8541801928685784,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-06,2021-12-06,2021-12-06,0.0,12052.515976243829,,0.38218277448769117,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,1415.594949903894,,0.04488822139472013,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,1057.9602642790433,,0.03354769990737707,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,7679.517680667551,,0.2435159081896103,,,,True,natural,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,2781.449572488145,,0.22831704528566987,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,11070.07583440713,,0.6537034577196198,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-14,2019-01-14,2019-01-14,0.0,15105.071335112178,,0.47897866993633237,,,,True,natural,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,7442.119745924637,,0.23598806906153716,,,,True,natural,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-29,2020-01-29,2020-01-29,0.0,433.9593816295668,,0.013760761720876672,,,,True,natural,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-06,2018-01-06,2018-01-06,0.0,3872.6339745996215,,0.12280041776381345,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-15,2018-10-15,2018-10-15,0.0,413.54080362481085,,0.01311329285974159,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,1387.1555561207322,,0.47220709290602264,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-14,2019-05-14,2019-05-14,0.0,114.85169594208149,,0.0036419233873059833,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,3164.9778581566648,,0.10036078951536861,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-28,2019-12-28,2019-12-28,0.0,5721.001116990349,,0.18141175535864879,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,4429.449299946099,,0.18987694187011742,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,271,271,0,2016-09-29,2017-09-29,2017-09-29,0.0,799.4005994983511,,0.03414140868432892,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,250.5748887340405,,0.00794567759811138,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,7499.809492117916,,0.23781739891292222,,,,True,natural,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,3907.1063323785515,,0.12389352905817325,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-10,2020-12-09,2020-12-09,0.0,39.41783430896162,,0.001249931326387672,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,26675.336958883217,,0.8458693860630141,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,2417.6698326499736,,0.07666380747875359,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,active,337,337,0,2021-01-29,,2022-01-29,0.0,64085.17058399107,,2.2009688765245863,,,,False,,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,active,334,334,0,2021-02-01,,2022-02-01,0.0,1701.850191191017,,0.05897407238270047,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,9.982539965885115,,0.0003165442657878334,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,76816.15256380882,,2.4358242187915025,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-31,2019-12-31,2019-12-31,0.0,125.07828136408989,,0.003966206283742069,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-07,2021-04-07,2021-04-07,0.0,5363.343552038148,,0.17007050837259474,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,active,112,112,0,2021-09-11,,2022-09-11,0.0,122.32869589599598,,0.01264144096147445,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-11,2021-07-11,2021-07-11,0.0,1662.7598256469807,,0.052725768190226424,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,1106.8182106827526,,0.03509697522459261,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,153.1515376829162,,0.004856403401918956,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,344.8398364025959,,0.010934799480041727,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,106.72646237684103,,0.003384273921132706,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,3311.6818541817297,,0.10501274271251045,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,62,62,0,2016-03-04,2017-03-04,2017-03-04,0.0,568.3298147272642,,0.10609502216384113,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,305.0364386740383,,0.01357890129425028,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,240.06716423943627,,0.007612479840164772,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,10.541680537326943,,0.00033427449699793707,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,43.316243325282194,,0.0013735490653628295,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,active,87,87,0,2021-10-06,,2022-10-06,0.0,373.7174477093767,,0.0497176255466923,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,15216.354042298552,,0.48250742143260245,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-12,2019-12-12,2019-12-12,0.0,2615.196459231021,,0.08292733571889335,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,112726.20539870976,,3.574524524312207,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,active,359,359,0,2021-01-07,,2022-01-07,0.0,243.7285824429222,,0.007857751162015184,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,48.80256794169689,,0.0015475192777047468,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-17,2019-04-17,2019-04-17,0.0,1047.4498725263295,,0.033214417571230635,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,53019.3960838892,,1.681234020924949,,,,True,natural,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,active,354,354,0,2021-01-12,,2022-01-12,0.0,19300.72648119133,,0.6310396553015579,,,,False,,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,active,244,244,0,2021-05-02,,2022-05-02,0.0,8780.552160033487,,0.4165031193094208,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,166,166,0,2016-06-16,2017-06-16,2017-06-16,0.0,21032.48608328711,,1.46645513186685,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,4721.048273712405,,0.15263062130510308,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,156.16118077380912,,0.004951838558276545,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-14,2020-11-13,2020-11-13,0.0,136.09342849673826,,0.00431549430798891,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,4313.655772359762,,0.1367851272310934,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,10021.67412514345,,0.31778520183737474,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,3769.9358204567898,,0.11954388065882766,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,3223.6760376427746,,0.10222209657669884,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-01,2018-01-01,2018-01-01,0.0,787.9959557720177,,0.02498718784157844,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,21832.716539729092,,0.692310899915306,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,198,198,0,2016-07-18,2017-07-18,2017-07-18,0.0,4778.389186149253,,0.27932035553154533,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,47863.098012714625,,1.517728881681717,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-09,2021-06-09,2021-06-09,0.0,350.836561357417,,0.011124954380942952,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-19,2021-06-19,2021-06-19,0.0,44387.16045665537,,1.407507624830523,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-07,2018-11-07,2018-11-07,0.0,843.7628750239409,,0.02675554525063232,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,282.6537573587167,,0.008962891849274375,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,47327.844920654854,,1.5007561174738349,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,1155.08055825973,,0.036627364226906704,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,60029.703311171346,,1.9035294048443476,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,1382.3785519715223,,0.04383493632583467,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-26,2019-01-26,2019-01-26,0.0,12.832449746687129,,0.0004069143121095614,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,223.2886569306088,,0.007080436863603779,,,,True,natural,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,active,360,360,0,2021-01-06,,2022-01-06,0.0,4916.873936947806,,0.15807850877532814,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-27,2018-06-27,2018-06-27,0.0,4707.104478134435,,0.14926130384748967,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-22,2019-10-22,2019-10-22,0.0,720.4505929403731,,0.022845338436719088,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,2658.441409588283,,0.08429862409907035,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,1181.0257963505505,,0.03745008232973587,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,7869.143684814271,,0.37791722783225135,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,1910.9607267837375,,0.06126759281008699,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,9575.312089612778,,0.3036311545412474,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,943.8360280442258,,0.0880970008255139,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,169.54113955825835,,0.005376114268082773,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,1005.6780186661032,,0.03188984077454665,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,active,307,307,0,2021-02-28,,2022-02-28,0.0,319.77519021890987,,0.012055705989070978,,,,False,,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,active,206,206,0,2021-06-09,,2022-06-09,0.0,183.95332162894294,,0.010335385294686203,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,2005.818914811348,,0.06360410054576826,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,866.779235350663,,0.02748538924881605,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,4080.975907924681,,0.12940689713104644,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,active,237,237,0,2021-05-09,,2022-05-09,0.0,1073.0597065239663,,0.052403681557858954,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,12528.188064503358,,0.39726623745888373,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,88412.65867896505,,2.80354701544156,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,active,110,110,0,2021-09-13,,2022-09-13,0.0,966.3374685972336,,0.10167692220088737,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,18875.830938473315,,0.5985486725796966,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2746.4040275660027,,0.0870879004174912,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-03,2019-11-03,2019-11-03,0.0,320.45598538080066,,0.010161592636377493,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,4946.592614845621,,0.15685542284518075,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-19,2021-01-18,2021-01-18,0.0,2667.086622572403,,0.08457276200445214,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,active,121,121,0,2021-09-02,,2022-09-02,0.0,302.9077371323748,,0.02897418667091127,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,1073.5906706693272,,0.043446915900565236,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-21,2019-09-21,2019-09-21,0.0,4674.543267922408,,0.14822879464492666,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,2510.835955594197,,0.07961808585724876,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,299,299,0,2016-10-27,2017-10-27,2017-10-27,0.0,606.6004786402384,,0.02348106646538765,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-26,2018-06-26,2018-06-26,0.0,22075.439093040353,,0.7000075815905743,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,active,359,359,0,2021-01-07,,2022-01-07,0.0,3461.769893521558,,0.11160663279949311,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,3506.5836769893867,,0.11119303897099779,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-02,2019-05-02,2019-05-02,0.0,3646.7481252437697,,0.11563762446866342,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-25,2020-10-24,2020-10-24,0.0,10710.017660342379,,0.3396124321519019,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,48.043333636136815,,0.0015234441158084985,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,159197.19744137023,,5.048110015264149,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,2399.614443940859,,0.07609127485860157,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,6911.880231910544,,0.21917428437057787,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-23,2018-04-23,2018-04-23,0.0,87.20398774685628,,0.0027652203116075684,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-22,2020-02-22,2020-02-22,0.0,1581.8003451451218,,0.05015855990439884,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-08,2020-06-07,2020-06-07,0.0,393.91835086308276,,0.012491068964455947,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,active,325,325,0,2021-02-10,,2022-02-10,0.0,595.615008424674,,0.0212113606988844,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-22,2020-06-21,2020-06-21,0.0,1892.8001503167375,,0.06002029903338208,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,313.40844987673154,,0.0604568769052337,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,249.95004324371578,,0.015146284373407247,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,7993.10322429883,,0.25345964054727393,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,active,201,201,0,2021-06-14,,2022-06-14,0.0,1408.5438688402116,,0.08110741828129096,,stationary,2021-06-14,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,1083.2151418758028,,0.042643579218466655,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,1002.3477669905559,,0.03178423918666146,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,252.25367403906873,,0.007998911530919226,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,3954.324067165668,,0.12539079360621727,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,23738.320251605503,,0.7527371972223966,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,50166.942256952825,,1.5907833034295034,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,825.4680002546708,,0.026175418577329742,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,827.814735510613,,0.026249833064136637,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,129708.41136410438,,4.113026742900316,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,active,269,269,0,2021-04-07,,2022-04-07,0.0,7730.847805207643,,0.3326297589325882,,stationary,2021-04-07,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,116.46144383166794,,0.004696631977983769,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,868.2060519296388,,0.02753063330573436,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,185.77460256939966,,0.005890874003342201,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,9784.269800050903,,0.31025716007264403,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,486.4131222350683,,0.01542405892424747,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,1111.7262075811186,,0.03525260678529676,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,424.87371072261914,,0.020836948305213192,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,14256.229961452033,,0.4520620865503561,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,20512.195029712162,,1.2628173654028862,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,271.99252562264803,,0.013627972463857224,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,304.92225623695174,,0.009669021316493902,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,991.9108792266971,,0.031453287646711604,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,45160.9214653027,,1.4320434254598775,,,,True,natural,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,2.4990379260790805,,7.92439727955061e-05,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,268809.195922546,,8.523883686026952,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,748.2509753434679,,0.02372688277979033,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,3.4770597076978054,,0.0001102568400462267,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,342.59392015157147,,0.010863581942908785,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,469.7970509658986,,0.014897166760714694,,stationary,2020-11-15,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,1539.2182986073024,,0.15097480173094224,,stationary,2021-09-05,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,862.2411459529565,,0.027341487378011047,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,1082.4911503354963,,0.03432556920140462,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,390.00415563404096,,0.012366950647959188,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1929.0750736471205,,0.06117056930641553,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,67759.25002282578,,2.1486317231997014,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,173.80228942307653,,0.05293685715858812,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,26641.09279062364,,0.8447835106108459,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-03,2020-09-02,2020-09-02,0.0,1727.5908480973555,,0.05478154642622259,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,427.1957147801225,,0.01354628725203331,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,14930.985814842345,,0.4734584543011905,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-10,2018-12-10,2018-12-10,0.0,3931.4344085393773,,0.12466496729259821,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,108.69315687887962,,0.003446637394687963,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,338,338,0,2016-12-05,2017-12-05,2017-12-05,0.0,73.97068083668898,,0.0025329649092116265,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-08,2019-11-08,2019-11-08,0.0,34790.10482772686,,1.1031869871805826,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,active,159,159,0,2021-07-26,,2022-07-26,0.0,15.809777101117588,,0.0011508398192637424,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,7735.517739061672,,0.24529165839236652,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,90.64198318624815,,0.0028742384318318163,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,active,115,115,0,2021-09-08,,2022-09-08,0.0,1243.8886777869006,,0.12519008431832734,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,157.49710377570835,,0.025674410500734927,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,49555.79528359962,,1.5714039600329661,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-18,2018-08-18,2018-08-18,0.0,1884.6261468008381,,0.05976110308221835,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,29.453146433041304,,0.0009339531466590977,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,639.837565320563,,0.02028911609971344,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-14,2021-11-14,2021-11-14,0.0,2029.5977054349391,,0.06435812105006783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,3357.513992825194,,1.0226346225710263,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,156.6386560664251,,0.021080783816002518,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,3411.720067949386,,0.2615066277248425,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,active,283,283,0,2021-03-24,,2022-03-24,0.0,14561.034594842284,,0.5955141095260063,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,306,306,0,2021-03-01,,2022-03-01,0.0,4948.540359137505,,0.18717245972288432,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,161.99176173566462,,0.00513672506772148,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-14,2020-10-13,2020-10-13,0.0,14745.11992497797,,0.4675646855967139,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,75.17872315020776,,0.002383901672698115,,stationary,2017-08-08,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,31.945510494982674,,0.001012985492611069,,stationary,2017-09-18,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,active,175,175,0,2021-07-10,,2022-07-10,0.0,459.8694383239452,,0.030414645391795316,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,stationary,2020-05-30,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-09,2018-04-09,2018-04-09,0.0,482699.050433923,,15.30628648002039,,stationary,2017-04-09,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1322579.745123527,,41.93872859980742,,stationary,2019-10-06,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,stationary,2020-08-21,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,active,197,197,0,2021-06-18,,2022-06-18,0.0,4527.803144982634,,0.26601588321245967,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,4709.412017618761,,0.14933447544453196,,stationary,2017-09-10,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-20,2019-07-20,2019-07-20,0.0,1689.4138320405934,,0.05357096118850182,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,active,255,255,0,2021-04-21,,2022-04-21,0.0,1192.4721975038108,,0.05412455507914899,,stationary,2021-04-21,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,222.72699584664,,0.012393551674158653,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,39.13248046654103,,0.0015564337718969163,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,323,323,0,2021-02-12,,2022-02-12,0.0,1250.6114723048386,,0.04481321925183603,,stationary,2021-02-12,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,4539.255123202474,,0.14393883571798816,,stationary,2020-12-21,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-23,2021-09-23,2021-09-23,0.0,211540.6234497367,,6.707909165707024,,stationary,2020-09-23,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-14,2018-06-14,2018-06-14,0.0,4675.955468122863,,0.14827357521952253,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,5164.245668034014,,0.16375715588641596,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,5786.079399821836,,0.18347537416989587,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,11241.480832728203,,0.35646501879528797,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,active,183,183,0,2021-07-02,,2022-07-02,0.0,45.296520956844006,,0.0028648376440019736,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,74192.2576288313,,2.3526210562161114,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-23,2019-03-23,2019-03-23,0.0,7918.652416047843,,0.25109882090461194,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,105.46222466721899,,0.00334418520634256,,,,True,natural,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,active,104,104,0,2021-09-19,,2022-09-19,0.0,2007.1661103429155,,0.22337585807769267,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,176.3097422039453,,0.006298216099535082,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,1761.1677974880606,,0.05584626450685123,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-10,2019-01-10,2019-01-10,0.0,141.11548706720177,,0.00447474274058859,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,105.10800617964239,,0.0033329530117847026,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,4108.491246777034,,0.13027940280241734,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,active,333,333,0,2021-02-02,,2022-02-02,0.0,7431.027154324836,,0.25828005624808265,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,9653.418156570197,,0.3061078816771371,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,573.28283794098,,0.02211739343908102,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-06,2018-10-06,2018-10-06,0.0,3514.2161661756813,,0.11143506361541353,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,798.2381776496659,,0.025311966566770223,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,3775.866270857031,,0.11973193400738937,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,1600.3721821980077,,0.05074746899410222,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,265,265,0,2016-09-23,2017-09-23,2017-09-23,0.0,43.203465500924445,,0.0018869438111864274,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,2196.6828288938,,0.06965635555852993,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-21,2019-12-21,2019-12-21,0.0,700.6147828683697,,0.022216349025506395,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,6296.978320916619,,0.1996758726825412,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,active,242,242,0,2021-05-04,,2022-05-04,0.0,808.8179021486576,,0.03868313352027173,,,,False,,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,21086.736148706685,,0.6686560168920181,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-28,2021-08-28,2021-08-28,0.0,117.96972471255833,,0.0037407954310171966,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,active,362,362,0,2021-01-04,,2022-01-04,0.0,7296.319874569333,,0.23328217319448702,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,1852.5601936634646,,0.2233507177931453,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,8539.940444093383,,0.2707997350359393,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,62518.951113360614,,1.9824629348478124,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,2692.525179688117,,0.17122794437373556,,,,False,,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-07,2018-09-07,2018-09-07,0.0,15.625079937991785,,0.0004954680345634128,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,active,345,345,0,2021-01-21,,2022-01-21,0.0,267.4894927111746,,0.008973748413552557,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,2592.1782054913388,,0.08219743168097852,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,4960.320466000507,,0.15729073014968628,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1990.7955530246497,,0.06312771286861522,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-27,2020-04-26,2020-04-26,0.0,13825.98483628039,,0.4384191031291346,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1007.3513296658527,,0.03194290111827285,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,active,101,101,0,2021-09-22,,2022-09-22,0.0,754.4693770282006,,0.08645826194400905,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-05,2020-12-04,2020-12-04,0.0,1986.8535633505003,,0.06300271319604579,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-17,2021-04-17,2021-04-17,0.0,45117.09896014537,,1.4306538229371313,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-20,2019-10-20,2019-10-20,0.0,2155.412079764986,,0.06834766868864112,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,429.7090360183268,,0.013625984145685147,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,1020.8429796275778,,0.032370718532076924,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,220,220,0,2021-05-26,,2022-05-26,0.0,1174.5832263527157,,0.06179415121805111,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-30,2020-05-29,2020-05-29,0.0,1280.3494220244213,,0.040599613838927615,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,81439.07912550498,,2.5824162584191077,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,750.7493559637413,,0.02578406129669954,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-16,2020-01-16,2020-01-16,0.0,672.8308736978137,,0.021335327045212255,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,2892.3504280469906,,0.1436750133150031,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-28,2019-10-28,2019-10-28,0.0,24365.036896078684,,0.7726102516514042,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-24,2019-11-24,2019-11-24,0.0,350.28130813671754,,0.011107347416816259,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,1451.4277895770738,,0.04602447328694425,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,57.23840133325072,,0.0018150177997606138,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-01,2018-11-01,2018-11-01,0.0,873.8954303814016,,0.027711042312956673,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,1018.7044600663444,,0.032302906521637,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,718.2712134562087,,0.022776230766622548,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,45556.786779133174,,1.4445962322150296,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,292,292,0,2021-03-15,,2022-03-15,0.0,179.89575682204705,,0.007130571284486264,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,672.3847365410198,,0.021321180128774094,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,1345.9232449859253,,0.04267894612461711,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-24,2021-04-24,2021-04-24,0.0,440.3975118527586,,0.013964913491018475,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,20932.465259088673,,0.6637641190730806,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,1364.8070307560474,,0.043277747043253656,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,161.62503356382146,,0.0051250961936777474,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,52631.99366960875,,1.668949570954108,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,34509.67949442978,,1.0942947581947546,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,2860.3189430031357,,0.09070011868985083,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,active,256,256,0,2021-04-20,,2022-04-20,0.0,619.3258174097355,,0.028000480026120128,,,,False,,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,970.7132350404783,,0.030781114759020744,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,206,206,0,2021-06-09,,2022-06-09,0.0,59.79967174574797,,0.003359834128109716,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,156,156,0,2016-06-06,2017-06-06,2017-06-06,0.0,197.38006648593102,,0.01464417634778097,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,1229.0084880569673,,0.06053036288696647,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1057.021830579983,,0.03351794236998931,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,291.51582948498066,,0.009243906312943324,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,active,292,292,0,2021-03-15,,2022-03-15,0.0,176.5349539269667,,0.006997358333609473,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,77.60187004268629,,0.002460739156604715,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,85.74013562837806,,0.0027188018654356306,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,75524.06761429388,,2.3948524738170303,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,897.1327574173766,,0.028447893119526148,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,active,113,113,0,2021-09-10,,2022-09-10,0.0,3354.64981105104,,0.34360146376710915,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-18,2020-08-17,2020-08-17,0.0,726.6071519609675,,0.0230405616425979,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,active,178,178,0,2021-07-07,,2022-07-07,0.0,140929.35569600432,,9.163633719309477,,stationary,2021-07-07,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,1380.667293263905,,0.04378067266818572,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,11266.041011823057,,0.35724381696546986,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,710.4508597728786,,0.022528248978084683,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,35688.382982015,,1.1316712005966196,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,stationary,2021-10-16,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,2010.954674675638,,0.34738713976569197,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,69,69,0,2016-03-11,2017-03-11,2017-03-11,0.0,3787.506255735848,,0.6353170718826905,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,280,280,0,2016-10-08,2017-10-08,2017-10-08,0.0,725.5071396075974,,0.029989547768171188,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,1049.6737664197174,,0.033284936783983934,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,9077.104906728497,,0.28783310840716947,,,,True,natural,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,266.0001605606872,,0.008434809759027372,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,121.5284194841585,,0.0038536409019583493,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,3275.8725068682406,,0.16134123851793933,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-28,2019-09-28,2019-09-28,0.0,3590.536232383942,,0.11385515703906463,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,active,254,254,0,2021-04-22,,2022-04-22,0.0,1480.9653087707857,,0.06748347316868919,,stationary,2021-07-07,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-07,2021-12-07,2021-12-07,0.0,181.05576946900987,,0.005741240787322738,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,active,215,215,0,2021-05-31,,2022-05-31,0.0,226.8041547321576,,0.012209525986873256,,stationary,2021-07-07,False,,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,stationary,2021-10-22,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,stationary,2021-10-30,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,0,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,886.4709721014344,,0.028109810124982065,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,761.3613726628798,,0.024142610751613384,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,570.1882972523023,,0.04099007197868517,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,370.7182006138355,,0.09327651988069532,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,2177.7661852321567,,0.08458264142245202,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,17413.634042154936,,0.7997884535822188,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,4485.766475046952,,0.14302642826774536,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,2622.1502576457315,,0.08314783922012085,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-20,2021-02-19,2021-02-19,0.0,1121.5824608828152,,0.035565146527232847,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-13,2018-09-13,2018-09-13,0.0,275.5208887767164,,0.008736710070291616,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,175.9698853805483,,0.005579968460824083,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,32306.370012470587,,1.0244282728459724,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,1836.395070391907,,0.0582317056821381,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1624.9111660825486,,0.05152559506857396,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,1253.179513871926,,0.044766643585388295,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,506.5571530038123,,0.016062821949638897,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-26,2019-10-26,2019-10-26,0.0,1462.9916188839147,,0.046391159908799925,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,272.00418861846066,,0.008625196239804053,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-20,2021-04-20,2021-04-20,0.0,544449.04234599,,17.264365878551178,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,active,271,271,0,2021-04-05,,2022-04-05,0.0,78.8334669652676,,0.0033668796537715084,,stationary,2021-04-05,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,3193.601205849498,,0.10126842991658731,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,25977.321398637483,,0.8237354578461911,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-12,2020-05-11,2020-05-11,0.0,6714.339995973087,,0.2129103245805773,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,307,307,0,2016-11-04,2017-11-04,2017-11-04,0.0,6399.569714768265,,0.2412674069085635,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-30,2019-06-30,2019-06-30,0.0,1868.5636056144315,,0.05925176324246674,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,284.57718961693433,,0.009023883486077317,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,309.3666004481388,,0.011895787208077196,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,57.102503971631165,,0.0019381484187177948,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,61.14851915641446,,0.0019390068225651463,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,494.6180800681256,,0.01568423643036928,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,181.66193368142834,,0.005990224150622174,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-24,2018-02-24,2018-02-24,0.0,251.7833405665655,,0.007983997354343146,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,active,67,67,0,2021-10-26,,2022-10-26,0.0,2086.9374436887033,,0.36051296360017676,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,671.6287421619708,,0.06587695603440548,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-25,2019-05-25,2019-05-25,0.0,635.0077250875659,,0.02013596287061028,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-23,2018-03-23,2018-03-23,0.0,10594.322014497093,,0.33594374728872056,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,6332.4460428882285,,0.2008005467683989,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,22163.83816315319,,0.7028106977154106,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,20201.66513669224,,0.6405905992101801,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,243.92786065270198,,0.007734901720341894,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,179.19189044599318,,0.01185131550568738,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_0,active,29,29,0,2021-12-03,,2022-12-03,0.0,180.61707604750742,,0.07208535921436279,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,5372.457079106377,,0.7772652024170105,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,15043.128965193195,,1.9785260107840374,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,1201.923406198927,,0.03811274119098576,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,5917.695489933449,,0.18764889300905152,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_2,active,88,88,0,2021-10-05,,2022-10-05,0.0,174.0574329363643,,0.022892654794871146,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,460.35239980172776,,0.014597678836939616,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-30,2021-09-30,2021-09-30,0.0,199.02270316426615,,0.0063109685173854055,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_3,repaired,185,185,0,2016-07-05,2017-07-05,2017-07-05,0.0,261.734032169976,,0.016374751762385883,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_3,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,53.47300242004005,,0.002975483129676374,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_3,repaired,267,267,0,2016-09-25,2017-09-25,2017-09-25,0.0,761.5200051350816,,0.03301082003117118,,,,True,natural,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,3619.7666832319433,,0.1147820485550464,,,,True,natural,N/A,N/A,True +0000000004,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-12,2019-03-12,2019-03-12,0.0,1422.8836286091066,,0.045119343880298916,,,,True,natural,N/A,N/A,True +0000000005,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,84.01045630977399,,0.002663954094044076,,,,True,natural,N/A,N/A,True +0000000006,2250.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-22,2021-01-21,2021-01-21,0.0,681.819638592097,,0.021620358910200945,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_4,active,117,117,0,2021-09-06,,2022-09-06,0.0,438.94947521866317,,0.04342251060646794,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_4,active,116,116,0,2021-09-07,,2022-09-07,0.0,1944.2989435702489,,0.19399534478470712,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_4,repaired,317,317,0,2016-11-14,2017-11-14,2017-11-14,0.0,2815.76515037026,,0.10280717484410636,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-15,2021-07-15,2021-07-15,0.0,31.45117410977264,,0.0009973101886660528,,,,True,natural,N/A,N/A,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_emissions.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_emissions.csv new file mode 100644 index 000000000..f51645572 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_emissions.csv @@ -0,0 +1,27451 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-01,2017-01-01,False,False,2017-01-01,2017-01-03,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-03,,True,False,2017-01-03,2017-01-06,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-06,,True,False,2017-01-06,2017-01-09,0.0,311.0,True 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+131.0,0.0,Placeholder_Rep_0,0.0,2017-03-10,,True,False,2017-03-10,2017-03-13,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-13,,True,False,2017-03-13,2017-03-16,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-16,,True,False,2017-03-16,2017-03-19,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-19,,True,False,2017-03-19,2017-03-22,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-22,,True,False,2017-03-22,2017-03-25,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-25,,True,False,2017-03-25,2017-03-28,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-28,,True,False,2017-03-28,2017-03-31,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-03-31,,True,False,2017-03-31,2017-04-03,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-04-03,,True,False,2017-04-03,2017-04-06,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-04-06,,True,False,2017-04-06,2017-04-09,0.0,311.0,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,132 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.0007623285248680704,2019-01-21,2019-01-23,0.13173036909720257 +299.0,0.016564778257168275,2021-11-30,2021-12-02,2.862393682838678 +299.0,0.05008055529953017,2017-06-03,2017-06-05,8.653919955758814 +299.0,0.6939680854387977,2018-07-13,2018-07-15,119.91768516382426 +299.0,0.29926031669278963,2019-11-05,2019-11-07,51.71218272451405 +299.0,0.6823355391297884,2017-01-19,2017-01-21,117.90758116162745 +299.0,0.6823355391297884,2017-01-19,2017-01-21,117.90758116162745 +299.0,0.008627637552231199,2017-11-21,2017-11-23,1.4908557690255513 +299.0,0.3892482660289144,2020-02-21,2020-02-23,67.26210036979641 +299.0,0.09946874332734071,2020-12-02,2020-12-04,17.188198846964475 +299.0,0.028095937830104133,2020-10-18,2020-10-20,4.854978057041994 +1157.0,0.02887866511075185,2018-07-10,2018-07-12,4.99023333113792 +1157.0,0.0726985165465038,2019-10-09,2019-10-11,12.562303659235859 +1157.0,0.48768657887306976,2021-01-28,2021-01-30,84.27224082926647 +1157.0,0.0009190401373117207,2018-02-25,2018-02-27,0.15881013572746536 +1157.0,0.04362239503192925,2019-11-08,2019-11-10,7.537949861517375 +1157.0,0.14624200258699008,2021-06-21,2021-06-23,25.27061804703189 +1157.0,0.11280583769860904,2021-08-17,2021-08-19,19.492848754319642 +1157.0,0.09036970601918605,2017-01-19,2017-01-21,15.61588520011535 +1157.0,0.0180621649528518,2019-03-19,2019-03-21,3.121142103852791 +1157.0,0.05197725492175583,2020-09-18,2020-09-20,8.98166965047941 +1157.0,2.73624957149239,2020-02-03,2020-02-05,472.823925953885 +1157.0,2.4178579671168974,2020-10-30,2020-11-01,417.8058567177999 +131.0,2.8626762214986807,2017-11-18,2017-11-20,494.67045107497205 +131.0,0.003842441118881508,2020-12-11,2020-12-13,0.6639738253427246 +131.0,0.12797092332933932,2021-01-31,2021-02-02,22.113375551309836 +131.0,0.45382749353808477,2019-12-14,2019-12-16,78.42139088338105 +131.0,0.00015469969639292082,2020-08-13,2020-08-15,0.02673210753669672 +131.0,0.48341273482414404,2021-03-11,2021-03-13,83.5337205776121 +131.0,0.24203635558343237,2021-03-20,2021-03-22,41.82388224481711 +131.0,0.04784341463116545,2019-08-22,2019-08-24,8.26734204826539 +131.0,0.3755968393328641,2020-04-24,2020-04-26,64.90313383671892 +131.0,0.17481737181607696,2020-11-02,2020-11-04,30.2084418498181 +131.0,0.09799812907465857,2020-02-03,2020-02-05,16.934076704101003 +131.0,0.3929761230898531,2021-06-24,2021-06-26,67.90627406992661 +131.0,0.0065207696941933955,2019-05-24,2019-05-26,1.1267890031566188 +131.0,0.13237192912861628,2019-12-29,2019-12-31,22.873869353424894 +442.0,0.0011975799001138633,2020-01-17,2020-01-19,0.20694180673967558 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+1196.0,0.03556644759349072,2017-03-31,2017-04-02,6.145882144155197 +1196.0,0.002083934034920373,2017-07-29,2017-07-31,0.36010380123424046 +1196.0,0.47133634920680334,2021-09-18,2021-09-20,81.44692114293562 +1196.0,0.461888538526536,2017-01-21,2017-01-21,0.0 +1196.0,0.461888538526536,2017-01-21,2017-01-21,0.0 +1196.0,0.006257589858988158,2018-11-21,2018-11-23,1.0813115276331537 +1196.0,0.0027519139369149045,2020-06-01,2020-06-03,0.47553072829889553 +1196.0,1.2181511483734657,2021-06-20,2021-06-22,210.49651843893488 +539.0,0.0004961378938487159,2019-09-02,2019-09-04,0.08573262805705811 +539.0,0.000161492143351044,2018-09-25,2018-09-27,0.027905842371060408 +539.0,0.5464295719775271,2020-11-04,2020-11-06,94.42303003771669 +539.0,0.23358298903904545,2018-01-01,2018-01-03,40.36314050594706 +539.0,0.1702583962319867,2019-12-16,2019-12-18,29.4206508688873 +539.0,0.052859086539787915,2021-12-11,2021-12-13,9.134050154075352 +539.0,0.7919843707631278,2017-01-21,2017-01-23,136.8548992678685 +539.0,0.7919843707631278,2017-01-21,2017-01-23,136.8548992678685 +539.0,0.5536915010689889,2018-01-25,2018-01-27,95.67789138472129 +539.0,0.008677598883449376,2018-06-30,2018-07-02,1.4994890870600524 +539.0,0.0012779332710865811,2019-06-01,2019-06-03,0.22082686924376124 +539.0,0.10400404799641282,2020-05-23,2020-05-25,17.971899493780136 +539.0,0.02597990994448964,2020-09-26,2020-09-28,4.48932843840781 +539.0,0.0015398475739495717,2021-01-15,2021-01-17,0.266085660778486 +539.0,0.005020885344070956,2021-06-11,2021-06-13,0.8676089874554612 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_timeseries.csv new file mode 100644 index 000000000..e881df5f5 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,2789.70517,2789.70517,0,750.00000,104,106,0,2,0.00000,0.00000,400.00000,750,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-02,2770.27191,2770.27191,0,250.00000,103,0,0,1,0.00000,0.00000,200.00000,250,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-03,2773.56486,2773.56486,0,1250.00000,104,1,0,0,2.00000,0.00000,0.00000,250,50,,50,0,0,1000.00000,,2,3,120,360 +2017-01-04,2773.56486,2773.56486,0,1250.00000,104,0,0,0,2.00000,0.00000,0.00000,250,0,,50,0,0,1000.00000,,2,3,120,360 +2017-01-05,2780.74883,2780.74883,0,1250.00000,105,1,0,0,2.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-06,2791.35878,2791.35878,0,1250.00000,106,1,0,0,2.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-07,2791.35878,2791.35878,0,1250.00000,106,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-08,2792.19419,2792.19419,0,1250.00000,107,1,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-09,2877.48985,2877.48985,0,1250.00000,109,2,0,0,2.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 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+2021-12-31,2288.72555,2288.72555,0,1250.00000,103,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_emissions_summary.csv new file mode 100644 index 000000000..3aff65cef --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_emissions_summary.csv @@ -0,0 +1,688 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,16,16,3,2020-03-18,2020-04-03,2021-03-18,1024.3289032536322,46.96063739844732,,0.033970368488460155,0.033970368488460155,OGI_FU,2020-03-18,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,24,24,3,2020-01-10,2020-02-03,2021-01-09,585.9401608558444,41.23919020686295,,0.01988772675871091,0.01988772675871091,OGI_FU,2020-01-18,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,19,19,3,2020-12-22,2021-01-10,2021-12-22,361.3264539698268,19.841626085048294,,0.012086760529391016,0.012086760529391016,OGI_FU,2020-12-25,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-11-20,2021-12-06,2022-11-20,3.4018163789882014,2.1771624825524487,,0.0015749149902723153,0.0015749149902723153,OGI_FU,2021-11-20,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_2,repaired,16,16,3,2018-05-31,2018-06-16,2019-05-31,1270.4231799082133,58.24289650009001,,0.04213172489879196,0.04213172489879196,OGI_FU,2018-05-31,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-03-18,2019-04-03,2020-03-17,6658.294108521134,305.2513058347798,,0.2208125765587238,0.2208125765587238,OGI_FU,2019-03-18,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_2,repaired,38,38,3,2019-07-21,2019-08-28,2020-07-20,79.27181612528094,9.21201532954335,,0.0028058038893589636,0.0028058038893589636,OGI_FU,2019-08-12,True,OGI_FU,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_2,repaired,17,17,3,2020-06-15,2020-07-02,2021-06-15,541.3355569171006,26.444553067789396,,0.018004189180139837,0.018004189180139837,OGI_FU,2020-06-16,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-12-29,2017-01-19,2017-12-29,14833.869067255626,776.1908232866316,,0.49909389357422296,0.49909389357422296,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,16,16,3,2019-12-16,2020-01-01,2020-12-15,5933.647772883133,272.0296973241551,,0.19678074169860757,0.19678074169860757,OGI_FU,2019-12-16,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,17,17,3,2017-04-11,2017-04-28,2018-04-11,10564.938194013155,516.1033025811024,,0.3513775208204673,0.3513775208204673,OGI_FU,2017-04-12,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_4,repaired,17,17,3,2018-09-06,2018-09-23,2019-09-06,2285.588718215992,111.65232244158581,,0.07601601473419513,0.07601601473419513,OGI_FU,2018-09-07,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_4,repaired,18,18,3,2019-05-18,2019-06-05,2020-05-17,320.87068053717513,16.644588615761243,,0.010702538976183928,0.010702538976183928,OGI_FU,2019-05-20,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-01-09,2017-01-25,2018-01-09,30776.74632472395,1410.9683128813274,,1.0206657355912379,1.0206657355912379,OGI_FU,2017-01-09,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2019-01-23,2019-02-08,2020-01-23,34033.48207744523,1560.2742499688356,,1.1286706090631045,1.1286706090631045,OGI_FU,2019-01-23,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2021-01-30,2021-02-15,2022-01-30,18059.678137332117,905.8145774210466,,0.6552478135279561,0.6552478135279561,OGI_FU,2021-01-30,True,OGI_FU,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_0,repaired,29,29,3,2021-06-22,2021-07-21,2022-06-22,32.445260630719005,5.7724696827659585,,0.0023038272999544853,0.0023038272999544853,OGI_FU,2021-07-05,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-01-01,2019-01-18,2020-01-01,14804.621854019368,723.2142859722105,,0.49238445395711494,0.49238445395711494,OGI_FU,2019-01-02,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,44,44,3,2019-08-20,2019-10-03,2020-08-19,143.32531271828898,19.64583725733556,,0.005167781265081955,0.005167781265081955,OGI_FU,2019-09-17,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-07-29,2021-08-14,2022-07-29,5936.396819029233,683.3262525501275,,0.4943042914859139,0.4943042914859139,OGI_FU,2021-07-29,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,18,18,2,2016-11-12,2017-01-19,2017-11-12,447.16653189858545,27.101001933247602,,0.017426055769835132,0.017426055769835132,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,18,18,3,2017-03-08,2017-03-26,2018-03-08,69127.14351922272,3585.8460615158765,,2.3057137741228626,2.3057137741228626,OGI_FU,2017-03-10,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,26,26,3,2019-09-10,2019-10-06,2020-09-09,811.3578801558158,62.22803800605078,,0.027701227744858784,0.027701227744858784,OGI_FU,2019-09-20,True,OGI_FU,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,30,30,3,2020-04-21,2020-05-21,2021-04-21,195.12886659781535,17.47422685950585,,0.006741599868636516,0.006741599868636516,OGI_FU,2020-05-05,True,OGI_FU,N/A,N/A,True +0000000004,1157.0,0,Placeholder_Rep_2,repaired,28,28,3,2021-05-24,2021-06-21,2022-05-24,166.9096667421804,24.21487393150804,,0.010009455163487118,0.010009455163487118,OGI_FU,2021-06-05,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,3,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,0.2629821285102904,OGI_FU,2021-12-29,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-10-13,2017-01-19,2017-10-13,549.3548619272659,37.03515923105164,,0.023813759793628878,0.023813759793628878,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,18,18,3,2017-12-21,2018-01-08,2018-12-21,834.0416301454438,43.26440732742937,,0.02781919195436559,0.02781919195436559,OGI_FU,2017-12-23,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-04-23,2017-01-19,2017-04-23,1953.96671837941,374.16383968967415,,0.2405888886893481,0.2405888886893481,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,17,17,3,2020-05-04,2020-05-21,2021-05-04,1355.9355650182763,66.23823162445602,,0.04509683525630176,0.04509683525630176,OGI_FU,2020-05-05,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,18,18,3,2020-12-17,2021-01-04,2021-12-17,350150.06545838754,18163.40397190483,,11.679143500453208,11.679143500453208,stationary,2020-12-17,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,55,55,3,2017-05-03,2017-06-27,2018-05-03,2.9631970755258488,0.5257285133997474,,0.00011063310467166399,0.00011063310467166399,OGI_FU,2017-06-11,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-07-31,2017-08-17,2018-07-31,2119.9937354627837,103.56291236456129,,0.070508518766722,0.070508518766722,OGI_FU,2017-08-01,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-08-30,2018-09-17,2019-08-30,2121.7721796972833,110.06311018602622,,0.07077103278422467,0.07077103278422467,OGI_FU,2018-09-01,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,repaired,19,19,3,2021-09-18,2021-10-07,2022-09-18,75.5828110642058,16.894981296704827,,0.01029177710569251,0.01029177710569251,OGI_FU,2021-09-21,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-01-08,2018-01-26,2019-01-08,33984.76465994639,1762.8984549828099,,1.133550961280099,1.133550961280099,OGI_FU,2018-01-10,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,33,33,3,2021-04-25,2021-05-28,2022-04-25,279.36985370687995,42.48481646233659,,0.014900679174500766,0.014900679174500766,OGI_FU,2021-05-12,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,22,22,3,2020-07-19,2020-08-10,2021-07-19,1340.566988801146,85.98388849453416,,0.0452356315733029,0.0452356315733029,OGI_FU,2020-07-25,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,27,27,3,2021-03-08,2021-04-04,2022-03-08,455.69858477794287,45.40170401846663,,0.019462321681441457,0.019462321681441457,OGI_FU,2021-03-19,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,repaired,26,26,3,2021-12-01,2021-12-27,2022-12-01,4.005405987460386,26.035138918492507,,0.011589716398901578,0.011589716398901578,OGI_FU,2021-12-11,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,32,32,3,2019-07-19,2019-08-20,2020-07-18,322.7908410826742,31.018939683620342,,0.011219234549920552,0.011219234549920552,OGI_FU,2019-08-04,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,21,21,3,2020-02-28,2020-03-20,2021-02-27,469.61194546901686,28.668171089678356,,0.015800358845722198,0.015800358845722198,OGI_FU,2020-03-04,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,21,21,3,2018-06-29,2018-07-20,2019-06-29,1767.6787874529748,107.91062365265253,,0.059474550073110956,0.059474550073110956,OGI_FU,2018-07-04,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,22,22,3,2020-01-10,2020-02-01,2021-01-09,1268.8767869004582,81.38568312481074,,0.04281654204798544,0.04281654204798544,OGI_FU,2020-01-16,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-10-16,2021-11-01,2022-10-16,1284.7513857738081,342.6003695396822,,0.24783012842858954,0.24783012842858954,OGI_FU,2021-10-16,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-06-02,2019-06-18,2020-06-01,723.5225136732494,33.170086586739224,,0.023994564949898163,0.023994564949898163,OGI_FU,2019-06-02,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,18,18,3,2020-07-21,2020-08-08,2021-07-21,955.6396397711866,49.572085060176825,,0.03187505469404374,0.03187505469404374,OGI_FU,2020-07-23,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,18,18,3,2018-01-15,2018-02-02,2019-01-15,3210.0532082371337,166.51572838117696,,0.10707029859900781,0.10707029859900781,OGI_FU,2018-01-17,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,22,22,3,2019-05-15,2019-06-06,2020-05-14,2463.4456768437412,158.00526207161025,,0.08312566396865016,0.08312566396865016,OGI_FU,2019-05-21,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,19,19,3,2017-08-26,2017-09-14,2018-08-26,134.9963320130306,7.4130933764380975,,0.004515773255627496,0.004515773255627496,OGI_FU,2017-08-29,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,17,17,3,2018-12-18,2019-01-04,2019-12-18,7238.959678472564,353.62734061503903,,0.2407593549938991,0.2407593549938991,OGI_FU,2018-12-19,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,18,18,3,2020-09-28,2020-10-16,2021-09-28,5701.090755322512,295.73381439713324,,0.19015805966893853,0.19015805966893853,OGI_FU,2020-09-30,True,OGI_FU,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,repaired,16,16,3,2021-11-18,2021-12-04,2022-11-18,25.187890844945468,14.926157537745462,,0.010797278311447816,0.010797278311447816,OGI_FU,2021-11-18,True,OGI_FU,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,repaired,18,18,3,2021-12-01,2021-12-19,2022-12-01,68.711373128422,103.067059692633,,0.06627254352664158,0.0385349109190447,OGI_FU,2021-12-03,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-06-07,2021-06-25,2022-06-07,726.5079604581675,69.19123432934929,,0.04449024841136143,0.04449024841136143,OGI_FU,2021-06-09,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-03-17,2017-01-20,2017-03-17,1019.9918776111044,346.06867276091043,,0.21081181332901464,0.1066680825151274,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-12-16,2017-01-20,2017-12-16,71.97431570575954,4.143975752755852,,0.002524351701240163,0.1066680825151274,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,21,21,3,2019-04-25,2019-05-16,2020-04-24,2.670516798606201,0.16302573479863436,,8.985104431141664e-05,8.985104431141664e-05,OGI_FU,2019-04-30,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,22,22,3,2016-05-14,2017-01-23,2017-05-14,511.9256654016662,101.46274449402394,,0.053378969115122014,0.053378969115122014,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,17,17,3,2018-02-06,2018-02-23,2019-02-06,16872.274624899437,824.220312135892,,0.5611521732951334,0.5611521732951334,OGI_FU,2018-02-07,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-11-11,2018-11-29,2019-11-11,16012.384561555631,830.6136083804073,,0.5340879683515993,0.5340879683515993,OGI_FU,2018-11-13,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,35,35,3,2019-05-23,2019-06-27,2020-05-22,22.499057001229858,2.3862636213425605,,0.0007891083403910584,0.0007891083403910584,OGI_FU,2019-06-11,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,16,16,3,2020-04-09,2020-04-25,2021-04-09,4656.158726318057,213.4628642438078,,0.15441468767636557,0.15441468767636557,OGI_FU,2020-04-09,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-05-24,2017-01-20,2017-05-24,6446.437147893343,987.7605307255927,,0.6017059763191963,3.904031848662141,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-09-30,2017-01-20,2017-09-30,157525.21469499439,11829.95683480195,,7.2063577210050855,3.904031848662141,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,20,20,3,2018-03-17,2018-04-06,2019-03-17,18.60083257561776,1.0783091348184208,,0.0006240214900569564,0.0006240214900569564,OGI_FU,2018-03-21,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,17,17,3,2019-12-28,2020-01-14,2020-12-27,29563.820515699244,1444.209622893354,,0.9832581855210742,0.9832581855210742,OGI_FU,2019-12-29,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,repaired,18,18,3,2021-04-29,2021-05-17,2022-04-29,4263.666343773407,336.6052376663216,,0.21643855302618414,0.21643855302618414,OGI_FU,2021-05-01,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,25,25,3,2016-08-23,2017-01-26,2017-08-23,1903.6157236350296,227.70523009988395,,0.10541908800920552,0.10541908800920552,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,21,21,3,2017-09-11,2017-10-02,2018-09-11,1246.227713565938,76.07785460722296,,0.041930034505744576,0.041930034505744576,OGI_FU,2017-09-16,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,19,19,3,2017-11-03,2017-11-22,2018-11-03,681.454938840126,37.42093594786819,,0.022795404451674092,0.022795404451674092,OGI_FU,2017-11-06,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-08-09,2018-08-25,2019-08-09,14613.52833385873,669.9611843602858,,0.48463627340877147,0.48463627340877147,OGI_FU,2018-08-09,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,24,24,3,2018-10-06,2018-10-30,2019-10-06,3417.6912909108873,240.54132252745245,,0.11600179520035322,0.11600179520035322,OGI_FU,2018-10-14,True,OGI_FU,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,27,27,3,2018-10-27,2018-11-23,2019-10-27,594.706409001501,47.50613326343351,,0.020364426124585694,0.020364426124585694,OGI_FU,2018-11-07,True,OGI_FU,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,20,20,3,2019-07-01,2019-07-21,2020-06-30,486.27969333792487,28.19012715002463,,0.016313730989597586,0.016313730989597586,OGI_FU,2019-07-05,True,OGI_FU,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,36,36,3,2019-08-23,2019-09-28,2020-08-22,832.348599435308,91.0776582968726,,0.029281654545033627,0.029281654545033627,OGI_FU,2019-09-12,True,OGI_FU,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,18,18,3,2019-12-09,2019-12-27,2020-12-08,19561.905900918435,1014.7386346297748,,0.6524811179461,0.6524811179461,OGI_FU,2019-12-11,True,OGI_FU,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,repaired,19,19,3,2021-08-20,2021-09-08,2022-08-20,253.05106844741414,42.17517807456902,,0.0256915071117014,0.0256915071117014,OGI_FU,2021-08-23,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,16,16,3,2019-04-09,2019-04-25,2020-04-08,3921.938630341524,179.8023440844252,,0.1300653530703307,0.1300653530703307,OGI_FU,2019-04-09,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,17,17,3,2021-01-24,2021-02-10,2022-01-24,2784.961397248787,146.12451775688078,,0.09948564662097002,0.09948564662097002,OGI_FU,2021-01-25,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-04-26,2021-05-14,2022-04-26,34333.79426181962,2675.3605918301,,1.720267870261124,1.720267870261124,OGI_FU,2021-04-28,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-09-05,2021-09-23,2022-09-05,629.441517667308,114.44391230314692,,0.07358790657352553,0.07358790657352553,OGI_FU,2021-09-07,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-11-29,2017-12-16,2018-11-29,7975.626006127,389.61391409241094,,0.26526001776444097,0.26526001776444097,OGI_FU,2017-11-30,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,16,16,3,2018-11-10,2018-11-26,2019-11-10,765.2394359191981,35.082610242713955,,0.02537804560381507,0.02537804560381507,OGI_FU,2018-11-10,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,21,21,3,2019-04-07,2019-04-28,2020-04-06,1426.9500223929538,87.11032113445359,,0.04801053854412123,0.04801053854412123,OGI_FU,2019-04-12,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,17,17,3,2020-03-09,2020-03-26,2021-03-09,48.49293510362974,2.368907749315246,,0.001612818456777809,0.001612818456777809,OGI_FU,2020-03-10,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-02-03,2021-02-19,2022-02-03,18103.91967610777,919.5641740245217,,0.6651939916265347,0.6651939916265347,OGI_FU,2021-02-03,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-11-20,2018-12-08,2019-11-20,20353.57891153044,1055.805246131262,,0.6788871181399575,0.6788871181399575,OGI_FU,2018-11-22,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-05-03,2019-05-19,2020-05-02,6849.422588239086,314.01364301382625,,0.22715107278199237,0.22715107278199237,OGI_FU,2019-05-03,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,58,58,3,2016-09-02,2017-02-28,2017-09-02,36.5118457887991,11.385414278227676,,0.0022719935900039263,0.0022719935900039263,OGI_FU,2017-02-12,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,26,26,3,2018-11-06,2018-12-02,2019-11-06,1911.7595297290738,146.62462469898503,,0.0652709333595909,0.0652709333595909,OGI_FU,2018-11-16,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,17,17,3,2018-11-18,2018-12-05,2019-11-18,811.8107682980069,39.657422589270446,,0.026999879213827918,0.04613540628670941,OGI_FU,2018-11-19,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,29,29,3,2019-09-26,2019-10-25,2020-09-25,380.0198200403277,32.799329705861616,,0.013090409365366226,0.013090409365366226,OGI_FU,2019-10-09,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,27,27,3,2019-12-18,2020-01-14,2020-12-17,173.77288169559534,13.881265697577144,,0.005950473978728199,0.005950473978728199,OGI_FU,2019-12-29,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-04-02,2017-01-20,2017-04-02,10304.555945218612,2719.2578188771336,,1.656467969588897,0.8287152479534792,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-09-06,2017-01-20,2017-09-06,19.04416071863103,1.5800832037292123,,0.0009625263180611673,0.8287152479534792,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-12-19,2019-01-04,2019-12-19,991.8207194457625,45.47029086284298,,0.032892282163514884,0.032892282163514884,OGI_FU,2018-12-19,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,repaired,28,28,3,2021-04-19,2021-05-17,2022-04-19,79.13782863589152,9.718680709670888,,0.004017311801285916,0.004017311801285916,OGI_FU,2021-05-01,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,repaired,16,16,3,2021-11-12,2021-11-28,2022-11-12,185.62576482165443,90.00037082262034,,0.06510443491219642,0.06510443491219642,OGI_FU,2021-11-12,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,18,18,3,2019-12-19,2020-01-06,2020-12-18,197.78326109532625,10.259650431457846,,0.006596997448211063,0.006596997448211063,OGI_FU,2019-12-21,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,27,27,3,2020-04-05,2020-05-02,2021-04-05,412.78839004783475,32.9742205067797,,0.014135039654826688,0.014135039654826688,OGI_FU,2020-04-16,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,28,28,3,2020-11-03,2020-12-01,2021-11-03,11.394111067344259,0.9466917207288998,,0.0003913242893224619,0.0003913242893224619,OGI_FU,2020-11-15,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,repaired,17,17,3,2021-07-12,2021-07-29,2022-07-12,7436.791315921459,815.6480798107406,,0.5553159584768114,0.5553159584768114,OGI_FU,2021-07-13,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,83,83,3,2020-06-23,2020-09-14,2021-06-23,27.023641532824474,7.953766834129188,,0.0011091263434472875,0.0011091263434472875,OGI_FU,2020-08-29,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,20,20,4,2016-11-23,2017-01-21,2017-11-23,8133.975709954275,531.6323993434166,,0.30765763850892164,0.30765763850892164,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-07-30,2019-08-15,2020-07-29,254.8255606653453,11.682547193826718,,0.00845091666220104,0.00845091666220104,OGI_FU,2019-07-30,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,17,17,3,2020-12-17,2021-01-03,2021-12-17,5871.77932677268,286.8397946986654,,0.19528853124909135,0.19528853124909135,OGI_FU,2020-12-18,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,17,17,3,2017-04-13,2017-04-30,2018-04-13,9643.920093577331,471.11103905406503,,0.3207455331250443,0.3207455331250443,OGI_FU,2017-04-14,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,16,16,3,2018-04-21,2018-05-07,2019-04-21,2425.733385420197,111.2084073545076,,0.08044589652380468,0.08044589652380468,OGI_FU,2018-04-21,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,16,16,3,2021-08-18,2021-09-03,2022-08-18,2155.9786985051937,289.8794888746479,,0.20969291729936912,0.20969291729936912,OGI_FU,2021-08-18,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,32,32,3,2016-05-04,2017-02-02,2017-05-04,398.47976217128246,140.12475153275867,,0.05068169543285542,0.029643976267902678,OGI_FU,2017-01-17,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,32,32,3,2016-07-24,2017-02-02,2017-07-24,127.89586555551845,23.794579638235994,,0.00860625710294994,0.029643976267902678,OGI_FU,2017-01-17,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-05-11,2017-05-27,2018-05-11,20271.729207787135,929.3629436234789,,0.6722822219498545,0.6722822219498545,OGI_FU,2017-05-11,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,33,33,3,2019-03-12,2019-04-14,2020-03-11,209.4494745393058,20.818773071677988,,0.007301758232210292,0.007301758232210292,OGI_FU,2019-03-29,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,20,20,3,2020-12-14,2021-01-03,2021-12-14,93.83522733000162,5.439723323478354,,0.0031479880344203437,0.0031479880344203437,OGI_FU,2020-12-18,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,23,23,3,2016-01-27,2017-01-24,2017-01-26,0.6857294834278159,7.885889059419883,,0.003968341917985046,0.003968341917985046,OGI_FU,2017-01-08,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,21,21,3,2017-11-11,2017-12-02,2018-11-11,562.337146342488,34.32872114300072,,0.018920150541777293,0.018920150541777293,OGI_FU,2017-11-16,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,23,23,3,2018-05-26,2018-06-18,2019-05-26,4875.6339136500565,327.8935088127231,,0.16500277214810943,0.16500277214810943,OGI_FU,2018-06-02,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,21,21,3,2020-05-26,2020-06-16,2021-05-26,733.262892311251,44.76314168179148,,0.024671043695872728,0.024671043695872728,OGI_FU,2020-05-31,True,OGI_FU,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,repaired,18,18,3,2021-07-08,2021-07-26,2022-07-08,1318.9051232897943,150.2550140456728,,0.09661459236475872,0.09661459236475872,OGI_FU,2021-07-10,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,18,18,3,2021-02-20,2021-03-10,2022-02-20,953.3941475788288,57.976671136550394,,0.03727923812792592,0.03727923812792592,OGI_FU,2021-02-22,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,16,16,3,2021-03-27,2021-04-12,2022-03-27,3946.3014124541005,240.07917338123804,,0.1736683835223076,0.1736683835223076,OGI_FU,2021-03-27,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-09-06,2017-01-21,2017-09-06,3358.723614613141,294.6248784748369,,0.1705005083766417,0.1705005083766417,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-05-27,2018-06-12,2019-05-27,601.8556494275161,27.592236076906186,,0.0199596615139657,0.0199596615139657,OGI_FU,2018-05-27,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,18,18,3,2020-01-27,2020-02-14,2021-01-26,2410.970208353857,125.06473703276491,,0.08041714058176756,0.08041714058176756,OGI_FU,2020-01-29,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,16,16,3,2020-09-07,2020-09-23,2021-09-07,34890.92502523685,1599.583955311718,,1.1571064491548886,1.1571064491548886,OGI_FU,2020-09-07,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,22,22,3,2018-07-05,2018-07-27,2019-07-05,275.4510028297285,17.66741126021582,,0.009294723937403104,0.009294723937403104,OGI_FU,2018-07-11,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,repaired,21,21,3,2021-06-05,2021-06-26,2022-06-05,922.746453239228,103.0727421171478,,0.056808169156276345,0.056808169156276345,OGI_FU,2021-06-10,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,28,28,3,2017-07-28,2017-08-25,2018-07-28,312.932862585134,26.000356535263357,,0.010747501874695501,0.010747501874695501,OGI_FU,2017-08-09,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,21,21,3,2018-12-03,2018-12-24,2019-12-03,795.479238399458,48.5612325767111,,0.02676434776053301,0.02676434776053301,OGI_FU,2018-12-08,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,33,33,3,2019-07-04,2019-08-06,2020-07-03,78.44539930907564,7.797283666263541,,0.0027347375372697605,0.0027347375372697605,OGI_FU,2019-07-21,True,OGI_FU,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,16,16,3,2020-09-28,2020-10-14,2021-09-28,2244.98532577055,102.92196335910832,,0.07445165173546608,0.07445165173546608,OGI_FU,2020-09-28,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,17,17,3,2021-03-23,2021-04-09,2022-03-23,1594.008543344923,101.87272645437479,,0.0693577930653423,0.0693577930653423,OGI_FU,2021-03-24,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,20,20,3,2019-05-21,2019-06-10,2020-05-20,174.39405797174234,10.10980046212999,,0.00585057897114004,0.00585057897114004,OGI_FU,2019-05-25,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,26,26,3,2020-03-28,2020-04-23,2021-03-28,825.060437659872,63.278971619931184,,0.02816905787924287,0.02816905787924287,OGI_FU,2020-04-07,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-11-21,2021-12-08,2022-11-21,820.4598524245355,606.426847444222,,0.4128723089898025,0.4128723089898025,OGI_FU,2021-11-22,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,20,20,3,2017-07-21,2017-08-10,2018-07-21,829.160953526424,48.06730165370575,,0.027816725494042675,0.027816725494042675,OGI_FU,2017-07-25,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,17,17,3,2021-12-15,2022-01-01,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,0.004537820174016855,OGI_FU,2021-12-16,True,OGI_FU,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,31.470404385572003,,0.07284815829993518,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,5868.000288672942,,0.1860730685144895,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,active,283,283,0,2021-03-24,,2022-03-24,0.0,1323.9207609673304,,0.054145430938658645,,,,False,,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,active,117,117,0,2021-09-06,,2022-09-06,0.0,16.90469292399463,,0.0016722749410409377,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-03,2021-08-03,2021-08-03,0.0,19512.981153106084,,0.6187525733481127,,,,True,natural,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,active,345,345,0,2021-01-21,,2022-01-21,0.0,11309.37313600662,,0.3794073113260406,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,7059.316402542204,,0.2238494546721906,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,3024.8541679133687,,0.09591749644575623,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-20,2021-05-20,2021-05-20,0.0,1516.8609101630968,,0.04809934392957562,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,197,197,0,2016-07-17,2017-07-17,2017-07-17,0.0,56.482879693374905,,0.003318462098924545,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,12324.608261927831,,0.39081076426711786,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,111.91955081122428,,0.003548945675140293,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,848.2179366960789,,0.026896814329530658,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,51,51,0,2016-02-22,2017-02-21,2017-02-21,0.0,424.56434586584487,,0.09635174878945281,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,1372.7354548455955,,0.043529155721892296,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-10,2020-11-09,2020-11-09,0.0,54.50635846443433,,0.0017283852886997187,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,5916.254484892911,,0.18760319903896852,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,20.435343005786805,,0.0006480004758303781,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,39119.53460352389,,1.240472304779423,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,63497.511897013355,,2.0134928937409104,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,249.62748413387234,,0.01128596481363355,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-08,2018-06-08,2018-06-08,0.0,1569.570727745771,,0.04977076128062439,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,83.73578229336975,,0.0026552442381205525,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-18,2020-01-18,2020-01-18,0.0,21241.721087619924,,0.6735705570655734,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,182.22449347020952,,0.013099874444315728,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,active,143,143,0,2021-08-11,,2022-08-11,0.0,5213.285778574607,,0.4219507396541219,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,136,136,0,2021-08-18,,2022-08-18,0.0,56.199423537876285,,0.004782766845203251,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,31.43365938438425,,0.0025090724285108754,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,4698.935736251725,,0.1490022747416199,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,1386.2455713809168,,0.21681768821648473,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,659.4887926706631,,0.03453833546331192,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-20,2020-05-19,2020-05-19,0.0,43032.809477453266,,1.3645614370070163,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,5215.543455931471,,0.8048678172733751,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,171,171,0,2016-06-21,2017-06-21,2017-06-21,0.0,36.681664353026086,,0.0024827853823523177,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-31,2020-05-30,2020-05-30,0.0,1305.3794147884846,,0.04139330970283119,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,1362.0417087453006,,0.043190059257524754,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,723.9458420311639,,0.022956172058319506,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,278.8767685779394,,0.07016826906651051,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-20,2021-12-20,2021-12-20,0.0,1439.496634206571,,0.04564613883201962,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,5538.389075314511,,0.17562116550337742,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,6570.875352708743,,0.20836109058563998,,,,True,natural,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,active,352,352,0,2021-01-14,,2022-01-14,0.0,2081.241902374632,,0.0684330907504285,,,,False,,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,11361.34118124519,,0.9961894273678794,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-27,2018-07-27,2018-07-27,0.0,49376.99525227914,,1.5657342482331031,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,385.71036439644604,,0.01223079542099334,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,678.4969557936275,,0.021514997329833443,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,6651.2625508236015,,0.21091015191601983,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,5008.42594168916,,0.6587260550411879,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,active,121,121,0,2021-09-02,,2022-09-02,0.0,1485.0988730714228,,0.14205491210126098,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,1403.532161229572,,0.14125726260362037,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,731.360539006645,,0.023191290557034654,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,3711.914142797913,,0.11770402532971565,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,481.0460035782285,,0.015253868708086898,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,314.27013468598886,,0.01855809090880036,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,21730.012245136284,,0.6890541680979289,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,1804.5308554300261,,0.05722129805397089,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,87466.89941089967,,2.77355718578449,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,active,272,272,0,2021-04-04,,2022-04-04,0.0,4515.323239294523,,0.1921348736764077,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,1171.547828032571,,0.27119162685939147,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,1484.6466533540918,,0.04707783654725049,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,364,364,0,2016-12-31,2017-12-31,2017-12-31,0.0,101505.63814287161,,3.227565315389436,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,412.2961533087959,,0.05186898063969352,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,688.3932609971919,,0.021828807109246316,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,733.7961874536193,,0.023268524462633788,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-26,2018-09-26,2018-09-26,0.0,4502.603781736844,,0.14277662930418708,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,1540.0783855921877,,0.04883556524582026,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-02,2021-08-02,2021-08-02,0.0,2474.5480846973937,,0.07846740501957743,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,3829.6463465557476,,0.12143728902066678,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,57315.759221265755,,1.817470802297874,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,1184.9042122425778,,0.03757306609089858,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,1139.9909142049592,,0.03614887475282087,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,941.993093601803,,0.029870405048256055,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,801.5271019237002,,0.025416257671350206,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,6030.592829530434,,0.19122884416319236,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,632.3377090165206,,0.020051297216404126,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,2516.0627407533857,,0.07978382612739046,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,207.39925745768366,,0.006576587311570385,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,593.8041884570354,,0.018829407295060732,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,277.93370070356417,,0.008813219834587905,,stationary,2017-01-09,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-22,2019-09-22,2019-09-22,0.0,1643.4708124971773,,0.05211411759567407,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,809.6659766023363,,0.025674339694391687,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,16498.929759974333,,0.5231776306435291,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,945.4942391359764,,0.02998142564484958,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,34062.49148749164,,1.0801145195171118,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,120.35859682298654,,0.003816546068714692,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,active,194,194,0,2021-06-21,,2022-06-21,0.0,4100.106788858564,,0.2446130911642423,,,,False,,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,active,174,174,0,2021-07-11,,2022-07-11,0.0,21171.477276474245,,1.408277277330396,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,37475.411848261756,,8.674863853764295,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-04,2020-01-04,2020-01-04,0.0,264.74962463768,,0.008395155525040587,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,3282.807006402658,,0.1040971272958732,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,742.4610085484163,,0.02354328413712634,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,active,210,210,0,2021-06-05,,2022-06-05,0.0,1900.0032112244792,,0.10471799003662252,,,,False,,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,4106.884255182511,,0.13022844543323536,,stationary,2017-02-07,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,307.63766476563137,,0.009755126356089274,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,522.5972662263598,,0.01657145060332191,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,2230.4606043800786,,0.07072744179287413,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-29,2018-07-29,2018-07-29,0.0,266.3196643659875,,0.008444941158231465,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,active,289,289,0,2021-03-18,,2022-03-18,0.0,659.8333821240934,,0.02642546865484803,,,,False,,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,9782.7726016348,,0.31020968422231104,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,189.48813172783127,,0.0060086292404817115,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,27.295320636234784,,0.0008655289395051618,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,4229.682578608595,,0.13412235472503153,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,85,85,0,2016-03-27,2017-03-27,2017-03-27,0.0,11419.571506879838,,1.5549525472330932,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,19122.592119388384,,0.6063734182961816,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,1187.7737339408739,,0.03766405802704445,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,112.21887102176922,,0.0035584370567532096,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,3101.976993584982,,0.13151103113489443,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,905.1291755714966,,0.028701457875808488,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-30,2018-12-30,2018-12-30,0.0,656.1476095654032,,0.020806304209963315,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,active,184,184,0,2021-07-01,,2022-07-01,0.0,678.26675997692,,0.04266472674975593,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-13,2019-05-13,2019-05-13,0.0,5327.409388349168,,0.16893104351690663,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-24,2019-10-24,2019-10-24,0.0,12320.617326738204,,0.3906842125424342,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,264.61166086786557,,0.014446391338436055,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,183.31956241985193,,0.0058130251908882526,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,285.4005387575963,,0.00904999171605772,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,170.14243156914864,,0.005395181112669604,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,605.9100450379821,,0.01921328148902784,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,23847.072498119825,,0.7561857083371328,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-12,2021-08-12,2021-08-12,0.0,3110.8318374237024,,0.09864383046117776,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,1136.691012645618,,0.03604423556080727,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-21,2020-03-20,2020-03-20,0.0,2254.517403161349,,0.07149027787802349,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,57172.70245346412,,1.8129345019490144,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-24,2021-03-24,2021-03-24,0.0,81.83704329260354,,0.0025950356193747953,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,272,272,0,2016-09-30,2017-09-30,2017-09-30,0.0,138.82124092152168,,0.00590708575544329,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-16,2018-01-16,2018-01-16,0.0,12668.84808863751,,0.40172653756460897,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,3604.444573222818,,0.11429618763390466,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-06,2018-06-06,2018-06-06,0.0,1070.8910698311922,,0.03395773306161822,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,6485.272163238585,,0.2056466312543945,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,38.82115058197621,,0.028082429529786034,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-10-22,2021-10-22,2021-10-22,0.0,169.91602577006262,,0.005388001831876668,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,721.2114263849993,,0.02286946430698247,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-06-22,2021-06-22,2021-06-22,0.0,1817.4385391355706,,0.057630598019265934,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,13.728619824281667,,0.0004353316788521583,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8128.456687021163,,0.2577516706944813,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,853.542083507088,,0.02706564191739878,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,735.593652663955,,0.02332552171055159,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,1221.1119104792788,,0.03872120467019529,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,99.12992829510299,,0.0031433894056032145,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,3100.9767041886544,,0.09833132623632213,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,active,166,166,0,2021-07-19,,2022-07-19,0.0,5166.250053739953,,0.36020819763358664,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,60.23582479698713,,0.0019100654742829504,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,4291.047602153746,,0.1360682268567271,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,6219.313584858066,,0.19721314005765048,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,993.0863555261236,,0.140171402936727,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,49.79538404435775,,0.003894158537002452,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1111.1505401315871,,0.03523435249022029,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-08,2021-05-08,2021-05-08,0.0,702.2311617772548,,0.022267604064474086,,,,True,natural,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,active,254,254,0,2021-04-22,,2022-04-22,0.0,989.0593053363068,,0.045068683715018355,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,3966.1848064155724,,0.1257668951806054,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,4191.488304889802,,0.13291122225043764,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-27,2020-08-26,2020-08-26,0.0,12565.378624749945,,0.3984455423880627,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,active,296,296,0,2021-03-11,,2022-03-11,0.0,303.0202900286846,,0.011848578657903395,,,,False,,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,active,110,110,0,2021-09-13,,2022-09-13,0.0,1817.2358865391848,,0.19120747964427448,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,9965.221033065824,,0.3159950860307529,,stationary,2017-06-17,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,10116.11200967852,,0.3207798075113686,,stationary,2017-11-19,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,6663.229135574981,,0.21128960982924216,,stationary,2018-03-11,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-17,2021-11-17,2021-11-17,0.0,1343.6863459816007,,0.042608014522501285,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,active,261,261,0,2021-04-15,,2022-04-15,0.0,2713.102892148102,,0.12031284997818671,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,2975.916200493671,,0.09436568367876937,,stationary,2017-12-31,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,2300.322920518752,,0.07294276130513547,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-05,2021-02-04,2021-02-04,0.0,6950.789094352422,,0.2204080763049347,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,2544.660287044413,,0.08069064837152501,,stationary,2017-06-17,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-15,2019-06-15,2019-06-15,0.0,4752.746658954853,,0.1507086079069905,,stationary,2018-06-15,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,609164.1976259298,,19.316469990675095,,stationary,2017-06-17,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,913.2802745116123,,0.028959927527638644,,stationary,2018-02-24,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,52499.59302768653,,1.6647511741402374,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,147,147,0,2016-05-28,2017-05-28,2017-05-28,0.0,676.2005032807696,,0.05324078036665167,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,736.4271283696709,,0.02335195105180336,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,369.57186022709476,,0.011719046810854094,,stationary,2018-08-01,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,9348.860816946335,,0.29645043179053576,,stationary,2018-07-29,True,natural,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,active,252,252,0,2021-04-24,,2022-04-24,0.0,444.3825468791022,,0.020409986169858823,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,4511.9763034783045,,0.1430738300189721,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-02-07,2019-02-07,2019-02-07,0.0,4985.627600706909,,0.1580932141269314,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,134.079017363582,,0.0042516177499867455,,stationary,2019-02-06,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-09,2020-03-08,2020-03-08,0.0,4435.42418209416,,0.14064637817396497,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-22,2021-07-22,2021-07-22,0.0,5362.648148617829,,0.17004845727479162,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,197429.82850660334,,6.260458793334707,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-06,2021-11-06,2021-11-06,0.0,507.0526374476434,,0.016078533658283975,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-27,2018-03-27,2018-03-27,0.0,509.3039045387234,,0.016149920869442013,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-07,2018-07-07,2018-07-07,0.0,896.1485245597943,,0.028416683300348623,,stationary,2017-07-07,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,363.6432592523441,,0.011531052107190007,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,9379.814622027798,,0.2974319705107749,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-17,2018-03-17,2018-03-17,0.0,1434.3850467872846,,0.04548405145824722,,stationary,2017-03-17,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-18,2020-02-18,2020-02-18,0.0,26835.3557139296,,0.850943547499036,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,6798.231221698901,,0.21557049789760593,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,active,95,95,0,2021-09-28,,2022-09-28,0.0,2367.4719789559113,,0.2884346952918995,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-14,2020-01-14,2020-01-14,0.0,613.4350788018493,,0.019451898744350878,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-29,2020-06-28,2020-06-28,0.0,275.316328853791,,0.008730223517687437,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,41,41,0,2016-02-12,2017-02-11,2017-02-11,0.0,93.04462587083503,,0.026265985171306183,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,147874.3356604507,,8.228406320137259,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,339.5865751669126,,0.010768219659021834,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,342,342,0,2016-12-09,2017-12-09,2017-12-09,0.0,1822.2489541811851,,0.06166913560554693,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,353,353,0,2016-12-20,2017-12-20,2017-12-20,0.0,66.04816037360212,,0.0021655702567149994,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,135.47595535720706,,0.004295914363178813,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,278,278,0,2016-10-06,2017-10-06,2017-10-06,0.0,449.1056108092619,,0.01869777556326863,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,294.1018634389262,,0.009325908911685889,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,4496.162093267156,,0.14257236470278906,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-21,2019-08-21,2019-08-21,0.0,52.1048947861768,,0.0016522353750056064,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,512.8238242338251,,0.016261536790773246,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,active,229,229,0,2021-05-17,,2022-05-17,0.0,106.66503290734968,,0.0053910436331144704,,,,False,,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,127326.8494765544,,4.037507910849644,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,108.0935032178747,,0.003427622501835195,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,464.7874923479354,,0.014738314699008607,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,842.1494861205359,,0.026704385024116435,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-25,2018-06-25,2018-06-25,0.0,1258.1063013485284,,0.03989428910922528,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-24,2020-06-23,2020-06-23,0.0,998.8015177951519,,0.031671788362352606,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,2709.0589363611693,,0.08590369534377122,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,3521.5756185996956,,0.11166843032089344,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,3387.957017128014,,0.10743141226306487,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,30.470289480836975,,0.0009662065411224306,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,22776.669317938835,,0.7222434461548337,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,907.0040394784284,,0.028760909420295168,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,38.885787583973155,,0.0012330602354126445,,,,True,natural,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,7747.352810561008,,0.24566694604772343,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,12590.392097535423,,0.39923871440688175,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,2803.969322853058,,0.08891328395652771,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,187,187,0,2016-07-07,2017-07-07,2017-07-07,0.0,210.74313019327707,,0.013043618178926337,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,34.68577731481129,,0.0015440605998402461,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,3934.835222196734,,0.12477280638624852,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,809.3507185270935,,0.025664342926404533,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,1008.9481756212829,,0.03199353677134966,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,2544.382902905639,,0.21813982363731474,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,147.1868296115768,,0.004667263749732902,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,56.74167076053371,,0.001799266576627781,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-26,2018-10-26,2018-10-26,0.0,23592.771012440455,,0.7481218611250778,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,822.4775548030955,,0.026080592174121495,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,93995.21920902924,,2.98056884858667,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,3234.4187764204125,,0.10545183804187573,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-17,2018-05-17,2018-05-17,0.0,1129.2650884481966,,0.03580876104921983,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-20,2018-08-20,2018-08-20,0.0,141446.19503040065,,4.4852294213090005,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3133.7547874730735,,0.09937071243889756,,stationary,2018-02-14,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,163.8008875699575,,0.005194092071599363,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,active,244,244,0,2021-05-02,,2022-05-02,0.0,373.91265732833546,,0.017736445873573894,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,2775.81614087715,,0.14278889613565585,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-22,2019-03-22,2019-03-22,0.0,42408.868808959036,,1.3447764081988531,,stationary,2018-03-22,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-07,2019-01-07,2019-01-07,0.0,18897.046592341594,,0.5992214165506593,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-10,2019-08-10,2019-08-10,0.0,1778.1324196687178,,0.05638420914728304,,stationary,2018-08-10,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,113,113,0,2016-04-24,2017-04-24,2017-04-24,0.0,667.0353435681196,,0.06832138474763598,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,35.322483853738966,,0.0028994684014429805,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-22,2020-12-21,2020-12-21,0.0,7792.744615435154,,0.24710631073805026,,,,True,natural,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,13573.752684272886,,0.7410548067496989,,,,False,,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,17807.23781448406,,0.5646638069027161,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,21550.759006401397,,0.6833700851852295,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,1074.5125526811028,,0.03407256952946165,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,216,216,0,2016-08-05,2017-08-05,2017-08-05,0.0,142.41199807947558,,0.007630958401892337,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,9955.199356092811,,0.31567730073861017,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-23,2020-04-22,2020-04-22,0.0,28030.73454422488,,0.8888487615494952,,,,True,natural,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,active,87,87,0,2021-10-06,,2022-10-06,0.0,776.9212935122096,,0.10335798391765239,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,131,131,0,2016-05-12,2017-05-12,2017-05-12,0.0,188.80387974855768,,0.01668114572276626,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,2473.0155000143513,,0.14985792975654155,,,,True,natural,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,2072.568122683788,,0.06572070404248438,,,,True,natural,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,3214.600885625463,,0.10193432539400885,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,141.62888200423984,,0.004491022387247585,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-10,2019-10-10,2019-10-10,0.0,8794.00183265717,,0.2788559688184034,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,41517.11362308158,,1.316499036754236,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,active,128,128,0,2021-08-26,,2022-08-26,0.0,73.61368913619766,,0.006656330397876669,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,125.82675171522956,,0.003989940122882723,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,15633.271610967193,,0.49572779080946194,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,158,158,0,2016-06-08,2017-06-08,2017-06-08,0.0,4209.948447711754,,0.3083940201382848,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-04,2018-09-04,2018-09-04,0.0,23.605623756580055,,0.0007485294189681651,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,10834.367888807863,,0.343555552029676,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-29,2019-01-29,2019-01-29,0.0,1570.289767674718,,0.04979356188719933,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,active,182,182,0,2021-07-03,,2022-07-03,0.0,993.3486698082683,,0.0631708301414497,,,,False,,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,321,321,0,2016-11-18,2017-11-18,2017-11-18,0.0,297.2345735114188,,0.010717180595629209,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,25444.119839997304,,0.8068277473362918,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,145.96320842079842,,0.008006582873705372,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,1338.6415066946458,,0.04244804371812043,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,211.9947614222033,,0.006853751597810731,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,3039.1766206205084,,0.09637165844179693,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,1049.6354866910835,,0.03328372294175176,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,active,133,133,0,2021-08-21,,2022-08-21,0.0,6556.898963548417,,0.5706017616566083,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,19563.59205888516,,2.1161725574252723,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-19,2021-03-19,2021-03-19,0.0,11042.824286536927,,0.3501656610393495,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,8557.464869030726,,0.2713554309053376,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,316.79852466727215,,0.010045615317962713,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,5875.471362127751,,0.18630997469963692,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-22,2019-02-22,2019-02-22,0.0,265.5631403153015,,0.008420951937953497,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,429.1460603773428,,0.013608132305217615,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,694.2676766261349,,0.02201508360686627,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,active,229,229,0,2021-05-17,,2022-05-17,0.0,572.3860489927689,,0.028929425895235367,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,969.2312705812421,,0.157999359445299,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,7987.141060635645,,0.2532705815777411,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-26,2018-12-26,2018-12-26,0.0,491.07041638369355,,0.015571740752907584,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,142504.28771818517,,4.51878132033819,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-26,2018-04-26,2018-04-26,0.0,5.718353049675741,,0.00018132778569494357,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,6313.94821225968,,0.20021398440701674,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,13475.267843728834,,0.4272979402501532,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,active,346,346,0,2021-01-20,,2022-01-20,0.0,521.7667372224788,,0.01745366146243038,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,282,282,0,2016-10-10,2017-10-10,2017-10-10,0.0,3958.829973798911,,0.16248152965749402,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,1301.655470545416,,0.04127522420552435,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-25,2021-02-24,2021-02-24,0.0,1773.2930973283935,,0.05623075524252897,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,13695.378603108935,,0.43427760664348475,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,735.4427007370784,,0.023320735056350787,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-09,2018-10-09,2018-10-09,0.0,3936.855418694466,,0.12483686639695796,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,4135.860635484627,,0.13114728042505794,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-23,2019-05-23,2019-05-23,0.0,32316.18458642576,,1.0247394909445002,,,,True,natural,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-26,2019-09-26,2019-09-26,0.0,5909.498327191756,,0.18738896268365537,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-18,2019-04-18,2019-04-18,0.0,2605.635999018045,,0.08262417551427083,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,63.87388754696356,,0.0020254276873085857,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,321.46119468999086,,0.01019346761447206,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,748.7366447714641,,0.3466373355423445,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,3786.897822525122,,0.12008174221604269,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-16,2021-04-16,2021-04-16,0.0,6319.677328115714,,0.20039565347906246,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,4500.992707401236,,0.38025418249875265,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,360,360,0,2016-12-27,2017-12-27,2017-12-27,0.0,309.4288307217085,,0.009948200576186615,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,3943.799200833939,,0.1250570522841812,,,,True,natural,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,active,252,252,0,2021-04-24,,2022-04-24,0.0,4341.82785211222,,0.19941522689374908,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,active,204,204,0,2021-06-11,,2022-06-11,0.0,6350.256759104169,,0.36028599078069223,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,1594.6401692047446,,0.050565708054437615,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,active,223,223,0,2021-05-23,,2022-05-23,0.0,1678.4983523167891,,0.08711688010280627,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,161.39966882032672,,0.005117949924541055,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,4211.203543944441,,0.13353638837977044,,,,True,natural,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3807.9614977762253,,0.12074966697666874,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,10180.99296942849,,0.3228371692487471,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,319,319,0,2021-02-16,,2022-02-16,0.0,125.9219880878968,,0.004568747390858905,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-03,2021-05-03,2021-05-03,0.0,688.4197005088748,,0.021829645500661934,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,138.30746868490078,,0.004385701061799238,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,614.9325411010951,,0.019499382962363494,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-16,2020-09-15,2020-09-15,0.0,2928.4438808686996,,0.09286034629847474,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,17519.80456326871,,4.608534449513024,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,3192.222448762891,,0.12274757170399944,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,1562.2767412476703,,0.04953947048603724,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,141.07432874838923,,0.004473437618860643,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,661.0627677391321,,0.020962162853219564,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,92357.6494335337,,2.928641851646807,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,4323.478095729112,,0.13709659106193278,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,2024.3239499930673,,0.06419089136203282,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-05,2018-12-05,2018-12-05,0.0,190.36812771858706,,0.006036533730295125,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,active,140,140,0,2021-08-14,,2022-08-14,0.0,1261.2643809254996,,0.10427119551302079,,,,False,,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,active,357,357,0,2021-01-09,,2022-01-09,0.0,176.56915456993923,,0.005724438303050732,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,842.6451608569839,,0.02672010276690081,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,1790.8148571284762,,0.05678636660097908,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,active,263,263,0,2021-04-13,,2022-04-13,0.0,885.5406570085185,,0.03897077247080158,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2178.313205143598,,0.06907385861059101,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,1004.5248399899456,,0.03185327371860558,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-24,2020-07-23,2020-07-23,0.0,1402.7933711028359,,0.0444822859938748,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,708.3524902584726,,0.022461710117277794,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,9043.698218701946,,0.286773789278981,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,21713.18628491171,,0.6885206203992805,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,1117.2601646272744,,0.035428087412077446,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,7028.674919939083,,0.2228778196327715,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,8339.086730758945,,0.2644307055669376,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,1080.2095925481265,,0.03425322147856819,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,222.44102484750707,,0.016717849991545443,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,230,230,0,2016-08-19,2017-08-19,2017-08-19,0.0,183.337063881595,,0.009225898947342742,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-28,2018-03-28,2018-03-28,0.0,4860.451667351192,,0.15412391131884803,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,27.282555424183013,,0.0008651241572863715,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,394.050443874569,,0.012495257606372686,,,,True,natural,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,3486.2728492374513,,0.11054898684796585,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,active,219,219,0,2021-05-27,,2022-05-27,0.0,114.84204803613926,,0.0060693624236924605,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,168,168,0,2016-06-18,2017-06-18,2017-06-18,0.0,10042.859641511066,,0.6918857226570123,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,4108.174934618505,,0.13026937260966848,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-10,2018-08-10,2018-08-10,0.0,35.86842777719354,,0.0011373803835994906,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,3076.0850678820157,,0.09754201762690308,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,360,360,0,2021-01-06,,2022-01-06,0.0,127.90722551049916,,0.004112243618521706,,,,False,,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,active,279,279,0,2021-03-28,,2022-03-28,0.0,5050.208802107944,,0.20950355112952773,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,6673.892198511126,,0.2384077860122001,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,871.7875687105059,,0.027644202457842017,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,890.4928016184193,,0.02823734150235982,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,14002.24812557954,,0.44400837536718474,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-19,2019-11-19,2019-11-19,0.0,2335.804471554177,,0.0740678739077301,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-19,2020-04-18,2020-04-18,0.0,5663.791131964759,,0.17959763863409306,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,1094.8541694693017,,0.0347175979664289,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,130749.79655082255,,4.146048850546123,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,8122.239789645311,,0.25755453417190866,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,5413.297731020317,,0.2599747258250882,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-03,2019-08-03,2019-08-03,0.0,825.757926506388,,0.026184612078462326,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,3906.964550323199,,0.12388903317869097,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,3056.1827865393557,,0.09691092042552496,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,active,354,354,0,2021-01-12,,2022-01-12,0.0,116361.8809023131,,3.8044661835083535,,,,False,,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,active,347,347,0,2021-01-19,,2022-01-19,0.0,601.644927939947,,0.020067674242846986,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,2304.823170754433,,0.07308546330398379,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,128199.0815746652,,4.0651662092423,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,313.7996372060171,,0.009950521220383595,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-16,2018-09-16,2018-09-16,0.0,156.25846453352608,,0.004954923406060568,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2618.6186857424314,,0.0830358538096915,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,4462.662822277572,,0.14151010978810158,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,339,339,0,2021-01-27,,2022-01-27,0.0,145.4580162112749,,0.004966200160168623,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,615.2860023458802,,0.02088377058032883,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-13,2018-12-13,2018-12-13,0.0,118.205942060253,,0.0037482858339755514,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,active,128,128,0,2021-08-26,,2022-08-26,0.0,388.85201369115674,,0.035160953205580575,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,811.3690292338324,,0.025728343139073833,,,,True,natural,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,100,100,0,2016-04-11,2017-04-11,2017-04-11,0.0,3999.8382401410286,,0.4629442407570634,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,207.0141434872412,,0.006564375427677613,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,20049.289442299647,,0.6357587976376092,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,8303.52605191897,,0.26330308383812057,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,559.353224984556,,0.01773697440970814,,,,True,natural,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,657.6388811153274,,0.02085359212060272,,,,True,natural,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,452.8493434169464,,0.014359758479735741,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,active,192,192,0,2021-06-23,,2022-06-23,0.0,205.32255043598613,,0.012377179207416216,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,4194.694355081976,,0.13301288543512102,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,3175.037534416031,,0.20998925492169515,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,5057.975678349195,,0.1964476012284518,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,605.7683312538863,,0.019208787774412935,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,252.41141814368305,,0.008003913563663211,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,352.6052779290064,,0.01118104001550629,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,214,214,0,2021-06-01,,2022-06-01,0.0,5287.332153889336,,0.28596249534275137,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,111019.62048521034,,3.5204090717025096,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,16421.48074395124,,0.5207217384560895,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1971.8401243530573,,0.06252664016847594,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,275.56718387984625,,0.008738178078381731,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,active,210,210,0,2021-06-05,,2022-06-05,0.0,413.29802512415887,,0.02277877122597877,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,265.5882766232574,,0.010599787540838818,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-02-15,2018-02-15,2018-02-15,0.0,201.09784307739238,,0.006376770772367845,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,57.614966715236626,,0.022994479053015892,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,2.5376842902880083,,8.046944096550001e-05,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-02,2019-10-02,2019-10-02,0.0,1316.760756105917,,0.0417542096685032,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,active,302,302,0,2021-03-05,,2022-03-05,0.0,35104.2098951637,,1.3453600186704262,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-28,2020-05-27,2020-05-27,0.0,7091.003545293732,,0.22485424737740142,,stationary,2020-05-22,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,active,123,123,0,2021-08-31,,2022-08-31,0.0,834.8674610233571,,0.07855949460096329,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,130981.7942641522,,4.153405449776515,,stationary,2020-05-22,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,144592.28682485744,,4.5849913376730544,,stationary,2020-05-22,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-03,2021-06-03,2021-06-03,0.0,714.599260313924,,0.022659793896306568,,stationary,2020-06-03,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,750.8236934864631,,0.02380846313693756,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,431.53998892524965,,0.01368404328149574,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,10465.725486353274,,0.33186597813144575,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,1686.3421880265423,,0.05347355999576808,,,,True,natural,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,10935.073300382062,,0.37780103995239295,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,286.31455400123735,,0.009078974949303568,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,3322.1096092317407,,0.10534340465600395,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,962.2262715757171,,0.030511994912979356,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-15,2021-12-15,2021-12-15,0.0,5651.272698710097,,0.17920068171962508,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,active,205,205,0,2021-06-10,,2022-06-10,0.0,701.4286454337182,,0.03960188829232826,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,43.06357425151434,,0.02769005546007866,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,1056.1930185057395,,0.08858301617902405,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,211.96959816746875,,0.0067215118647726,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,736.615263436038,,0.023357916775622718,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,138.35400973624115,,0.012608815410491503,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,1478.5760908855636,,0.046885340274149014,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-22,2019-06-22,2019-06-22,0.0,125.3935660520902,,0.0039762038956142245,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,9514.780223192243,,0.3017117016486632,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-27,2018-12-27,2018-12-27,0.0,11702.565446818899,,0.37108591599501833,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,13571.879341287799,,0.430361470740988,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,245.30829730423025,,0.007778675079408619,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,928.8523284566132,,0.029453714118994584,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,452.41267073357227,,0.05570486982042605,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,105,105,0,2016-04-16,2017-04-16,2017-04-16,0.0,1323.495602077695,,0.14588796319198577,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,58.44083516479751,,0.0018531467264332035,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,588.7530958576018,,0.018669238199441964,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,active,221,221,0,2021-05-25,,2022-05-25,0.0,1512.049755942698,,0.07918812614916929,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,4017.6064286186893,,0.12739746412413397,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3685.059533897399,,0.11685247126767499,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,8197.82323963828,,0.25995126964860094,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,650.5662194535996,,0.020629319490537784,,,,True,natural,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,active,161,161,0,2021-07-24,,2022-07-24,0.0,10341.205018612096,,0.7434153596310743,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,19,19,0,2016-01-21,2017-01-20,2017-01-20,0.0,25.207588037670458,,0.015355499535617968,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,2.4144323680276765,,0.00013243990082651374,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,4077.808721786114,,0.12930646631741863,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,65682.33941932162,,2.0827733199937093,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-24,2020-08-23,2020-08-23,0.0,8075.243657602813,,0.2560642966007995,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-08,2018-03-08,2018-03-08,0.0,2469.4143190257214,,0.07830461437803529,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,1279.2719204668329,,0.0405654464886743,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,18473.865541736883,,0.585802433464513,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-23,2021-01-22,2021-01-22,0.0,1071.4118943802684,,0.03397424829972947,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-02,2018-01-02,2018-01-02,0.0,121141.09407639003,,3.841358893847984,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-24,2018-07-24,2018-07-24,0.0,1119.091837821788,,0.03548616938805771,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_4,repaired,248,248,0,2016-09-06,2017-09-06,2017-09-06,0.0,13.554753298984606,,0.0006325956400735797,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,4.189179948187912,,0.00013283802473959642,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-04-04,2021-04-04,2021-04-04,0.0,5822.486810027091,,0.18462984557417209,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,4734.112678628872,,0.1501177282670241,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,346,346,0,2016-12-13,2017-12-13,2017-12-13,0.0,1625.8856602080061,,0.054387633142260965,,,,True,natural,N/A,N/A,True 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_emissions.csv @@ -0,0 +1,27451 @@ +Site ID,Equipment,Component,"""Measured"" Rate (g/s)",Survey Completion Date,Survey Start Date,Use Previous Condition,Use Next Condition,Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)",Site Type,Site Measured +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-01,2017-01-01,False,False,2017-01-01,2017-01-03,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-03,,True,False,2017-01-03,2017-01-06,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-06,,True,False,2017-01-06,2017-01-09,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-09,,True,False,2017-01-09,2017-01-12,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-12,,True,False,2017-01-12,2017-01-15,0.0,311.0,True +131.0,0.0,Placeholder_Rep_0,0.0,2017-01-15,,True,False,2017-01-15,2017-01-18,0.0,311.0,True 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+2453.0,0.0,Placeholder_Rep_4,0.0,2021-12-30,,True,False,2021-12-30,2021-12-31,0.0,311.0,True +2453.0,0.0,Placeholder_Rep_4,0.0,2021-12-31,2021-12-31,True,False,2021-12-31,2021-12-31,0.0,311.0,True diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..87d62da21 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,138 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.033970368488460155,2020-04-03,2020-04-05,5.870079674805915 +299.0,0.01988772675871091,2020-02-03,2020-02-05,3.436599183905246 +299.0,0.012086760529391016,2021-01-10,2021-01-12,2.088592219478768 +299.0,0.0015749149902723153,2021-12-06,2021-12-08,0.2721453103190561 +299.0,0.04213172489879196,2018-06-16,2018-06-18,7.2803620625112515 +299.0,0.2208125765587238,2019-04-03,2019-04-05,38.15641322934748 +299.0,0.0028058038893589636,2019-08-28,2019-08-30,0.4848429120812289 +299.0,0.018004189180139837,2020-07-02,2020-07-04,3.111123890328164 +299.0,0.49909389357422296,2017-01-19,2017-01-21,86.24342480962574 +299.0,0.19678074169860757,2020-01-01,2020-01-03,34.00371216551939 +299.0,0.3513775208204673,2017-04-28,2017-04-30,60.718035597776755 +299.0,0.07601601473419513,2018-09-23,2018-09-25,13.13556734606892 +299.0,0.010702538976183928,2019-06-05,2019-06-07,1.8493987350845829 +1157.0,1.0206657355912379,2017-01-25,2017-01-27,176.37103911016592 +1157.0,1.1286706090631045,2019-02-08,2019-02-10,195.03428124610446 +1157.0,0.6552478135279561,2021-02-15,2021-02-17,113.22682217763082 +1157.0,0.0023038272999544853,2021-07-21,2021-07-23,0.3981013574321351 +1157.0,0.49238445395711494,2019-01-18,2019-01-20,85.08403364378947 +1157.0,0.005167781265081955,2019-10-03,2019-10-05,0.892992602606162 +1157.0,0.4943042914859139,2021-08-14,2021-08-16,85.41578156876594 +1157.0,0.017426055769835132,2017-01-19,2017-01-21,3.011222437027511 +1157.0,2.3057137741228626,2017-03-26,2017-03-28,398.4273401684307 +1157.0,0.027701227744858784,2019-10-06,2019-10-08,4.786772154311598 +1157.0,0.006741599868636516,2020-05-21,2020-05-23,1.16494845730039 +1157.0,0.010009455163487118,2021-06-21,2021-06-23,1.729633852250574 +1157.0,0.023813759793628878,2017-01-19,2017-01-21,4.11501769233907 +1157.0,0.02781919195436559,2018-01-08,2018-01-10,4.807156369714375 +1157.0,0.2405888886893481,2017-01-19,2017-01-21,41.57375996551936 +1157.0,0.04509683525630176,2020-05-21,2020-05-23,7.792733132288944 +1157.0,11.679143500453208,2021-01-04,2021-01-06,2018.1559968783145 +131.0,0.00011063310467166399,2017-06-27,2017-06-29,0.019117400487263538 +131.0,0.070508518766722,2017-08-17,2017-08-19,12.183872042889561 +131.0,0.07077103278422467,2018-09-17,2018-09-19,12.229234465114024 +131.0,0.01029177710569251,2021-10-07,2021-10-09,1.778419083863666 +131.0,1.133550961280099,2018-01-26,2018-01-28,195.8776061092011 +131.0,0.014900679174500766,2021-05-28,2021-05-30,2.5748373613537328 +131.0,0.0452356315733029,2020-08-10,2020-08-12,7.816717135866741 +131.0,0.019462321681441457,2021-04-04,2021-04-06,3.363089186553084 +131.0,0.011589716398901578,2021-12-27,2021-12-29,2.002702993730193 +442.0,0.011219234549920552,2019-08-20,2019-08-22,1.9386837302262714 +442.0,0.015800358845722198,2020-03-20,2020-03-22,2.730302008540796 +442.0,0.059474550073110956,2018-07-20,2018-07-22,10.277202252633574 +442.0,0.04281654204798544,2020-02-01,2020-02-03,7.398698465891885 +442.0,0.24783012842858954,2021-11-01,2021-11-03,42.82504619246028 +442.0,0.023994564949898163,2019-06-18,2019-06-20,4.146260823342403 +442.0,0.03187505469404374,2020-08-08,2020-08-10,5.508009451130759 +442.0,0.10707029859900781,2018-02-02,2018-02-04,18.50174759790855 +442.0,0.08312566396865016,2019-06-06,2019-06-08,14.364114733782749 +442.0,0.004515773255627496,2017-09-14,2017-09-16,0.7803256185724313 +442.0,0.2407593549938991,2019-01-04,2019-01-06,41.603216542945766 +442.0,0.19015805966893853,2020-10-16,2020-10-18,32.85931271079258 +442.0,0.010797278311447816,2021-12-04,2021-12-06,1.8657696922181828 +442.0,0.0385349109190447,2021-12-19,2021-12-21,6.6588326068109245 +2453.0,0.04449024841136143,2021-06-25,2021-06-27,7.6879149254832555 +2453.0,0.1066680825151274,2017-01-20,2017-01-22,18.432244658614014 +2453.0,0.1066680825151274,2017-01-20,2017-01-22,18.432244658614014 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+1020.0,0.001612818456777809,2020-03-26,2020-03-28,0.2786950293312054 +1020.0,0.6651939916265347,2021-02-19,2021-02-21,114.94552175306521 +1020.0,0.6788871181399575,2018-12-08,2018-12-10,117.31169401458466 +1020.0,0.22715107278199237,2019-05-19,2019-05-21,39.25170537672828 +1020.0,0.0022719935900039263,2017-02-28,2017-03-02,0.39260049235267847 +1020.0,0.0652709333595909,2018-12-02,2018-12-04,11.27881728453731 +1020.0,0.04613540628670941,2018-12-05,2018-12-07,7.9721982063433865 +1020.0,0.013090409365366226,2019-10-25,2019-10-27,2.262022738335284 +1020.0,0.005950473978728199,2020-01-14,2020-01-16,1.0282419035242327 +1020.0,0.8287152479534792,2017-01-20,2017-01-22,143.2019948463612 +1020.0,0.8287152479534792,2017-01-20,2017-01-22,143.2019948463612 +1020.0,0.032892282163514884,2019-01-04,2019-01-06,5.6837863578553725 +1020.0,0.004017311801285916,2021-05-17,2021-05-19,0.6941914792622064 +1020.0,0.06510443491219642,2021-11-28,2021-11-30,11.250046352827543 +1008.0,0.006596997448211063,2020-01-06,2020-01-08,1.1399611590508718 +1008.0,0.014135039654826688,2020-05-02,2020-05-04,2.442534852354052 +1008.0,0.0003913242893224619,2020-12-01,2020-12-03,0.06762083719492142 +1008.0,0.5553159584768114,2021-07-29,2021-07-31,95.95859762479301 +1008.0,0.0011091263434472875,2020-09-14,2020-09-16,0.1916570321476913 +1008.0,0.30765763850892164,2017-01-21,2017-01-23,53.16323993434166 +1008.0,0.00845091666220104,2019-08-15,2019-08-17,1.4603183992283397 +1008.0,0.19528853124909135,2021-01-03,2021-01-05,33.745858199842985 +1008.0,0.3207455331250443,2017-04-30,2017-05-02,55.424828124007654 +1008.0,0.08044589652380468,2018-05-07,2018-05-09,13.90105091931345 +1008.0,0.20969291729936912,2021-09-03,2021-09-05,36.23493610933099 +1008.0,0.029643976267902678,2017-02-02,2017-02-04,5.122479099093583 +1008.0,0.029643976267902678,2017-02-02,2017-02-04,5.122479099093583 +1196.0,0.6722822219498545,2017-05-27,2017-05-29,116.17036795293487 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b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_timeseries.csv new file mode 100644 index 000000000..01e0cd94f --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_component_based/keptP_stationary_component_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4426.13282,4426.13282,0,750.00000,99,99,0,0,0.00000,0.00000,0.00000,750,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-02,4758.02623,4758.02623,0,250.00000,100,1,0,0,0.00000,0.00000,0.00000,250,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-03,4758.02623,4758.02623,0,1250.00000,100,0,0,0,4.00000,0.00000,0.00000,250,50,,50,0,0,1000.00000,,4,3,120,360 +2017-01-04,4514.36088,4514.36088,0,1250.00000,99,0,0,1,3.00000,0.00000,200.00000,250,0,,50,0,0,1000.00000,,3,3,120,360 +2017-01-05,4508.06680,4508.06680,0,1250.00000,98,0,0,1,2.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-06,4508.06680,4508.06680,0,1250.00000,98,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-07,4508.06680,4508.06680,0,1250.00000,98,0,0,0,4.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,4,3,120,360 +2017-01-08,4508.06680,4508.06680,0,1250.00000,98,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 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+2017-01-17,4781.55340,4781.55340,0,1250.00000,105,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-18,4711.68927,4711.68927,0,2050.00000,100,0,4,1,3.00000,800.00000,200.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-19,3874.11161,3874.11161,0,2450.00000,93,0,6,1,4.00000,1200.00000,200.00000,250,3,,50,0,0,1000.00000,,4,3,120,360 +2017-01-20,3832.79875,3832.79875,0,1650.00000,91,0,2,0,2.00000,400.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-21,3832.79875,3832.79875,0,1250.00000,91,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2017-01-22,3828.18680,3828.18680,0,1450.00000,90,0,1,0,2.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-23,3828.87529,3828.87529,0,1450.00000,90,1,1,0,0.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2017-01-24,3740.68977,3740.68977,0,1450.00000,89,0,1,0,1.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 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+2021-12-06,1578.85173,1578.85173,0,1250.00000,98,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-07,1543.17956,1543.17956,0,1450.00000,97,0,1,0,1.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-08,1543.17956,1543.17956,0,1250.00000,97,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-09,1543.17956,1543.17956,0,1250.00000,97,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-10,1538.52183,1538.52183,0,1250.00000,95,0,0,2,0.00000,0.00000,400.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-11,1538.52183,1538.52183,0,1250.00000,95,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-12,1538.52183,1538.52183,0,1250.00000,95,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-13,1538.52183,1538.52183,0,1250.00000,95,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-14,1523.03889,1523.03889,0,1250.00000,94,0,0,1,1.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-15,1523.43096,1523.43096,0,1250.00000,95,1,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-16,1545.99847,1545.99847,0,1250.00000,96,1,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-17,1545.99847,1545.99847,0,1250.00000,96,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-18,1540.27253,1540.27253,0,1450.00000,95,0,1,0,1.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-19,1536.32870,1536.32870,0,1250.00000,94,0,0,1,1.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-20,1563.79188,1563.79188,0,1250.00000,95,1,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-21,1563.79188,1563.79188,0,1250.00000,95,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-22,1563.79188,1563.79188,0,1250.00000,95,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-23,1558.84796,1558.84796,0,1250.00000,94,0,0,1,1.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-24,1556.82984,1556.82984,0,1250.00000,93,0,0,1,0.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-25,1556.82984,1556.82984,0,1250.00000,93,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-26,1555.82849,1555.82849,0,1450.00000,92,0,1,0,0.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-27,1578.55014,1578.55014,0,1250.00000,93,1,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-28,1610.17631,1610.17631,0,1250.00000,93,1,0,1,0.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-29,1610.17631,1610.17631,0,1250.00000,93,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2021-12-30,1610.17631,1610.17631,0,1250.00000,93,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-31,1609.78424,1609.78424,0,1450.00000,92,0,1,0,0.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_emissions_summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_emissions_summary.csv new file mode 100644 index 000000000..45edda6d0 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_emissions_summary.csv @@ -0,0 +1,709 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,83,83,3,2018-10-30,2019-01-21,2019-10-30,18.573982042705563,5.4668103175339064,,0.0007623285248680704,0.0007623285248680704,OGI_FU,2019-01-05,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-11-12,2021-11-30,2022-11-12,44.36710208399951,25.761543145548107,,0.016564778257168275,0.016564778257168275,OGI_FU,2021-11-14,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-05-17,2017-06-03,2018-05-17,1505.7820723020336,73.55831962394991,,0.05008055529953017,0.05008055529953017,OGI_FU,2017-05-18,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-06-25,2018-07-13,2019-06-25,20805.71837592351,1079.2591664744182,,0.6939680854387977,0.6939680854387977,OGI_FU,2018-06-27,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-10-19,2019-11-05,2020-10-18,8997.919794065445,439.5535531583694,,0.29926031669278963,0.29926031669278963,OGI_FU,2019-10-20,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-09-15,2017-01-19,2017-09-15,26.79155647049795,2.0177741274852012,,0.0012974370675702168,0.6823355391297884,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-11-06,2017-01-19,2017-11-06,34278.48543630591,2120.318686781809,,1.3633736411920065,0.6823355391297884,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_3,repaired,17,17,3,2017-11-04,2017-11-21,2018-11-04,259.4089038104459,12.672274036717186,,0.008627637552231199,0.008627637552231199,OGI_FU,2017-11-05,True,OGI_FU,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_3,repaired,17,17,3,2020-02-04,2020-02-21,2021-02-03,11703.605464344575,571.7278531432695,,0.3892482660289144,0.3892482660289144,OGI_FU,2020-02-05,True,OGI_FU,N/A,N/A,True +0000000004,299.0,0,Placeholder_Rep_3,repaired,17,17,3,2020-11-15,2020-12-02,2021-11-15,2990.7465993718183,146.09969019919805,,0.09946874332734071,0.09946874332734071,OGI_FU,2020-11-16,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,22,22,3,2020-09-26,2020-10-18,2021-09-26,832.628736782702,53.40475862746194,,0.028095937830104133,0.028095937830104133,OGI_FU,2020-10-02,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,24,24,3,2018-06-16,2018-07-10,2019-06-16,850.8347829590153,59.88279997365504,,0.02887866511075185,0.02887866511075185,OGI_FU,2018-06-24,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2019-09-23,2019-10-09,2020-09-22,2192.121988536657,100.49842927388687,,0.0726985165465038,0.0726985165465038,OGI_FU,2019-09-23,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,17,17,3,2021-01-11,2021-01-28,2022-01-11,14199.8725797314,716.314047048765,,0.48768657887306976,0.48768657887306976,OGI_FU,2021-01-12,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,36,36,3,2018-01-20,2018-02-25,2019-01-20,26.124267327168052,2.858582443094376,,0.0009190401373117207,0.0009190401373117207,OGI_FU,2018-02-09,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-10-22,2019-11-08,2020-10-21,1311.6032759040233,64.07257382289768,,0.04362239503192925,0.04362239503192925,OGI_FU,2019-10-23,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,17,17,3,2021-06-04,2021-06-21,2022-06-04,2438.614641538577,214.80025339977104,,0.14624200258699008,0.14624200258699008,OGI_FU,2021-06-05,True,OGI_FU,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-08-01,2021-08-17,2022-08-01,1325.5137152937357,155.94279003455713,,0.11280583769860904,0.11280583769860904,OGI_FU,2021-08-01,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,18,18,2,2016-11-11,2017-01-19,2017-11-11,2311.151009617072,140.54296680103815,,0.09036970601918605,0.09036970601918605,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,17,17,3,2019-03-02,2019-03-19,2020-03-01,543.0787260703856,26.529707882748724,,0.0180621649528518,0.0180621649528518,OGI_FU,2019-03-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,18,18,3,2020-08-31,2020-09-18,2021-08-31,1558.3196843581773,80.83502685431468,,0.05197725492175583,0.05197725492175583,OGI_FU,2020-09-02,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,16,16,3,2020-01-18,2020-02-03,2021-01-17,82507.77507895292,3782.59140763108,,2.73624957149239,2.73624957149239,OGI_FU,2020-01-18,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,17,17,3,2020-10-13,2020-10-30,2021-10-13,72698.21906889718,3551.349782101299,,2.4178579671168974,2.4178579671168974,OGI_FU,2020-10-14,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-11-02,2017-11-18,2018-11-02,86319.99371258263,3957.3636085997764,,2.8626762214986807,2.8626762214986807,OGI_FU,2017-11-02,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_0,repaired,21,21,3,2020-11-20,2020-12-11,2021-11-20,114.20349795894863,6.97172516609861,,0.003842441118881508,0.003842441118881508,OGI_FU,2020-11-25,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_0,repaired,16,16,3,2021-01-15,2021-01-31,2022-01-15,3692.933717068742,176.9070044104787,,0.12797092332933932,0.12797092332933932,OGI_FU,2021-01-15,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-11-27,2019-12-14,2020-11-26,13645.322013708303,666.5818225087389,,0.45382749353808477,0.45382749353808477,OGI_FU,2019-11-28,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,19,19,3,2020-07-25,2020-08-13,2021-07-25,4.6246546038485326,0.2539550215986188,,0.00015469969639292082,0.00015469969639292082,OGI_FU,2020-07-28,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,repaired,18,18,3,2021-02-21,2021-03-11,2022-02-21,12321.223785197784,751.8034851985088,,0.48341273482414404,0.48341273482414404,OGI_FU,2021-02-23,True,OGI_FU,N/A,N/A,True +0000000003,131.0,0,Placeholder_Rep_1,repaired,18,18,3,2021-03-02,2021-03-20,2022-03-02,16.308279419165473,1.0263952081992256,,0.0006599763427206954,0.24203635558343237,OGI_FU,2021-03-04,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,33,33,3,2019-07-20,2019-08-22,2020-07-19,1372.3787800120547,136.41114379637892,,0.04784341463116545,0.04784341463116545,OGI_FU,2019-08-06,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,18,18,3,2020-04-06,2020-04-24,2021-04-06,11260.693720670733,584.1282045304703,,0.3755968393328641,0.3755968393328641,OGI_FU,2020-04-08,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_2,repaired,16,16,3,2020-10-17,2020-11-02,2021-10-17,5271.373102793258,241.6675347985448,,0.17481737181607696,0.17481737181607696,OGI_FU,2020-10-17,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,16,16,3,2020-01-18,2020-02-03,2021-01-17,2954.996384865625,135.47261363280802,,0.09799812907465857,0.09799812907465857,OGI_FU,2020-01-18,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,16,16,3,2021-06-08,2021-06-24,2022-06-08,6451.096036643028,543.2501925594129,,0.3929761230898531,0.3929761230898531,OGI_FU,2021-06-08,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_4,repaired,24,24,3,2019-04-30,2019-05-24,2020-04-29,192.1175250382035,13.521468037879425,,0.0065207696941933955,0.0065207696941933955,OGI_FU,2019-05-08,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_4,repaired,17,17,3,2019-12-12,2019-12-29,2020-12-11,3980.053267495932,194.42788950411162,,0.13237192912861628,0.13237192912861628,OGI_FU,2019-12-13,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,21,21,3,2019-12-27,2020-01-17,2020-12-26,35.5939907592242,2.1728889707665937,,0.0011975799001138633,0.0011975799001138633,OGI_FU,2020-01-01,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,20,20,3,2020-12-25,2021-01-14,2021-12-25,1844.4678960724798,106.92567513463652,,0.06187828422143316,0.06187828422143316,OGI_FU,2020-12-29,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_0,repaired,22,22,3,2021-07-03,2021-07-25,2022-07-03,175.20805692926703,24.24262422920676,,0.012753905844490088,0.012753905844490088,OGI_FU,2021-07-09,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,16,16,3,2018-07-10,2018-07-26,2019-07-10,44601.42534173863,2044.7644855811407,,1.4791409762595056,1.4791409762595056,OGI_FU,2018-07-10,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,17,17,3,2018-07-30,2018-08-16,2019-07-30,27114.43279692369,1324.5556251370767,,0.9017944070922363,0.9017944070922363,OGI_FU,2018-07-31,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,repaired,19,19,3,2021-04-10,2021-04-29,2022-04-10,58.25901683393465,4.499680161970562,,0.0027410332370678375,0.0027410332370678375,OGI_FU,2021-04-13,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,37,37,3,2019-02-14,2019-03-23,2020-02-14,29.29258758832518,3.3043467706342424,,0.0010336420078310318,0.0010336420078310318,OGI_FU,2019-03-07,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,17,17,3,2020-09-26,2020-10-13,2021-09-26,1627.513355057286,79.50496274705134,,0.054129195770051285,0.054129195770051285,OGI_FU,2020-09-27,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,22,22,3,2016-09-06,2017-01-23,2017-09-06,1150.1071857503914,111.95733666596732,,0.05890011398672522,0.05890011398672522,OGI_FU,2017-01-07,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,21,21,3,2021-03-12,2021-04-02,2022-03-12,1174.3947188321795,90.33805529478303,,0.049789492556648496,0.049789492556648496,OGI_FU,2021-03-17,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-09-15,2021-10-02,2022-09-15,19599.88680576576,3702.2008410890876,,2.5205615748155554,2.5205615748155554,OGI_FU,2021-09-16,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-12-08,2017-01-20,2017-12-08,14196.24847278576,837.6668353507126,,0.5102746316707557,0.5102746316707557,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,27,27,3,2020-04-28,2020-05-25,2021-04-28,307.0659134698427,24.528933916230038,,0.01051480363350053,0.01051480363350053,OGI_FU,2020-05-09,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,19,19,3,2021-09-04,2021-09-23,2022-09-04,106.03367554041745,20.349897325938702,,0.012396379950011392,0.012396379950011392,OGI_FU,2021-09-07,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,40,40,3,2016-10-23,2017-02-10,2017-10-23,546.2331199986609,85.6836266664566,,0.02479271604932193,0.02479271604932193,OGI_FU,2017-01-25,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-12-20,2018-01-06,2018-12-20,618.8634058366933,30.231833043746512,,0.02058267500255073,0.02058267500255073,OGI_FU,2017-12-21,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,16,16,3,2018-11-13,2018-11-29,2019-11-13,90912.6532079425,4167.9153333154145,,3.014985050141359,3.014985050141359,OGI_FU,2018-11-13,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,16,16,3,2019-07-17,2019-08-02,2020-07-16,13120.960867471062,601.53402257747,,0.4351374584617114,0.4351374584617114,OGI_FU,2019-07-17,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_1,repaired,18,18,3,2020-01-29,2020-02-16,2021-01-28,1551.3616301026877,80.47409032232963,,0.05174517124635393,0.05174517124635393,OGI_FU,2020-01-31,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_1,repaired,18,18,3,2020-02-07,2020-02-25,2021-02-06,170.93609432296142,8.867002010989353,,0.0057015187827863635,0.27866350213883456,OGI_FU,2020-02-09,True,OGI_FU,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_1,repaired,17,17,3,2020-02-08,2020-02-25,2021-02-07,23408.632636082133,1143.5251575097595,,0.7785438163873634,0.27866350213883456,OGI_FU,2020-02-09,True,OGI_FU,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-09-22,2021-10-08,2022-09-22,877.190522516883,167.08390905083485,,0.12086509624626363,0.12086509624626363,OGI_FU,2021-09-22,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,19,19,3,2016-10-19,2017-01-20,2017-10-19,2339.190554441833,163.399340199981,,0.09953663511207418,0.09953663511207418,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,18,18,3,2019-01-22,2019-02-09,2020-01-22,3621.4761409990715,187.8575519826608,,0.12079317900119647,0.12079317900119647,OGI_FU,2019-01-24,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,21,21,3,2020-03-11,2020-04-01,2021-03-11,25.956422649679446,1.5845490571025242,,0.0008733184838528021,0.0008733184838528021,OGI_FU,2020-03-16,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,19,19,3,2020-07-08,2020-07-27,2021-07-08,1418.0616285222454,77.87043624833139,,0.04743569459571844,0.04743569459571844,OGI_FU,2020-07-11,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,16,16,3,2020-09-24,2020-10-10,2021-09-24,388.13866549125385,17.794322773237997,,0.012872050617214987,0.012872050617214987,OGI_FU,2020-09-24,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,33,33,3,2019-02-06,2019-03-11,2020-02-06,149.20731184031638,14.830847261236267,,0.005201615902509914,0.005201615902509914,OGI_FU,2019-02-23,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,31,31,3,2019-12-11,2020-01-11,2020-12-10,451.62147944892854,41.916963661427495,,0.01565000136702042,0.01565000136702042,OGI_FU,2019-12-26,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-10-12,2021-10-29,2022-10-12,2526.7370126188616,681.8179240400103,,0.46420065634532287,0.46420065634532287,OGI_FU,2021-10-13,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,18,18,3,2018-10-18,2018-11-05,2019-10-18,7045.39736971918,365.46729871742144,,0.2349969770559551,0.2349969770559551,OGI_FU,2018-10-20,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,18,18,3,2019-02-03,2019-02-21,2020-02-03,25757.013034087584,1336.0986588287506,,0.8591169359752768,0.8591169359752768,OGI_FU,2019-02-05,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,50,50,3,2020-08-24,2020-10-13,2021-08-24,251.60202404696807,39.93682921380445,,0.009244636392084364,0.009244636392084364,OGI_FU,2020-09-27,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,17,17,3,2021-08-10,2021-08-27,2022-08-10,3145.187063189068,424.35063550963616,,0.28890974639817274,0.28890974639817274,OGI_FU,2021-08-11,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,17,17,3,2018-01-04,2018-01-21,2019-01-04,2642.1725344575716,129.07164679821472,,0.08787557652383898,0.08787557652383898,OGI_FU,2018-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,17,17,3,2019-01-02,2019-01-19,2020-01-02,7109.106454063064,347.28393597434507,,0.2364405882178275,0.2364405882178275,OGI_FU,2019-01-03,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,23,23,3,2019-09-08,2019-10-01,2020-09-07,1083.4100938571864,72.86091274478154,,0.036665113096206486,0.036665113096206486,OGI_FU,2019-09-15,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,18,18,3,2020-01-08,2020-01-26,2021-01-07,52406.209704784684,2718.4777368476202,,1.7479923719442003,1.7479923719442003,OGI_FU,2020-01-10,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_0,repaired,16,16,3,2021-07-27,2021-08-12,2022-07-27,690.9489665811933,78.40555649148293,,0.05671698241571392,0.05671698241571392,OGI_FU,2021-07-27,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-01-09,2017-01-26,2018-01-09,27588.52012992462,1347.7150638181565,,0.9175619987868713,0.9175619987868713,OGI_FU,2017-01-10,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,25,25,3,2018-11-16,2018-12-11,2019-11-16,398.405867898508,29.294549110184413,,0.013562291254715005,0.013562291254715005,OGI_FU,2018-11-25,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-05-12,2018-05-30,2019-05-12,7458.381791149609,386.89012173110365,,0.24877194041351827,0.24877194041351827,OGI_FU,2018-05-14,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,20,20,3,2021-02-11,2021-03-03,2022-02-11,606.6208159663846,40.04097795157654,,0.02317186224049568,0.02317186224049568,OGI_FU,2021-02-15,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,30,30,3,2017-06-10,2017-07-10,2018-06-10,184.66414363144438,16.53708748938308,,0.006380049185718779,0.006380049185718779,OGI_FU,2017-06-24,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,24,24,3,2017-08-27,2017-09-20,2018-08-27,940.5114805599053,66.19435640304319,,0.03192243267893672,0.03192243267893672,OGI_FU,2017-09-04,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,33,33,3,2018-05-27,2018-06-29,2019-05-27,408.2291101759919,40.57698986689076,,0.014231548073404448,0.014231548073404448,OGI_FU,2018-06-13,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,18,18,3,2019-05-13,2019-05-31,2020-05-12,17930.796186129275,930.1277560528155,,0.5980759748281992,0.5980759748281992,OGI_FU,2019-05-15,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,28,28,3,2016-08-20,2017-01-29,2017-08-20,567.5939069992297,78.28881475851445,,0.032361447899518204,0.032361447899518204,OGI_FU,2017-01-13,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,18,18,3,2017-02-01,2017-02-19,2018-02-01,3978.827815135953,206.39452643356532,,0.13271252985697357,0.13271252985697357,OGI_FU,2017-02-03,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-01-20,2018-02-05,2019-01-20,24408.296002017207,1119.0049743045138,,0.8094654038661123,0.8094654038661123,OGI_FU,2018-01-20,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,38,38,3,2016-02-29,2017-02-08,2017-02-28,8.639105821992297,16.414301061785366,,0.004999482535875172,0.004999482535875172,OGI_FU,2017-01-23,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-12-28,2018-01-13,2018-12-28,13702.920447870802,628.2141179539623,,0.45443729597364163,0.45443729597364163,OGI_FU,2017-12-28,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,23,23,3,2020-07-02,2020-07-25,2021-07-02,1032.5326846077319,69.43933259057845,,0.03494330343728787,0.03494330343728787,OGI_FU,2020-07-09,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,23,23,3,2016-03-16,2017-01-24,2017-03-16,62.255491199608194,28.076005835117417,,0.014128424836512388,0.014128424836512388,OGI_FU,2017-01-08,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_1,repaired,21,21,3,2017-09-03,2017-09-24,2018-09-03,1203.7315656389515,73.48361301865692,,0.040500227633739484,0.040500227633739484,OGI_FU,2017-09-08,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-08-17,2018-09-04,2019-08-17,14853.964898203365,770.5226748347567,,0.4954492507939536,0.4954492507939536,OGI_FU,2018-08-19,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_1,repaired,16,16,3,2020-12-30,2021-01-15,2021-12-30,14227.724768800661,652.273914902036,,0.47184166297890334,0.47184166297890334,OGI_FU,2020-12-30,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,17,17,3,2018-08-12,2018-08-29,2019-08-12,2985.976724881386,145.8666790890332,,0.09931010286562718,0.09931010286562718,OGI_FU,2018-08-13,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,27,27,3,2018-07-12,2018-08-08,2019-07-12,1810.2850652326308,144.60857029964802,,0.06198927053311386,0.06198927053311386,OGI_FU,2018-07-23,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,18,18,3,2019-01-02,2019-01-20,2020-01-02,1345.2703444005515,69.78347607841476,,0.04487106229321937,0.04487106229321937,OGI_FU,2019-01-04,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,17,17,3,2019-04-03,2019-04-20,2020-04-02,289862.0010404785,14159.925338184295,,9.640472043970789,9.640472043970789,stationary,2019-04-03,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_3,repaired,16,16,3,2019-07-09,2019-07-25,2020-07-08,4324.795728633115,198.27143741584482,,0.1434255189640081,0.1434255189640081,OGI_FU,2019-07-09,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,16,16,3,2020-11-18,2020-12-04,2021-11-18,1034.9485777570007,47.4474992667966,,0.034322554446467445,0.034322554446467445,OGI_FU,2020-11-18,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,26,26,3,2016-03-09,2017-01-27,2017-03-09,54.70455290951844,34.69069208896292,,0.01544279384302124,0.01544279384302124,OGI_FU,2017-01-11,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,27,27,3,2017-11-29,2017-12-26,2018-11-29,72.29704028793438,5.775207360278782,,0.002475654732629793,0.002475654732629793,OGI_FU,2017-12-10,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,16,16,3,2020-09-28,2020-10-14,2021-09-28,3757.091586382257,172.24488648170808,,0.12459844218873557,0.12459844218873557,OGI_FU,2020-09-28,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-04-27,2021-05-15,2022-04-27,5173.256677601817,404.8635660731856,,0.2603289390902685,0.2603289390902685,OGI_FU,2021-04-29,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-03-26,2017-04-12,2018-03-26,2658.8830519176313,129.8879651798843,,0.08843134884251382,0.08843134884251382,OGI_FU,2017-03-27,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-07-09,2018-07-27,2019-07-09,6501.114302231452,337.23359492843264,,0.2168425893315539,0.2168425893315539,OGI_FU,2018-07-11,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_1,repaired,19,19,3,2019-07-03,2019-07-22,2020-07-02,397.86146329649097,21.847883822639677,,0.013308896090789276,0.013308896090789276,OGI_FU,2019-07-06,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,47,47,3,2016-04-29,2017-02-17,2017-04-29,57.61439387781488,38.13910580644083,,0.009392017781333932,0.009392017781333932,OGI_FU,2017-02-01,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,26,26,3,2017-03-05,2017-03-31,2018-03-05,1041.727023434306,79.89646787401756,,0.03556644759349072,0.03556644759349072,OGI_FU,2017-03-15,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_3,repaired,18,18,3,2017-07-11,2017-07-29,2018-07-11,62.47800951414072,3.2409342111081645,,0.002083934034920373,0.002083934034920373,OGI_FU,2017-07-13,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-09-01,2021-09-18,2022-09-01,4235.239899432652,692.2988297149527,,0.47133634920680334,0.47133634920680334,OGI_FU,2021-09-02,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-01-20,2017-01-21,2017-01-19,0.0,1225.4995064878503,,0.70920110329158,0.461888538526536,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-08-14,2017-01-21,2017-08-14,3800.5696472635445,370.787282659858,,0.2145759737614919,0.461888538526536,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,29,29,3,2018-10-23,2018-11-21,2019-10-23,181.66033664236986,15.679017150680732,,0.006257589858988158,0.006257589858988158,OGI_FU,2018-11-05,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,30,30,3,2020-05-02,2020-06-01,2021-05-02,79.65139699006501,7.1329609244834336,,0.0027519139369149045,0.0027519139369149045,OGI_FU,2020-05-16,True,OGI_FU,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_4,repaired,17,17,3,2021-06-03,2021-06-20,2022-06-03,20418.162288576685,1789.2204067309465,,1.2181511483734657,1.2181511483734657,OGI_FU,2021-06-04,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,39,39,3,2019-07-25,2019-09-02,2020-07-24,13.974418373300471,1.6717862471126332,,0.0004961378938487159,0.0004961378938487159,OGI_FU,2019-08-17,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,168,168,3,2018-04-10,2018-09-25,2019-04-10,2.74872547354945,2.3440907591690743,,0.000161492143351044,0.000161492143351044,OGI_FU,2018-09-09,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,18,18,3,2020-10-17,2020-11-04,2021-10-17,16382.395711543844,849.8072703394502,,0.5464295719775271,0.5464295719775271,OGI_FU,2020-10-19,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,17,17,3,2017-12-15,2018-01-01,2018-12-15,7023.186448034788,343.08669430055,,0.23358298903904545,0.23358298903904545,OGI_FU,2017-12-16,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_2,repaired,17,17,3,2019-11-29,2019-12-16,2020-11-28,5119.193251186391,250.07553238554206,,0.1702583962319867,0.1702583962319867,OGI_FU,2019-11-30,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_2,repaired,23,23,3,2021-11-18,2021-12-11,2022-11-18,91.34050154075352,105.04157677186654,,0.052859086539787915,0.052859086539787915,OGI_FU,2021-11-25,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,20,20,4,2016-03-09,2017-01-21,2017-03-09,6254.9252138608845,2661.670303770589,,1.5403184628302018,0.7919843707631278,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,20,20,4,2016-11-02,2017-01-21,2017-11-02,1074.8444626116263,75.42768158678079,,0.043650278696053695,0.7919843707631278,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,17,17,3,2018-01-08,2018-01-25,2019-01-08,16647.953100941504,813.262076770131,,0.5536915010689889,0.5536915010689889,OGI_FU,2018-01-09,True,OGI_FU,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_3,repaired,44,44,3,2018-05-17,2018-06-30,2019-05-17,240.66799847313837,32.988759915321154,,0.008677598883449376,0.008677598883449376,OGI_FU,2018-06-14,True,OGI_FU,N/A,N/A,True +0000000004,539.0,0,Placeholder_Rep_3,repaired,59,59,3,2019-04-03,2019-06-01,2020-04-02,33.78651099429547,6.514392642690956,,0.0012779332710865811,0.0012779332710865811,OGI_FU,2019-05-16,True,OGI_FU,N/A,N/A,True +0000000005,539.0,0,Placeholder_Rep_3,repaired,19,19,3,2020-05-04,2020-05-23,2021-05-04,3109.138612423964,170.7330451909113,,0.10400404799641282,0.10400404799641282,OGI_FU,2020-05-07,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,23,23,3,2020-09-03,2020-09-26,2021-09-03,767.6751629677356,51.627277041689815,,0.02597990994448964,0.02597990994448964,OGI_FU,2020-09-10,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,28,28,3,2020-12-18,2021-01-15,2021-12-18,44.83543384117489,3.725199250898804,,0.0015398475739495717,0.0015398475739495717,OGI_FU,2020-12-30,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_4,repaired,29,29,3,2021-05-13,2021-06-11,2022-05-13,88.06231222672932,12.580330318104187,,0.005020885344070956,0.005020885344070956,OGI_FU,2021-05-26,True,OGI_FU,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,667.2623559015567,,0.021158750504235053,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,active,223,223,0,2021-05-23,,2022-05-23,0.0,2248.3281715247695,,0.11669200358769148,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_2,repaired,97,97,0,2016-04-08,2017-04-08,2017-04-08,0.0,763.0800000734666,,0.09105097366283249,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-23,2019-10-23,2019-10-23,0.0,1013.188325774079,,0.03212799105067475,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,1768.6994521268161,,0.05608509170873973,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-03,2018-09-03,2018-09-03,0.0,9877.416418865098,,0.31321081997923317,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,82.36713445209537,,0.0026118446997747138,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-21,2020-01-21,2020-01-21,0.0,21894.490307179974,,0.694269733231227,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,active,288,288,0,2021-03-19,,2022-03-19,0.0,1867.4994966224494,,0.07505061634445928,,,,False,,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,11747.75911506552,,1.2140128053763146,,,,False,,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,27.118303630084405,,0.009231448675818493,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,active,328,328,0,2021-02-07,,2022-02-07,0.0,39.362225426915245,,0.0013889674171082896,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-09,2019-06-09,2019-06-09,0.0,15506.06857400564,,0.491694208967708,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-27,2019-09-27,2019-09-27,0.0,71.60085551414913,,0.0022704482342132525,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-31,2020-08-30,2020-08-30,0.0,665.3595159338275,,0.02109841184467997,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-15,2021-09-15,2021-09-15,0.0,7475.120294244955,,0.23703450958412464,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,7559.171612227075,,0.23969975939329888,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,6.162509619105448,,0.07132534281372045,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_3,repaired,64,64,0,2016-03-06,2017-03-06,2017-03-06,0.0,14.76355859366813,,0.0026699143868757465,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-26,2019-12-26,2019-12-26,0.0,2123.1151839776035,,0.06732354084150188,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-07,2020-01-07,2020-01-07,0.0,974.6118324958287,,0.030904738473358343,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-12,2020-02-12,2020-02-12,0.0,1041.8364899921319,,0.033036418378745935,,,,True,natural,N/A,N/A,True +0000000005,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-28,2021-01-27,2021-01-27,0.0,90802.33873643116,,2.879323272971561,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_4,active,349,349,0,2021-01-17,,2022-01-17,0.0,758.9654893413775,,0.02516997935043834,,,,False,,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_4,active,310,310,0,2021-02-25,,2022-02-25,0.0,97.46473449026546,,0.003638916311613854,,,,False,,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_4,active,228,228,0,2021-05-18,,2022-05-18,0.0,4.535258376630575,,0.00023022551050959304,,,,False,,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,11,11,0,2016-01-13,2017-01-12,2017-01-12,0.0,41.42364471197697,,0.043585484755868015,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-07,2020-03-06,2020-03-06,0.0,13.851065387471428,,0.0004392144021902406,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,active,199,199,0,2021-06-16,,2022-06-16,0.0,6260.543316219857,,0.3641205632456179,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,18651.261290875947,,0.5914276157685168,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,456.65550503758413,,0.020973669212852004,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-03,2018-06-03,2018-06-03,0.0,3269.0331917357685,,0.10366036249796322,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-29,2021-09-29,2021-09-29,0.0,363.4653144327428,,0.011525409513975862,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-24,2021-10-24,2021-10-24,0.0,99007.35501881847,,3.1395026325094646,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,715.9225814612038,,0.024017799968505227,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,190.58674460333702,,0.0060434660262346845,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,1125.8053019038175,,0.03569905193758934,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-30,2021-11-30,2021-11-30,0.0,4290.253503450443,,0.13604304615203078,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,213,213,0,2016-08-02,2017-08-02,2017-08-02,0.0,82351.32372157215,,4.474837187096382,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-15,2018-03-15,2018-03-15,0.0,1696.6165139850932,,0.05379935673468712,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,2689.475148817076,,0.08528269751449377,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,60117.5039592977,,1.9063135451324738,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,108.61042100581929,,0.003444013857363625,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_4,active,325,325,0,2021-02-10,,2022-02-10,0.0,1069.2088438736691,,0.03807723802968907,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_4,active,109,109,0,2021-09-14,,2022-09-14,0.0,18.720949338177363,,0.0019878683887803008,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-27,2018-02-27,2018-02-27,0.0,27.179265480855786,,0.0008618488546694504,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,38.02053461745885,,0.0012056232438311405,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-24,2019-06-24,2019-06-24,0.0,199.41454998516582,,0.0063233938985656326,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-12-07,2019-12-07,2019-12-07,0.0,4421.65477292748,,0.14020975307355021,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,23.32445453902602,,0.0007396136015672888,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-16,2021-11-16,2021-11-16,0.0,432.6456320342561,,0.013719102994490615,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-24,2020-12-23,2020-12-23,0.0,2312.8828686676743,,0.07334103464826466,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,278,278,0,2021-03-29,,2022-03-29,0.0,1138.6357570505352,,0.04740523235788598,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,339,339,0,2016-12-06,2017-12-06,2017-12-06,0.0,245.40169652470843,,0.008378458446844901,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-04,2020-09-03,2020-09-03,0.0,990.6780688413335,,0.031414195485836294,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-30,2018-09-30,2018-09-30,0.0,204.8034237057054,,0.006494273963270719,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-23,2019-08-23,2019-08-23,0.0,163.05833170384645,,0.005170545779548657,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,207.60190857068895,,0.00658301333620906,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,active,261,261,0,2021-04-15,,2022-04-15,0.0,556.1443126508001,,0.024662281496150847,,,,False,,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,active,248,248,0,2021-04-28,,2022-04-28,0.0,757.7139341579964,,0.03536224677783361,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,178.04814449576813,,0.005645869625056066,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-17,2020-05-16,2020-05-16,0.0,58.01811538893467,,0.001839742370273169,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-02,2020-08-01,2020-08-01,0.0,388.6523880441379,,0.01232408637887297,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-01,2020-08-31,2020-08-31,0.0,55.465376533218105,,0.001758795552169524,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-06,2021-02-05,2021-02-05,0.0,71373.94007513524,,2.263252792844217,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,23,23,0,2016-01-25,2017-01-24,2017-01-24,0.0,14.686636502217095,,0.007390618207637426,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-27,2018-08-27,2018-08-27,0.0,101.73153864224331,,0.003225885928533844,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-04,2018-10-04,2018-10-04,0.0,13.674689294487958,,0.0004336215529708256,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,49.724863308131766,,0.023020770050061,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,472.45588151390945,,0.02474316456730295,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-20,2018-12-20,2018-12-20,0.0,5637.96993898709,,0.17877885397599852,,,,True,natural,N/A,N/A,True +0000000003,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-21,2019-07-21,2019-07-21,0.0,438.54398636544545,,0.013906138583379168,,,,True,natural,N/A,N/A,True +0000000004,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,2470.95308461819,,0.07835340831488426,,,,True,natural,N/A,N/A,True +0000000005,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-20,2021-01-19,2021-01-19,0.0,28.429214012201285,,0.0009014844625888282,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_4,active,298,298,0,2021-03-09,,2022-03-09,0.0,13881.157030540227,,0.5391326835749218,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-30,2019-10-30,2019-10-30,0.0,3853.705221227708,,0.12220019093187809,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-02,2020-03-01,2020-03-01,0.0,7299.6892563477995,,0.2314716278649099,,,,True,natural,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_0,active,298,298,0,2021-03-09,,2022-03-09,0.0,57.73142569940365,,0.002242240931029535,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,76.83958869352509,,0.0024365673735897092,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-08,2018-05-08,2018-05-08,0.0,170.51226508949875,,0.00540690845666853,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-14,2018-05-14,2018-05-14,0.0,931.0987448675988,,0.02952494751609585,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-24,2018-10-24,2018-10-24,0.0,188.5980990525266,,0.005980406489489047,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,active,184,184,0,2021-07-01,,2022-07-01,0.0,30494.421138702746,,1.9181776581812817,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,8582.975489717377,,0.272164367380688,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_3,active,288,288,0,2021-03-19,,2022-03-19,0.0,141.19782730628998,,0.005674424001185136,,,,False,,N/A,N/A,True +0000000003,1490.0,0,Placeholder_Rep_3,active,84,84,0,2021-10-09,,2022-10-09,0.0,259.5125573898544,,0.03575735193312588,,,,False,,N/A,N/A,True +0000000004,1490.0,0,Placeholder_Rep_3,active,6,6,0,2021-12-26,,2022-12-26,0.0,26.69714820012911,,0.051499128472471276,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-08,2019-04-08,2019-04-08,0.0,978.8698942103558,,0.03103976072458003,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,34181.38774935001,,1.083884695248288,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,448.4031742660907,,0.014218771380837476,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,113368.98023481184,,3.594906780657402,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,492.94802116443884,,0.01563127920993274,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-02,2020-01-02,2020-01-02,0.0,430.04562360412626,,0.013636657268015166,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-19,2021-02-18,2021-02-18,0.0,25.431677122091273,,0.000806433191339779,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_3,active,51,51,0,2021-11-11,,2022-11-11,0.0,77.39074467245918,,0.017563259048760705,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,52.310405444180375,,0.0025763596061948568,,,,True,natural,N/A,N/A,True +0000000003,1213.0,0,Placeholder_Rep_4,active,255,255,0,2021-04-21,,2022-04-21,0.0,193.82290269556194,,0.008797335815884256,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,4.894325556683498,,0.00019806743543947073,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,842.2626043169338,,0.02670797197859379,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,15958.617526083286,,0.5060444421005608,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-12,2018-12-12,2018-12-12,0.0,2834.541460789141,,0.08988272009097986,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-05-09,2021-05-09,2021-05-09,0.0,953.5009679224878,,0.030235317349140277,,stationary,2020-05-09,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,731.5926553466143,,0.023198650917891115,,stationary,2020-10-14,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_1,active,2,2,0,2021-12-30,,2022-12-30,0.0,15.934194427403568,,0.09221177330673361,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,218,218,0,2016-08-07,2017-08-07,2017-08-07,0.0,117.52938298906753,,0.006239879745851783,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-03,2019-05-03,2019-05-03,0.0,4757.135985370113,,0.15084779253456726,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,3449.269151477036,,0.10937560728935299,,stationary,2020-09-18,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,327,327,0,2016-11-24,2017-11-24,2017-11-24,0.0,8531.672419893135,,0.3019761729773026,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-02-03,2018-02-03,2018-02-03,0.0,13779.159399933857,,0.436934278283037,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1568.4917948405018,,0.04973654854263387,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-17,2019-11-17,2019-11-17,0.0,1861.353111609648,,0.05902311997747488,,,,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,6354.784953687218,,0.20150890898297874,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,258,258,0,2016-09-16,2017-09-16,2017-09-16,0.0,2195.623496441583,,0.09849732165345888,,,,True,natural,N/A,N/A,True +0000000005,306.0,0,Placeholder_Rep_4,active,137,137,0,2021-08-17,,2022-08-17,0.0,197.84380178186896,,0.01671429793372102,,,,False,,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,126.95442722865356,,0.009730993011762137,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,215,215,0,2016-08-04,2017-08-04,2017-08-04,0.0,293.69716969362764,,0.015810571150604413,,,,True,natural,N/A,N/A,True +0000000002,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-21,2019-11-21,2019-11-21,0.0,1003.8968496234586,,0.03183336027471647,,,,True,natural,N/A,N/A,True +0000000003,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,249670.85099242372,,7.91701074937924,,stationary,2020-03-04,True,natural,N/A,N/A,True +0000000004,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-29,2021-06-29,2021-06-29,0.0,3469.423137044748,,0.11001468597934891,,stationary,2020-06-29,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,344,344,0,2016-12-11,2017-12-11,2017-12-11,0.0,582.0664273431527,,0.019583953331689836,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,26160.783625393222,,0.8295530068934939,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-17,2020-02-17,2020-02-17,0.0,4540.214286466178,,0.14396925058555865,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-04,2020-07-03,2020-07-03,0.0,100.6489305275049,,0.003191556650415554,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,333.2129893469862,,0.010566114578481297,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,484.4802504161269,,0.015362767960937558,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_2,active,156,156,0,2021-07-29,,2022-07-29,0.0,1310.5008692278275,,0.097229705990906,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,194,194,0,2016-07-14,2017-07-14,2017-07-14,0.0,1712.1700539520928,,0.10214836614357178,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_2,repaired,350,350,0,2016-12-17,2017-12-17,2017-12-17,0.0,5767.738471166458,,0.19073209230047808,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,2490.7634802655057,,0.0789815918399767,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-29,2021-01-28,2021-01-28,0.0,74.86920075628136,,0.002374086781972392,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,2513.401262445876,,0.07969943120389003,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-13,2019-01-13,2019-01-13,0.0,1477.259151534199,,0.04684358040126201,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,25780.78510504195,,0.8175033328590166,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-14,2019-07-14,2019-07-14,0.0,8936.0513798981,,0.28336033041280123,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,2.3620400561668804,,7.489979883837139e-05,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,active,323,323,0,2021-02-12,,2022-02-12,0.0,23901.30998184886,,0.8564567560288691,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-09,2018-02-09,2018-02-09,0.0,105.05024810571201,,0.003331121515274988,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-19,2018-04-19,2018-04-19,0.0,5057.315982348401,,0.16036643779643586,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,189,189,0,2016-07-09,2017-07-09,2017-07-09,0.0,544.3115745757472,,0.033332817373098365,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,4264.523441970271,,0.2136706069609924,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-28,2018-02-28,2018-02-28,0.0,3360.4705145298776,,0.10655982098331675,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-15,2020-08-14,2020-08-14,0.0,58.34284231760425,,0.0018500393936328086,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,126,126,0,2016-05-07,2017-05-07,2017-05-07,0.0,105.23649627673643,,0.009666785739706096,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-21,2018-07-21,2018-07-21,0.0,247.11666163906452,,0.007836017936297074,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-04,2019-10-04,2019-10-04,0.0,7243.319266091529,,0.22968414719975672,,,,True,natural,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,23965.02124983189,,0.7599258387186671,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,149,149,0,2016-05-30,2017-05-30,2017-05-30,0.0,31.189135339191242,,0.002422720555182019,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,13542.875690127012,,0.4294417709959098,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-30,2018-08-30,2018-08-30,0.0,320.59187680078827,,0.010165901725037679,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-08-17,2020-08-16,2020-08-16,0.0,542.7778493152364,,0.017211372695181262,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-11,2019-05-11,2019-05-11,0.0,42574.82835911804,,1.3500389510121142,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,7742.489613761429,,0.2455127350888327,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-22,2020-04-21,2020-04-21,0.0,1106.1036959623898,,0.035074318111440565,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,82,82,0,2021-10-11,,2022-10-11,0.0,6893.832458926083,,0.9730454577300817,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-14,2018-08-14,2018-08-14,0.0,1824.48012115217,,0.05785388512024892,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-15,2018-05-15,2018-05-15,0.0,565.8090720208481,,0.017941687976307966,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-22,2018-09-22,2018-09-22,0.0,23165.63444202333,,0.7345774493284921,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-29,2020-10-28,2020-10-28,0.0,203.41901996547327,,0.006450374808646412,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,146.20659630026748,,0.004636180755335726,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,12983.151944939244,,8.34822012920476,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-23,2018-06-23,2018-06-23,0.0,673.3377914037749,,0.021351401300221173,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-29,2019-03-29,2019-03-29,0.0,1821.8964544483167,,0.05777195758651436,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,26937.42656230349,,0.8541801928685784,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-06,2021-12-06,2021-12-06,0.0,12052.515976243829,,0.38218277448769117,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,1415.594949903894,,0.04488822139472013,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-04,2020-08-03,2020-08-03,0.0,1057.9602642790433,,0.03354769990737707,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,7679.517680667551,,0.2435159081896103,,,,True,natural,N/A,N/A,True +0000000006,115.0,0,Placeholder_Rep_1,active,282,282,0,2021-03-25,,2022-03-25,0.0,4.810085210993437,,0.00019741944161222078,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,2781.449572488145,,0.22831704528566987,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,11070.07583440713,,0.6537034577196198,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-01-14,2019-01-14,2019-01-14,0.0,15105.071335112178,,0.47897866993633237,,,,True,natural,N/A,N/A,True +0000000003,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-27,2019-05-27,2019-05-27,0.0,7442.119745924637,,0.23598806906153716,,,,True,natural,N/A,N/A,True +0000000004,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-29,2020-01-29,2020-01-29,0.0,433.9593816295668,,0.013760761720876672,,,,True,natural,N/A,N/A,True +0000000005,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,42.80040829770657,,0.0013571920439404668,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-06,2018-01-06,2018-01-06,0.0,3872.6339745996215,,0.12280041776381345,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-15,2018-10-15,2018-10-15,0.0,413.54080362481085,,0.01311329285974159,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,34,34,0,2016-02-05,2017-02-04,2017-02-04,0.0,1387.1555561207322,,0.47220709290602264,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-14,2019-05-14,2019-05-14,0.0,114.85169594208149,,0.0036419233873059833,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,3164.9778581566648,,0.10036078951536861,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,30.527376399119838,,0.009814614325848714,,,,False,,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-28,2019-12-28,2019-12-28,0.0,5721.001116990349,,0.18141175535864879,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,270,270,0,2016-09-28,2017-09-28,2017-09-28,0.0,4429.449299946099,,0.18987694187011742,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,271,271,0,2016-09-29,2017-09-29,2017-09-29,0.0,799.4005994983511,,0.03414140868432892,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,250.5748887340405,,0.00794567759811138,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,7499.809492117916,,0.23781739891292222,,,,True,natural,N/A,N/A,True +0000000004,231.0,0,Placeholder_Rep_1,active,69,69,0,2021-10-24,,2022-10-24,0.0,52.08184697681285,,0.008736219635133663,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,3907.1063323785515,,0.12389352905817325,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-10,2020-12-09,2020-12-09,0.0,39.41783430896162,,0.001249931326387672,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-13,2020-12-12,2020-12-12,0.0,26675.336958883217,,0.8458693860630141,,,,True,natural,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,89.63104508205583,,0.0028421817948394166,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-21,2021-02-20,2021-02-20,0.0,2417.6698326499736,,0.07666380747875359,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,active,337,337,0,2021-01-29,,2022-01-29,0.0,64085.17058399107,,2.2009688765245863,,,,False,,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_3,active,8,8,0,2021-12-24,,2022-12-24,0.0,3.166492189745253,,0.004581151894886072,,,,False,,N/A,N/A,True +0000000003,231.0,0,Placeholder_Rep_4,active,334,334,0,2021-02-01,,2022-02-01,0.0,1701.850191191017,,0.05897407238270047,,,,False,,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-01,2018-08-01,2018-08-01,0.0,9.982539965885115,,0.0003165442657878334,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,76816.15256380882,,2.4358242187915025,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-31,2019-12-31,2019-12-31,0.0,125.07828136408989,,0.003966206283742069,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,active,136,136,0,2021-08-18,,2022-08-18,0.0,169.79850321870433,,0.014450444514119035,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-07,2021-04-07,2021-04-07,0.0,5363.343552038148,,0.17007050837259474,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,8.991370166463911,,0.00028511447762759735,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-26,2021-11-26,2021-11-26,0.0,96.50158355860445,,0.0030600451407472237,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,active,112,112,0,2021-09-11,,2022-09-11,0.0,122.32869589599598,,0.01264144096147445,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-11,2021-07-11,2021-07-11,0.0,1662.7598256469807,,0.052725768190226424,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,1106.8182106827526,,0.03509697522459261,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,153.1515376829162,,0.004856403401918956,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,344.8398364025959,,0.010934799480041727,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-09-29,2020-09-28,2020-09-28,0.0,106.72646237684103,,0.003384273921132706,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-07-27,2021-07-27,2021-07-27,0.0,3311.6818541817297,,0.10501274271251045,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,62,62,0,2016-03-04,2017-03-04,2017-03-04,0.0,568.3298147272642,,0.10609502216384113,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,305.0364386740383,,0.01357890129425028,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,240.06716423943627,,0.007612479840164772,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-08,2018-12-08,2018-12-08,0.0,10.541680537326943,,0.00033427449699793707,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-08-13,2019-08-13,2019-08-13,0.0,43.316243325282194,,0.0013735490653628295,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,147.52307840154268,,0.004677926128917513,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_2,active,87,87,0,2021-10-06,,2022-10-06,0.0,373.7174477093767,,0.0497176255466923,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,15216.354042298552,,0.48250742143260245,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-12,2019-12-12,2019-12-12,0.0,2615.196459231021,,0.08292733571889335,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,112726.20539870976,,3.574524524312207,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,active,359,359,0,2021-01-07,,2022-01-07,0.0,243.7285824429222,,0.007857751162015184,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-21,2018-01-21,2018-01-21,0.0,48.80256794169689,,0.0015475192777047468,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-17,2019-04-17,2019-04-17,0.0,1047.4498725263295,,0.033214417571230635,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,53019.3960838892,,1.681234020924949,,,,True,natural,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_2,active,354,354,0,2021-01-12,,2022-01-12,0.0,19300.72648119133,,0.6310396553015579,,,,False,,N/A,N/A,True +0000000006,2133.0,0,Placeholder_Rep_2,active,244,244,0,2021-05-02,,2022-05-02,0.0,8780.552160033487,,0.4165031193094208,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,166,166,0,2016-06-16,2017-06-16,2017-06-16,0.0,21032.48608328711,,1.46645513186685,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,4721.048273712405,,0.15263062130510308,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-30,2019-07-30,2019-07-30,0.0,156.16118077380912,,0.004951838558276545,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-14,2020-11-13,2020-11-13,0.0,136.09342849673826,,0.00431549430798891,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-26,2021-04-26,2021-04-26,0.0,4313.655772359762,,0.1367851272310934,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,10021.67412514345,,0.31778520183737474,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-27,2020-03-26,2020-03-26,0.0,3769.9358204567898,,0.11954388065882766,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,3223.6760376427746,,0.10222209657669884,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-01,2018-01-01,2018-01-01,0.0,787.9959557720177,,0.02498718784157844,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,21832.716539729092,,0.692310899915306,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,active,32,32,0,2021-11-30,,2022-11-30,0.0,11.342718930490705,,0.004102545909465677,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,198,198,0,2016-07-18,2017-07-18,2017-07-18,0.0,4778.389186149253,,0.27932035553154533,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,47863.098012714625,,1.517728881681717,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-06-09,2021-06-09,2021-06-09,0.0,350.836561357417,,0.011124954380942952,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-19,2021-06-19,2021-06-19,0.0,44387.16045665537,,1.407507624830523,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-07,2018-11-07,2018-11-07,0.0,843.7628750239409,,0.02675554525063232,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-12,2019-10-12,2019-10-12,0.0,282.6537573587167,,0.008962891849274375,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-06-14,2020-06-13,2020-06-13,0.0,47327.844920654854,,1.5007561174738349,,,,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-15,2021-01-14,2021-01-14,0.0,1155.08055825973,,0.036627364226906704,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-02,2021-02-01,2021-02-01,0.0,60029.703311171346,,1.9035294048443476,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-24,2018-11-24,2018-11-24,0.0,1382.3785519715223,,0.04383493632583467,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-26,2019-01-26,2019-01-26,0.0,12.832449746687129,,0.0004069143121095614,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,223.2886569306088,,0.007080436863603779,,,,True,natural,N/A,N/A,True +0000000004,1304.0,0,Placeholder_Rep_2,active,360,360,0,2021-01-06,,2022-01-06,0.0,4916.873936947806,,0.15807850877532814,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-27,2018-06-27,2018-06-27,0.0,4707.104478134435,,0.14926130384748967,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-22,2019-10-22,2019-10-22,0.0,720.4505929403731,,0.022845338436719088,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,2658.441409588283,,0.08429862409907035,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,1181.0257963505505,,0.03745008232973587,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,7869.143684814271,,0.37791722783225135,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,361,361,0,2016-12-28,2017-12-28,2017-12-28,0.0,1910.9607267837375,,0.06126759281008699,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,9575.312089612778,,0.3036311545412474,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-23,2021-02-22,2021-02-22,0.0,318.7847350919811,,0.010108597637366218,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_4,active,143,143,0,2021-08-11,,2022-08-11,0.0,723.9830675989659,,0.05859743813122943,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,124,124,0,2016-05-05,2017-05-05,2017-05-05,0.0,943.8360280442258,,0.0880970008255139,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-13,2020-03-12,2020-03-12,0.0,169.54113955825835,,0.005376114268082773,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-20,2021-06-20,2021-06-20,0.0,1005.6780186661032,,0.03188984077454665,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_0,active,307,307,0,2021-02-28,,2022-02-28,0.0,319.77519021890987,,0.012055705989070978,,,,False,,N/A,N/A,True +0000000004,583.0,0,Placeholder_Rep_0,active,206,206,0,2021-06-09,,2022-06-09,0.0,183.95332162894294,,0.010335385294686203,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-05,2018-10-05,2018-10-05,0.0,2005.818914811348,,0.06360410054576826,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-09,2019-01-09,2019-01-09,0.0,866.779235350663,,0.02748538924881605,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,4080.975907924681,,0.12940689713104644,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_1,active,237,237,0,2021-05-09,,2022-05-09,0.0,1073.0597065239663,,0.052403681557858954,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-18,2019-09-18,2019-09-18,0.0,2173.1953868022974,,0.06891157365557767,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,12528.188064503358,,0.39726623745888373,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-29,2021-04-29,2021-04-29,0.0,88412.65867896505,,2.80354701544156,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,active,110,110,0,2021-09-13,,2022-09-13,0.0,966.3374685972336,,0.10167692220088737,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,18875.830938473315,,0.5985486725796966,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2746.4040275660027,,0.0870879004174912,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-03,2019-11-03,2019-11-03,0.0,320.45598538080066,,0.010161592636377493,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,4946.592614845621,,0.15685542284518075,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-01-19,2021-01-18,2021-01-18,0.0,2667.086622572403,,0.08457276200445214,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,active,121,121,0,2021-09-02,,2022-09-02,0.0,302.9077371323748,,0.02897418667091127,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,2,2,0,2016-01-04,2017-01-03,2017-01-03,0.0,38.866508656028394,,0.2249219250927569,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,286,286,0,2016-10-14,2017-10-14,2017-10-14,0.0,1073.5906706693272,,0.043446915900565236,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-14,2018-09-14,2018-09-14,0.0,56.64421087964699,,0.001796176144078101,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-21,2019-09-21,2019-09-21,0.0,4674.543267922408,,0.14822879464492666,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,2510.835955594197,,0.07961808585724876,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,active,65,65,0,2021-10-28,,2022-10-28,0.0,2517.5808268058754,,0.44828718426030545,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,299,299,0,2016-10-27,2017-10-27,2017-10-27,0.0,606.6004786402384,,0.02348106646538765,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-26,2018-06-26,2018-06-26,0.0,22075.439093040353,,0.7000075815905743,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,active,359,359,0,2021-01-07,,2022-01-07,0.0,3461.769893521558,,0.11160663279949311,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-12,2018-01-12,2018-01-12,0.0,153.31480929352355,,0.00486158071072817,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-15,2019-02-15,2019-02-15,0.0,3506.5836769893867,,0.11119303897099779,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-05-02,2019-05-02,2019-05-02,0.0,3646.7481252437697,,0.11563762446866342,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-25,2020-10-24,2020-10-24,0.0,10710.017660342379,,0.3396124321519019,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,48.043333636136815,,0.0015234441158084985,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-16,2019-07-16,2019-07-16,0.0,159197.19744137023,,5.048110015264149,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,2399.614443940859,,0.07609127485860157,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,493.82765568797566,,0.015659172237695827,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,6911.880231910544,,0.21917428437057787,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-23,2018-04-23,2018-04-23,0.0,87.20398774685628,,0.0027652203116075684,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-22,2020-02-22,2020-02-22,0.0,1581.8003451451218,,0.05015855990439884,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-08,2020-06-07,2020-06-07,0.0,393.91835086308276,,0.012491068964455947,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,active,325,325,0,2021-02-10,,2022-02-10,0.0,595.615008424674,,0.0212113606988844,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-22,2020-06-21,2020-06-21,0.0,1892.8001503167375,,0.06002029903338208,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,active,50,50,0,2021-11-12,,2022-11-12,0.0,1050.8953252156884,,0.2432628067628908,,,,False,,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,60,60,0,2016-03-02,2017-03-02,2017-03-02,0.0,313.40844987673154,,0.0604568769052337,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,249.95004324371578,,0.015146284373407247,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,7993.10322429883,,0.25345964054727393,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,active,201,201,0,2021-06-14,,2022-06-14,0.0,1408.5438688402116,,0.08110741828129096,,stationary,2021-06-14,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,294,294,0,2016-10-22,2017-10-22,2017-10-22,0.0,1083.2151418758028,,0.042643579218466655,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-03-01,2020-02-29,2020-02-29,0.0,1002.3477669905559,,0.03178423918666146,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,252.25367403906873,,0.007998911530919226,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-10-22,2018-10-22,2018-10-22,0.0,3954.324067165668,,0.12539079360621727,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-07,2021-03-07,2021-03-07,0.0,23738.320251605503,,0.7527371972223966,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-27,2021-11-27,2021-11-27,0.0,50166.942256952825,,1.5907833034295034,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-02,2018-09-02,2018-09-02,0.0,825.4680002546708,,0.026175418577329742,,,,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-05,2018-09-05,2018-09-05,0.0,333.36276435623114,,0.01057086391286882,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-18,2020-10-17,2020-10-17,0.0,827.814735510613,,0.026249833064136637,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-13,2021-12-13,2021-12-13,0.0,129708.41136410438,,4.113026742900316,,stationary,2020-12-13,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,active,269,269,0,2021-04-07,,2022-04-07,0.0,7730.847805207643,,0.3326297589325882,,stationary,2021-04-07,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,287,287,0,2016-10-15,2017-10-15,2017-10-15,0.0,116.46144383166794,,0.004696631977983769,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-13,2020-10-12,2020-10-12,0.0,868.2060519296388,,0.02753063330573436,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-18,2019-11-18,2019-11-18,0.0,760.5981454212535,,0.024118408974545077,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,185.77460256939966,,0.005890874003342201,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-11,2020-06-10,2020-06-10,0.0,9784.269800050903,,0.31025716007264403,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-26,2018-03-26,2018-03-26,0.0,486.4131222350683,,0.01542405892424747,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,16.445149428735878,,0.0005214722675271397,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,1111.7262075811186,,0.03525260678529676,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,236,236,0,2016-08-25,2017-08-25,2017-08-25,0.0,424.87371072261914,,0.020836948305213192,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,14256.229961452033,,0.4520620865503561,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-08,2021-01-07,2021-01-07,0.0,428.9280498644862,,0.013601219237204662,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,188,188,0,2016-07-08,2017-07-08,2017-07-08,0.0,20512.195029712162,,1.2628173654028862,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,231,231,0,2016-08-20,2017-08-20,2017-08-20,0.0,271.99252562264803,,0.013627972463857224,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-08,2018-01-08,2018-01-08,0.0,304.92225623695174,,0.009669021316493902,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-19,2018-12-19,2018-12-19,0.0,991.9108792266971,,0.031453287646711604,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,45160.9214653027,,1.4320434254598775,,,,True,natural,N/A,N/A,True +0000000005,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,2.4990379260790805,,7.92439727955061e-05,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000006,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,268809.195922546,,8.523883686026952,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,748.2509753434679,,0.02372688277979033,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-07-12,2021-07-12,2021-07-12,0.0,3.4770597076978054,,0.0001102568400462267,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-08,2021-10-08,2021-10-08,0.0,342.59392015157147,,0.010863581942908785,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,469.7970509658986,,0.014897166760714694,,stationary,2020-11-15,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,1539.2182986073024,,0.15097480173094224,,stationary,2021-09-05,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-09,2019-08-09,2019-08-09,0.0,862.2411459529565,,0.027341487378011047,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-03-04,2021-03-04,2021-03-04,0.0,1082.4911503354963,,0.03432556920140462,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-02,2018-05-02,2018-05-02,0.0,390.00415563404096,,0.012366950647959188,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-26,2018-11-26,2018-11-26,0.0,1929.0750736471205,,0.06117056930641553,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-23,2021-04-23,2021-04-23,0.0,67759.25002282578,,2.1486317231997014,,stationary,2020-10-08,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,173.80228942307653,,0.05293685715858812,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_1,active,103,103,0,2021-09-20,,2022-09-20,0.0,14.960729104241393,,0.001681131911210153,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-09,2019-07-09,2019-07-09,0.0,26641.09279062364,,0.8447835106108459,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-03,2020-09-02,2020-09-02,0.0,1727.5908480973555,,0.05478154642622259,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-14,2021-12-14,2021-12-14,0.0,427.1957147801225,,0.01354628725203331,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_2,active,345,345,0,2021-01-21,,2022-01-21,0.0,22.250684085545053,,0.0007464668574055641,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,14930.985814842345,,0.4734584543011905,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-10,2018-12-10,2018-12-10,0.0,3931.4344085393773,,0.12466496729259821,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,108.69315687887962,,0.003446637394687963,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-11,2021-02-10,2021-02-10,0.0,15.637429002247195,,0.0004958596208221459,,,,True,natural,N/A,N/A,True +0000000003,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-22,2021-11-22,2021-11-22,0.0,139.04474823997774,,0.004409080043124611,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,338,338,0,2016-12-05,2017-12-05,2017-12-05,0.0,73.97068083668898,,0.0025329649092116265,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-08,2019-11-08,2019-11-08,0.0,34790.10482772686,,1.1031869871805826,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_0,active,159,159,0,2021-07-26,,2022-07-26,0.0,15.809777101117588,,0.0011508398192637424,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-04,2018-04-04,2018-04-04,0.0,7735.517739061672,,0.24529165839236652,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-16,2018-05-16,2018-05-16,0.0,30.459232920622583,,0.0009658559398979762,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,1010.4779262975926,,0.032042044847082465,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-19,2021-12-19,2021-12-19,0.0,90.64198318624815,,0.0028742384318318163,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,active,115,115,0,2021-09-08,,2022-09-08,0.0,1243.8886777869006,,0.12519008431832734,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-10,2021-10-10,2021-10-10,0.0,16.456736263946873,,0.0005218396836614305,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_2,active,86,86,0,2021-10-07,,2022-10-07,0.0,173.04245488325165,,0.02328844407881832,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_2,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,157.49710377570835,,0.025674410500734927,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-04-11,2018-04-11,2018-04-11,0.0,49555.79528359962,,1.5714039600329661,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-18,2018-08-18,2018-08-18,0.0,1884.6261468008381,,0.05976110308221835,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,130.1866716367869,,0.004128192276661178,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-08,2019-09-08,2019-09-08,0.0,29.453146433041304,,0.0009339531466590977,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,639.837565320563,,0.02028911609971344,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-14,2021-11-14,2021-11-14,0.0,2029.5977054349391,,0.06435812105006783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,38,38,0,2016-02-09,2017-02-08,2017-02-08,0.0,3357.513992825194,,1.0226346225710263,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,86,86,0,2016-03-28,2017-03-28,2017-03-28,0.0,156.6386560664251,,0.021080783816002518,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,151,151,0,2016-06-01,2017-06-01,2017-06-01,0.0,3411.720067949386,,0.2615066277248425,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,active,283,283,0,2021-03-24,,2022-03-24,0.0,14561.034594842284,,0.5955141095260063,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,306,306,0,2021-03-01,,2022-03-01,0.0,4948.540359137505,,0.18717245972288432,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-11,2020-03-10,2020-03-10,0.0,161.99176173566462,,0.00513672506772148,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-10-14,2020-10-13,2020-10-13,0.0,14745.11992497797,,0.4675646855967139,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-08,2018-08-08,2018-08-08,0.0,75.17872315020776,,0.002383901672698115,,stationary,2017-08-08,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-18,2018-09-18,2018-09-18,0.0,31.945510494982674,,0.001012985492611069,,stationary,2017-09-18,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,active,175,175,0,2021-07-10,,2022-07-10,0.0,459.8694383239452,,0.030414645391795316,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-30,2021-05-30,2021-05-30,0.0,76.1759945625468,,0.0024155249417347415,,stationary,2020-05-30,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-09,2018-04-09,2018-04-09,0.0,482699.050433923,,15.30628648002039,,stationary,2017-04-09,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-06,2020-10-05,2020-10-05,0.0,1322579.745123527,,41.93872859980742,,stationary,2019-10-06,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-21,2021-08-21,2021-08-21,0.0,158.01903293177705,,0.005010750663742296,,stationary,2020-08-21,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_4,active,197,197,0,2021-06-18,,2022-06-18,0.0,4527.803144982634,,0.26601588321245967,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,4709.412017618761,,0.14933447544453196,,stationary,2017-09-10,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-20,2019-07-20,2019-07-20,0.0,1689.4138320405934,,0.05357096118850182,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,active,255,255,0,2021-04-21,,2022-04-21,0.0,1192.4721975038108,,0.05412455507914899,,stationary,2021-04-21,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,222.72699584664,,0.012393551674158653,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,291,291,0,2016-10-19,2017-10-19,2017-10-19,0.0,39.13248046654103,,0.0015564337718969163,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,323,323,0,2021-02-12,,2022-02-12,0.0,1250.6114723048386,,0.04481321925183603,,stationary,2021-02-12,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,4539.255123202474,,0.14393883571798816,,stationary,2020-12-21,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-23,2021-09-23,2021-09-23,0.0,211540.6234497367,,6.707909165707024,,stationary,2020-09-23,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-14,2018-06-14,2018-06-14,0.0,4675.955468122863,,0.14827357521952253,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,93.34683866107302,,0.013505040315548758,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-12-06,2020-12-05,2020-12-05,0.0,5164.245668034014,,0.16375715588641596,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-03-21,2021-03-21,2021-03-21,0.0,5786.079399821836,,0.18347537416989587,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-18,2021-12-18,2021-12-18,0.0,11241.480832728203,,0.35646501879528797,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,active,183,183,0,2021-07-02,,2022-07-02,0.0,45.296520956844006,,0.0028648376440019736,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-01,2018-03-01,2018-03-01,0.0,74192.2576288313,,2.3526210562161114,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-23,2019-03-23,2019-03-23,0.0,7918.652416047843,,0.25109882090461194,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,105.46222466721899,,0.00334418520634256,,,,True,natural,N/A,N/A,True +0000000006,46.0,0,Placeholder_Rep_2,active,104,104,0,2021-09-19,,2022-09-19,0.0,2007.1661103429155,,0.22337585807769267,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,176.3097422039453,,0.006298216099535082,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-20,2018-09-20,2018-09-20,0.0,1761.1677974880606,,0.05584626450685123,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-10,2019-01-10,2019-01-10,0.0,141.11548706720177,,0.00447474274058859,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-25,2019-06-25,2019-06-25,0.0,105.10800617964239,,0.0033329530117847026,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-05,2019-11-05,2019-11-05,0.0,125.15390848233217,,0.003968604403929863,,,,True,natural,N/A,N/A,True +0000000005,46.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,4108.491246777034,,0.13027940280241734,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,active,333,333,0,2021-02-02,,2022-02-02,0.0,7431.027154324836,,0.25828005624808265,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-06-10,2021-06-10,2021-06-10,0.0,9653.418156570197,,0.3061078816771371,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,repaired,300,300,0,2016-10-28,2017-10-28,2017-10-28,0.0,573.28283794098,,0.02211739343908102,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-06,2018-10-06,2018-10-06,0.0,3514.2161661756813,,0.11143506361541353,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_0,active,74,74,0,2021-10-19,,2022-10-19,0.0,8646.814165784657,,1.352417130534387,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,798.2381776496659,,0.025311966566770223,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-27,2018-10-27,2018-10-27,0.0,3775.866270857031,,0.11973193400738937,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-03,2020-01-03,2020-01-03,0.0,1600.3721821980077,,0.05074746899410222,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,265,265,0,2016-09-23,2017-09-23,2017-09-23,0.0,43.203465500924445,,0.0018869438111864274,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,2196.6828288938,,0.06965635555852993,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-26,2020-01-26,2020-01-26,0.0,528.7183852816001,,0.016765550015271437,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-21,2019-12-21,2019-12-21,0.0,700.6147828683697,,0.022216349025506395,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-13,2020-02-13,2020-02-13,0.0,6296.978320916619,,0.1996758726825412,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_3,active,242,242,0,2021-05-04,,2022-05-04,0.0,808.8179021486576,,0.03868313352027173,,,,False,,N/A,N/A,True +0000000004,393.0,0,Placeholder_Rep_3,active,105,105,0,2021-09-18,,2022-09-18,0.0,70.35963482844437,,0.007755691669802068,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,1,1,0,2016-01-03,2017-01-02,2017-01-02,0.0,10.078671486740353,,0.11665129035579112,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-12-08,2019-12-08,2019-12-08,0.0,21086.736148706685,,0.6686560168920181,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-28,2021-08-28,2021-08-28,0.0,117.96972471255833,,0.0037407954310171966,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_4,active,362,362,0,2021-01-04,,2022-01-04,0.0,7296.319874569333,,0.23328217319448702,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,96,96,0,2016-04-07,2017-04-07,2017-04-07,0.0,1852.5601936634646,,0.2233507177931453,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,8539.940444093383,,0.2707997350359393,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-02-26,2021-02-25,2021-02-25,0.0,62518.951113360614,,1.9824629348478124,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_0,active,182,182,0,2021-07-03,,2022-07-03,0.0,2692.525179688117,,0.17122794437373556,,,,False,,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_0,active,13,13,0,2021-12-19,,2022-12-19,0.0,32.11654073669635,,0.028593786268426236,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-07,2018-09-07,2018-09-07,0.0,15.625079937991785,,0.0004954680345634128,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_1,active,345,345,0,2021-01-21,,2022-01-21,0.0,267.4894927111746,,0.008973748413552557,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,2592.1782054913388,,0.08219743168097852,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-25,2018-12-25,2018-12-25,0.0,4960.320466000507,,0.15729073014968628,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,1990.7955530246497,,0.06312771286861522,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-27,2020-04-26,2020-04-26,0.0,13825.98483628039,,0.4384191031291346,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-21,2020-11-20,2020-11-20,0.0,1007.3513296658527,,0.03194290111827285,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,active,101,101,0,2021-09-22,,2022-09-22,0.0,754.4693770282006,,0.08645826194400905,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-05,2020-12-04,2020-12-04,0.0,1986.8535633505003,,0.06300271319604579,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-17,2021-04-17,2021-04-17,0.0,45117.09896014537,,1.4306538229371313,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-20,2019-10-20,2019-10-20,0.0,2155.412079764986,,0.06834766868864112,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-22,2021-08-22,2021-08-22,0.0,27.987844502408166,,0.0008874887272453121,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,581.9564276336666,,0.018453717263878316,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_0,active,66,66,0,2021-10-27,,2022-10-27,0.0,20.59369897400615,,0.0036114090512777337,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-09,2021-09-09,2021-09-09,0.0,429.7090360183268,,0.013625984145685147,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-14,2021-10-14,2021-10-14,0.0,1020.8429796275778,,0.032370718532076924,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,220,220,0,2021-05-26,,2022-05-26,0.0,1174.5832263527157,,0.06179415121805111,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-30,2020-05-29,2020-05-29,0.0,1280.3494220244213,,0.040599613838927615,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,81439.07912550498,,2.5824162584191077,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,337,337,0,2016-12-04,2017-12-04,2017-12-04,0.0,750.7493559637413,,0.02578406129669954,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-16,2020-01-16,2020-01-16,0.0,672.8308736978137,,0.021335327045212255,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,233,233,0,2016-08-22,2017-08-22,2017-08-22,0.0,2892.3504280469906,,0.1436750133150031,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,332.33046675806384,,0.11312992468616007,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-28,2019-10-28,2019-10-28,0.0,24365.036896078684,,0.7726102516514042,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-24,2019-11-24,2019-11-24,0.0,350.28130813671754,,0.011107347416816259,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,1451.4277895770738,,0.04602447328694425,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-15,2021-11-15,2021-11-15,0.0,57.23840133325072,,0.0018150177997606138,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-11-01,2018-11-01,2018-11-01,0.0,873.8954303814016,,0.027711042312956673,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-16,2019-05-16,2019-05-16,0.0,1018.7044600663444,,0.032302906521637,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-11,2020-12-10,2020-12-10,0.0,718.2712134562087,,0.022776230766622548,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-12,2019-08-12,2019-08-12,0.0,45556.786779133174,,1.4445962322150296,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,571.4411704323109,,0.018120280645367543,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,292,292,0,2021-03-15,,2022-03-15,0.0,179.89575682204705,,0.007130571284486264,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,672.3847365410198,,0.021321180128774094,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-03,2020-02-03,2020-02-03,0.0,1345.9232449859253,,0.04267894612461711,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-24,2021-04-24,2021-04-24,0.0,440.3975118527586,,0.013964913491018475,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-21,2018-02-21,2018-02-21,0.0,20932.465259088673,,0.6637641190730806,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-09-10,2018-09-10,2018-09-10,0.0,1364.8070307560474,,0.043277747043253656,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_2,active,270,270,0,2021-04-06,,2022-04-06,0.0,309.6420089082778,,0.013273405731664854,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-03,2019-01-03,2019-01-03,0.0,161.62503356382146,,0.0051250961936777474,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-23,2019-09-23,2019-09-23,0.0,52631.99366960875,,1.668949570954108,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-23,2020-05-22,2020-05-22,0.0,34509.67949442978,,1.0942947581947546,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-12-07,2020-12-06,2020-12-06,0.0,2860.3189430031357,,0.09070011868985083,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,active,256,256,0,2021-04-20,,2022-04-20,0.0,619.3258174097355,,0.028000480026120128,,,,False,,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,active,36,36,0,2021-11-26,,2022-11-26,0.0,12.298573360519526,,0.003954016641113531,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,125,125,0,2016-05-06,2017-05-06,2017-05-06,0.0,1.571785612297555,,0.0001455357048423662,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-03,2018-11-03,2018-11-03,0.0,970.7132350404783,,0.030781114759020744,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,206,206,0,2021-06-09,,2022-06-09,0.0,59.79967174574797,,0.003359834128109716,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,156,156,0,2016-06-06,2017-06-06,2017-06-06,0.0,197.38006648593102,,0.01464417634778097,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,1229.0084880569673,,0.06053036288696647,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-16,2021-01-15,2021-01-15,0.0,1057.021830579983,,0.03351794236998931,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-21,2021-12-21,2021-12-21,0.0,291.51582948498066,,0.009243906312943324,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_2,active,292,292,0,2021-03-15,,2022-03-15,0.0,176.5349539269667,,0.006997358333609473,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-14,2019-08-14,2019-08-14,0.0,77.60187004268629,,0.002460739156604715,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,85.74013562837806,,0.0027188018654356306,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-05,2020-03-04,2020-03-04,0.0,75524.06761429388,,2.3948524738170303,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,897.1327574173766,,0.028447893119526148,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_4,active,113,113,0,2021-09-10,,2022-09-10,0.0,3354.64981105104,,0.34360146376710915,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-18,2020-08-17,2020-08-17,0.0,726.6071519609675,,0.0230405616425979,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_0,active,178,178,0,2021-07-07,,2022-07-07,0.0,140929.35569600432,,9.163633719309477,,stationary,2021-07-07,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,1380.667293263905,,0.04378067266818572,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-14,2019-10-14,2019-10-14,0.0,11266.041011823057,,0.35724381696546986,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,710.4508597728786,,0.022528248978084683,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-19,2021-08-19,2021-08-19,0.0,35688.382982015,,1.1316712005966196,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000007,2220.0,0,Placeholder_Rep_1,active,77,77,0,2021-10-16,,2022-10-16,0.0,330.53835904943867,,0.04968409677871552,,stationary,2021-10-16,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,67,67,0,2016-03-09,2017-03-09,2017-03-09,0.0,2010.954674675638,,0.34738713976569197,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,69,69,0,2016-03-11,2017-03-11,2017-03-11,0.0,3787.506255735848,,0.6353170718826905,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,repaired,280,280,0,2016-10-08,2017-10-08,2017-10-08,0.0,725.5071396075974,,0.029989547768171188,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,1049.6737664197174,,0.033284936783983934,,,,True,natural,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-21,2020-04-20,2020-04-20,0.0,9077.104906728497,,0.28783310840716947,,,,True,natural,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-17,2021-08-17,2021-08-17,0.0,266.0001605606872,,0.008434809759027372,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000006,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,121.5284194841585,,0.0038536409019583493,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,repaired,235,235,0,2016-08-24,2017-08-24,2017-08-24,0.0,3275.8725068682406,,0.16134123851793933,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-09-28,2019-09-28,2019-09-28,0.0,3590.536232383942,,0.11385515703906463,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_3,active,254,254,0,2021-04-22,,2022-04-22,0.0,1480.9653087707857,,0.06748347316868919,,stationary,2021-07-07,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-07,2021-12-07,2021-12-07,0.0,181.05576946900987,,0.005741240787322738,,stationary,2021-07-07,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_4,active,215,215,0,2021-05-31,,2022-05-31,0.0,226.8041547321576,,0.012209525986873256,,stationary,2021-07-07,False,,N/A,N/A,True +0000000004,2220.0,0,Placeholder_Rep_4,active,71,71,0,2021-10-22,,2022-10-22,0.0,8.166307221451442,,0.0013312316153904933,,stationary,2021-10-22,False,,N/A,N/A,True +0000000005,2220.0,0,Placeholder_Rep_4,active,63,63,0,2021-10-30,,2022-10-30,0.0,946.3295074494052,,0.17385536218573727,,stationary,2021-10-30,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,31,31,0,2016-02-02,2017-02-01,2017-02-01,0.0,302.2958341695578,,0.11286433474072498,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-20,2019-04-20,2019-04-20,0.0,886.4709721014344,,0.028109810124982065,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-24,2019-07-24,2019-07-24,0.0,761.3613726628798,,0.024142610751613384,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,570.1882972523023,,0.04099007197868517,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,370.7182006138355,,0.09327651988069532,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,2177.7661852321567,,0.08458264142245202,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,252,252,0,2016-09-10,2017-09-10,2017-09-10,0.0,17413.634042154936,,0.7997884535822188,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,363,363,0,2016-12-30,2017-12-30,2017-12-30,0.0,4485.766475046952,,0.14302642826774536,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-05,2018-01-05,2018-01-05,0.0,2622.1502576457315,,0.08314783922012085,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-02-20,2021-02-19,2021-02-19,0.0,1121.5824608828152,,0.035565146527232847,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-13,2018-09-13,2018-09-13,0.0,275.5208887767164,,0.008736710070291616,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-13,2018-11-13,2018-11-13,0.0,175.9698853805483,,0.005579968460824083,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,32306.370012470587,,1.0244282728459724,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,48,48,0,2021-11-14,,2022-11-14,0.0,162.49564384655372,,0.03918201288738274,,,,False,,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_4,active,10,10,0,2021-12-22,,2022-12-22,0.0,10.86857916534609,,0.01257937403396538,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-03,2018-05-03,2018-05-03,0.0,1836.395070391907,,0.0582317056821381,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-07-27,2019-07-27,2019-07-27,0.0,1624.9111660825486,,0.05152559506857396,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,1253.179513871926,,0.044766643585388295,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-06,2019-07-06,2019-07-06,0.0,506.5571530038123,,0.016062821949638897,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-26,2019-10-26,2019-10-26,0.0,1462.9916188839147,,0.046391159908799925,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,272.00418861846066,,0.008625196239804053,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000004,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-20,2021-04-20,2021-04-20,0.0,544449.04234599,,17.264365878551178,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_1,active,271,271,0,2021-04-05,,2022-04-05,0.0,78.8334669652676,,0.0033668796537715084,,stationary,2021-04-05,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-02,2018-12-02,2018-12-02,0.0,3193.601205849498,,0.10126842991658731,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-09-04,2019-09-04,2019-09-04,0.0,25977.321398637483,,0.8237354578461911,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-12,2020-05-11,2020-05-11,0.0,6714.339995973087,,0.2129103245805773,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,307,307,0,2016-11-04,2017-11-04,2017-11-04,0.0,6399.569714768265,,0.2412674069085635,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-30,2019-06-30,2019-06-30,0.0,1868.5636056144315,,0.05925176324246674,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,284.57718961693433,,0.009023883486077317,,stationary,2020-04-20,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,309.3666004481388,,0.011895787208077196,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_0,active,104,104,0,2021-09-19,,2022-09-19,0.0,975.6484827847266,,0.10857911355777317,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,57.102503971631165,,0.0019381484187177948,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,61.14851915641446,,0.0019390068225651463,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,494.6180800681256,,0.01568423643036928,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_1,repaired,351,351,0,2016-12-18,2017-12-18,2017-12-18,0.0,181.66193368142834,,0.005990224150622174,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-02-24,2018-02-24,2018-02-24,0.0,251.7833405665655,,0.007983997354343146,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_2,active,67,67,0,2021-10-26,,2022-10-26,0.0,2086.9374436887033,,0.36051296360017676,,,,False,,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_2,repaired,118,118,0,2016-04-29,2017-04-29,2017-04-29,0.0,671.6287421619708,,0.06587695603440548,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-25,2019-05-25,2019-05-25,0.0,635.0077250875659,,0.02013596287061028,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-03-23,2018-03-23,2018-03-23,0.0,10594.322014497093,,0.33594374728872056,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-08-25,2019-08-25,2019-08-25,0.0,6332.4460428882285,,0.2008005467683989,,,,True,natural,N/A,N/A,True +0000000002,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,22163.83816315319,,0.7028106977154106,,,,True,natural,N/A,N/A,True +0000000003,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-26,2020-12-25,2020-12-25,0.0,20201.66513669224,,0.6405905992101801,,,,True,natural,N/A,N/A,True +0000000004,448.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-03-31,2021-03-31,2021-03-31,0.0,243.92786065270198,,0.007734901720341894,,,,True,natural,N/A,N/A,True +0000000002,2250.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,179.19189044599318,,0.01185131550568738,,,,False,,N/A,N/A,True +0000000003,2250.0,0,Placeholder_Rep_0,active,29,29,0,2021-12-03,,2022-12-03,0.0,180.61707604750742,,0.07208535921436279,,,,False,,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_0,repaired,80,80,0,2016-03-22,2017-03-22,2017-03-22,0.0,5372.457079106377,,0.7772652024170105,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_0,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,15043.128965193195,,1.9785260107840374,,,,True,natural,N/A,N/A,True +0000000000,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-03,2018-01-03,2018-01-03,0.0,1201.923406198927,,0.03811274119098576,,,,True,natural,N/A,N/A,True +0000000001,2250.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-12,2018-03-12,2018-03-12,0.0,5917.695489933449,,0.18764889300905152,,,,True,natural,N/A,N/A,True 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a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_repaired_emissions_to_remove.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_repaired_emissions_to_remove.csv new file mode 100644 index 000000000..f24cd6eb5 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_estimated_repaired_emissions_to_remove.csv @@ -0,0 +1,132 @@ +Site ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.0007623285248680704,2019-01-21,2019-01-22,0.06586518454860128 +299.0,0.016564778257168275,2021-11-30,2021-12-01,1.431196841419339 +299.0,0.05008055529953017,2017-06-03,2017-06-04,4.326959977879407 +299.0,0.6939680854387977,2018-07-13,2018-07-14,59.95884258191213 +299.0,0.29926031669278963,2019-11-05,2019-11-06,25.856091362257025 +299.0,0.6823355391297884,2017-01-19,2017-01-20,58.953790580813724 +299.0,0.6823355391297884,2017-01-19,2017-01-20,58.953790580813724 +299.0,0.008627637552231199,2017-11-21,2017-11-22,0.7454278845127756 +299.0,0.3892482660289144,2020-02-21,2020-02-22,33.63105018489821 +299.0,0.09946874332734071,2020-12-02,2020-12-03,8.594099423482238 +299.0,0.028095937830104133,2020-10-18,2020-10-19,2.427489028520997 +1157.0,0.02887866511075185,2018-07-10,2018-07-11,2.49511666556896 +1157.0,0.0726985165465038,2019-10-09,2019-10-10,6.281151829617929 +1157.0,0.48768657887306976,2021-01-28,2021-01-29,42.13612041463323 +1157.0,0.0009190401373117207,2018-02-25,2018-02-26,0.07940506786373268 +1157.0,0.04362239503192925,2019-11-08,2019-11-09,3.7689749307586875 +1157.0,0.14624200258699008,2021-06-21,2021-06-22,12.635309023515944 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+1196.0,0.002475654732629793,2017-12-26,2017-12-27,0.21389656889921413 +1196.0,0.12459844218873557,2020-10-14,2020-10-15,10.765305405106755 +1196.0,0.2603289390902685,2021-05-15,2021-05-16,22.4924203373992 +1196.0,0.08843134884251382,2017-04-12,2017-04-13,7.640468539993194 +1196.0,0.2168425893315539,2018-07-27,2018-07-28,18.735199718246257 +1196.0,0.013308896090789276,2019-07-22,2019-07-23,1.1498886222441935 +1196.0,0.009392017781333932,2017-02-17,2017-02-18,0.8114703363072518 +1196.0,0.03556644759349072,2017-03-31,2017-04-01,3.0729410720775987 +1196.0,0.002083934034920373,2017-07-29,2017-07-30,0.18005190061712023 +1196.0,0.47133634920680334,2021-09-18,2021-09-19,40.72346057146781 +1196.0,0.461888538526536,2017-01-21,2017-01-22,39.907169728692715 +1196.0,0.461888538526536,2017-01-21,2017-01-22,39.907169728692715 +1196.0,0.006257589858988158,2018-11-21,2018-11-22,0.5406557638165769 +1196.0,0.0027519139369149045,2020-06-01,2020-06-02,0.23776536414944777 +1196.0,1.2181511483734657,2021-06-20,2021-06-21,105.24825921946744 +539.0,0.0004961378938487159,2019-09-02,2019-09-03,0.04286631402852906 +539.0,0.000161492143351044,2018-09-25,2018-09-26,0.013952921185530204 +539.0,0.5464295719775271,2020-11-04,2020-11-05,47.21151501885834 +539.0,0.23358298903904545,2018-01-01,2018-01-02,20.18157025297353 +539.0,0.1702583962319867,2019-12-16,2019-12-17,14.71032543444365 +539.0,0.052859086539787915,2021-12-11,2021-12-12,4.567025077037676 +539.0,0.7919843707631278,2017-01-21,2017-01-22,68.42744963393424 +539.0,0.7919843707631278,2017-01-21,2017-01-22,68.42744963393424 +539.0,0.5536915010689889,2018-01-25,2018-01-26,47.838945692360646 +539.0,0.008677598883449376,2018-06-30,2018-07-01,0.7497445435300262 +539.0,0.0012779332710865811,2019-06-01,2019-06-02,0.11041343462188062 +539.0,0.10400404799641282,2020-05-23,2020-05-24,8.985949746890068 +539.0,0.02597990994448964,2020-09-26,2020-09-27,2.244664219203905 +539.0,0.0015398475739495717,2021-01-15,2021-01-16,0.133042830389243 +539.0,0.005020885344070956,2021-06-11,2021-06-12,0.4338044937277306 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_timeseries.csv new file mode 100644 index 000000000..e881df5f5 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_0_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,2789.70517,2789.70517,0,750.00000,104,106,0,2,0.00000,0.00000,400.00000,750,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-02,2770.27191,2770.27191,0,250.00000,103,0,0,1,0.00000,0.00000,200.00000,250,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-03,2773.56486,2773.56486,0,1250.00000,104,1,0,0,2.00000,0.00000,0.00000,250,50,,50,0,0,1000.00000,,2,3,120,360 +2017-01-04,2773.56486,2773.56486,0,1250.00000,104,0,0,0,2.00000,0.00000,0.00000,250,0,,50,0,0,1000.00000,,2,3,120,360 +2017-01-05,2780.74883,2780.74883,0,1250.00000,105,1,0,0,2.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 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000000000..3aff65cef --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_emissions_summary.csv @@ -0,0 +1,688 @@ +Emissions ID,Site ID,Equipment,Component,Status,Days Active,Days Emitting,Estimated Days Active,Date Began,Date Repaired or Expired,Theoretical End Date,Mitigated Emissions (Kg Methane),"""True"" Volume Emitted (Kg Methane)","""Estimated"" Volume Emitted (Kg Methane)","""True"" Rate (g/s)","""Measured"" Rate (g/s)",Initially Detected By,Initially Detected Date,Tagged,Tagged By,Recorded,Recorded By,Repairable +0000000000,299.0,0,Placeholder_Rep_0,repaired,16,16,3,2020-03-18,2020-04-03,2021-03-18,1024.3289032536322,46.96063739844732,,0.033970368488460155,0.033970368488460155,OGI_FU,2020-03-18,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_1,repaired,24,24,3,2020-01-10,2020-02-03,2021-01-09,585.9401608558444,41.23919020686295,,0.01988772675871091,0.01988772675871091,OGI_FU,2020-01-18,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_1,repaired,19,19,3,2020-12-22,2021-01-10,2021-12-22,361.3264539698268,19.841626085048294,,0.012086760529391016,0.012086760529391016,OGI_FU,2020-12-25,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-11-20,2021-12-06,2022-11-20,3.4018163789882014,2.1771624825524487,,0.0015749149902723153,0.0015749149902723153,OGI_FU,2021-11-20,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_2,repaired,16,16,3,2018-05-31,2018-06-16,2019-05-31,1270.4231799082133,58.24289650009001,,0.04213172489879196,0.04213172489879196,OGI_FU,2018-05-31,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-03-18,2019-04-03,2020-03-17,6658.294108521134,305.2513058347798,,0.2208125765587238,0.2208125765587238,OGI_FU,2019-03-18,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_2,repaired,38,38,3,2019-07-21,2019-08-28,2020-07-20,79.27181612528094,9.21201532954335,,0.0028058038893589636,0.0028058038893589636,OGI_FU,2019-08-12,True,OGI_FU,N/A,N/A,True +0000000003,299.0,0,Placeholder_Rep_2,repaired,17,17,3,2020-06-15,2020-07-02,2021-06-15,541.3355569171006,26.444553067789396,,0.018004189180139837,0.018004189180139837,OGI_FU,2020-06-16,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-12-29,2017-01-19,2017-12-29,14833.869067255626,776.1908232866316,,0.49909389357422296,0.49909389357422296,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_3,repaired,16,16,3,2019-12-16,2020-01-01,2020-12-15,5933.647772883133,272.0296973241551,,0.19678074169860757,0.19678074169860757,OGI_FU,2019-12-16,True,OGI_FU,N/A,N/A,True +0000000000,299.0,0,Placeholder_Rep_4,repaired,17,17,3,2017-04-11,2017-04-28,2018-04-11,10564.938194013155,516.1033025811024,,0.3513775208204673,0.3513775208204673,OGI_FU,2017-04-12,True,OGI_FU,N/A,N/A,True +0000000001,299.0,0,Placeholder_Rep_4,repaired,17,17,3,2018-09-06,2018-09-23,2019-09-06,2285.588718215992,111.65232244158581,,0.07601601473419513,0.07601601473419513,OGI_FU,2018-09-07,True,OGI_FU,N/A,N/A,True +0000000002,299.0,0,Placeholder_Rep_4,repaired,18,18,3,2019-05-18,2019-06-05,2020-05-17,320.87068053717513,16.644588615761243,,0.010702538976183928,0.010702538976183928,OGI_FU,2019-05-20,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-01-09,2017-01-25,2018-01-09,30776.74632472395,1410.9683128813274,,1.0206657355912379,1.0206657355912379,OGI_FU,2017-01-09,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2019-01-23,2019-02-08,2020-01-23,34033.48207744523,1560.2742499688356,,1.1286706090631045,1.1286706090631045,OGI_FU,2019-01-23,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_0,repaired,16,16,3,2021-01-30,2021-02-15,2022-01-30,18059.678137332117,905.8145774210466,,0.6552478135279561,0.6552478135279561,OGI_FU,2021-01-30,True,OGI_FU,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_0,repaired,29,29,3,2021-06-22,2021-07-21,2022-06-22,32.445260630719005,5.7724696827659585,,0.0023038272999544853,0.0023038272999544853,OGI_FU,2021-07-05,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_1,repaired,17,17,3,2019-01-01,2019-01-18,2020-01-01,14804.621854019368,723.2142859722105,,0.49238445395711494,0.49238445395711494,OGI_FU,2019-01-02,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_1,repaired,44,44,3,2019-08-20,2019-10-03,2020-08-19,143.32531271828898,19.64583725733556,,0.005167781265081955,0.005167781265081955,OGI_FU,2019-09-17,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-07-29,2021-08-14,2022-07-29,5936.396819029233,683.3262525501275,,0.4943042914859139,0.4943042914859139,OGI_FU,2021-07-29,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_2,repaired,18,18,2,2016-11-12,2017-01-19,2017-11-12,447.16653189858545,27.101001933247602,,0.017426055769835132,0.017426055769835132,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_2,repaired,18,18,3,2017-03-08,2017-03-26,2018-03-08,69127.14351922272,3585.8460615158765,,2.3057137741228626,2.3057137741228626,OGI_FU,2017-03-10,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_2,repaired,26,26,3,2019-09-10,2019-10-06,2020-09-09,811.3578801558158,62.22803800605078,,0.027701227744858784,0.027701227744858784,OGI_FU,2019-09-20,True,OGI_FU,N/A,N/A,True +0000000003,1157.0,0,Placeholder_Rep_2,repaired,30,30,3,2020-04-21,2020-05-21,2021-04-21,195.12886659781535,17.47422685950585,,0.006741599868636516,0.006741599868636516,OGI_FU,2020-05-05,True,OGI_FU,N/A,N/A,True +0000000004,1157.0,0,Placeholder_Rep_2,repaired,28,28,3,2021-05-24,2021-06-21,2022-05-24,166.9096667421804,24.21487393150804,,0.010009455163487118,0.010009455163487118,OGI_FU,2021-06-05,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_3,active,5,5,3,2021-12-27,,2022-12-27,0.0,113.60827951644546,,0.2629821285102904,0.2629821285102904,OGI_FU,2021-12-29,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_3,repaired,18,18,2,2016-10-13,2017-01-19,2017-10-13,549.3548619272659,37.03515923105164,,0.023813759793628878,0.023813759793628878,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_3,repaired,18,18,3,2017-12-21,2018-01-08,2018-12-21,834.0416301454438,43.26440732742937,,0.02781919195436559,0.02781919195436559,OGI_FU,2017-12-23,True,OGI_FU,N/A,N/A,True +0000000000,1157.0,0,Placeholder_Rep_4,repaired,18,18,2,2016-04-23,2017-01-19,2017-04-23,1953.96671837941,374.16383968967415,,0.2405888886893481,0.2405888886893481,OGI_FU,2017-01-03,True,OGI_FU,N/A,N/A,True +0000000001,1157.0,0,Placeholder_Rep_4,repaired,17,17,3,2020-05-04,2020-05-21,2021-05-04,1355.9355650182763,66.23823162445602,,0.04509683525630176,0.04509683525630176,OGI_FU,2020-05-05,True,OGI_FU,N/A,N/A,True +0000000002,1157.0,0,Placeholder_Rep_4,repaired,18,18,3,2020-12-17,2021-01-04,2021-12-17,350150.06545838754,18163.40397190483,,11.679143500453208,11.679143500453208,stationary,2020-12-17,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_0,repaired,55,55,3,2017-05-03,2017-06-27,2018-05-03,2.9631970755258488,0.5257285133997474,,0.00011063310467166399,0.00011063310467166399,OGI_FU,2017-06-11,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-07-31,2017-08-17,2018-07-31,2119.9937354627837,103.56291236456129,,0.070508518766722,0.070508518766722,OGI_FU,2017-08-01,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_1,repaired,18,18,3,2018-08-30,2018-09-17,2019-08-30,2121.7721796972833,110.06311018602622,,0.07077103278422467,0.07077103278422467,OGI_FU,2018-09-01,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_1,repaired,19,19,3,2021-09-18,2021-10-07,2022-09-18,75.5828110642058,16.894981296704827,,0.01029177710569251,0.01029177710569251,OGI_FU,2021-09-21,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-01-08,2018-01-26,2019-01-08,33984.76465994639,1762.8984549828099,,1.133550961280099,1.133550961280099,OGI_FU,2018-01-10,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_2,repaired,33,33,3,2021-04-25,2021-05-28,2022-04-25,279.36985370687995,42.48481646233659,,0.014900679174500766,0.014900679174500766,OGI_FU,2021-05-12,True,OGI_FU,N/A,N/A,True +0000000000,131.0,0,Placeholder_Rep_3,repaired,22,22,3,2020-07-19,2020-08-10,2021-07-19,1340.566988801146,85.98388849453416,,0.0452356315733029,0.0452356315733029,OGI_FU,2020-07-25,True,OGI_FU,N/A,N/A,True +0000000001,131.0,0,Placeholder_Rep_3,repaired,27,27,3,2021-03-08,2021-04-04,2022-03-08,455.69858477794287,45.40170401846663,,0.019462321681441457,0.019462321681441457,OGI_FU,2021-03-19,True,OGI_FU,N/A,N/A,True +0000000002,131.0,0,Placeholder_Rep_3,repaired,26,26,3,2021-12-01,2021-12-27,2022-12-01,4.005405987460386,26.035138918492507,,0.011589716398901578,0.011589716398901578,OGI_FU,2021-12-11,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_0,repaired,32,32,3,2019-07-19,2019-08-20,2020-07-18,322.7908410826742,31.018939683620342,,0.011219234549920552,0.011219234549920552,OGI_FU,2019-08-04,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_0,repaired,21,21,3,2020-02-28,2020-03-20,2021-02-27,469.61194546901686,28.668171089678356,,0.015800358845722198,0.015800358845722198,OGI_FU,2020-03-04,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_1,repaired,21,21,3,2018-06-29,2018-07-20,2019-06-29,1767.6787874529748,107.91062365265253,,0.059474550073110956,0.059474550073110956,OGI_FU,2018-07-04,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_1,repaired,22,22,3,2020-01-10,2020-02-01,2021-01-09,1268.8767869004582,81.38568312481074,,0.04281654204798544,0.04281654204798544,OGI_FU,2020-01-16,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-10-16,2021-11-01,2022-10-16,1284.7513857738081,342.6003695396822,,0.24783012842858954,0.24783012842858954,OGI_FU,2021-10-16,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-06-02,2019-06-18,2020-06-01,723.5225136732494,33.170086586739224,,0.023994564949898163,0.023994564949898163,OGI_FU,2019-06-02,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_2,repaired,18,18,3,2020-07-21,2020-08-08,2021-07-21,955.6396397711866,49.572085060176825,,0.03187505469404374,0.03187505469404374,OGI_FU,2020-07-23,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_3,repaired,18,18,3,2018-01-15,2018-02-02,2019-01-15,3210.0532082371337,166.51572838117696,,0.10707029859900781,0.10707029859900781,OGI_FU,2018-01-17,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_3,repaired,22,22,3,2019-05-15,2019-06-06,2020-05-14,2463.4456768437412,158.00526207161025,,0.08312566396865016,0.08312566396865016,OGI_FU,2019-05-21,True,OGI_FU,N/A,N/A,True +0000000000,442.0,0,Placeholder_Rep_4,repaired,19,19,3,2017-08-26,2017-09-14,2018-08-26,134.9963320130306,7.4130933764380975,,0.004515773255627496,0.004515773255627496,OGI_FU,2017-08-29,True,OGI_FU,N/A,N/A,True +0000000001,442.0,0,Placeholder_Rep_4,repaired,17,17,3,2018-12-18,2019-01-04,2019-12-18,7238.959678472564,353.62734061503903,,0.2407593549938991,0.2407593549938991,OGI_FU,2018-12-19,True,OGI_FU,N/A,N/A,True +0000000002,442.0,0,Placeholder_Rep_4,repaired,18,18,3,2020-09-28,2020-10-16,2021-09-28,5701.090755322512,295.73381439713324,,0.19015805966893853,0.19015805966893853,OGI_FU,2020-09-30,True,OGI_FU,N/A,N/A,True +0000000003,442.0,0,Placeholder_Rep_4,repaired,16,16,3,2021-11-18,2021-12-04,2022-11-18,25.187890844945468,14.926157537745462,,0.010797278311447816,0.010797278311447816,OGI_FU,2021-11-18,True,OGI_FU,N/A,N/A,True +0000000004,442.0,0,Placeholder_Rep_4,repaired,18,18,3,2021-12-01,2021-12-19,2022-12-01,68.711373128422,103.067059692633,,0.06627254352664158,0.0385349109190447,OGI_FU,2021-12-03,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-06-07,2021-06-25,2022-06-07,726.5079604581675,69.19123432934929,,0.04449024841136143,0.04449024841136143,OGI_FU,2021-06-09,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-03-17,2017-01-20,2017-03-17,1019.9918776111044,346.06867276091043,,0.21081181332901464,0.1066680825151274,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_1,repaired,19,19,3,2016-12-16,2017-01-20,2017-12-16,71.97431570575954,4.143975752755852,,0.002524351701240163,0.1066680825151274,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_1,repaired,21,21,3,2019-04-25,2019-05-16,2020-04-24,2.670516798606201,0.16302573479863436,,8.985104431141664e-05,8.985104431141664e-05,OGI_FU,2019-04-30,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_2,repaired,22,22,3,2016-05-14,2017-01-23,2017-05-14,511.9256654016662,101.46274449402394,,0.053378969115122014,0.053378969115122014,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_2,repaired,17,17,3,2018-02-06,2018-02-23,2019-02-06,16872.274624899437,824.220312135892,,0.5611521732951334,0.5611521732951334,OGI_FU,2018-02-07,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-11-11,2018-11-29,2019-11-11,16012.384561555631,830.6136083804073,,0.5340879683515993,0.5340879683515993,OGI_FU,2018-11-13,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_2,repaired,35,35,3,2019-05-23,2019-06-27,2020-05-22,22.499057001229858,2.3862636213425605,,0.0007891083403910584,0.0007891083403910584,OGI_FU,2019-06-11,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_2,repaired,16,16,3,2020-04-09,2020-04-25,2021-04-09,4656.158726318057,213.4628642438078,,0.15441468767636557,0.15441468767636557,OGI_FU,2020-04-09,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-05-24,2017-01-20,2017-05-24,6446.437147893343,987.7605307255927,,0.6017059763191963,3.904031848662141,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_3,repaired,19,19,3,2016-09-30,2017-01-20,2017-09-30,157525.21469499439,11829.95683480195,,7.2063577210050855,3.904031848662141,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_3,repaired,20,20,3,2018-03-17,2018-04-06,2019-03-17,18.60083257561776,1.0783091348184208,,0.0006240214900569564,0.0006240214900569564,OGI_FU,2018-03-21,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_3,repaired,17,17,3,2019-12-28,2020-01-14,2020-12-27,29563.820515699244,1444.209622893354,,0.9832581855210742,0.9832581855210742,OGI_FU,2019-12-29,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_3,repaired,18,18,3,2021-04-29,2021-05-17,2022-04-29,4263.666343773407,336.6052376663216,,0.21643855302618414,0.21643855302618414,OGI_FU,2021-05-01,True,OGI_FU,N/A,N/A,True +0000000000,2453.0,0,Placeholder_Rep_4,repaired,25,25,3,2016-08-23,2017-01-26,2017-08-23,1903.6157236350296,227.70523009988395,,0.10541908800920552,0.10541908800920552,stationary,2017-01-01,True,OGI_FU,N/A,N/A,True +0000000001,2453.0,0,Placeholder_Rep_4,repaired,21,21,3,2017-09-11,2017-10-02,2018-09-11,1246.227713565938,76.07785460722296,,0.041930034505744576,0.041930034505744576,OGI_FU,2017-09-16,True,OGI_FU,N/A,N/A,True +0000000002,2453.0,0,Placeholder_Rep_4,repaired,19,19,3,2017-11-03,2017-11-22,2018-11-03,681.454938840126,37.42093594786819,,0.022795404451674092,0.022795404451674092,OGI_FU,2017-11-06,True,OGI_FU,N/A,N/A,True +0000000003,2453.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-08-09,2018-08-25,2019-08-09,14613.52833385873,669.9611843602858,,0.48463627340877147,0.48463627340877147,OGI_FU,2018-08-09,True,OGI_FU,N/A,N/A,True +0000000004,2453.0,0,Placeholder_Rep_4,repaired,24,24,3,2018-10-06,2018-10-30,2019-10-06,3417.6912909108873,240.54132252745245,,0.11600179520035322,0.11600179520035322,OGI_FU,2018-10-14,True,OGI_FU,N/A,N/A,True +0000000005,2453.0,0,Placeholder_Rep_4,repaired,27,27,3,2018-10-27,2018-11-23,2019-10-27,594.706409001501,47.50613326343351,,0.020364426124585694,0.020364426124585694,OGI_FU,2018-11-07,True,OGI_FU,N/A,N/A,True +0000000006,2453.0,0,Placeholder_Rep_4,repaired,20,20,3,2019-07-01,2019-07-21,2020-06-30,486.27969333792487,28.19012715002463,,0.016313730989597586,0.016313730989597586,OGI_FU,2019-07-05,True,OGI_FU,N/A,N/A,True +0000000007,2453.0,0,Placeholder_Rep_4,repaired,36,36,3,2019-08-23,2019-09-28,2020-08-22,832.348599435308,91.0776582968726,,0.029281654545033627,0.029281654545033627,OGI_FU,2019-09-12,True,OGI_FU,N/A,N/A,True +0000000008,2453.0,0,Placeholder_Rep_4,repaired,18,18,3,2019-12-09,2019-12-27,2020-12-08,19561.905900918435,1014.7386346297748,,0.6524811179461,0.6524811179461,OGI_FU,2019-12-11,True,OGI_FU,N/A,N/A,True +0000000009,2453.0,0,Placeholder_Rep_4,repaired,19,19,3,2021-08-20,2021-09-08,2022-08-20,253.05106844741414,42.17517807456902,,0.0256915071117014,0.0256915071117014,OGI_FU,2021-08-23,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_0,repaired,16,16,3,2019-04-09,2019-04-25,2020-04-08,3921.938630341524,179.8023440844252,,0.1300653530703307,0.1300653530703307,OGI_FU,2019-04-09,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_0,repaired,17,17,3,2021-01-24,2021-02-10,2022-01-24,2784.961397248787,146.12451775688078,,0.09948564662097002,0.09948564662097002,OGI_FU,2021-01-25,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-04-26,2021-05-14,2022-04-26,34333.79426181962,2675.3605918301,,1.720267870261124,1.720267870261124,OGI_FU,2021-04-28,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_0,repaired,18,18,3,2021-09-05,2021-09-23,2022-09-05,629.441517667308,114.44391230314692,,0.07358790657352553,0.07358790657352553,OGI_FU,2021-09-07,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_1,repaired,17,17,3,2017-11-29,2017-12-16,2018-11-29,7975.626006127,389.61391409241094,,0.26526001776444097,0.26526001776444097,OGI_FU,2017-11-30,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_1,repaired,16,16,3,2018-11-10,2018-11-26,2019-11-10,765.2394359191981,35.082610242713955,,0.02537804560381507,0.02537804560381507,OGI_FU,2018-11-10,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_1,repaired,21,21,3,2019-04-07,2019-04-28,2020-04-06,1426.9500223929538,87.11032113445359,,0.04801053854412123,0.04801053854412123,OGI_FU,2019-04-12,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_1,repaired,17,17,3,2020-03-09,2020-03-26,2021-03-09,48.49293510362974,2.368907749315246,,0.001612818456777809,0.001612818456777809,OGI_FU,2020-03-10,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_1,repaired,16,16,3,2021-02-03,2021-02-19,2022-02-03,18103.91967610777,919.5641740245217,,0.6651939916265347,0.6651939916265347,OGI_FU,2021-02-03,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_2,repaired,18,18,3,2018-11-20,2018-12-08,2019-11-20,20353.57891153044,1055.805246131262,,0.6788871181399575,0.6788871181399575,OGI_FU,2018-11-22,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-05-03,2019-05-19,2020-05-02,6849.422588239086,314.01364301382625,,0.22715107278199237,0.22715107278199237,OGI_FU,2019-05-03,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_3,repaired,58,58,3,2016-09-02,2017-02-28,2017-09-02,36.5118457887991,11.385414278227676,,0.0022719935900039263,0.0022719935900039263,OGI_FU,2017-02-12,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_3,repaired,26,26,3,2018-11-06,2018-12-02,2019-11-06,1911.7595297290738,146.62462469898503,,0.0652709333595909,0.0652709333595909,OGI_FU,2018-11-16,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_3,repaired,17,17,3,2018-11-18,2018-12-05,2019-11-18,811.8107682980069,39.657422589270446,,0.026999879213827918,0.04613540628670941,OGI_FU,2018-11-19,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_3,repaired,29,29,3,2019-09-26,2019-10-25,2020-09-25,380.0198200403277,32.799329705861616,,0.013090409365366226,0.013090409365366226,OGI_FU,2019-10-09,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_3,repaired,27,27,3,2019-12-18,2020-01-14,2020-12-17,173.77288169559534,13.881265697577144,,0.005950473978728199,0.005950473978728199,OGI_FU,2019-12-29,True,OGI_FU,N/A,N/A,True +0000000000,1020.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-04-02,2017-01-20,2017-04-02,10304.555945218612,2719.2578188771336,,1.656467969588897,0.8287152479534792,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000001,1020.0,0,Placeholder_Rep_4,repaired,19,19,3,2016-09-06,2017-01-20,2017-09-06,19.04416071863103,1.5800832037292123,,0.0009625263180611673,0.8287152479534792,OGI_FU,2017-01-04,True,OGI_FU,N/A,N/A,True +0000000002,1020.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-12-19,2019-01-04,2019-12-19,991.8207194457625,45.47029086284298,,0.032892282163514884,0.032892282163514884,OGI_FU,2018-12-19,True,OGI_FU,N/A,N/A,True +0000000003,1020.0,0,Placeholder_Rep_4,repaired,28,28,3,2021-04-19,2021-05-17,2022-04-19,79.13782863589152,9.718680709670888,,0.004017311801285916,0.004017311801285916,OGI_FU,2021-05-01,True,OGI_FU,N/A,N/A,True +0000000004,1020.0,0,Placeholder_Rep_4,repaired,16,16,3,2021-11-12,2021-11-28,2022-11-12,185.62576482165443,90.00037082262034,,0.06510443491219642,0.06510443491219642,OGI_FU,2021-11-12,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_0,repaired,18,18,3,2019-12-19,2020-01-06,2020-12-18,197.78326109532625,10.259650431457846,,0.006596997448211063,0.006596997448211063,OGI_FU,2019-12-21,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_0,repaired,27,27,3,2020-04-05,2020-05-02,2021-04-05,412.78839004783475,32.9742205067797,,0.014135039654826688,0.014135039654826688,OGI_FU,2020-04-16,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_0,repaired,28,28,3,2020-11-03,2020-12-01,2021-11-03,11.394111067344259,0.9466917207288998,,0.0003913242893224619,0.0003913242893224619,OGI_FU,2020-11-15,True,OGI_FU,N/A,N/A,True +0000000003,1008.0,0,Placeholder_Rep_0,repaired,17,17,3,2021-07-12,2021-07-29,2022-07-12,7436.791315921459,815.6480798107406,,0.5553159584768114,0.5553159584768114,OGI_FU,2021-07-13,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_1,repaired,83,83,3,2020-06-23,2020-09-14,2021-06-23,27.023641532824474,7.953766834129188,,0.0011091263434472875,0.0011091263434472875,OGI_FU,2020-08-29,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_2,repaired,20,20,4,2016-11-23,2017-01-21,2017-11-23,8133.975709954275,531.6323993434166,,0.30765763850892164,0.30765763850892164,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_2,repaired,16,16,3,2019-07-30,2019-08-15,2020-07-29,254.8255606653453,11.682547193826718,,0.00845091666220104,0.00845091666220104,OGI_FU,2019-07-30,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_2,repaired,17,17,3,2020-12-17,2021-01-03,2021-12-17,5871.77932677268,286.8397946986654,,0.19528853124909135,0.19528853124909135,OGI_FU,2020-12-18,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_3,repaired,17,17,3,2017-04-13,2017-04-30,2018-04-13,9643.920093577331,471.11103905406503,,0.3207455331250443,0.3207455331250443,OGI_FU,2017-04-14,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_3,repaired,16,16,3,2018-04-21,2018-05-07,2019-04-21,2425.733385420197,111.2084073545076,,0.08044589652380468,0.08044589652380468,OGI_FU,2018-04-21,True,OGI_FU,N/A,N/A,True +0000000002,1008.0,0,Placeholder_Rep_3,repaired,16,16,3,2021-08-18,2021-09-03,2022-08-18,2155.9786985051937,289.8794888746479,,0.20969291729936912,0.20969291729936912,OGI_FU,2021-08-18,True,OGI_FU,N/A,N/A,True +0000000000,1008.0,0,Placeholder_Rep_4,repaired,32,32,3,2016-05-04,2017-02-02,2017-05-04,398.47976217128246,140.12475153275867,,0.05068169543285542,0.029643976267902678,OGI_FU,2017-01-17,True,OGI_FU,N/A,N/A,True +0000000001,1008.0,0,Placeholder_Rep_4,repaired,32,32,3,2016-07-24,2017-02-02,2017-07-24,127.89586555551845,23.794579638235994,,0.00860625710294994,0.029643976267902678,OGI_FU,2017-01-17,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_0,repaired,16,16,3,2017-05-11,2017-05-27,2018-05-11,20271.729207787135,929.3629436234789,,0.6722822219498545,0.6722822219498545,OGI_FU,2017-05-11,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_0,repaired,33,33,3,2019-03-12,2019-04-14,2020-03-11,209.4494745393058,20.818773071677988,,0.007301758232210292,0.007301758232210292,OGI_FU,2019-03-29,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_0,repaired,20,20,3,2020-12-14,2021-01-03,2021-12-14,93.83522733000162,5.439723323478354,,0.0031479880344203437,0.0031479880344203437,OGI_FU,2020-12-18,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_2,repaired,23,23,3,2016-01-27,2017-01-24,2017-01-26,0.6857294834278159,7.885889059419883,,0.003968341917985046,0.003968341917985046,OGI_FU,2017-01-08,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_2,repaired,21,21,3,2017-11-11,2017-12-02,2018-11-11,562.337146342488,34.32872114300072,,0.018920150541777293,0.018920150541777293,OGI_FU,2017-11-16,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_2,repaired,23,23,3,2018-05-26,2018-06-18,2019-05-26,4875.6339136500565,327.8935088127231,,0.16500277214810943,0.16500277214810943,OGI_FU,2018-06-02,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_2,repaired,21,21,3,2020-05-26,2020-06-16,2021-05-26,733.262892311251,44.76314168179148,,0.024671043695872728,0.024671043695872728,OGI_FU,2020-05-31,True,OGI_FU,N/A,N/A,True +0000000004,1196.0,0,Placeholder_Rep_2,repaired,18,18,3,2021-07-08,2021-07-26,2022-07-08,1318.9051232897943,150.2550140456728,,0.09661459236475872,0.09661459236475872,OGI_FU,2021-07-10,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_3,repaired,18,18,3,2021-02-20,2021-03-10,2022-02-20,953.3941475788288,57.976671136550394,,0.03727923812792592,0.03727923812792592,OGI_FU,2021-02-22,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_3,repaired,16,16,3,2021-03-27,2021-04-12,2022-03-27,3946.3014124541005,240.07917338123804,,0.1736683835223076,0.1736683835223076,OGI_FU,2021-03-27,True,OGI_FU,N/A,N/A,True +0000000000,1196.0,0,Placeholder_Rep_4,repaired,20,20,4,2016-09-06,2017-01-21,2017-09-06,3358.723614613141,294.6248784748369,,0.1705005083766417,0.1705005083766417,OGI_FU,2017-01-05,True,OGI_FU,N/A,N/A,True +0000000001,1196.0,0,Placeholder_Rep_4,repaired,16,16,3,2018-05-27,2018-06-12,2019-05-27,601.8556494275161,27.592236076906186,,0.0199596615139657,0.0199596615139657,OGI_FU,2018-05-27,True,OGI_FU,N/A,N/A,True +0000000002,1196.0,0,Placeholder_Rep_4,repaired,18,18,3,2020-01-27,2020-02-14,2021-01-26,2410.970208353857,125.06473703276491,,0.08041714058176756,0.08041714058176756,OGI_FU,2020-01-29,True,OGI_FU,N/A,N/A,True +0000000003,1196.0,0,Placeholder_Rep_4,repaired,16,16,3,2020-09-07,2020-09-23,2021-09-07,34890.92502523685,1599.583955311718,,1.1571064491548886,1.1571064491548886,OGI_FU,2020-09-07,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_0,repaired,22,22,3,2018-07-05,2018-07-27,2019-07-05,275.4510028297285,17.66741126021582,,0.009294723937403104,0.009294723937403104,OGI_FU,2018-07-11,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_0,repaired,21,21,3,2021-06-05,2021-06-26,2022-06-05,922.746453239228,103.0727421171478,,0.056808169156276345,0.056808169156276345,OGI_FU,2021-06-10,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_1,repaired,28,28,3,2017-07-28,2017-08-25,2018-07-28,312.932862585134,26.000356535263357,,0.010747501874695501,0.010747501874695501,OGI_FU,2017-08-09,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_1,repaired,21,21,3,2018-12-03,2018-12-24,2019-12-03,795.479238399458,48.5612325767111,,0.02676434776053301,0.02676434776053301,OGI_FU,2018-12-08,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_1,repaired,33,33,3,2019-07-04,2019-08-06,2020-07-03,78.44539930907564,7.797283666263541,,0.0027347375372697605,0.0027347375372697605,OGI_FU,2019-07-21,True,OGI_FU,N/A,N/A,True +0000000003,539.0,0,Placeholder_Rep_1,repaired,16,16,3,2020-09-28,2020-10-14,2021-09-28,2244.98532577055,102.92196335910832,,0.07445165173546608,0.07445165173546608,OGI_FU,2020-09-28,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_2,repaired,17,17,3,2021-03-23,2021-04-09,2022-03-23,1594.008543344923,101.87272645437479,,0.0693577930653423,0.0693577930653423,OGI_FU,2021-03-24,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_3,repaired,20,20,3,2019-05-21,2019-06-10,2020-05-20,174.39405797174234,10.10980046212999,,0.00585057897114004,0.00585057897114004,OGI_FU,2019-05-25,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_3,repaired,26,26,3,2020-03-28,2020-04-23,2021-03-28,825.060437659872,63.278971619931184,,0.02816905787924287,0.02816905787924287,OGI_FU,2020-04-07,True,OGI_FU,N/A,N/A,True +0000000002,539.0,0,Placeholder_Rep_3,repaired,17,17,3,2021-11-21,2021-12-08,2022-11-21,820.4598524245355,606.426847444222,,0.4128723089898025,0.4128723089898025,OGI_FU,2021-11-22,True,OGI_FU,N/A,N/A,True +0000000000,539.0,0,Placeholder_Rep_4,repaired,20,20,3,2017-07-21,2017-08-10,2018-07-21,829.160953526424,48.06730165370575,,0.027816725494042675,0.027816725494042675,OGI_FU,2017-07-25,True,OGI_FU,N/A,N/A,True +0000000001,539.0,0,Placeholder_Rep_4,repaired,17,17,3,2021-12-15,2022-01-01,2022-12-15,0.0,6.665150271595958,,0.004537820174016855,0.004537820174016855,OGI_FU,2021-12-16,True,OGI_FU,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_0,active,112,112,0,2021-09-11,,2022-09-11,0.0,390.36612017870834,,0.040340414204975646,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_0,repaired,5,5,0,2016-01-07,2017-01-06,2017-01-06,0.0,31.470404385572003,,0.07284815829993518,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-22,2019-05-22,2019-05-22,0.0,5868.000288672942,,0.1860730685144895,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_1,active,283,283,0,2021-03-24,,2022-03-24,0.0,1323.9207609673304,,0.054145430938658645,,,,False,,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_1,active,117,117,0,2021-09-06,,2022-09-06,0.0,16.90469292399463,,0.0016722749410409377,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-01,2018-04-01,2018-04-01,0.0,337.3876008455219,,0.010698490640712896,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,192.462161768253,,0.006102935114416951,,,,True,natural,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-03,2021-08-03,2021-08-03,0.0,19512.981153106084,,0.6187525733481127,,,,True,natural,N/A,N/A,True +0000000003,900.0,0,Placeholder_Rep_4,active,345,345,0,2021-01-21,,2022-01-21,0.0,11309.37313600662,,0.3794073113260406,,,,False,,N/A,N/A,True +0000000000,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-04-29,2018-04-29,2018-04-29,0.0,7059.316402542204,,0.2238494546721906,,,,True,natural,N/A,N/A,True +0000000001,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-18,2019-02-18,2019-02-18,0.0,3024.8541679133687,,0.09591749644575623,,,,True,natural,N/A,N/A,True +0000000002,900.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-05-20,2021-05-20,2021-05-20,0.0,1516.8609101630968,,0.04809934392957562,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_0,repaired,197,197,0,2016-07-17,2017-07-17,2017-07-17,0.0,56.482879693374905,,0.003318462098924545,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-15,2018-06-15,2018-06-15,0.0,12324.608261927831,,0.39081076426711786,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,111.91955081122428,,0.003548945675140293,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-05-28,2019-05-28,2019-05-28,0.0,848.2179366960789,,0.026896814329530658,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_1,repaired,51,51,0,2016-02-22,2017-02-21,2017-02-21,0.0,424.56434586584487,,0.09635174878945281,,,,True,natural,N/A,N/A,True +0000000001,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-07,2019-06-07,2019-06-07,0.0,1372.7354548455955,,0.043529155721892296,,,,True,natural,N/A,N/A,True +0000000002,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-10,2020-11-09,2020-11-09,0.0,54.50635846443433,,0.0017283852886997187,,,,True,natural,N/A,N/A,True +0000000003,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-02,2020-12-01,2020-12-01,0.0,5916.254484892911,,0.18760319903896852,,,,True,natural,N/A,N/A,True +0000000004,470.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-04,2021-11-04,2021-11-04,0.0,20.435343005786805,,0.0006480004758303781,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,39119.53460352389,,1.240472304779423,,,,True,natural,N/A,N/A,True +0000000000,470.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-04,2021-01-03,2021-01-03,0.0,63497.511897013355,,2.0134928937409104,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_0,repaired,256,256,0,2016-09-14,2017-09-14,2017-09-14,0.0,249.62748413387234,,0.01128596481363355,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-08,2018-06-08,2018-06-08,0.0,1569.570727745771,,0.04977076128062439,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-10-01,2018-10-01,2018-10-01,0.0,83.73578229336975,,0.0026552442381205525,,,,True,natural,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-10,2018-11-10,2018-11-10,0.0,93.7935185071038,,0.0029741729612856355,,,,True,natural,N/A,N/A,True +0000000004,2289.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-18,2020-01-18,2020-01-18,0.0,21241.721087619924,,0.6735705570655734,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_1,active,16,16,0,2021-12-16,,2022-12-16,0.0,361.0802366081588,,0.26119808782418896,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_1,repaired,161,161,0,2016-06-11,2017-06-11,2017-06-11,0.0,182.22449347020952,,0.013099874444315728,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_2,active,143,143,0,2021-08-11,,2022-08-11,0.0,5213.285778574607,,0.4219507396541219,,,,False,,N/A,N/A,True +0000000003,2289.0,0,Placeholder_Rep_2,active,136,136,0,2021-08-18,,2022-08-18,0.0,56.199423537876285,,0.004782766845203251,,,,False,,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_2,repaired,145,145,0,2016-05-26,2017-05-26,2017-05-26,0.0,31.43365938438425,,0.0025090724285108754,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-13,2018-03-13,2018-03-13,0.0,4698.935736251725,,0.1490022747416199,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_3,repaired,74,74,0,2016-03-16,2017-03-16,2017-03-16,0.0,1386.2455713809168,,0.21681768821648473,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_3,repaired,221,221,0,2016-08-10,2017-08-10,2017-08-10,0.0,659.4887926706631,,0.03453833546331192,,,,True,natural,N/A,N/A,True +0000000002,2289.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-05-20,2020-05-19,2020-05-19,0.0,43032.809477453266,,1.3645614370070163,,,,True,natural,N/A,N/A,True +0000000000,2289.0,0,Placeholder_Rep_4,repaired,75,75,0,2016-03-17,2017-03-17,2017-03-17,0.0,5215.543455931471,,0.8048678172733751,,,,True,natural,N/A,N/A,True +0000000001,2289.0,0,Placeholder_Rep_4,repaired,171,171,0,2016-06-21,2017-06-21,2017-06-21,0.0,36.681664353026086,,0.0024827853823523177,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-31,2020-05-30,2020-05-30,0.0,1305.3794147884846,,0.04139330970283119,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-04,2021-09-04,2021-09-04,0.0,1362.0417087453006,,0.043190059257524754,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-27,2021-10-27,2021-10-27,0.0,723.9458420311639,,0.022956172058319506,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_1,repaired,46,46,0,2016-02-17,2017-02-16,2017-02-16,0.0,278.8767685779394,,0.07016826906651051,,,,True,natural,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,786.3532066461786,,0.02493509660851657,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-20,2021-12-20,2021-12-20,0.0,1439.496634206571,,0.04564613883201962,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_3,active,76,76,0,2021-10-17,,2022-10-17,0.0,106.08967975203025,,0.016156444894010455,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,5538.389075314511,,0.17562116550337742,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,6570.875352708743,,0.20836109058563998,,,,True,natural,N/A,N/A,True +0000000004,718.0,0,Placeholder_Rep_4,active,352,352,0,2021-01-14,,2022-01-14,0.0,2081.241902374632,,0.0684330907504285,,,,False,,N/A,N/A,True +0000000005,718.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,429.40334448025834,,0.03913343398952485,,,,False,,N/A,N/A,True +0000000000,718.0,0,Placeholder_Rep_4,repaired,132,132,0,2016-05-13,2017-05-13,2017-05-13,0.0,11361.34118124519,,0.9961894273678794,,,,True,natural,N/A,N/A,True +0000000001,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-27,2018-07-27,2018-07-27,0.0,49376.99525227914,,1.5657342482331031,,,,True,natural,N/A,N/A,True +0000000002,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,385.71036439644604,,0.01223079542099334,,,,True,natural,N/A,N/A,True +0000000003,718.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-03-07,2019-03-07,2019-03-07,0.0,678.4969557936275,,0.021514997329833443,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-04,2019-03-04,2019-03-04,0.0,291.0097401131365,,0.00922785832423695,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,6651.2625508236015,,0.21091015191601983,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_1,repaired,88,88,0,2016-03-30,2017-03-30,2017-03-30,0.0,5008.42594168916,,0.6587260550411879,,,,True,natural,N/A,N/A,True +0000000002,2276.0,0,Placeholder_Rep_2,active,121,121,0,2021-09-02,,2022-09-02,0.0,1485.0988730714228,,0.14205491210126098,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_2,repaired,115,115,0,2016-04-26,2017-04-26,2017-04-26,0.0,1403.532161229572,,0.14125726260362037,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,731.360539006645,,0.023191290557034654,,,,True,natural,N/A,N/A,True +0000000001,2276.0,0,Placeholder_Rep_3,active,141,141,0,2021-08-13,,2022-08-13,0.0,529.2006851056775,,0.04343977254938908,,,,False,,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,3711.914142797913,,0.11770402532971565,,,,True,natural,N/A,N/A,True +0000000000,2276.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-08,2018-11-08,2018-11-08,0.0,481.0460035782285,,0.015253868708086898,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_0,repaired,196,196,0,2016-07-16,2017-07-16,2017-07-16,0.0,314.27013468598886,,0.01855809090880036,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-02,2019-03-02,2019-03-02,0.0,21730.012245136284,,0.6890541680979289,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-24,2021-12-24,2021-12-24,0.0,1804.5308554300261,,0.05722129805397089,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_1,active,79,79,0,2021-10-14,,2022-10-14,0.0,1350.050408219324,,0.1977921952970177,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-01,2019-04-01,2019-04-01,0.0,87466.89941089967,,2.77355718578449,,,,True,natural,N/A,N/A,True +0000000002,1490.0,0,Placeholder_Rep_2,active,272,272,0,2021-04-04,,2022-04-04,0.0,4515.323239294523,,0.1921348736764077,,,,False,,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_2,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,1171.547828032571,,0.27119162685939147,,,,True,natural,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,1484.6466533540918,,0.04707783654725049,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_3,repaired,364,364,0,2016-12-31,2017-12-31,2017-12-31,0.0,101505.63814287161,,3.227565315389436,,,,True,natural,N/A,N/A,True +0000000000,1490.0,0,Placeholder_Rep_4,active,73,73,0,2021-10-20,,2022-10-20,0.0,221.26493742508666,,0.03508132569525092,,,,False,,N/A,N/A,True +0000000001,1490.0,0,Placeholder_Rep_4,active,36,36,0,2021-11-26,,2022-11-26,0.0,3193.115979448821,,1.0265933575902844,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_0,repaired,92,92,0,2016-04-03,2017-04-03,2017-04-03,0.0,412.2961533087959,,0.05186898063969352,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-01,2019-01-01,2019-01-01,0.0,456.1205092593401,,0.014463486468142443,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-07-08,2021-07-08,2021-07-08,0.0,688.3932609971919,,0.021828807109246316,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,22.01961954888739,,0.0009335410539990922,,,,False,,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-19,2018-03-19,2018-03-19,0.0,201.11876089711197,,0.006377434072079907,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,733.7961874536193,,0.023268524462633788,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-26,2018-09-26,2018-09-26,0.0,4502.603781736844,,0.14277662930418708,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-05-08,2019-05-08,2019-05-08,0.0,1540.0783855921877,,0.04883556524582026,,,,True,natural,N/A,N/A,True +0000000002,1213.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-02,2021-08-02,2021-08-02,0.0,2474.5480846973937,,0.07846740501957743,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-11,2021-04-11,2021-04-11,0.0,3829.6463465557476,,0.12143728902066678,,,,True,natural,N/A,N/A,True +0000000000,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-08,2019-08-08,2019-08-08,0.0,57315.759221265755,,1.817470802297874,,,,True,natural,N/A,N/A,True +0000000001,1213.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-06,2021-09-06,2021-09-06,0.0,1184.9042122425778,,0.03757306609089858,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-03,2018-03-03,2018-03-03,0.0,1139.9909142049592,,0.03614887475282087,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-21,2018-11-21,2018-11-21,0.0,941.993093601803,,0.029870405048256055,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,801.5271019237002,,0.025416257671350206,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-04-12,2020-04-11,2020-04-11,0.0,27.577951185123275,,0.0008744910954186731,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-17,2020-10-16,2020-10-16,0.0,6030.592829530434,,0.19122884416319236,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-26,2021-08-26,2021-08-26,0.0,632.3377090165206,,0.020051297216404126,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-12,2021-09-12,2021-09-12,0.0,2516.0627407533857,,0.07978382612739046,,,,True,natural,N/A,N/A,True +0000000000,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-03,2019-12-03,2019-12-03,0.0,207.39925745768366,,0.006576587311570385,,,,True,natural,N/A,N/A,True +0000000001,306.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,593.8041884570354,,0.018829407295060732,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_0,active,96,96,0,2021-09-27,,2022-09-27,0.0,86.61546032302037,,0.010442643268111059,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-09,2018-01-09,2018-01-09,0.0,277.93370070356417,,0.008813219834587905,,stationary,2017-01-09,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-09-22,2019-09-22,2019-09-22,0.0,1643.4708124971773,,0.05211411759567407,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-25,2021-10-25,2021-10-25,0.0,809.6659766023363,,0.025674339694391687,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-29,2021-12-29,2021-12-29,0.0,16498.929759974333,,0.5231776306435291,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-05,2018-11-05,2018-11-05,0.0,945.4942391359764,,0.02998142564484958,,,,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-05,2021-04-05,2021-04-05,0.0,34062.49148749164,,1.0801145195171118,,,,True,natural,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-01-14,2021-01-13,2021-01-13,0.0,120.35859682298654,,0.003816546068714692,,,,True,natural,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_3,active,194,194,0,2021-06-21,,2022-06-21,0.0,4100.106788858564,,0.2446130911642423,,,,False,,N/A,N/A,True +0000000005,2408.0,0,Placeholder_Rep_3,active,174,174,0,2021-07-11,,2022-07-11,0.0,21171.477276474245,,1.408277277330396,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_3,repaired,50,50,0,2016-02-21,2017-02-20,2017-02-20,0.0,37475.411848261756,,8.674863853764295,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-04,2020-01-04,2020-01-04,0.0,264.74962463768,,0.008395155525040587,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-18,2020-06-17,2020-06-17,0.0,3282.807006402658,,0.1040971272958732,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,742.4610085484163,,0.02354328413712634,,,,True,natural,N/A,N/A,True +0000000003,2408.0,0,Placeholder_Rep_4,active,210,210,0,2021-06-05,,2022-06-05,0.0,1900.0032112244792,,0.10471799003662252,,,,False,,N/A,N/A,True +0000000004,2408.0,0,Placeholder_Rep_4,active,56,56,0,2021-11-06,,2022-11-06,0.0,917.5491009513779,,0.1896389510894878,,,,False,,N/A,N/A,True +0000000000,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-07,2018-02-07,2018-02-07,0.0,4106.884255182511,,0.13022844543323536,,stationary,2017-02-07,True,natural,N/A,N/A,True +0000000001,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-11-12,2019-11-12,2019-11-12,0.0,307.63766476563137,,0.009755126356089274,,,,True,natural,N/A,N/A,True +0000000002,2408.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-30,2020-08-29,2020-08-29,0.0,522.5972662263598,,0.01657145060332191,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,2230.4606043800786,,0.07072744179287413,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-29,2018-07-29,2018-07-29,0.0,266.3196643659875,,0.008444941158231465,,,,True,natural,N/A,N/A,True +0000000002,2234.0,0,Placeholder_Rep_2,active,289,289,0,2021-03-18,,2022-03-18,0.0,659.8333821240934,,0.02642546865484803,,,,False,,N/A,N/A,True +0000000003,2234.0,0,Placeholder_Rep_2,active,34,34,0,2021-11-28,,2022-11-28,0.0,384.90907785894757,,0.13102841702714718,,,,False,,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,9782.7726016348,,0.31020968422231104,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-19,2021-07-19,2021-07-19,0.0,189.48813172783127,,0.0060086292404817115,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-27,2018-04-27,2018-04-27,0.0,27.295320636234784,,0.0008655289395051618,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-18,2018-10-18,2018-10-18,0.0,4229.682578608595,,0.13412235472503153,,,,True,natural,N/A,N/A,True +0000000000,2234.0,0,Placeholder_Rep_4,repaired,85,85,0,2016-03-27,2017-03-27,2017-03-27,0.0,11419.571506879838,,1.5549525472330932,,,,True,natural,N/A,N/A,True +0000000001,2234.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-15,2020-12-14,2020-12-14,0.0,19122.592119388384,,0.6063734182961816,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-21,2019-02-21,2019-02-21,0.0,1187.7737339408739,,0.03766405802704445,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-05,2019-12-05,2019-12-05,0.0,112.21887102176922,,0.0035584370567532096,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-05-06,2020-05-05,2020-05-05,0.0,365.37686843589,,0.011586024493781393,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_1,active,273,273,0,2021-04-03,,2022-04-03,0.0,3101.976993584982,,0.13151103113489443,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,905.1291755714966,,0.028701457875808488,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-30,2018-12-30,2018-12-30,0.0,656.1476095654032,,0.020806304209963315,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_3,active,184,184,0,2021-07-01,,2022-07-01,0.0,678.26675997692,,0.04266472674975593,,,,False,,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-13,2019-05-13,2019-05-13,0.0,5327.409388349168,,0.16893104351690663,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-24,2019-10-24,2019-10-24,0.0,12320.617326738204,,0.3906842125424342,,,,True,natural,N/A,N/A,True +0000000000,1732.0,0,Placeholder_Rep_4,repaired,212,212,0,2016-08-01,2017-08-01,2017-08-01,0.0,264.61166086786557,,0.014446391338436055,,,,True,natural,N/A,N/A,True +0000000001,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,183.31956241985193,,0.0058130251908882526,,,,True,natural,N/A,N/A,True +0000000002,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-10,2020-08-09,2020-08-09,0.0,285.4005387575963,,0.00904999171605772,,,,True,natural,N/A,N/A,True +0000000003,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-08,2020-09-07,2020-09-07,0.0,170.14243156914864,,0.005395181112669604,,,,True,natural,N/A,N/A,True +0000000004,1732.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-26,2020-09-25,2020-09-25,0.0,605.9100450379821,,0.01921328148902784,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,23847.072498119825,,0.7561857083371328,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-12,2021-08-12,2021-08-12,0.0,3110.8318374237024,,0.09864383046117776,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-16,2021-09-16,2021-09-16,0.0,60.135140250312375,,0.0019068727882519143,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-14,2020-12-13,2020-12-13,0.0,1136.691012645618,,0.03604423556080727,,,,True,natural,N/A,N/A,True +0000000000,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-03-21,2020-03-20,2020-03-20,0.0,2254.517403161349,,0.07149027787802349,,,,True,natural,N/A,N/A,True +0000000001,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,57172.70245346412,,1.8129345019490144,,,,True,natural,N/A,N/A,True +0000000002,115.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-24,2021-03-24,2021-03-24,0.0,81.83704329260354,,0.0025950356193747953,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_0,repaired,272,272,0,2016-09-30,2017-09-30,2017-09-30,0.0,138.82124092152168,,0.00590708575544329,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-16,2018-01-16,2018-01-16,0.0,12668.84808863751,,0.40172653756460897,,,,True,natural,N/A,N/A,True +0000000002,231.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-02,2018-07-02,2018-07-02,0.0,3604.444573222818,,0.11429618763390466,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-06,2018-06-06,2018-06-06,0.0,1070.8910698311922,,0.03395773306161822,,,,True,natural,N/A,N/A,True +0000000001,231.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,6485.272163238585,,0.2056466312543945,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_2,repaired,16,16,0,2016-01-18,2017-01-17,2017-01-17,0.0,38.82115058197621,,0.028082429529786034,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-10-22,2021-10-22,2021-10-22,0.0,169.91602577006262,,0.005388001831876668,,,,True,natural,N/A,N/A,True +0000000000,231.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,721.2114263849993,,0.02286946430698247,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-06-22,2021-06-22,2021-06-22,0.0,1817.4385391355706,,0.057630598019265934,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,13.728619824281667,,0.0004353316788521583,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-08,2021-06-08,2021-06-08,0.0,8128.456687021163,,0.2577516706944813,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-06-18,2018-06-18,2018-06-18,0.0,853.542083507088,,0.02706564191739878,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-10-13,2018-10-13,2018-10-13,0.0,735.593652663955,,0.02332552171055159,,,,True,natural,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-02,2020-04-01,2020-04-01,0.0,1221.1119104792788,,0.03872120467019529,,,,True,natural,N/A,N/A,True +0000000003,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-05-02,2020-05-01,2020-05-01,0.0,99.12992829510299,,0.0031433894056032145,,,,True,natural,N/A,N/A,True +0000000004,423.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-02,2020-06-01,2020-06-01,0.0,3100.9767041886544,,0.09833132623632213,,,,True,natural,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_3,active,4,4,0,2021-12-28,,2022-12-28,0.0,307.3148448234526,,0.8892211945123049,,,,False,,N/A,N/A,True +0000000002,423.0,0,Placeholder_Rep_4,active,166,166,0,2021-07-19,,2022-07-19,0.0,5166.250053739953,,0.36020819763358664,,,,False,,N/A,N/A,True +0000000000,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-05,2018-08-05,2018-08-05,0.0,60.23582479698713,,0.0019100654742829504,,,,True,natural,N/A,N/A,True +0000000001,423.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-10-01,2019-10-01,2019-10-01,0.0,17.314821653950943,,0.000549049392882767,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-06-13,2020-06-12,2020-06-12,0.0,4291.047602153746,,0.1360682268567271,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-10-05,2021-10-05,2021-10-05,0.0,1896.5387576509856,,0.060138849494260065,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-28,2018-12-28,2018-12-28,0.0,6219.313584858066,,0.19721314005765048,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_2,repaired,82,82,0,2016-03-24,2017-03-24,2017-03-24,0.0,993.0863555261236,,0.140171402936727,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_2,repaired,148,148,0,2016-05-29,2017-05-29,2017-05-29,0.0,49.79538404435775,,0.003894158537002452,,,,True,natural,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-07,2018-10-07,2018-10-07,0.0,1111.1505401315871,,0.03523435249022029,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-08,2021-05-08,2021-05-08,0.0,702.2311617772548,,0.022267604064474086,,,,True,natural,N/A,N/A,True +0000000003,404.0,0,Placeholder_Rep_4,active,254,254,0,2021-04-22,,2022-04-22,0.0,989.0593053363068,,0.045068683715018355,,,,False,,N/A,N/A,True +0000000000,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-08,2018-07-08,2018-07-08,0.0,3966.1848064155724,,0.1257668951806054,,,,True,natural,N/A,N/A,True +0000000001,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-12-24,2019-12-24,2019-12-24,0.0,4191.488304889802,,0.13291122225043764,,,,True,natural,N/A,N/A,True +0000000002,404.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-27,2020-08-26,2020-08-26,0.0,12565.378624749945,,0.3984455423880627,,,,True,natural,N/A,N/A,True +0000000004,2133.0,0,Placeholder_Rep_0,active,296,296,0,2021-03-11,,2022-03-11,0.0,303.0202900286846,,0.011848578657903395,,,,False,,N/A,N/A,True +0000000005,2133.0,0,Placeholder_Rep_0,active,110,110,0,2021-09-13,,2022-09-13,0.0,1817.2358865391848,,0.19120747964427448,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-01-10,2018-01-10,2018-01-10,0.0,9965.221033065824,,0.3159950860307529,,stationary,2017-06-17,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-19,2018-11-19,2018-11-19,0.0,10116.11200967852,,0.3207798075113686,,stationary,2017-11-19,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-03-11,2019-03-11,2019-03-11,0.0,6663.229135574981,,0.21128960982924216,,stationary,2018-03-11,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-11-17,2021-11-17,2021-11-17,0.0,1343.6863459816007,,0.042608014522501285,,,,True,natural,N/A,N/A,True +0000000003,2133.0,0,Placeholder_Rep_1,active,261,261,0,2021-04-15,,2022-04-15,0.0,2713.102892148102,,0.12031284997818671,,,,False,,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-31,2018-12-31,2018-12-31,0.0,2975.916200493671,,0.09436568367876937,,stationary,2017-12-31,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-10-20,2020-10-19,2020-10-19,0.0,2300.322920518752,,0.07294276130513547,,,,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-02-05,2021-02-04,2021-02-04,0.0,6950.789094352422,,0.2204080763049347,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,2544.660287044413,,0.08069064837152501,,stationary,2017-06-17,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-15,2019-06-15,2019-06-15,0.0,4752.746658954853,,0.1507086079069905,,stationary,2018-06-15,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-17,2018-06-17,2018-06-17,0.0,609164.1976259298,,19.316469990675095,,stationary,2017-06-17,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-24,2019-02-24,2019-02-24,0.0,913.2802745116123,,0.028959927527638644,,stationary,2018-02-24,True,natural,N/A,N/A,True +0000000002,2133.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-19,2020-07-18,2020-07-18,0.0,52499.59302768653,,1.6647511741402374,,,,True,natural,N/A,N/A,True +0000000000,2133.0,0,Placeholder_Rep_4,repaired,147,147,0,2016-05-28,2017-05-28,2017-05-28,0.0,676.2005032807696,,0.05324078036665167,,,,True,natural,N/A,N/A,True +0000000001,2133.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-11-15,2020-11-14,2020-11-14,0.0,736.4271283696709,,0.02335195105180336,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_0,active,278,278,0,2021-03-29,,2022-03-29,0.0,480.92483670187187,,0.020022516849098716,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-01,2019-08-01,2019-08-01,0.0,369.57186022709476,,0.011719046810854094,,stationary,2018-08-01,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_1,repaired,55,55,0,2016-02-26,2017-02-25,2017-02-25,0.0,199.4625896081682,,0.04197445067511957,,,,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-23,2018-01-23,2018-01-23,0.0,376.44251718113446,,0.011936913913658498,,,,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-29,2019-07-29,2019-07-29,0.0,9348.860816946335,,0.29645043179053576,,stationary,2018-07-29,True,natural,N/A,N/A,True +0000000005,1984.0,0,Placeholder_Rep_2,active,252,252,0,2021-04-24,,2022-04-24,0.0,444.3825468791022,,0.020409986169858823,,,,False,,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-08-22,2018-08-22,2018-08-22,0.0,4511.9763034783045,,0.1430738300189721,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-02-07,2019-02-07,2019-02-07,0.0,4985.627600706909,,0.1580932141269314,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000002,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-06,2020-02-06,2020-02-06,0.0,134.079017363582,,0.0042516177499867455,,stationary,2019-02-06,True,natural,N/A,N/A,True +0000000003,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-09,2020-03-08,2020-03-08,0.0,4435.42418209416,,0.14064637817396497,,,,True,natural,N/A,N/A,True +0000000004,1984.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-22,2021-07-22,2021-07-22,0.0,5362.648148617829,,0.17004845727479162,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-02-25,2019-02-25,2019-02-25,0.0,197429.82850660334,,6.260458793334707,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000001,1984.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-06,2021-11-06,2021-11-06,0.0,507.0526374476434,,0.016078533658283975,,,,True,natural,N/A,N/A,True +0000000000,1984.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-27,2018-03-27,2018-03-27,0.0,509.3039045387234,,0.016149920869442013,,stationary,2018-02-25,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_0,active,34,34,0,2021-11-28,,2022-11-28,0.0,10.116415644252331,,0.003443768942079361,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-07-07,2018-07-07,2018-07-07,0.0,896.1485245597943,,0.028416683300348623,,stationary,2017-07-07,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-11-11,2018-11-11,2018-11-11,0.0,363.6432592523441,,0.011531052107190007,,,,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-18,2019-06-18,2019-06-18,0.0,9379.814622027798,,0.2974319705107749,,,,True,natural,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-17,2018-03-17,2018-03-17,0.0,1434.3850467872846,,0.04548405145824722,,stationary,2017-03-17,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-18,2020-02-18,2020-02-18,0.0,26835.3557139296,,0.850943547499036,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-11-25,2021-11-25,2021-11-25,0.0,6798.231221698901,,0.21557049789760593,,,,True,natural,N/A,N/A,True +0000000003,1304.0,0,Placeholder_Rep_3,active,95,95,0,2021-09-28,,2022-09-28,0.0,2367.4719789559113,,0.2884346952918995,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_3,repaired,72,72,0,2016-03-14,2017-03-14,2017-03-14,0.0,36.8198852262964,,0.005918834430667503,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-14,2020-01-14,2020-01-14,0.0,613.4350788018493,,0.019451898744350878,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-06-29,2020-06-28,2020-06-28,0.0,275.316328853791,,0.008730223517687437,,,,True,natural,N/A,N/A,True +0000000002,1304.0,0,Placeholder_Rep_4,active,67,67,0,2021-10-26,,2022-10-26,0.0,339.9529943076231,,0.058725987131637486,,,,False,,N/A,N/A,True +0000000000,1304.0,0,Placeholder_Rep_4,repaired,41,41,0,2016-02-12,2017-02-11,2017-02-11,0.0,93.04462587083503,,0.026265985171306183,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000001,1304.0,0,Placeholder_Rep_4,repaired,208,208,0,2016-07-28,2017-07-28,2017-07-28,0.0,147874.3356604507,,8.228406320137259,,stationary,2017-01-01,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_0,repaired,176,176,0,2016-06-26,2017-06-26,2017-06-26,0.0,45.735043093622686,,0.0030076180485599934,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-20,2019-12-20,2019-12-20,0.0,339.5865751669126,,0.010768219659021834,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_2,active,47,47,0,2021-11-15,,2022-11-15,0.0,517.0760248273385,,0.12733353645275278,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_2,repaired,342,342,0,2016-12-09,2017-12-09,2017-12-09,0.0,1822.2489541811851,,0.06166913560554693,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_2,repaired,353,353,0,2016-12-20,2017-12-20,2017-12-20,0.0,66.04816037360212,,0.0021655702567149994,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-10-06,2019-10-06,2019-10-06,0.0,135.47595535720706,,0.004295914363178813,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_3,active,108,108,0,2021-09-15,,2022-09-15,0.0,135.9232001089774,,0.014566529504134236,,,,False,,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_3,repaired,278,278,0,2016-10-06,2017-10-06,2017-10-06,0.0,449.1056108092619,,0.01869777556326863,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-03-20,2019-03-20,2019-03-20,0.0,32.200549568474315,,0.001021072728579221,,,,True,natural,N/A,N/A,True +0000000000,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-16,2018-07-16,2018-07-16,0.0,294.1018634389262,,0.009325908911685889,,,,True,natural,N/A,N/A,True +0000000001,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,4496.162093267156,,0.14257236470278906,,,,True,natural,N/A,N/A,True +0000000002,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-08-21,2019-08-21,2019-08-21,0.0,52.1048947861768,,0.0016522353750056064,,,,True,natural,N/A,N/A,True +0000000003,583.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-08,2020-01-08,2020-01-08,0.0,512.8238242338251,,0.016261536790773246,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_0,active,229,229,0,2021-05-17,,2022-05-17,0.0,106.66503290734968,,0.0053910436331144704,,,,False,,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_0,active,162,162,0,2021-07-23,,2022-07-23,0.0,1469.338533546125,,0.10497674708119892,,,,False,,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,127326.8494765544,,4.037507910849644,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-21,2018-08-21,2018-08-21,0.0,108.0935032178747,,0.003427622501835195,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-01-11,2020-01-11,2020-01-11,0.0,464.7874923479354,,0.014738314699008607,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-01-29,2018-01-29,2018-01-29,0.0,842.1494861205359,,0.026704385024116435,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-25,2018-06-25,2018-06-25,0.0,1258.1063013485284,,0.03989428910922528,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-24,2020-06-23,2020-06-23,0.0,998.8015177951519,,0.031671788362352606,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-12-30,2020-12-29,2020-12-29,0.0,2709.0589363611693,,0.08590369534377122,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-08-14,2021-08-14,2021-08-14,0.0,3521.5756185996956,,0.11166843032089344,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-07-26,2018-07-26,2018-07-26,0.0,3387.957017128014,,0.10743141226306487,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-29,2020-03-28,2020-03-28,0.0,30.470289480836975,,0.0009662065411224306,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-04,2020-04-03,2020-04-03,0.0,22776.669317938835,,0.7222434461548337,,,,True,natural,N/A,N/A,True +0000000003,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-06-27,2020-06-26,2020-06-26,0.0,907.0040394784284,,0.028760909420295168,,,,True,natural,N/A,N/A,True +0000000004,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-29,2020-11-28,2020-11-28,0.0,38.885787583973155,,0.0012330602354126445,,,,True,natural,N/A,N/A,True +0000000005,1378.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-23,2021-05-23,2021-05-23,0.0,7747.352810561008,,0.24566694604772343,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_3,repaired,274,274,0,2016-10-02,2017-10-02,2017-10-02,0.0,11.221724648343756,,0.0004740185121123849,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-09-18,2021-09-18,2021-09-18,0.0,12590.392097535423,,0.39923871440688175,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-11-28,2021-11-28,2021-11-28,0.0,2803.969322853058,,0.08891328395652771,,,,True,natural,N/A,N/A,True +0000000000,1378.0,0,Placeholder_Rep_4,repaired,187,187,0,2016-07-07,2017-07-07,2017-07-07,0.0,210.74313019327707,,0.013043618178926337,,,,True,natural,N/A,N/A,True +0000000001,1378.0,0,Placeholder_Rep_4,repaired,260,260,0,2016-09-18,2017-09-18,2017-09-18,0.0,34.68577731481129,,0.0015440605998402461,,,,True,natural,N/A,N/A,True +0000000002,1378.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-16,2020-07-15,2020-07-15,0.0,3934.835222196734,,0.12477280638624852,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-04-16,2018-04-16,2018-04-16,0.0,809.3507185270935,,0.025664342926404533,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-23,2020-02-23,2020-02-23,0.0,1008.9481756212829,,0.03199353677134966,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_2,repaired,135,135,0,2016-05-16,2017-05-16,2017-05-16,0.0,2544.382902905639,,0.21813982363731474,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,147.1868296115768,,0.004667263749732902,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-11-07,2020-11-06,2020-11-06,0.0,56.74167076053371,,0.001799266576627781,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-26,2018-10-26,2018-10-26,0.0,23592.771012440455,,0.7481218611250778,,,,True,natural,N/A,N/A,True +0000000001,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-06,2020-03-05,2020-03-05,0.0,822.4775548030955,,0.026080592174121495,,,,True,natural,N/A,N/A,True +0000000002,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-11-17,2020-11-16,2020-11-16,0.0,93995.21920902924,,2.98056884858667,,,,True,natural,N/A,N/A,True +0000000003,1973.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-04-09,2021-04-09,2021-04-09,0.0,170.71298950351076,,0.005413273386082913,,,,True,natural,N/A,N/A,True +0000000000,1973.0,0,Placeholder_Rep_4,active,155,155,0,2021-07-30,,2022-07-30,0.0,56.375196156132475,,0.004209617395171182,,,,False,,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_0,active,355,355,0,2021-01-11,,2022-01-11,0.0,3234.4187764204125,,0.10545183804187573,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-05-17,2018-05-17,2018-05-17,0.0,1129.2650884481966,,0.03580876104921983,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-20,2018-08-20,2018-08-20,0.0,141446.19503040065,,4.4852294213090005,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3133.7547874730735,,0.09937071243889756,,stationary,2018-02-14,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-10-19,2020-10-18,2020-10-18,0.0,163.8008875699575,,0.005194092071599363,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_1,active,244,244,0,2021-05-02,,2022-05-02,0.0,373.91265732833546,,0.017736445873573894,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_1,repaired,225,225,0,2016-08-14,2017-08-14,2017-08-14,0.0,2775.81614087715,,0.14278889613565585,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-22,2019-03-22,2019-03-22,0.0,42408.868808959036,,1.3447764081988531,,stationary,2018-03-22,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-07,2019-01-07,2019-01-07,0.0,18897.046592341594,,0.5992214165506593,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-08-10,2019-08-10,2019-08-10,0.0,1778.1324196687178,,0.05638420914728304,,stationary,2018-08-10,True,natural,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_3,repaired,113,113,0,2016-04-24,2017-04-24,2017-04-24,0.0,667.0353435681196,,0.06832138474763598,,,,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_3,repaired,141,141,0,2016-05-22,2017-05-22,2017-05-22,0.0,35.322483853738966,,0.0028994684014429805,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-22,2020-12-21,2020-12-21,0.0,7792.744615435154,,0.24710631073805026,,,,True,natural,N/A,N/A,True +0000000004,1908.0,0,Placeholder_Rep_4,active,212,212,0,2021-06-03,,2022-06-03,0.0,13573.752684272886,,0.7410548067496989,,,,False,,N/A,N/A,True +0000000005,1908.0,0,Placeholder_Rep_4,active,136,136,0,2021-08-18,,2022-08-18,0.0,52.53364375292527,,0.0044707962071865864,,,,False,,N/A,N/A,True +0000000000,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,17807.23781448406,,0.5646638069027161,,stationary,2018-01-07,True,natural,N/A,N/A,True +0000000001,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-02-25,2020-02-25,2020-02-25,0.0,486.4190762531992,,0.01542424772492387,,,,True,natural,N/A,N/A,True +0000000002,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-09-26,2021-09-26,2021-09-26,0.0,21550.759006401397,,0.6833700851852295,,,,True,natural,N/A,N/A,True +0000000003,1908.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-10-31,2021-10-31,2021-10-31,0.0,1074.5125526811028,,0.03407256952946165,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_0,repaired,216,216,0,2016-08-05,2017-08-05,2017-08-05,0.0,142.41199807947558,,0.007630958401892337,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-02-17,2019-02-17,2019-02-17,0.0,9955.199356092811,,0.31567730073861017,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-23,2020-04-22,2020-04-22,0.0,28030.73454422488,,0.8888487615494952,,,,True,natural,N/A,N/A,True +0000000005,1795.0,0,Placeholder_Rep_1,active,87,87,0,2021-10-06,,2022-10-06,0.0,776.9212935122096,,0.10335798391765239,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_1,repaired,61,61,0,2016-03-03,2017-03-03,2017-03-03,0.0,2.1050667215286643,,0.00039941308468591837,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_1,repaired,131,131,0,2016-05-12,2017-05-12,2017-05-12,0.0,188.80387974855768,,0.01668114572276626,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_1,repaired,191,191,0,2016-07-11,2017-07-11,2017-07-11,0.0,2473.0155000143513,,0.14985792975654155,,,,True,natural,N/A,N/A,True +0000000003,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-04,2019-06-04,2019-06-04,0.0,2072.568122683788,,0.06572070404248438,,,,True,natural,N/A,N/A,True +0000000004,1795.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-09-18,2020-09-17,2020-09-17,0.0,3214.600885625463,,0.10193432539400885,,,,True,natural,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_2,active,196,196,0,2021-06-19,,2022-06-19,0.0,271.7981826823994,,0.01605006275288167,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-08,2018-10-08,2018-10-08,0.0,141.62888200423984,,0.004491022387247585,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-10-10,2019-10-10,2019-10-10,0.0,8794.00183265717,,0.2788559688184034,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-24,2020-01-24,2020-01-24,0.0,41517.11362308158,,1.316499036754236,,,,True,natural,N/A,N/A,True +0000000002,1795.0,0,Placeholder_Rep_4,active,128,128,0,2021-08-26,,2022-08-26,0.0,73.61368913619766,,0.006656330397876669,,,,False,,N/A,N/A,True +0000000000,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-01-25,2018-01-25,2018-01-25,0.0,125.82675171522956,,0.003989940122882723,,,,True,natural,N/A,N/A,True +0000000001,1795.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-11-02,2018-11-02,2018-11-02,0.0,15633.271610967193,,0.49572779080946194,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_0,repaired,158,158,0,2016-06-08,2017-06-08,2017-06-08,0.0,4209.948447711754,,0.3083940201382848,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-09-04,2018-09-04,2018-09-04,0.0,23.605623756580055,,0.0007485294189681651,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-11-20,2018-11-20,2018-11-20,0.0,10834.367888807863,,0.343555552029676,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-01-29,2019-01-29,2019-01-29,0.0,1570.289767674718,,0.04979356188719933,,,,True,natural,N/A,N/A,True +0000000004,1066.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-28,2021-04-28,2021-04-28,0.0,309.2280777125783,,0.009805558019805247,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_1,active,182,182,0,2021-07-03,,2022-07-03,0.0,993.3486698082683,,0.0631708301414497,,,,False,,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_1,active,59,59,0,2021-11-03,,2022-11-03,0.0,1726.3451317446056,,0.3386584141055802,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_1,repaired,321,321,0,2016-11-18,2017-11-18,2017-11-18,0.0,297.2345735114188,,0.010717180595629209,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-16,2020-06-15,2020-06-15,0.0,25444.119839997304,,0.8068277473362918,,,,True,natural,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_2,repaired,211,211,0,2016-07-31,2017-07-31,2017-07-31,0.0,145.96320842079842,,0.008006582873705372,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-23,2019-06-23,2019-06-23,0.0,1338.6415066946458,,0.04244804371812043,,,,True,natural,N/A,N/A,True +0000000003,1066.0,0,Placeholder_Rep_3,active,39,39,0,2021-11-23,,2022-11-23,0.0,24.683997909789365,,0.007325497955184402,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_3,repaired,358,358,0,2016-12-25,2017-12-25,2017-12-25,0.0,211.9947614222033,,0.006853751597810731,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-01-15,2018-01-15,2018-01-15,0.0,3039.1766206205084,,0.09637165844179693,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-10,2019-04-10,2019-04-10,0.0,1049.6354866910835,,0.03328372294175176,,,,True,natural,N/A,N/A,True +0000000002,1066.0,0,Placeholder_Rep_4,active,133,133,0,2021-08-21,,2022-08-21,0.0,6556.898963548417,,0.5706017616566083,,,,False,,N/A,N/A,True +0000000000,1066.0,0,Placeholder_Rep_4,repaired,107,107,0,2016-04-18,2017-04-18,2017-04-18,0.0,19563.59205888516,,2.1161725574252723,,,,True,natural,N/A,N/A,True +0000000001,1066.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-03-19,2021-03-19,2021-03-19,0.0,11042.824286536927,,0.3501656610393495,,,,True,natural,N/A,N/A,True +0000000002,1810.0,0,Placeholder_Rep_0,active,31,31,0,2021-12-01,,2022-12-01,0.0,471.37197406805166,,0.17599013368729527,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-07,2019-04-07,2019-04-07,0.0,8557.464869030726,,0.2713554309053376,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-11-14,2019-11-14,2019-11-14,0.0,305.07290174621915,,0.00967379825425606,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_2,active,118,118,0,2021-09-05,,2022-09-05,0.0,2.782327710409529,,0.0002729056527002441,,,,False,,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,316.79852466727215,,0.010045615317962713,,,,True,natural,N/A,N/A,True +0000000001,1810.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-02,2021-05-02,2021-05-02,0.0,5875.471362127751,,0.18630997469963692,,,,True,natural,N/A,N/A,True +0000000000,1810.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-02-22,2019-02-22,2019-02-22,0.0,265.5631403153015,,0.008420951937953497,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,429.1460603773428,,0.013608132305217615,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-18,2020-07-17,2020-07-17,0.0,694.2676766261349,,0.02201508360686627,,,,True,natural,N/A,N/A,True +0000000004,952.0,0,Placeholder_Rep_1,active,229,229,0,2021-05-17,,2022-05-17,0.0,572.3860489927689,,0.028929425895235367,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_1,repaired,71,71,0,2016-03-13,2017-03-13,2017-03-13,0.0,969.2312705812421,,0.157999359445299,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-03-04,2018-03-04,2018-03-04,0.0,7987.141060635645,,0.2532705815777411,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-26,2018-12-26,2018-12-26,0.0,491.07041638369355,,0.015571740752907584,,,,True,natural,N/A,N/A,True +0000000003,952.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-07-15,2019-07-15,2019-07-15,0.0,142504.28771818517,,4.51878132033819,,,,True,natural,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-04-26,2018-04-26,2018-04-26,0.0,5.718353049675741,,0.00018132778569494357,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-09,2018-05-09,2018-05-09,0.0,6313.94821225968,,0.20021398440701674,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-06-01,2018-06-01,2018-06-01,0.0,13475.267843728834,,0.4272979402501532,,,,True,natural,N/A,N/A,True +0000000002,952.0,0,Placeholder_Rep_4,active,346,346,0,2021-01-20,,2022-01-20,0.0,521.7667372224788,,0.01745366146243038,,,,False,,N/A,N/A,True +0000000000,952.0,0,Placeholder_Rep_4,repaired,282,282,0,2016-10-10,2017-10-10,2017-10-10,0.0,3958.829973798911,,0.16248152965749402,,,,True,natural,N/A,N/A,True +0000000001,952.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,1301.655470545416,,0.04127522420552435,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_0,active,56,56,0,2021-11-06,,2022-11-06,0.0,436.4744954597999,,0.09021050253385414,,,,False,,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_0,active,43,43,0,2021-11-19,,2022-11-19,0.0,1597.634044201501,,0.4300263900197838,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-02-25,2021-02-24,2021-02-24,0.0,1773.2930973283935,,0.05623075524252897,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,13695.378603108935,,0.43427760664348475,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-23,2021-11-23,2021-11-23,0.0,735.4427007370784,,0.023320735056350787,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-11-27,2019-11-27,2019-11-27,0.0,383.49187513055693,,0.012160447587853783,,,,True,natural,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-10-09,2018-10-09,2018-10-09,0.0,3936.855418694466,,0.12483686639695796,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-11-04,2018-11-04,2018-11-04,0.0,4135.860635484627,,0.13114728042505794,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-05-23,2019-05-23,2019-05-23,0.0,32316.18458642576,,1.0247394909445002,,,,True,natural,N/A,N/A,True +0000000003,1607.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-09-26,2019-09-26,2019-09-26,0.0,5909.498327191756,,0.18738896268365537,,,,True,natural,N/A,N/A,True +0000000002,1607.0,0,Placeholder_Rep_4,active,105,105,0,2021-09-18,,2022-09-18,0.0,178.5327836537969,,0.019679539644377964,,,,False,,N/A,N/A,True +0000000000,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-04-18,2019-04-18,2019-04-18,0.0,2605.635999018045,,0.08262417551427083,,,,True,natural,N/A,N/A,True +0000000001,1607.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-12-08,2020-12-07,2020-12-07,0.0,63.87388754696356,,0.0020254276873085857,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,321.46119468999086,,0.01019346761447206,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_1,repaired,25,25,0,2016-01-27,2017-01-26,2017-01-26,0.0,748.7366447714641,,0.3466373355423445,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-06-03,2020-06-02,2020-06-02,0.0,3786.897822525122,,0.12008174221604269,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-04-16,2021-04-16,2021-04-16,0.0,6319.677328115714,,0.20039565347906246,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_2,repaired,137,137,0,2016-05-18,2017-05-18,2017-05-18,0.0,4500.992707401236,,0.38025418249875265,,,,True,natural,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_2,repaired,360,360,0,2016-12-27,2017-12-27,2017-12-27,0.0,309.4288307217085,,0.009948200576186615,,,,True,natural,N/A,N/A,True +0000000002,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-03-03,2020-03-02,2020-03-02,0.0,3943.799200833939,,0.1250570522841812,,,,True,natural,N/A,N/A,True +0000000003,2297.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-09-07,2020-09-06,2020-09-06,0.0,834.0594665950621,,0.026447852187819063,,,,True,natural,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_3,active,252,252,0,2021-04-24,,2022-04-24,0.0,4341.82785211222,,0.19941522689374908,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_3,active,204,204,0,2021-06-11,,2022-06-11,0.0,6350.256759104169,,0.36028599078069223,,,,False,,N/A,N/A,True +0000000001,2297.0,0,Placeholder_Rep_4,active,165,165,0,2021-07-20,,2022-07-20,0.0,54.587071768599344,,0.003829059467494342,,,,False,,N/A,N/A,True +0000000000,2297.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,1594.6401692047446,,0.050565708054437615,,,,True,natural,N/A,N/A,True +0000000003,2098.0,0,Placeholder_Rep_0,active,223,223,0,2021-05-23,,2022-05-23,0.0,1678.4983523167891,,0.08711688010280627,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-04-08,2018-04-08,2018-04-08,0.0,161.39966882032672,,0.005117949924541055,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-15,2018-08-15,2018-08-15,0.0,4211.203543944441,,0.13353638837977044,,,,True,natural,N/A,N/A,True +0000000002,2098.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-06,2019-06-06,2019-06-06,0.0,556.2789885786842,,0.017639491012769033,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-02-14,2019-02-14,2019-02-14,0.0,3807.9614977762253,,0.12074966697666874,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-11-29,2021-11-29,2021-11-29,0.0,10180.99296942849,,0.3228371692487471,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_2,active,319,319,0,2021-02-16,,2022-02-16,0.0,125.9219880878968,,0.004568747390858905,,,,False,,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-05-03,2021-05-03,2021-05-03,0.0,688.4197005088748,,0.021829645500661934,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,138.30746868490078,,0.004385701061799238,,,,True,natural,N/A,N/A,True +0000000001,2098.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,614.9325411010951,,0.019499382962363494,,,,True,natural,N/A,N/A,True +0000000000,2098.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-09-16,2020-09-15,2020-09-15,0.0,2928.4438808686996,,0.09286034629847474,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_0,repaired,44,44,0,2016-02-15,2017-02-14,2017-02-14,0.0,17519.80456326871,,4.608534449513024,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_0,repaired,301,301,0,2016-10-29,2017-10-29,2017-10-29,0.0,3192.222448762891,,0.12274757170399944,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-05-28,2018-05-28,2018-05-28,0.0,1562.2767412476703,,0.04953947048603724,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-03-13,2019-03-13,2019-03-13,0.0,141.07432874838923,,0.004473437618860643,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-05-04,2019-05-04,2019-05-04,0.0,661.0627677391321,,0.020962162853219564,,,,True,natural,N/A,N/A,True +0000000003,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-01-06,2020-01-06,2020-01-06,0.0,92357.6494335337,,2.928641851646807,,,,True,natural,N/A,N/A,True +0000000004,46.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-08-26,2020-08-25,2020-08-25,0.0,4323.478095729112,,0.13709659106193278,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_2,repaired,123,123,0,2016-05-04,2017-05-04,2017-05-04,0.0,199.00934931695278,,0.018726414231119464,,,,True,natural,N/A,N/A,True +0000000002,46.0,0,Placeholder_Rep_3,active,215,215,0,2021-05-31,,2022-05-31,0.0,73.10626498102593,,0.003935522447298984,,,,False,,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-05-13,2018-05-13,2018-05-13,0.0,2024.3239499930673,,0.06419089136203282,,,,True,natural,N/A,N/A,True +0000000001,46.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-12-05,2018-12-05,2018-12-05,0.0,190.36812771858706,,0.006036533730295125,,,,True,natural,N/A,N/A,True +0000000000,46.0,0,Placeholder_Rep_4,active,140,140,0,2021-08-14,,2022-08-14,0.0,1261.2643809254996,,0.10427119551302079,,,,False,,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_0,active,357,357,0,2021-01-09,,2022-01-09,0.0,176.56915456993923,,0.005724438303050732,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-09,2020-07-08,2020-07-08,0.0,842.6451608569839,,0.02672010276690081,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-09-24,2021-09-24,2021-09-24,0.0,65.23824708467633,,0.0020686912444405226,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_1,active,336,336,0,2021-01-30,,2022-01-30,0.0,334.1709354921126,,0.01151106893091768,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-06-26,2021-06-26,2021-06-26,0.0,1790.8148571284762,,0.05678636660097908,,,,True,natural,N/A,N/A,True +0000000003,393.0,0,Placeholder_Rep_2,active,263,263,0,2021-04-13,,2022-04-13,0.0,885.5406570085185,,0.03897077247080158,,,,False,,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-04,2018-12-04,2018-12-04,0.0,2178.313205143598,,0.06907385861059101,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-06-21,2019-06-21,2019-06-21,0.0,1004.5248399899456,,0.03185327371860558,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-07-24,2020-07-23,2020-07-23,0.0,1402.7933711028359,,0.0444822859938748,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_3,repaired,52,52,0,2016-02-23,2017-02-22,2017-02-22,0.0,19.193511577621027,,0.004272060091172771,,,,True,natural,N/A,N/A,True +0000000000,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-02-01,2018-02-01,2018-02-01,0.0,708.3524902584726,,0.022461710117277794,,,,True,natural,N/A,N/A,True +0000000001,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-05-10,2018-05-10,2018-05-10,0.0,9043.698218701946,,0.286773789278981,,,,True,natural,N/A,N/A,True +0000000002,393.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-07-20,2018-07-20,2018-07-20,0.0,21713.18628491171,,0.6885206203992805,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-03-30,2018-03-30,2018-03-30,0.0,1117.2601646272744,,0.035428087412077446,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,7028.674919939083,,0.2228778196327715,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-07-06,2020-07-05,2020-07-05,0.0,8339.086730758945,,0.2644307055669376,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-11-25,2020-11-24,2020-11-24,0.0,1080.2095925481265,,0.03425322147856819,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_2,repaired,154,154,0,2016-06-04,2017-06-04,2017-06-04,0.0,222.44102484750707,,0.016717849991545443,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_2,repaired,230,230,0,2016-08-19,2017-08-19,2017-08-19,0.0,183.337063881595,,0.009225898947342742,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-03-28,2018-03-28,2018-03-28,0.0,4860.451667351192,,0.15412391131884803,,,,True,natural,N/A,N/A,True +0000000003,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-15,2018-09-15,2018-09-15,0.0,27.282555424183013,,0.0008651241572863715,,,,True,natural,N/A,N/A,True +0000000004,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-07-31,2019-07-31,2019-07-31,0.0,21.4706619457987,,0.000680830224055007,,,,True,natural,N/A,N/A,True +0000000005,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-02-28,2020-02-28,2020-02-28,0.0,394.050443874569,,0.012495257606372686,,,,True,natural,N/A,N/A,True +0000000006,1734.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-07-13,2021-07-13,2021-07-13,0.0,306.2792297297636,,0.009712050663678449,,,,True,natural,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-25,2018-07-25,2018-07-25,0.0,3486.2728492374513,,0.11054898684796585,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-01-06,2019-01-06,2019-01-06,0.0,345.49188618308693,,0.010955475842944156,,,,True,natural,N/A,N/A,True +0000000002,1734.0,0,Placeholder_Rep_4,active,219,219,0,2021-05-27,,2022-05-27,0.0,114.84204803613926,,0.0060693624236924605,,,,False,,N/A,N/A,True +0000000000,1734.0,0,Placeholder_Rep_4,repaired,168,168,0,2016-06-18,2017-06-18,2017-06-18,0.0,10042.859641511066,,0.6918857226570123,,,,True,natural,N/A,N/A,True +0000000001,1734.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-01-18,2021-01-17,2021-01-17,0.0,4108.174934618505,,0.13026937260966848,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-10,2018-08-10,2018-08-10,0.0,35.86842777719354,,0.0011373803835994906,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-07-04,2019-07-04,2019-07-04,0.0,3076.0850678820157,,0.09754201762690308,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_1,active,360,360,0,2021-01-06,,2022-01-06,0.0,127.90722551049916,,0.004112243618521706,,,,False,,N/A,N/A,True +0000000003,1555.0,0,Placeholder_Rep_1,active,279,279,0,2021-03-28,,2022-03-28,0.0,5050.208802107944,,0.20950355112952773,,,,False,,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_1,repaired,324,324,0,2016-11-21,2017-11-21,2017-11-21,0.0,6673.892198511126,,0.2384077860122001,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-03-08,2021-03-08,2021-03-08,0.0,871.7875687105059,,0.027644202457842017,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-05-25,2018-05-25,2018-05-25,0.0,890.4928016184193,,0.02823734150235982,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-09-17,2018-09-17,2018-09-17,0.0,14002.24812557954,,0.44400837536718474,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-11-19,2019-11-19,2019-11-19,0.0,2335.804471554177,,0.0740678739077301,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-19,2020-04-18,2020-04-18,0.0,5663.791131964759,,0.17959763863409306,,,,True,natural,N/A,N/A,True +0000000002,1555.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-08-16,2021-08-16,2021-08-16,0.0,1094.8541694693017,,0.0347175979664289,,,,True,natural,N/A,N/A,True +0000000000,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-06-10,2018-06-10,2018-06-10,0.0,130749.79655082255,,4.146048850546123,,,,True,natural,N/A,N/A,True +0000000001,1555.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-05-26,2020-05-25,2020-05-25,0.0,8122.239789645311,,0.25755453417190866,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_0,repaired,241,241,0,2016-08-30,2017-08-30,2017-08-30,0.0,5413.297731020317,,0.2599747258250882,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-08-03,2019-08-03,2019-08-03,0.0,825.757926506388,,0.026184612078462326,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-07-14,2020-07-13,2020-07-13,0.0,3906.964550323199,,0.12388903317869097,,,,True,natural,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-10,2020-09-09,2020-09-09,0.0,3056.1827865393557,,0.09691092042552496,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_1,active,354,354,0,2021-01-12,,2022-01-12,0.0,116361.8809023131,,3.8044661835083535,,,,False,,N/A,N/A,True +0000000003,1350.0,0,Placeholder_Rep_1,active,347,347,0,2021-01-19,,2022-01-19,0.0,601.644927939947,,0.020067674242846986,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-08-17,2018-08-17,2018-08-17,0.0,2304.823170754433,,0.07308546330398379,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-06-02,2019-06-02,2019-06-02,0.0,128199.0815746652,,4.0651662092423,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-16,2020-04-15,2020-04-15,0.0,313.7996372060171,,0.009950521220383595,,,,True,natural,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-09-16,2018-09-16,2018-09-16,0.0,156.25846453352608,,0.004954923406060568,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-04-21,2019-04-21,2019-04-21,0.0,2618.6186857424314,,0.0830358538096915,,,,True,natural,N/A,N/A,True +0000000002,1350.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-10-31,2020-10-30,2020-10-30,0.0,4462.662822277572,,0.14151010978810158,,,,True,natural,N/A,N/A,True +0000000001,1350.0,0,Placeholder_Rep_4,active,339,339,0,2021-01-27,,2022-01-27,0.0,145.4580162112749,,0.004966200160168623,,,,False,,N/A,N/A,True +0000000000,1350.0,0,Placeholder_Rep_4,repaired,341,341,0,2016-12-08,2017-12-08,2017-12-08,0.0,615.2860023458802,,0.02088377058032883,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-12-13,2018-12-13,2018-12-13,0.0,118.205942060253,,0.0037482858339755514,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_1,active,128,128,0,2021-08-26,,2022-08-26,0.0,388.85201369115674,,0.035160953205580575,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-06-09,2018-06-09,2018-06-09,0.0,135.30730308938288,,0.004290566434848518,,,,True,natural,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_2,repaired,365,365,0,2017-12-01,2018-12-01,2018-12-01,0.0,811.3690292338324,,0.025728343139073833,,,,True,natural,N/A,N/A,True +0000000007,2035.0,0,Placeholder_Rep_3,active,176,176,0,2021-07-09,,2022-07-09,0.0,400.27047639390435,,0.026322500815045266,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_3,repaired,100,100,0,2016-04-11,2017-04-11,2017-04-11,0.0,3999.8382401410286,,0.4629442407570634,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-07-30,2018-07-30,2018-07-30,0.0,207.0141434872412,,0.006564375427677613,,,,True,natural,N/A,N/A,True +0000000002,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2018-07-03,2019-07-03,2019-07-03,0.0,20049.289442299647,,0.6357587976376092,,,,True,natural,N/A,N/A,True +0000000003,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-09,2020-01-09,2020-01-09,0.0,8303.52605191897,,0.26330308383812057,,,,True,natural,N/A,N/A,True +0000000004,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-03-30,2020-03-29,2020-03-29,0.0,559.353224984556,,0.01773697440970814,,,,True,natural,N/A,N/A,True +0000000005,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-15,2020-04-14,2020-04-14,0.0,657.6388811153274,,0.02085359212060272,,,,True,natural,N/A,N/A,True +0000000006,2035.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-02-24,2021-02-23,2021-02-23,0.0,452.8493434169464,,0.014359758479735741,,,,True,natural,N/A,N/A,True +0000000001,2035.0,0,Placeholder_Rep_4,active,192,192,0,2021-06-23,,2022-06-23,0.0,205.32255043598613,,0.012377179207416216,,,,False,,N/A,N/A,True +0000000000,2035.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-07-06,2021-07-06,2021-07-06,0.0,4194.694355081976,,0.13301288543512102,,,,True,natural,N/A,N/A,True +0000000005,1890.0,0,Placeholder_Rep_0,active,175,175,0,2021-07-10,,2022-07-10,0.0,3175.037534416031,,0.20998925492169515,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_0,repaired,298,298,0,2016-10-26,2017-10-26,2017-10-26,0.0,5057.975678349195,,0.1964476012284518,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-06-04,2018-06-04,2018-06-04,0.0,605.7683312538863,,0.019208787774412935,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-12-09,2019-12-09,2019-12-09,0.0,252.41141814368305,,0.008003913563663211,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-09,2020-09-08,2020-09-08,0.0,352.6052779290064,,0.01118104001550629,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_0,repaired,365,365,0,2020-01-06,2021-01-05,2021-01-05,0.0,60.430262549981336,,0.0019162310549841874,,,,True,natural,N/A,N/A,True +0000000004,1890.0,0,Placeholder_Rep_1,active,214,214,0,2021-06-01,,2022-06-01,0.0,5287.332153889336,,0.28596249534275137,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_1,repaired,77,77,0,2016-03-19,2017-03-19,2017-03-19,0.0,60.253433321317935,,0.009056853252963855,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2018-11-28,2019-11-28,2019-11-28,0.0,111019.62048521034,,3.5204090717025096,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-10,2020-02-10,2020-02-10,0.0,16421.48074395124,,0.5207217384560895,,,,True,natural,N/A,N/A,True +0000000003,1890.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-01-10,2021-01-09,2021-01-09,0.0,1971.8401243530573,,0.06252664016847594,,,,True,natural,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-08-27,2021-08-27,2021-08-27,0.0,275.56718387984625,,0.008738178078381731,,,,True,natural,N/A,N/A,True +0000000002,1890.0,0,Placeholder_Rep_3,active,210,210,0,2021-06-05,,2022-06-05,0.0,413.29802512415887,,0.02277877122597877,,,,False,,N/A,N/A,True +0000000000,1890.0,0,Placeholder_Rep_3,repaired,290,290,0,2016-10-18,2017-10-18,2017-10-18,0.0,265.5882766232574,,0.010599787540838818,,,,True,natural,N/A,N/A,True +0000000001,1890.0,0,Placeholder_Rep_3,repaired,365,365,0,2017-02-15,2018-02-15,2018-02-15,0.0,201.09784307739238,,0.006376770772367845,,,,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_0,repaired,29,29,0,2016-01-31,2017-01-30,2017-01-30,0.0,57.614966715236626,,0.022994479053015892,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-02-22,2018-02-22,2018-02-22,0.0,389.0176791047597,,0.012335669682418811,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-06-29,2019-06-29,2019-06-29,0.0,2.5376842902880083,,8.046944096550001e-05,,,,True,natural,N/A,N/A,True +0000000003,2220.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-02,2019-10-02,2019-10-02,0.0,1316.760756105917,,0.0417542096685032,,,,True,natural,N/A,N/A,True +0000000002,2220.0,0,Placeholder_Rep_1,active,302,302,0,2021-03-05,,2022-03-05,0.0,35104.2098951637,,1.3453600186704262,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_1,repaired,4,4,0,2016-01-06,2017-01-05,2017-01-05,0.0,974.6614005847061,,2.820200811877043,,,,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-05-28,2020-05-27,2020-05-27,0.0,7091.003545293732,,0.22485424737740142,,stationary,2020-05-22,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_2,active,123,123,0,2021-08-31,,2022-08-31,0.0,834.8674610233571,,0.07855949460096329,,,,False,,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-05-22,2021-05-22,2021-05-22,0.0,130981.7942641522,,4.153405449776515,,stationary,2020-05-22,True,natural,N/A,N/A,True +0000000000,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-08-05,2020-08-04,2020-08-04,0.0,144592.28682485744,,4.5849913376730544,,stationary,2020-05-22,True,natural,N/A,N/A,True +0000000001,2220.0,0,Placeholder_Rep_4,repaired,365,365,0,2020-06-03,2021-06-03,2021-06-03,0.0,714.599260313924,,0.022659793896306568,,stationary,2020-06-03,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-10-25,2019-10-25,2019-10-25,0.0,750.8236934864631,,0.02380846313693756,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-04-05,2020-04-04,2020-04-04,0.0,431.53998892524965,,0.01368404328149574,,,,True,natural,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2019-02-19,2020-02-19,2020-02-19,0.0,10465.725486353274,,0.33186597813144575,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_1,repaired,365,365,0,2020-12-11,2021-12-11,2021-12-11,0.0,1686.3421880265423,,0.05347355999576808,,,,True,natural,N/A,N/A,True +0000000005,2167.0,0,Placeholder_Rep_2,active,36,36,0,2021-11-26,,2022-11-26,0.0,101.17437357597227,,0.03252776928239849,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_2,repaired,335,335,0,2016-12-02,2017-12-02,2017-12-02,0.0,10935.073300382062,,0.37780103995239295,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2018-01-04,2019-01-04,2019-01-04,0.0,286.31455400123735,,0.009078974949303568,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2019-04-09,2020-04-08,2020-04-08,0.0,3322.1096092317407,,0.10534340465600395,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-18,2021-04-18,2021-04-18,0.0,962.2262715757171,,0.030511994912979356,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-12-15,2021-12-15,2021-12-15,0.0,5651.272698710097,,0.17920068171962508,,,,True,natural,N/A,N/A,True +0000000004,2167.0,0,Placeholder_Rep_3,active,205,205,0,2021-06-10,,2022-06-10,0.0,701.4286454337182,,0.03960188829232826,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_3,repaired,18,18,0,2016-01-20,2017-01-19,2017-01-19,0.0,43.06357425151434,,0.02769005546007866,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_3,repaired,138,138,0,2016-05-19,2017-05-19,2017-05-19,0.0,1056.1930185057395,,0.08858301617902405,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-12-23,2020-12-22,2020-12-22,0.0,211.96959816746875,,0.0067215118647726,,,,True,natural,N/A,N/A,True +0000000003,2167.0,0,Placeholder_Rep_3,repaired,365,365,0,2020-12-25,2021-12-25,2021-12-25,0.0,736.615263436038,,0.023357916775622718,,,,True,natural,N/A,N/A,True +0000000002,2167.0,0,Placeholder_Rep_4,active,127,127,0,2021-08-27,,2022-08-27,0.0,138.35400973624115,,0.012608815410491503,,,,False,,N/A,N/A,True +0000000000,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-08-12,2018-08-12,2018-08-12,0.0,1478.5760908855636,,0.046885340274149014,,,,True,natural,N/A,N/A,True +0000000001,2167.0,0,Placeholder_Rep_4,repaired,365,365,0,2018-06-22,2019-06-22,2019-06-22,0.0,125.3935660520902,,0.0039762038956142245,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_0,repaired,365,365,0,2019-09-15,2020-09-14,2020-09-14,0.0,9514.780223192243,,0.3017117016486632,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_1,repaired,365,365,0,2017-12-27,2018-12-27,2018-12-27,0.0,11702.565446818899,,0.37108591599501833,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_2,active,164,164,0,2021-07-21,,2022-07-21,0.0,583.8432967321357,,0.04120393636603261,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-04-21,2021-04-21,2021-04-21,0.0,13571.879341287799,,0.430361470740988,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-09-13,2021-09-13,2021-09-13,0.0,245.30829730423025,,0.007778675079408619,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_2,repaired,365,365,0,2020-10-13,2021-10-13,2021-10-13,0.0,928.8523284566132,,0.029453714118994584,,,,True,natural,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_3,repaired,94,94,0,2016-04-05,2017-04-05,2017-04-05,0.0,452.41267073357227,,0.05570486982042605,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_3,repaired,105,105,0,2016-04-16,2017-04-16,2017-04-16,0.0,1323.495602077695,,0.14588796319198577,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-01-25,2020-01-25,2020-01-25,0.0,58.44083516479751,,0.0018531467264332035,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_3,repaired,365,365,0,2019-04-24,2020-04-23,2020-04-23,0.0,588.7530958576018,,0.018669238199441964,,,,True,natural,N/A,N/A,True +0000000003,630.0,0,Placeholder_Rep_4,active,221,221,0,2021-05-25,,2022-05-25,0.0,1512.049755942698,,0.07918812614916929,,,,False,,N/A,N/A,True +0000000000,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2017-03-05,2018-03-05,2018-03-05,0.0,4017.6064286186893,,0.12739746412413397,,,,True,natural,N/A,N/A,True +0000000001,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-01-22,2020-01-22,2020-01-22,0.0,3685.059533897399,,0.11685247126767499,,,,True,natural,N/A,N/A,True +0000000002,630.0,0,Placeholder_Rep_4,repaired,365,365,0,2019-07-20,2020-07-19,2020-07-19,0.0,8197.82323963828,,0.25995126964860094,,,,True,natural,N/A,N/A,True +0000000000,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2017-08-31,2018-08-31,2018-08-31,0.0,138.74990843349423,,0.004399730734192486,,,,True,natural,N/A,N/A,True +0000000001,448.0,0,Placeholder_Rep_0,repaired,365,365,0,2018-04-15,2019-04-15,2019-04-15,0.0,650.5662194535996,,0.020629319490537784,,,,True,natural,N/A,N/A,True +0000000005,448.0,0,Placeholder_Rep_1,active,161,161,0,2021-07-24,,2022-07-24,0.0,10341.205018612096,,0.7434153596310743,,,,False,,N/A,N/A,True 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ID,"""Measured"" Rate (g/s)",Start Date,End Date,"""Estimated"" Volume Emitted (Kg Methane)" +299.0,0.033970368488460155,2020-04-03,2020-04-04,2.9350398374029574 +299.0,0.01988772675871091,2020-02-03,2020-02-04,1.718299591952623 +299.0,0.012086760529391016,2021-01-10,2021-01-11,1.044296109739384 +299.0,0.0015749149902723153,2021-12-06,2021-12-07,0.13607265515952804 +299.0,0.04213172489879196,2018-06-16,2018-06-17,3.6401810312556258 +299.0,0.2208125765587238,2019-04-03,2019-04-04,19.07820661467374 +299.0,0.0028058038893589636,2019-08-28,2019-08-29,0.24242145604061446 +299.0,0.018004189180139837,2020-07-02,2020-07-03,1.555561945164082 +299.0,0.49909389357422296,2017-01-19,2017-01-20,43.12171240481287 +299.0,0.19678074169860757,2020-01-01,2020-01-02,17.001856082759694 +299.0,0.3513775208204673,2017-04-28,2017-04-29,30.359017798888377 +299.0,0.07601601473419513,2018-09-23,2018-09-24,6.56778367303446 +299.0,0.010702538976183928,2019-06-05,2019-06-06,0.9246993675422914 +1157.0,1.0206657355912379,2017-01-25,2017-01-26,88.18551955508296 +1157.0,1.1286706090631045,2019-02-08,2019-02-09,97.51714062305223 +1157.0,0.6552478135279561,2021-02-15,2021-02-16,56.61341108881541 +1157.0,0.0023038272999544853,2021-07-21,2021-07-22,0.19905067871606755 +1157.0,0.49238445395711494,2019-01-18,2019-01-19,42.542016821894734 +1157.0,0.005167781265081955,2019-10-03,2019-10-04,0.446496301303081 +1157.0,0.4943042914859139,2021-08-14,2021-08-15,42.70789078438297 +1157.0,0.017426055769835132,2017-01-19,2017-01-20,1.5056112185137556 +1157.0,2.3057137741228626,2017-03-26,2017-03-27,199.21367008421535 +1157.0,0.027701227744858784,2019-10-06,2019-10-07,2.393386077155799 +1157.0,0.006741599868636516,2020-05-21,2020-05-22,0.582474228650195 +1157.0,0.010009455163487118,2021-06-21,2021-06-22,0.864816926125287 +1157.0,0.023813759793628878,2017-01-19,2017-01-20,2.057508846169535 +1157.0,0.02781919195436559,2018-01-08,2018-01-09,2.4035781848571873 +1157.0,0.2405888886893481,2017-01-19,2017-01-20,20.78687998275968 +1157.0,0.04509683525630176,2020-05-21,2020-05-22,3.896366566144472 +1157.0,11.679143500453208,2021-01-04,2021-01-05,1009.0779984391572 +131.0,0.00011063310467166399,2017-06-27,2017-06-28,0.009558700243631769 +131.0,0.070508518766722,2017-08-17,2017-08-18,6.091936021444781 +131.0,0.07077103278422467,2018-09-17,2018-09-18,6.114617232557012 +131.0,0.01029177710569251,2021-10-07,2021-10-08,0.889209541931833 +131.0,1.133550961280099,2018-01-26,2018-01-27,97.93880305460056 +131.0,0.014900679174500766,2021-05-28,2021-05-29,1.2874186806768664 +131.0,0.0452356315733029,2020-08-10,2020-08-11,3.9083585679333703 +131.0,0.019462321681441457,2021-04-04,2021-04-05,1.681544593276542 +131.0,0.011589716398901578,2021-12-27,2021-12-28,1.0013514968650965 +442.0,0.011219234549920552,2019-08-20,2019-08-21,0.9693418651131357 +442.0,0.015800358845722198,2020-03-20,2020-03-21,1.365151004270398 +442.0,0.059474550073110956,2018-07-20,2018-07-21,5.138601126316787 +442.0,0.04281654204798544,2020-02-01,2020-02-02,3.6993492329459423 +442.0,0.24783012842858954,2021-11-01,2021-11-02,21.41252309623014 +442.0,0.023994564949898163,2019-06-18,2019-06-19,2.0731304116712015 +442.0,0.03187505469404374,2020-08-08,2020-08-09,2.7540047255653795 +442.0,0.10707029859900781,2018-02-02,2018-02-03,9.250873798954276 +442.0,0.08312566396865016,2019-06-06,2019-06-07,7.1820573668913745 +442.0,0.004515773255627496,2017-09-14,2017-09-15,0.39016280928621566 +442.0,0.2407593549938991,2019-01-04,2019-01-05,20.801608271472883 +442.0,0.19015805966893853,2020-10-16,2020-10-17,16.42965635539629 +442.0,0.010797278311447816,2021-12-04,2021-12-05,0.9328848461090914 +442.0,0.0385349109190447,2021-12-19,2021-12-20,3.3294163034054622 +2453.0,0.04449024841136143,2021-06-25,2021-06-26,3.8439574627416278 +2453.0,0.1066680825151274,2017-01-20,2017-01-21,9.216122329307007 +2453.0,0.1066680825151274,2017-01-20,2017-01-21,9.216122329307007 +2453.0,8.985104431141664e-05,2019-05-16,2019-05-17,0.007763130228506399 +2453.0,0.053378969115122014,2017-01-23,2017-01-24,4.611942931546542 +2453.0,0.5611521732951334,2018-02-23,2018-02-24,48.48354777269953 +2453.0,0.5340879683515993,2018-11-29,2018-11-30,46.145200465578185 +2453.0,0.0007891083403910584,2019-06-27,2019-06-28,0.06817896060978745 +2453.0,0.15441468767636557,2020-04-25,2020-04-26,13.341429015237987 +2453.0,3.904031848662141,2017-01-20,2017-01-21,337.30835172440896 +2453.0,3.904031848662141,2017-01-20,2017-01-21,337.30835172440896 +2453.0,0.0006240214900569564,2018-04-06,2018-04-07,0.05391545674092103 +2453.0,0.9832581855210742,2020-01-14,2020-01-15,84.95350722902081 +2453.0,0.21643855302618414,2021-05-17,2021-05-18,18.70029098146231 +2453.0,0.10541908800920552,2017-01-26,2017-01-27,9.108209203995358 +2453.0,0.041930034505744576,2017-10-02,2017-10-03,3.6227549812963318 +2453.0,0.022795404451674092,2017-11-22,2017-11-23,1.9695229446246416 +2453.0,0.48463627340877147,2018-08-25,2018-08-26,41.87257402251786 +2453.0,0.11600179520035322,2018-10-30,2018-10-31,10.02255510531052 +2453.0,0.020364426124585694,2018-11-23,2018-11-24,1.7594864171642042 +2453.0,0.016313730989597586,2019-07-21,2019-07-22,1.4095063575012317 +2453.0,0.029281654545033627,2019-09-28,2019-09-29,2.5299349526909056 +2453.0,0.6524811179461,2019-12-27,2019-12-28,56.37436859054304 +2453.0,0.0256915071117014,2021-09-08,2021-09-09,2.219746214451001 +1020.0,0.1300653530703307,2019-04-25,2019-04-26,11.237646505276574 +1020.0,0.09948564662097002,2021-02-10,2021-02-11,8.59555986805181 +1020.0,1.720267870261124,2021-05-14,2021-05-15,148.63114399056113 +1020.0,0.07358790657352553,2021-09-23,2021-09-24,6.357995127952606 +1020.0,0.26526001776444097,2017-12-16,2017-12-17,22.9184655348477 +1020.0,0.02537804560381507,2018-11-26,2018-11-27,2.192663140169622 +1020.0,0.04801053854412123,2019-04-28,2019-04-29,4.148110530212075 +1020.0,0.001612818456777809,2020-03-26,2020-03-27,0.1393475146656027 +1020.0,0.6651939916265347,2021-02-19,2021-02-20,57.472760876532604 +1020.0,0.6788871181399575,2018-12-08,2018-12-09,58.65584700729233 +1020.0,0.22715107278199237,2019-05-19,2019-05-20,19.62585268836414 +1020.0,0.0022719935900039263,2017-02-28,2017-03-01,0.19630024617633923 +1020.0,0.0652709333595909,2018-12-02,2018-12-03,5.639408642268655 +1020.0,0.04613540628670941,2018-12-05,2018-12-06,3.9860991031716932 +1020.0,0.013090409365366226,2019-10-25,2019-10-26,1.131011369167642 +1020.0,0.005950473978728199,2020-01-14,2020-01-15,0.5141209517621164 +1020.0,0.8287152479534792,2017-01-20,2017-01-21,71.6009974231806 +1020.0,0.8287152479534792,2017-01-20,2017-01-21,71.6009974231806 +1020.0,0.032892282163514884,2019-01-04,2019-01-05,2.8418931789276862 +1020.0,0.004017311801285916,2021-05-17,2021-05-18,0.3470957396311032 +1020.0,0.06510443491219642,2021-11-28,2021-11-29,5.625023176413771 +1008.0,0.006596997448211063,2020-01-06,2020-01-07,0.5699805795254359 +1008.0,0.014135039654826688,2020-05-02,2020-05-03,1.221267426177026 +1008.0,0.0003913242893224619,2020-12-01,2020-12-02,0.03381041859746071 +1008.0,0.5553159584768114,2021-07-29,2021-07-30,47.97929881239651 +1008.0,0.0011091263434472875,2020-09-14,2020-09-15,0.09582851607384565 +1008.0,0.30765763850892164,2017-01-21,2017-01-22,26.58161996717083 +1008.0,0.00845091666220104,2019-08-15,2019-08-16,0.7301591996141699 +1008.0,0.19528853124909135,2021-01-03,2021-01-04,16.872929099921492 +1008.0,0.3207455331250443,2017-04-30,2017-05-01,27.712414062003827 +1008.0,0.08044589652380468,2018-05-07,2018-05-08,6.950525459656725 +1008.0,0.20969291729936912,2021-09-03,2021-09-04,18.117468054665494 +1008.0,0.029643976267902678,2017-02-02,2017-02-03,2.5612395495467917 +1008.0,0.029643976267902678,2017-02-02,2017-02-03,2.5612395495467917 +1196.0,0.6722822219498545,2017-05-27,2017-05-28,58.085183976467434 +1196.0,0.007301758232210292,2019-04-14,2019-04-15,0.6308719112629693 +1196.0,0.0031479880344203437,2021-01-03,2021-01-04,0.27198616617391774 +1196.0,0.003968341917985046,2017-01-24,2017-01-25,0.34286474171390796 +1196.0,0.018920150541777293,2017-12-02,2017-12-03,1.6347010068095582 +1196.0,0.16500277214810943,2018-06-18,2018-06-19,14.256239513596656 +1196.0,0.024671043695872728,2020-06-16,2020-06-17,2.131578175323404 +1196.0,0.09661459236475872,2021-07-26,2021-07-27,8.347500780315155 +1196.0,0.03727923812792592,2021-03-10,2021-03-11,3.2209261742527997 +1196.0,0.1736683835223076,2021-04-12,2021-04-13,15.004948336327377 +1196.0,0.1705005083766417,2017-01-21,2017-01-22,14.731243923741845 +1196.0,0.0199596615139657,2018-06-12,2018-06-13,1.7245147548066366 +1196.0,0.08041714058176756,2020-02-14,2020-02-15,6.948040946264718 +1196.0,1.1571064491548886,2020-09-23,2020-09-24,99.97399720698238 +539.0,0.009294723937403104,2018-07-27,2018-07-28,0.8030641481916283 +539.0,0.056808169156276345,2021-06-26,2021-06-27,4.908225815102276 +539.0,0.010747501874695501,2017-08-25,2017-08-26,0.9285841619736914 +539.0,0.02676434776053301,2018-12-24,2018-12-25,2.312439646510052 +539.0,0.0027347375372697605,2019-08-06,2019-08-07,0.2362813232201073 +539.0,0.07445165173546608,2020-10-14,2020-10-15,6.43262270994427 +539.0,0.0693577930653423,2021-04-09,2021-04-10,5.992513320845576 +539.0,0.00585057897114004,2019-06-10,2019-06-11,0.5054900231064995 +539.0,0.02816905787924287,2020-04-23,2020-04-24,2.433806600766584 +539.0,0.4128723089898025,2021-12-08,2021-12-09,35.672167496718934 +539.0,0.027816725494042675,2017-08-10,2017-08-11,2.4033650826852875 +539.0,0.004537820174016855,2022-01-01,, diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_timeseries.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_timeseries.csv new file mode 100644 index 000000000..01e0cd94f --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/P_stationary_measurement_based/keptP_stationary_measurement_based_1_timeseries.csv @@ -0,0 +1,1827 @@ +Date,Daily Emissions (Kg Methane),Daily Mitigable Emissions (Kg Methane),Daily Non-Mitigable Emissions (Kg Methane),Daily Cost ($),Active Leaks,New Leaks,Leaks Repaired,Leaks Naturally Repaired,Leaks Tagged,Daily Repair Cost ($),Daily Natural Repair Cost ($),stationary Deployment Cost ($),stationary Sites flagged for Follow-Up,stationary Leaks tagged for repair,stationary Sites Visited,stationary Travel Time (Minutes),stationary Survey Time (Minutes),OGI_FU Deployment Cost ($),OGI_FU Sites flagged for Follow-Up,OGI_FU Leaks tagged for repair,OGI_FU Sites Visited,OGI_FU Travel Time (Minutes),OGI_FU Survey Time (Minutes) +2017-01-01,4426.13282,4426.13282,0,750.00000,99,99,0,0,0.00000,0.00000,0.00000,750,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-02,4758.02623,4758.02623,0,250.00000,100,1,0,0,0.00000,0.00000,0.00000,250,0,,50,0,0,0.00000,,0,0,0,0 +2017-01-03,4758.02623,4758.02623,0,1250.00000,100,0,0,0,4.00000,0.00000,0.00000,250,50,,50,0,0,1000.00000,,4,3,120,360 +2017-01-04,4514.36088,4514.36088,0,1250.00000,99,0,0,1,3.00000,0.00000,200.00000,250,0,,50,0,0,1000.00000,,3,3,120,360 +2017-01-05,4508.06680,4508.06680,0,1250.00000,98,0,0,1,2.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-06,4508.06680,4508.06680,0,1250.00000,98,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-07,4508.06680,4508.06680,0,1250.00000,98,0,0,0,4.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,4,3,120,360 +2017-01-08,4508.06680,4508.06680,0,1250.00000,98,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-09,4597.01378,4597.01378,0,1250.00000,100,2,0,0,5.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,5,3,120,360 +2017-01-10,4731.49256,4731.49256,0,1250.00000,102,2,0,0,5.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,5,3,120,360 +2017-01-11,4731.49256,4731.49256,0,1250.00000,102,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-12,4731.49256,4731.49256,0,1250.00000,102,0,0,0,5.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,5,3,120,360 +2017-01-13,4731.49256,4731.49256,0,1250.00000,102,0,0,0,5.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,5,3,120,360 +2017-01-14,4731.49256,4731.49256,0,1250.00000,102,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2017-01-15,4749.27055,4749.27055,0,1250.00000,105,3,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-16,4781.55340,4781.55340,0,1250.00000,105,1,0,1,4.00000,0.00000,200.00000,250,3,,50,0,0,1000.00000,,4,3,120,360 +2017-01-17,4781.55340,4781.55340,0,1250.00000,105,0,0,0,3.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-18,4711.68927,4711.68927,0,2050.00000,100,0,4,1,3.00000,800.00000,200.00000,250,3,,50,0,0,1000.00000,,3,3,120,360 +2017-01-19,3874.11161,3874.11161,0,2450.00000,93,0,6,1,4.00000,1200.00000,200.00000,250,3,,50,0,0,1000.00000,,4,3,120,360 +2017-01-20,3832.79875,3832.79875,0,1650.00000,91,0,2,0,2.00000,400.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-21,3832.79875,3832.79875,0,1250.00000,91,0,0,0,1.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 +2017-01-22,3828.18680,3828.18680,0,1450.00000,90,0,1,0,2.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,2,3,120,360 +2017-01-23,3828.87529,3828.87529,0,1450.00000,90,1,1,0,0.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2017-01-24,3740.68977,3740.68977,0,1450.00000,89,0,1,0,1.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,1,3,120,360 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+2021-12-30,1610.17631,1610.17631,0,1250.00000,93,0,0,0,0.00000,0.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 +2021-12-31,1609.78424,1609.78424,0,1450.00000,92,0,1,0,0.00000,200.00000,0.00000,250,3,,50,0,0,1000.00000,,0,3,120,360 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Timeseries Summary.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Timeseries Summary.csv new file mode 100644 index 000000000..5e84ef731 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/Timeseries Summary.csv @@ -0,0 +1,15 @@ +Program Name,Simulation,"Average ""True"" Daily Emissions (Kg Methane)","Average ""True"" Mitigable Daily Emissions (Kg Methane)","Average ""True"" Non-Mitigable Daily Emissions (Kg Methane)","95th Percentile ""True"" Daily Emissions (Kg Methane)","95th Percentile ""True"" Mitigable Daily Emissions (Kg Methane)","95th Percentile ""True"" Non-Mitigable Daily Emissions (Kg Methane)","5th Percentile ""True"" Daily Emissions (Kg Methane)","5th Percentile ""True"" Mitigable Daily Emissions (Kg Methane)","5th Percentile ""True"" Non-Mitigable Daily Emissions (Kg Methane)",Average Daily Cost ($),Total Cost ($),95th Percentile Daily Cost ($),5th Percentile Daily Cost ($) +P_air_component-based,0,3142.227810700986,3142.227810700986,0.0,5584.2890195,5584.2890195,0.0,1681.93821,1681.93821,0.0,59.802847754654984,109200.0,0.0,0.0 +P_air_component-based,1,2474.43780152793,2474.43780152793,0.0,3380.7998315,3380.7998315,0.0,1433.681822,1433.681822,0.0,59.419496166484116,108500.0,0.0,0.0 +P_air_measurement_based,0,3142.227810700986,3142.227810700986,0.0,5584.2890195,5584.2890195,0.0,1681.93821,1681.93821,0.0,59.802847754654984,109200.0,0.0,0.0 +P_air_measurement_based,1,2474.43780152793,2474.43780152793,0.0,3380.7998315,3380.7998315,0.0,1433.681822,1433.681822,0.0,59.419496166484116,108500.0,0.0,0.0 +P_none,0,4653.804826686746,4653.804826686746,0.0,9012.740365,9012.740365,0.0,2096.11974,2096.11974,0.0,0.0,0.0,0.0,0.0 +P_none,1,3364.132195049288,3364.132195049288,0.0,5244.471957999999,5244.471957999999,0.0,1917.58398,1917.58398,0.0,0.0,0.0,0.0,0.0 +P_OGI_component_based,0,737.6831884118291,737.6831884118291,0.0,2321.53774,2321.53774,0.0,97.65137,97.65137,0.0,250.82146768893756,458000.0,1000.0,0.0 +P_OGI_component_based,1,578.887195618839,578.887195618839,0.0,1253.06653,1253.06653,0.0,98.19506900000002,98.19506900000002,0.0,250.1642935377875,456800.0,1000.0,0.0 +P_OGI_measurement_based,0,737.6831884118291,737.6831884118291,0.0,2321.53774,2321.53774,0.0,97.65137,97.65137,0.0,250.82146768893756,458000.0,1000.0,0.0 +P_OGI_measurement_based,1,578.887195618839,578.887195618839,0.0,1253.06653,1253.06653,0.0,98.19506900000002,98.19506900000002,0.0,250.1642935377875,456800.0,1000.0,0.0 +P_stationary_component_based,0,3940.354960180723,3940.354960180723,0.0,8342.46713,8342.46713,0.0,1720.09559,1720.09559,0.0,1263.526834611172,2307200.0,1450.0,1250.0 +P_stationary_component_based,1,2731.874654249726,2731.874654249726,0.0,4622.51624,4622.51624,0.0,1333.7564535000001,1333.7564535000001,0.0,1264.184008762322,2308400.0,1450.0,1250.0 +P_stationary_measurement_based,0,3940.354960180723,3940.354960180723,0.0,8342.46713,8342.46713,0.0,1720.09559,1720.09559,0.0,1263.526834611172,2307200.0,1450.0,1250.0 +P_stationary_measurement_based,1,2731.874654249726,2731.874654249726,0.0,4622.51624,4622.51624,0.0,1333.7564535000001,1333.7564535000001,0.0,1264.184008762322,2308400.0,1450.0,1250.0 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/parameters.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/parameters.yaml new file mode 100644 index 000000000..fe285ecec --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/expected_outputs/parameters.yaml @@ -0,0 +1,858 @@ +baseline_program: P_none +input_directory: ./inputs +output_directory: ./outputs +outputs: + Program Outputs: + Keep All Program Outputs: false + Program Emissions: true + Program Timeseries: true + Program Visualizations: + Single Program Timeseries: true + Summary Outputs: + Summary Files: + Cost Summary: true + Emissions Summary: true + Timeseries Summary: true + Summary Stats: + Emissions Summary: + 5th Percentile "True" Emissions Amount (Kg Methane): true + 5th Percentile "True" Emissions Rate (g/s): true + 95th Percentile "True" Emissions Amount (Kg Methane): true + 95th Percentile "True" Emissions Rate (g/s): true + Average "True" Emissions Amount (Kg Methane): true + Average "True" Emissions Rate (g/s): true + Total "Estimated" Emissions (Kg Methane): true + Total "True" Emissions (Kg Methane): true + Total "True" Mitigable Emissions (Kg Methane): true + Total "True" Mitigated Emissions (Kg Methane): true + Total "True" Non-Mitigable Emissions (Kg Methane): true + Timeseries Summary: + 5th Percentile "True" Daily Emissions (Kg Methane): true + 5th Percentile "True" Mitigable Daily Emissions (Kg Methane): true + 5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane): true + 5th Percentile Daily Cost ($): true + 95th Percentile "True" Daily Emissions (Kg Methane): true + 95th Percentile "True" Mitigable Daily Emissions (Kg Methane): true + 95th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane): true + 95th Percentile Daily Cost ($): true + Average "True" Daily Emissions (Kg Methane): true + Average "True" Mitigable Daily Emissions (Kg Methane): true + Average "True" Non-Mitigable Daily Emissions (Kg Methane): true + Average Daily Cost ($): true + Total Cost ($): true + Summary Visualization Settings: + True and Estimated Emissions Probit: + Show Markers: true + Summary Visualizations: + Cost to Mitigation Ratios: true + Program Cost Value Comparison: true + Program Mitigation Comparison: true + True and Estimated Emissions Probit: true + True_and_Estimated_Paired_Emissions_Distribution: true + True_vs_Estimated_Emissions_percent_differences: true + True_vs_Estimated_Emissions_relative_differences: true + parameter_level: outputs + version: '4.0' +parameter_level: simulation_settings +preseed_random: true +processes_count: 6 +programs: + P_OGI_component_based: + duration_estimate: + duration_factor: 1.0 + duration_method: component-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - OGI + methods: + OGI: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: component + method_name: OGI + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.01 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_OGI_component_based + version: '4.0' + P_OGI_measurement_based: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - OGI + methods: + OGI: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: component + method_name: OGI + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.01 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_OGI_measurement_based + version: '4.0' + P_air_component-based: + duration_estimate: + duration_factor: 1.0 + duration_method: component-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - airH + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + airH: + consider_daylight: false + cost: + per_day: 0 + per_site: 100 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: site + method_name: airH + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + survey_time: 5 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 5 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_air_component-based + version: '4.0' + P_air_measurement_based: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - airH + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + airH: + consider_daylight: false + cost: + per_day: 0 + per_site: 100 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: false + max_workday: 8 + measurement_scale: site + method_name: airH + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + survey_time: 5 + surveys_per_year: 4 + time_between_sites: + file: null + values: + - 5 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_air_measurement_based + version: '4.0' + P_none: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: [] + methods: {} + parameter_level: programs + program_name: P_none + version: '4.0' + P_stationary_component_based: + duration_estimate: + duration_factor: 1.0 + duration_method: component-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - stationary + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + stationary: + consider_daylight: false + cost: + per_day: 5 + upfront: 500 + coverage: + spatial: 1.0 + temporal: 1.0 + deployment_type: stationary + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + sort_by_rate: true + is_follow_up: false + measurement_scale: site + method_name: stationary + parameter_level: methods + reporting_delay: 2 + rolling_average: + large_window: 30 + large_window_threshold: null + small_window: 7 + small_window_threshold: 0.0 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_stationary_component_based + version: '4.0' + P_stationary_measurement_based: + duration_estimate: + duration_factor: 1.0 + duration_method: measurement-based + economics: + global_warming_potential_CH4: 28.0 + sale_price_of_natural_gas: 3.0 + method_labels: + - stationary + - OGI_FU + methods: + OGI_FU: + consider_daylight: false + cost: + per_day: 0 + per_site: 500 + upfront: 0.0 + coverage: + spatial: 1.0 + temporal: 1.0 + crew_count: 0 + deployment_type: mobile + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + redundancy_filter: recent + sort_by_rate: true + threshold: 0.0 + is_follow_up: true + max_workday: 8 + measurement_scale: component + method_name: OGI_FU + parameter_level: methods + reporting_delay: 2 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 0.24 + - 0.39 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: OGI_camera_zim + survey_time: 120 + surveys_per_year: null + time_between_sites: + file: null + values: + - 30 + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + stationary: + consider_daylight: false + cost: + per_day: 5 + upfront: 500 + coverage: + spatial: 1.0 + temporal: 1.0 + deployment_type: stationary + follow_up: + delay: 0 + instant_threshold: null + interaction_priority: threshold + preferred_method: null + proportion: 1.0 + sort_by_rate: true + is_follow_up: false + measurement_scale: site + method_name: stationary + parameter_level: methods + reporting_delay: 2 + rolling_average: + large_window: 30 + large_window_threshold: null + small_window: 7 + small_window_threshold: 0.0 + scheduling: + deployment_months: + - 1 + - 2 + - 3 + - 4 + - 5 + - 6 + - 7 + - 8 + - 9 + - 10 + - 11 + - 12 + deployment_years: [] + sensor: + minimum_detection_limit: + - 5.55 + quantification_error: + quantification_parameters: + - 0.0 + - 0.0 + quantification_type: default + type: default + version: '4.0' + weather_envelopes: + precipitation: + - 0.0 + - 0.5 + temperature: + - -40.0 + - 40.0 + wind: + - 0.0 + - 10.0 + parameter_level: programs + program_name: P_stationary_measurement_based + version: '4.0' +simulation_count: 2 +version: '4.0' +virtual_world: + consider_weather: false + emissions: + Pre-Simulation Emissions: true + emissions_file: emissions_file.csv + non_repairable_emissions: + duration: 365 + emissions_production_rate: null + emissions_rate_source: null + multiple_emissions_per_source: true + repairable_emissions: + duration: 365 + emissions_production_rate: 0.0065 + emissions_rate_source: test1 + multiple_emissions_per_source: true + end_date: + - 2021 + - 12 + - 31 + infrastructure: + equipment_group_file: null + site_type_file: null + sites_file: facilities_Perm.csv + sources_file: null + parameter_level: virtual_world + repairs: + cost: + file: null + values: + - 200.0 + delay: + file: null + values: + - 14.0 + site_samples: 50 + start_date: + - 2017 + - 1 + - 1 + version: '4.0' + weather_file: weather_permian.nc diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/emissions_file.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/emissions_file.csv new file mode 100644 index 000000000..9c02269aa --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/emissions_file.csv @@ -0,0 +1,10 @@ +test1,test2 +dist,sample +lognorm, +100000,100000 +kilogram,gram +hour,second +-1.79,10 +2.17,1.2 +,3.4 +,1 \ No newline at end of file diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/facilities_Perm.csv b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/facilities_Perm.csv new file mode 100644 index 000000000..d8b92bbbb --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/facilities_Perm.csv @@ -0,0 +1,2501 @@ +site_ID,equipment,lat,lon,site_type +1,1,32.367,-101.8009,999 +2,1,32.21,-102.5609,999 +3,1,31.59,-103.4261,999 +4,1,31.884,-103.771,999 +5,1,31.355,-102.1194,999 +6,1,32.139,-101.9258,999 +7,1,31.996,-100.705,999 +8,1,32.367,-101.8009,999 +9,1,32.21,-102.5609,999 +10,1,31.59,-103.4261,999 +11,1,31.884,-103.771,999 +12,1,31.355,-102.1194,999 +13,1,32.139,-101.9258,999 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+2490,1,32.3363906,-102.5746288,311 +2491,1,31.447073,-101.051772,311 +2492,1,30.5096072,-101.5824216,311 +2493,1,32.3363906,-102.5746288,311 +2494,1,30.5096072,-101.5824216,311 +2495,1,30.5096072,-101.5824216,311 +2496,1,32.8188286,-103.4990921,311 +2497,1,32.6262426,-102.78352,311 +2498,1,33.1779699,-101.3696001,311 +2499,1,33.1779699,-101.3696001,311 +2500,1,32.8188286,-103.4990921,311 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/weather_permian.nc b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/weather_permian.nc new file mode 100644 index 000000000..c8ecb127f Binary files /dev/null and b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/inputs/weather_permian.nc differ diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_OGI.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_OGI.yaml new file mode 100644 index 000000000..a88cc044b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_OGI.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim +is_follow_up: False +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +surveys_per_year: 4 +survey_time: 120 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_OGI_FU.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_OGI_FU.yaml new file mode 100644 index 000000000..d32c2f55e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_OGI_FU.yaml @@ -0,0 +1,15 @@ +parameter_level: methods +version: "4.0" +method_name: OGI_FU +deployment_type: mobile +measurement_scale: component +sensor: + type: OGI_camera_zim + minimum_detection_limit: [0.24, 0.39] +is_follow_up: True +cost: + per_day: 0 + per_site: 500 +time_between_sites: + values: [30] +survey_time: 120 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_air.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_air.yaml new file mode 100644 index 000000000..f2b8d4e2a --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_air.yaml @@ -0,0 +1,16 @@ +parameter_level: methods +version: "4.0" +method_name: airH +deployment_type: mobile +measurement_scale: site +sensor: + type: default + minimum_detection_limit: [5.55] +is_follow_up: False +cost: + per_day: 0 + per_site: 100 +time_between_sites: + values: [5] +surveys_per_year: 4 +survey_time: 5 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_stationary.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_stationary.yaml new file mode 100644 index 000000000..ecacf6bcd --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/M_stationary.yaml @@ -0,0 +1,12 @@ +parameter_level: methods +version: "4.0" +method_name: stationary +deployment_type: stationary +measurement_scale: site +sensor: + type: default + minimum_detection_limit: [5.55] +is_follow_up: False +cost: + per_day: 5 + upfront: 500 diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/Outputs.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/Outputs.yaml new file mode 100644 index 000000000..3c9cb85b3 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/Outputs.yaml @@ -0,0 +1 @@ +parameter_level: outputs \ No newline at end of file diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_OGI_component.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_OGI_component.yaml new file mode 100644 index 000000000..d7ace81e6 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_OGI_component.yaml @@ -0,0 +1,10 @@ +program_name: P_OGI_component_based +parameter_level: programs +version: "4.0" +method_labels: + - OGI +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "component-based" # component-based or measurement-based + + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_OGI_measurement.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_OGI_measurement.yaml new file mode 100644 index 000000000..839d5a38d --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_OGI_measurement.yaml @@ -0,0 +1,10 @@ +program_name: P_OGI_measurement_based +parameter_level: programs +version: "4.0" +method_labels: + - OGI +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based + + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_air_component.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_air_component.yaml new file mode 100644 index 000000000..e78b836e0 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_air_component.yaml @@ -0,0 +1,10 @@ +program_name: P_air_component-based +parameter_level: programs +version: "4.0" +method_labels: + - airH + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: component-based # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_air_measurement.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_air_measurement.yaml new file mode 100644 index 000000000..398094538 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_air_measurement.yaml @@ -0,0 +1,10 @@ +program_name: P_air_measurement_based +parameter_level: programs +version: "4.0" +method_labels: + - airH + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_none.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_none.yaml new file mode 100644 index 000000000..375e85016 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_none.yaml @@ -0,0 +1,4 @@ +program_name: P_none +parameter_level: programs +version: "4.0" +method_labels: [] diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_stationary_component.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_stationary_component.yaml new file mode 100644 index 000000000..b1a0a49e4 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_stationary_component.yaml @@ -0,0 +1,10 @@ +program_name: P_stationary_component_based +parameter_level: programs +version: "4.0" +method_labels: + - stationary + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "component-based" # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_stationary_measurement.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_stationary_measurement.yaml new file mode 100644 index 000000000..7e6cd6a0b --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/P_stationary_measurement.yaml @@ -0,0 +1,10 @@ +program_name: P_stationary_measurement_based +parameter_level: programs +version: "4.0" +method_labels: + - stationary + - OGI_FU +duration_estimate: + duration_factor: 1.0 # A value between 0.0 and 1.0 + duration_method: "measurement-based" # component-based or measurement-based + diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/Simulation_settings.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/Simulation_settings.yaml new file mode 100644 index 000000000..a51358774 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/Simulation_settings.yaml @@ -0,0 +1,6 @@ +input_directory: ./inputs +output_directory: ./outputs +parameter_level: simulation_settings +preseed_random: true +simulation_count: 2 +version: '4.0' diff --git a/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/virtual_world.yaml b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/virtual_world.yaml new file mode 100644 index 000000000..09e566348 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/test_suite/V4_simple_rep_emis/params/virtual_world.yaml @@ -0,0 +1,17 @@ +version: "4.0" +parameter_level: virtual_world +site_samples: 50 +emissions: + emissions_file: "emissions_file.csv" #File containing sample emissions rates or emissions distributions. + repairable_emissions: + emissions_rate_source: "test1" # The name of a column in the emissions file + emissions_production_rate: 0.0065 + duration: 365 # Natural repair delay of repairable emissions +infrastructure: + site_type_file: "_placeholder_str_" # Infrastructure file defining site types + sites_file: "facilities_Perm.csv" #Infrastructure file defining sites + equipment_group_file: "_placeholder_str_" #Infrastructure file defining equipment groups at sites + sources_file: "_placeholder_str_" #Infrastructure file defining emissions sources at equipment +weather_file: "weather_permian.nc" +start_date: [2017, 1, 1] +end_date: [2021, 12, 31] diff --git a/LDAR_Sim/testing/end_to_end_testing/testing_utils/comparison_funcs.py b/LDAR_Sim/testing/end_to_end_testing/testing_utils/comparison_funcs.py new file mode 100644 index 000000000..e346d14b4 --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/testing_utils/comparison_funcs.py @@ -0,0 +1,42 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: comparison_funcs.py +Purpose: Contains functions for comparing values for E2E testing + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import math +from typing import Literal + + +def check_relative_similarity(similarity, val, val_expected) -> Literal["Success", "Failure"]: + """_summary_ + + Args: + similarity (_type_): The percent similarity in decimal number format + to test that the value and expected are within. + The value and the expected value must be within this percent similarity. + For example: 0.1 is 10%. + val (_type_): The value + val_expected (_type_): The expected value + + Returns: + Literal['Success', 'Failure']: Returns either "Success" or "Failure" based on if the value + and the expected value are within "similarity" of each other + """ + if math.isclose(val, val_expected, rel_tol=similarity): + return "Success" + return "Failure" diff --git a/LDAR_Sim/testing/end_to_end_testing/testing_utils/result_verification.py b/LDAR_Sim/testing/end_to_end_testing/testing_utils/result_verification.py new file mode 100644 index 000000000..f8230491e --- /dev/null +++ b/LDAR_Sim/testing/end_to_end_testing/testing_utils/result_verification.py @@ -0,0 +1,162 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: result_verification.py +Purpose: Contains functions for verifying E2E testing + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import filecmp +import logging +import os + +import subprocess +from datetime import datetime +from typing import Literal +import pandas as pd + + +DEFAULT_TEST_DIR: str = "testing/end_to_end_testing/test_results/" + + +def get_git_commit_hash() -> str | None: + try: + # run git command to get current commit hash + git_commit_hash: str = ( + subprocess.check_output(["git", "rev-parse", "HEAD"]).decode("utf-8").strip() + ) + except subprocess.CalledProcessError: + # handle error if Git command fails + git_commit_hash = None + return git_commit_hash + + +def read_and_normalize_csv(file_path): + """Read and normalize a CSV file by sorting and resetting index.""" + df = pd.read_csv(file_path) + df_sorted = df.sort_values(by=list(df.columns)).reset_index(drop=True) + return df_sorted + + +def compare_csvs(out_dir, expected_dir, logger) -> Literal["Success", "Failure"]: + """Compare CSV files in out_dir with identically named CSV files in expected_dir.""" + # Get list of CSV files in out_dir + out_csv_files = [f for f in os.listdir(out_dir) if f.endswith(".csv")] + + success = True + + for out_file in out_csv_files: + out_file_path = os.path.join(out_dir, out_file) + expected_file_path = os.path.join(expected_dir, out_file) + + if not os.path.exists(expected_file_path): + logger.error(f"Expected file {expected_file_path} does not exist.") + success = False + continue + + try: + out_df = read_and_normalize_csv(out_file_path) + expected_df = read_and_normalize_csv(expected_file_path) + + if out_df.equals(expected_df): + logger.info(f"Comparison of {out_file}: Success") + else: + logger.error(f"Comparison of {out_file}: Failure") + success = False + except Exception as e: + logger.error(f"Error comparing {out_file}: {e}") + success = False + + return "Success" if success else "Failure" + + +def compare_out_files(out_dir, expected_results, logger) -> Literal["Success", "Failure"]: + ret_string: Literal["Success", "Failure"] = "Success" + + # Setup Directory Comparison + comparison: filecmp.dircmp = filecmp.dircmp(out_dir, expected_results) + non_identical_files_batch: list = [] + + # Compare files in top-level output directories + if comparison.left_only or comparison.right_only: + ret_string = "Failure" # Directories have differences + non_identical_files_batch.extend(comparison.left_only + comparison.right_only) + non_identical_files_print: str = ", ".join( + [str(element) for element in non_identical_files_batch] + ) + logger.info(f"Non-Identical files found in batch outputs: {non_identical_files_print}") + else: + logger.info("Batch outputs identical") + + # Loop through each program directory and compare + for subdir in comparison.common_dirs: + non_identical_files_program: list = [] + sub_comp: filecmp.dircmp = filecmp.dircmp( + f"{out_dir}/{subdir}", f"{expected_results}/{subdir}" + ) + if sub_comp.left_only or sub_comp.right_only: + ret_string = "Failure" + non_identical_files_program.extend(sub_comp.left_only + sub_comp.right_only) + non_identical_files_print: str = ", ".join( + [str(element) for element in non_identical_files_program] + ) + logger.info( + f"Non-Identical files found in Program {subdir} " + f"directory: {non_identical_files_print}" + ) + else: + logger.info(f"All files in Program {subdir} directory identical") + + return ret_string + + +def compare_outputs( + test_case, out_dir, expected_results, test_results_dir=DEFAULT_TEST_DIR +) -> None: + # Setup logging + git_hash: str | None = get_git_commit_hash() + logger: logging.Logger = logging.getLogger("E2E Testing Results") + logger.setLevel(logging.INFO) + file_handler = logging.FileHandler(f"{test_results_dir}{test_case}_{git_hash}.log") + file_handler.setLevel(logging.INFO) + formatter = logging.Formatter() + file_handler.setFormatter(formatter) + logger.addHandler(file_handler) + + # Log timestamp + cur_time: datetime = datetime.now() + logger.info(f"E2E test initialization time: {cur_time}") + + # Check Parameter match expected - CURRENTLY DISABLED + # params_match: Literal['Success', 'Failure'] = compare_params(out_dir, expected_results) + # logger.info(f"{'Parameters comparison status:'} {params_match}") + + # Compare filenames in expected outputs to outputs + out_files_match: Literal["Success", "Failure"] = compare_out_files( + out_dir, expected_results, logger + ) + logger.info(f"{'Output Files comparison status:'} {out_files_match}") + + # Check Summary CSVs are within acceptable range + csv_match: Literal["Success", "Failure"] = compare_csvs(out_dir, expected_results, logger) + logger.info(f"{'Summary comparison status:'} {csv_match}") + + # Log Test Ending Message + logger.info("End to End Testing Complete -----------------------------------------------------") + + # Close Handler and remove it from the logger + file_handler.close() + logger.removeHandler(file_handler) + return None diff --git a/LDAR_Sim/testing/unit_testing/__init__.py b/LDAR_Sim/testing/unit_testing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_emissions_source_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_emissions_source_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_file_reader/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_file_reader/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_file_reader/test_file_reader.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_file_reader/test_file_reader.py new file mode 100644 index 000000000..585a1e3c0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_file_reader/test_file_reader.py @@ -0,0 +1,73 @@ +# """ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_file_reader +# Purpose: Unit test for file_reader + +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. +# You should have received a copy of the MIT License +# along with this program. If not, see . + +# ------------------------------------------------------------------------------ +# """ +# import pytest +# from pandas import DataFrame +# from file_processing.input_processing.file_reader import file_reader + + +# def test_file_reader_csv(mocker): +# # Mocking the csv_reader function +# mocker.patch( +# "file_processing.input_processing.file_reader.csv_reader", +# return_value=DataFrame({"col1": [1, 2], "col2": [3, 4]}), +# ) + +# # Running the file_reader function with a mocked csv_reader +# result = file_reader("test.csv") + +# # Asserting that the result is a dictionary +# assert isinstance(result, DataFrame) + + +# def test_file_reader_json(mocker): +# # Mocking the json_reader function +# mocker.patch( +# "file_processing.input_processing.file_reader.json_reader", +# return_value={"key1": "value1", "key2": "value2"}, +# ) + +# # Running the file_reader function with a mocked json_reader +# result = file_reader("test.json") + +# # Asserting that the result is a dictionary +# assert isinstance(result, dict) + + +# def test_000_file_reader_pickle(mocker): +# mocker.patch( +# "file_processing.input_processing.file_reader.pickle_reader", +# return_value={"key1": "value1", "key2": "value2"}, +# ) +# result = file_reader("test.p") +# assert isinstance(result, dict) + + +# def test_000_file_reader_yaml(mocker): +# mocker.patch( +# "file_processing.input_processing.file_reader.yaml_reader", +# return_value={"yaml_key": "yaml_value"}, +# ) +# result = file_reader("test.yml") +# assert isinstance(result, dict) + + +# def test_file_reader_excepts_invalid_filetype_error_with_unsupported_file_type(): +# with pytest.raises(FileNotFoundError): +# result = file_reader("test.txt") diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/fixtures_for_infrastructure_files.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/fixtures_for_infrastructure_files.py new file mode 100644 index 000000000..122d94b6a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/fixtures_for_infrastructure_files.py @@ -0,0 +1,39 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: fixtures_for_infrastructure_files +Purpose: Fixtures for testing read in infrastructure files + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +import pytest +from pathlib import Path + + +@pytest.fixture(name="virtual_world") +def virtual_world_fix(): + return { + "infrastructure": { + "sites_file": "sites.csv", + "site_type_file": "site_types.csv", + "equipment_group_file": "equipment_groups.csv", + "sources_file": "sources.csv", + } + } + + +@pytest.fixture(name="in_dir") +def in_dir_fix(tmp_path): + # TODO: Use a temporary directory for testing + return tmp_path diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/test_read_in_infrastructure_files.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/test_read_in_infrastructure_files.py new file mode 100644 index 000000000..5b6c50af2 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_infrastructure_processing/test_read_in_infrastructure_files.py @@ -0,0 +1,82 @@ +# """ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_read_in_infrastructure_files +# Purpose: Unit test for reading in infrastructure files + +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. +# You should have received a copy of the MIT License +# along with this program. If not, see . + +# ------------------------------------------------------------------------------ +# """ +# import pytest +# from unittest.mock import Mock +# from pandas import DataFrame +# from testing.unit_testing.test_file_processing.test_input_processsing.test_infrastructure_processing.fixtures_for_infrastructure_files import ( +# virtual_world_fix, +# in_dir_fix, +# ) +# from src.file_processing.input_processing.infrastructure_processing import ( +# read_in_infrastructure_files, +# ) +# from src.file_processing.input_processing.file_reader import file_reader + + +# def test_read_in_infrastructure_files_with_all_files(virtual_world, in_dir): +# # Mocking file_reader to return a DataFrame +# mock_file_reader = Mock(return_value=DataFrame({"col1": [1, 2], "col2": [3, 4]})) + +# with pytest.MonkeyPatch().context() as m: +# m.setattr("src.file_processing.input_processing.file_reader", mock_file_reader) + +# result = read_in_infrastructure_files(virtual_world, in_dir) + +# assert "sites" in result +# assert "site_types" in result +# assert "equipment_groups" in result +# assert "sources" in result + +# assert isinstance(result["sites"], DataFrame) +# assert isinstance(result["site_types"], DataFrame) +# assert isinstance(result["equipment_groups"], DataFrame) +# assert isinstance(result["sources"], DataFrame) + +# # Make assertions about the call arguments for each file_reader +# mock_file_reader.assert_any_call(in_dir / "sites.csv") +# mock_file_reader.assert_any_call(in_dir / "site_types.csv") +# mock_file_reader.assert_any_call(in_dir / "equipment_groups.csv") +# mock_file_reader.assert_any_call(in_dir / "sources.csv") + + +# def test_read_in_infrastructure_files_with_optional_files(virtual_world, in_dir): +# # Mocking file_reader to return a DataFrame +# mock_file_reader = Mock(return_value=DataFrame({"col1": [1, 2], "col2": [3, 4]})) + +# with pytest.MonkeyPatch().context() as m: +# m.setattr("src.file_processing.input_processing.file_reader", mock_file_reader) + +# # Set optional files to None +# virtual_world["infrastructure"]["site_type_file"] = None +# virtual_world["infrastructure"]["equipment_group_file"] = None +# virtual_world["infrastructure"]["sources_file"] = None + +# result = read_in_infrastructure_files(virtual_world, in_dir) + +# assert "sites" in result +# assert "site_types" not in result +# assert "equipment_groups" not in result +# assert "sources" not in result + +# assert isinstance(result["sites"], DataFrame) + +# # Make assertions about the call arguments for each file_reader +# mock_file_reader.assert_any_call(in_dir / "sites.csv") +# mock_file_reader.assert_not_called() # Ensure optional file_readers were not called diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_misc_input_file_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_misc_input_file_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_param_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_input_processsing/test_param_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_pregen_output/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_pregen_output/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_process_output/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_process_output/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_duration_between_dates.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_duration_between_dates.py new file mode 100644 index 000000000..bd0ed0a4f --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_duration_between_dates.py @@ -0,0 +1,67 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_duration_between_dates.py +Purpose: Unit tests for the function to calculate the duration between dates + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import numpy as np +import pandas as pd +from datetime import date +from file_processing.output_processing.program_output_helpers import ( + calculate_duration_between_dates, +) +from constants.output_file_constants import ( + EMIS_DATA_COL_ACCESSORS as eca, + EMIS_DATA_TEMP_COLUMNS as edtc, +) + + +def simple_dates(): + data = { + eca.SURVEY_COMPLETION_DATE: [ + date(2021, 1, 1), + date(2021, 1, 2), + date(2021, 1, 3), + date(2021, 1, 4), + date(2021, 1, 5), + ], + edtc.NEXT_DATE: [ + date(2021, 1, 5), + date(2021, 1, 6), + date(2021, 1, 7), + date(2021, 1, 8), + date(2021, 1, 9), + ], + } + return pd.DataFrame(data) + + +def simple_dates_result(): + data = [4, 4, 4, 4, 4] + return pd.Series(data=data) + + +@pytest.mark.parametrize("test_input, expected", [(simple_dates(), simple_dates_result())]) +def test_calculate_duration_between_dates_simple_case(test_input, expected): + # Test input data + + result = calculate_duration_between_dates( + test_input, eca.SURVEY_COMPLETION_DATE, edtc.NEXT_DATE + ) + + np.testing.assert_array_equal(result, expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_end_date.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_end_date.py new file mode 100644 index 000000000..9a0c268ec --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_end_date.py @@ -0,0 +1,46 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_end_date.py +Purpose: Unit tests for the function to calculate the duration between dates, +specifically the function calculate_start_date + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from file_processing.output_processing.program_output_helpers import calculate_end_date +import pandas as pd +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def test_calculate_end_date(): + # Create a mock DataFrame for row + sorted_by_site_summary = pd.DataFrame( + { + eca.NEXT_CONDITION: [True, True, False, False, False], + eca.SURVEY_COMPLETION_DATE: pd.date_range(start="1/1/2022", periods=5), + } + ) + expected = pd.Series( + [ + pd.Timestamp("2022-01-01"), + pd.Timestamp("2022-01-02"), + pd.Timestamp("2022-01-04"), + pd.Timestamp("2022-01-05"), + pd.Timestamp("2022-01-05"), + ] + ) + # Test for the proper date calculation + result = calculate_end_date(sorted_by_site_summary, 1) + pd.testing.assert_series_equal(expected, result) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_end_date_factor.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_end_date_factor.py new file mode 100644 index 000000000..7a9ae18f0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_end_date_factor.py @@ -0,0 +1,61 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_start_date_factor.py +Purpose: Unit tests for the function calculate_start_date_factor + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest + +from file_processing.output_processing.program_output_helpers import calculate_end_date +from testing.unit_testing.test_file_processing.test_output_processing.test_program_output_helpers.test_fixtures_end_dates import ( # noqa + simple_all_next_condition_df, + simple_all_not_next_condition_df, + simple_all_next_condition_end_dates_half, + simple_all_next_condition_end_dates_quarter, + simple_all_next_condition_end_dates_zero, + simple_all_next_condition_end_dates_one, +) + + +# the simple_all_not_prev_condition tests should use the +# opposite of the all_prev_condition results +@pytest.mark.parametrize( + "test_input,ratio, expected", + [ + (simple_all_next_condition_df(), 0.5, simple_all_next_condition_end_dates_half()), + (simple_all_next_condition_df(), 0.25, simple_all_next_condition_end_dates_quarter()), + (simple_all_not_next_condition_df(), 0.5, simple_all_next_condition_end_dates_half()), + (simple_all_not_next_condition_df(), 0.75, simple_all_next_condition_end_dates_quarter()), + ], +) +def test_calculate_end_date(test_input, ratio, expected): + result = calculate_end_date(test_input, ratio) + assert result.equals(expected) + + +@pytest.mark.parametrize( + "test_input,ratio, expected", + [ + (simple_all_next_condition_df(), 0.0, simple_all_next_condition_end_dates_zero()), + (simple_all_next_condition_df(), 1.0, simple_all_next_condition_end_dates_one()), + (simple_all_not_next_condition_df(), 0.0, simple_all_next_condition_end_dates_one()), + (simple_all_not_next_condition_df(), 1.0, simple_all_next_condition_end_dates_zero()), + ], +) +def test_calculate_end_date_edge_cases(test_input, ratio, expected): + result = calculate_end_date(test_input, ratio) + assert result.equals(expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_factor.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_factor.py new file mode 100644 index 000000000..0921f29c8 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_factor.py @@ -0,0 +1,117 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_factor.py +Purpose: Unit tests for the function calculate_factor + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import pandas as pd +import numpy as np +from file_processing.output_processing.program_output_helpers import calculate_factor +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def simple_all_true(): + data = [True, True, True, True, True] + + return pd.Series(data=data, name=eca.PREV_CONDITION) + + +def simple_all_false(): + data = [False, False, False, False, False] + + return pd.Series(data=data, name=eca.PREV_CONDITION) + + +def mixed(): + data = [True, False, True, False, True] + + return pd.Series(data=data, name=eca.PREV_CONDITION) + + +def simple_one(): + return np.array([1, 1, 1, 1, 1]) + + +def simple_zero(): + return np.array([0, 0, 0, 0, 0]) + + +def simple_three_quart(): + return np.array([0.75, 0.75, 0.75, 0.75, 0.75]) + + +def simple_quart(): + return np.array([0.25, 0.25, 0.25, 0.25, 0.25]) + + +def mixed_quart(): + return np.array([0.75, 0.25, 0.75, 0.25, 0.75]) + + +def simple_half(): + return np.array([0.5, 0.5, 0.5, 0.5, 0.5]) + + +def mixed_zero(): + return np.array([1, 0, 1, 0, 1]) + + +def mixed_one(): + return np.array([0, 1, 0, 1, 0]) + + +@pytest.mark.parametrize( + "test_input, factor, expected", + [ + (simple_all_true(), 1, simple_zero()), + (simple_all_true(), 0, simple_one()), + (simple_all_false(), 1, simple_one()), + (simple_all_false(), 0, simple_zero()), + (mixed(), 1, mixed_one()), + (mixed(), 0, mixed_zero()), + ], +) +def test_simple_cases_calculate_factor(test_input, factor, expected): + result: list = calculate_factor(test_input, factor) + np.testing.assert_array_equal(result, expected) + + +@pytest.mark.parametrize( + "test_input, factor, expected", + [ + (simple_all_true(), 0.5, simple_half()), + (simple_all_false(), 0.5, simple_half()), + (mixed(), 0.5, simple_half()), + ], +) +def test_half_calculate_factor(test_input, factor, expected): + result: list = calculate_factor(test_input, factor) + np.testing.assert_array_equal(result, expected) + + +@pytest.mark.parametrize( + "test_input, factor, expected", + [ + (simple_all_true(), 0.25, simple_three_quart()), + (simple_all_false(), 0.25, simple_quart()), + (mixed(), 0.25, mixed_quart()), + ], +) +def test_partial_calculate_factor(test_input, factor, expected): + result: list = calculate_factor(test_input, factor) + np.testing.assert_array_equal(result, expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_next_condition.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_next_condition.py new file mode 100644 index 000000000..691ea6a1c --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_next_condition.py @@ -0,0 +1,73 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_next_condition.py +Purpose: Unit tests for the function calculate_next_condition + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import pandas as pd +from file_processing.output_processing.program_output_helpers import calculate_next_condition +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from testing.unit_testing.test_file_processing.test_output_processing.test_program_output_helpers.test_fixtures_conditions import ( # noqa + simple_decreasing_rates, + simple_increasing_rates, + simple_increasing_rates_next_cond_result, + simple_decreasing_rates_next_cond_result, + mixed_rates, + mixed_rates_next_cond_result, + mixed_zero_rates, + mixed_zero_rates_next_cond_result, +) + + +def test_calculate_next_condition_for_empty_df(): + # Create an empty DataFrame + expected_columns = [eca.SITE_ID, eca.M_RATE, eca.NEXT_CONDITION] + df = pd.DataFrame(columns=expected_columns) + + # Call the function + groupby = df.groupby(eca.SITE_ID) + result_df = calculate_next_condition(df, groupby) + assert result_df.empty + assert all(column in result_df.columns for column in expected_columns) + + +@pytest.mark.parametrize( + "test_input, expected", + [ + (simple_decreasing_rates(), simple_decreasing_rates_next_cond_result()), + (simple_increasing_rates(), simple_increasing_rates_next_cond_result()), + ], +) +def test_calculate_simple_next_condition(test_input, expected): + # Call the function + groupby = test_input.groupby(eca.SITE_ID) + result_df = calculate_next_condition(test_input, groupby) + assert result_df.equals(expected) + + +@pytest.mark.parametrize( + "test_input, expected", + [ + (mixed_rates(), mixed_rates_next_cond_result()), + (mixed_zero_rates(), mixed_zero_rates_next_cond_result()), + ], +) +def test_calculate_complex_next_condition(test_input, expected): + groupby = test_input.groupby(eca.SITE_ID) + result_df = calculate_next_condition(test_input, groupby) + assert result_df.equals(expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_prev_condition.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_prev_condition.py new file mode 100644 index 000000000..4a130cdd7 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_prev_condition.py @@ -0,0 +1,73 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_prev_condition.py +Purpose: Unit tests for the function calculate_prev_condition + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import pandas as pd +from file_processing.output_processing.program_output_helpers import calculate_prev_condition +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from testing.unit_testing.test_file_processing.test_output_processing.test_program_output_helpers.test_fixtures_conditions import ( # noqa + simple_decreasing_rates, + simple_increasing_rates, + simple_increasing_rates_prev_cond_result, + simple_decreasing_rates_prev_cond_result, + mixed_rates, + mixed_rates_prev_cond_result, + mixed_zero_rates, + mixed_zero_rates_prev_cond_result, +) + + +def test_calculate_prev_condition_for_empty_df(): + # Create an empty DataFrame + expected_columns = [eca.SITE_ID, eca.M_RATE, eca.PREV_CONDITION] + df = pd.DataFrame(columns=expected_columns) + groupby = df.groupby(eca.SITE_ID) + # Call the function + result_df = calculate_prev_condition(df, groupby) + assert result_df.empty + assert all(column in result_df.columns for column in expected_columns) + + +@pytest.mark.parametrize( + "test_input, expected", + [ + (simple_decreasing_rates(), simple_decreasing_rates_prev_cond_result()), + (simple_increasing_rates(), simple_increasing_rates_prev_cond_result()), + ], +) +def test_calculate_simple_prev_condition(test_input, expected): + groupby = test_input.groupby(eca.SITE_ID) + # Call the function + result_df = calculate_prev_condition(test_input, groupby) + assert result_df.equals(expected) + + +@pytest.mark.parametrize( + "test_input, expected", + [ + (mixed_rates(), mixed_rates_prev_cond_result()), + (mixed_zero_rates(), mixed_zero_rates_prev_cond_result()), + ], +) +def test_calculate_complex_prev_condition(test_input, expected): + groupby = test_input.groupby(eca.SITE_ID) + # Call the function + result_df = calculate_prev_condition(test_input, groupby) + assert result_df.equals(expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_start_date.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_start_date.py new file mode 100644 index 000000000..9bcc89f9a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_start_date.py @@ -0,0 +1,46 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_start_date.py +Purpose: Unit tests for the function to calculate the duration between dates, +specifically the function calculate_start_date +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from file_processing.output_processing.program_output_helpers import calculate_start_date +import pandas as pd +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def test_calculate_start_date(): + # Create a mock DataFrame for row + sorted_by_site_summary = pd.DataFrame( + { + eca.PREV_CONDITION: [False, False, False, True, True], + eca.SURVEY_COMPLETION_DATE: pd.date_range(start="1/1/2022", periods=5), + } + ) + + # Test for proper start date generation + expected_result = pd.Series( + [ + pd.Timestamp("2022-01-01"), + pd.Timestamp("2022-01-01"), + pd.Timestamp("2022-01-02"), + pd.Timestamp("2022-01-04"), + pd.Timestamp("2022-01-05"), + ] + ) + actual_result = calculate_start_date(sorted_by_site_summary, 1) + pd.testing.assert_series_equal(actual_result, expected_result) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_start_date_factor.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_start_date_factor.py new file mode 100644 index 000000000..174c220b3 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_calculate_start_date_factor.py @@ -0,0 +1,76 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_start_date_factor.py +Purpose: Unit tests for the function calculate_start_date + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest + +from file_processing.output_processing.program_output_helpers import calculate_start_date +from testing.unit_testing.test_file_processing.test_output_processing.test_program_output_helpers.test_fixtures_start_dates import ( # noqa + simple_all_prev_condition_df, + simple_all_not_prev_condition_df, + simple_all_prev_condition_start_dates_half, + simple_all_prev_condition_start_dates_quarter, + simple_all_prev_condition_start_dates_zero, + simple_all_prev_condition_start_dates_one, + mix_condition_df, + mix_start_dates_quarter, + mix_start_dates_one, +) + + +# the simple_all_not_prev_condition tests should use the +# opposite of the all_prev_condition results +@pytest.mark.parametrize( + "test_input,ratio, expected", + [ + (simple_all_prev_condition_df(), 0.5, simple_all_prev_condition_start_dates_half()), + (simple_all_prev_condition_df(), 0.75, simple_all_prev_condition_start_dates_quarter()), + (simple_all_not_prev_condition_df(), 0.5, simple_all_prev_condition_start_dates_half()), + (simple_all_not_prev_condition_df(), 0.25, simple_all_prev_condition_start_dates_quarter()), + ], +) +def test_calculate_start_date(test_input, ratio, expected): + result = calculate_start_date(test_input, ratio) + assert result.equals(expected) + + +@pytest.mark.parametrize( + "test_input,ratio, expected", + [ + (simple_all_prev_condition_df(), 0.0, simple_all_prev_condition_start_dates_one()), + (simple_all_prev_condition_df(), 1.0, simple_all_prev_condition_start_dates_zero()), + (simple_all_not_prev_condition_df(), 0.0, simple_all_prev_condition_start_dates_zero()), + (simple_all_not_prev_condition_df(), 1.0, simple_all_prev_condition_start_dates_one()), + ], +) +def test_calculate_start_date_edge_cases(test_input, ratio, expected): + result = calculate_start_date(test_input, ratio) + assert result.equals(expected) + + +@pytest.mark.parametrize( + "test_input,ratio, expected", + [ + (mix_condition_df(), 0.75, mix_start_dates_quarter()), + (mix_condition_df(), 1.0, mix_start_dates_one()), + ], +) +def test_calculate_start_date_mixed_conditions(test_input, ratio, expected): + result = calculate_start_date(test_input, ratio) + assert result.equals(expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_closest_future_date.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_closest_future_date.py new file mode 100644 index 000000000..16ca8f004 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_closest_future_date.py @@ -0,0 +1,97 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_closest_future_date.py +Purpose: Contains unit tests for testing closest_future_date function. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import pandas as pd + +from file_processing.output_processing.program_output_helpers import find_closest_future_date + + +@pytest.fixture +def future_and_past_dates(): + return { + "input_date": pd.Timestamp("2023-01-01"), + "date_dict": [ + (pd.Timestamp("2023-01-02"), pd.Timestamp("2023-01-03")), + (pd.Timestamp("2022-12-31"), pd.Timestamp("2022-12-30")), + ], + "expected": pd.Timestamp("2023-01-03"), + } + + +@pytest.fixture +def only_past_dates(): + return { + "input_date": pd.Timestamp("2023-01-01"), + "date_dict": [ + (pd.Timestamp("2022-12-30"), pd.Timestamp("2022-12-29")), + (pd.Timestamp("2022-12-31"), pd.Timestamp("2022-12-28")), + ], + "expected": None, + } + + +@pytest.fixture +def empty_dates(): + return { + "input_date": pd.Timestamp("2023-01-01"), + "date_dict": [], + "expected": None, + } + + +@pytest.fixture +def future_date_with_past_start_date(): + return { + "input_date": pd.Timestamp("2023-01-01"), + "date_dict": [(pd.Timestamp("2023-01-03"), pd.Timestamp("2022-12-31"))], + "expected": pd.Timestamp("2023-01-01"), + } + + +@pytest.fixture +def multiple_future_dates(): + return { + "input_date": pd.Timestamp("2023-01-01"), + "date_dict": [ + (pd.Timestamp("2023-01-04"), pd.Timestamp("2023-01-05")), + (pd.Timestamp("2023-01-02"), pd.Timestamp("2023-01-03")), + (pd.Timestamp("2023-01-05"), pd.Timestamp("2023-01-06")), + ], + "expected": pd.Timestamp("2023-01-03"), + } + + +@pytest.mark.parametrize( + "fixture", + [ + "future_and_past_dates", + "only_past_dates", + "empty_dates", + "future_date_with_past_start_date", + "multiple_future_dates", + ], +) +def test_closest_future_date_new(request, fixture): + test_data = request.getfixturevalue(fixture) + assert ( + find_closest_future_date(test_data["input_date"], test_data["date_dict"]) + == test_data["expected"] + ) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_determine_next_date.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_determine_next_date.py new file mode 100644 index 000000000..e6cab63ab --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_determine_next_date.py @@ -0,0 +1,58 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_determine_next_date.py +Purpose: Unit tests for the function determine_next_date + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd + +from file_processing.output_processing.program_output_helpers import determine_next_date +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def test_determine_next_date(): + # Test input data + test_input = pd.DataFrame( + { + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-02", + "2021-01-03", + "2021-01-04", + "2021-01-05", + ] + ), + "value": [1, 2, 3, 4, 5], + } + ) + result: pd.Series = determine_next_date(test_input) + # Expected output + expected_output = pd.Series( + pd.to_datetime( + [ + "2021-01-02", + "2021-01-03", + "2021-01-04", + "2021-01-05", + "2021-01-05", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + # Ensure the function works as expected + assert result.equals(expected_output) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_determine_prev_date.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_determine_prev_date.py new file mode 100644 index 000000000..2d3461f20 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_determine_prev_date.py @@ -0,0 +1,58 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_determine_prev_date.py +Purpose: Unit tests for the function determine_prev_date + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd + +from file_processing.output_processing.program_output_helpers import determine_prev_date +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def test_determine_prev_date(): + # Test input data + test_input = pd.DataFrame( + { + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-02", + "2021-01-03", + "2021-01-04", + "2021-01-05", + ] + ), + "value": [1, 2, 3, 4, 5], + } + ) + result: pd.Series = determine_prev_date(test_input) + # Expected output + expected_output = pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-01", + "2021-01-02", + "2021-01-03", + "2021-01-04", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + # Ensure the function works as expected + assert result.equals(expected_output) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_conditions.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_conditions.py new file mode 100644 index 000000000..e7468d329 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_conditions.py @@ -0,0 +1,215 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_fixtures_conditions.py +Purpose: Contains fixtures used for testing condition-related functions. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd + +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def simple_increasing_rates(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [1, 2, 3, 4, 5], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def simple_decreasing_rates(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [5, 4, 3, 2, 1], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def mixed_rates(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [5, 1, 5, 1, 5], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def mixed_zero_rates(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [0, 3, 4, 0, 0], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def simple_increasing_rates_prev_cond_result(): + data = { + eca.PREV_CONDITION: [False, False, False, False, False], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [1, 2, 3, 4, 5], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def simple_decreasing_rates_prev_cond_result(): + data = { + eca.PREV_CONDITION: [False, True, True, True, True], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [5, 4, 3, 2, 1], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def mixed_rates_prev_cond_result(): + data = { + eca.PREV_CONDITION: [False, True, False, True, False], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [5, 1, 5, 1, 5], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) + + +def simple_increasing_rates_next_cond_result(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [1, 2, 3, 4, 5], + eca.NEXT_CONDITION: [True, True, True, True, False], + } + return pd.DataFrame(data) + + +def simple_decreasing_rates_next_cond_result(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [5, 4, 3, 2, 1], + eca.NEXT_CONDITION: [False, False, False, False, False], + } + return pd.DataFrame(data) + + +def mixed_rates_next_cond_result(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [5, 1, 5, 1, 5], + eca.NEXT_CONDITION: [False, True, False, True, False], + } + return pd.DataFrame(data) + + +def mixed_zero_rates_next_cond_result(): + data = { + eca.PREV_CONDITION: [None, None, None, None, None], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [0, 3, 4, 0, 0], + eca.NEXT_CONDITION: [True, True, False, False, False], + } + return pd.DataFrame(data) + + +def mixed_zero_rates_prev_cond_result(): + data = { + eca.PREV_CONDITION: [False, False, False, True, True], + eca.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + ], + eca.M_RATE: [0, 3, 4, 0, 0], + eca.NEXT_CONDITION: [None, None, None, None, None], + } + return pd.DataFrame(data) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_end_dates.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_end_dates.py new file mode 100644 index 000000000..76490c9b0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_end_dates.py @@ -0,0 +1,115 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_fixtures_end_dates.py +Purpose: Contains fixtures for unit tests of program_output_helpers. +In particular, the dataframes used to test the the calculate_end_date_factor function. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def simple_all_next_condition_df(): + data = { + eca.NEXT_CONDITION: [True, True, True, True, True], + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + } + return pd.DataFrame(data) + + +def simple_all_not_next_condition_df(): + data = { + eca.NEXT_CONDITION: [False, False, False, False, False], + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + } + return pd.DataFrame(data) + + +def simple_all_next_condition_end_dates_half(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-05", + "2021-01-15", + "2021-01-25", + "2021-02-04", + "2021-02-09", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def simple_all_next_condition_end_dates_zero(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + "2021-02-09", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def simple_all_next_condition_end_dates_one(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def simple_all_next_condition_end_dates_quarter(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-07", + "2021-01-17", + "2021-01-27", + "2021-02-06", + "2021-02-09", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_start_dates.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_start_dates.py new file mode 100644 index 000000000..cb2ba6652 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_output_helpers/test_fixtures_start_dates.py @@ -0,0 +1,161 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_fixtures_start_dates.py +Purpose: Contains fixtures for unit tests of program_output_helpers. +In particular, the dataframes used to test the calculate_start_date_factor function. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def simple_all_prev_condition_df(): + data = { + eca.PREV_CONDITION: [True, True, True, True, True], + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + } + return pd.DataFrame(data) + + +def simple_all_not_prev_condition_df(): + data = { + eca.PREV_CONDITION: [False, False, False, False, False], + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + } + return pd.DataFrame(data) + + +def simple_all_prev_condition_start_dates_half(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-05", + "2021-01-15", + "2021-01-25", + "2021-02-04", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def simple_all_prev_condition_start_dates_zero(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def simple_all_prev_condition_start_dates_one(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def simple_all_prev_condition_start_dates_quarter(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-07", + "2021-01-17", + "2021-01-27", + "2021-02-06", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def mix_condition_df(): + data = { + eca.PREV_CONDITION: [False, True, False, True, False], + eca.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-20", + "2021-01-30", + "2021-02-09", + ] + ), + } + return pd.DataFrame(data) + + +def mix_start_dates_quarter(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-07", + "2021-01-12", + "2021-01-27", + "2021-02-01", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) + + +def mix_start_dates_one(): + return pd.Series( + pd.to_datetime( + [ + "2021-01-01", + "2021-01-10", + "2021-01-10", + "2021-01-30", + "2021-01-30", + ] + ), + name=eca.SURVEY_COMPLETION_DATE, + ) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_determine_start_and_end_date.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_determine_start_and_end_date.py new file mode 100644 index 000000000..69e7af7e0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_determine_start_and_end_date.py @@ -0,0 +1,236 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_determine_start_and_end_date.py +Purpose: Unit tests for the function to test if the start and end date determining +functions work together correctly. Individual functions are tested separately in +program_output_helpers + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import pandas as pd +from datetime import date +from file_processing.output_processing.program_output import ( + determine_start_and_end_dates, +) +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def sorted_by_site_summary_df(): + data = { + eca.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2], + eca.SURVEY_COMPLETION_DATE: [ + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + ], + eca.M_RATE: [1, 5, 0, 5, 1, 1, 5, 5], + } + df = pd.DataFrame(data) + group_by = df.groupby(eca.SITE_ID) + return df, group_by + + +def expected_df_one(): + data = { + eca.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2], + eca.SURVEY_COMPLETION_DATE: [ + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + ], + eca.M_RATE: [1, 5, 0, 5, 1, 1, 5, 5], + eca.PREV_CONDITION: [False, False, True, False, False, True, False, True], + eca.NEXT_CONDITION: [True, False, True, False, False, True, False, False], + eca.START_DATE: [ + date(2021, 1, 1), + date(2021, 1, 1), + date(2021, 1, 20), + date(2021, 1, 20), + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 10), + date(2021, 1, 30), + ], + eca.END_DATE: [ + date(2021, 1, 1), + date(2021, 1, 20), + date(2021, 1, 20), + date(2021, 1, 30), + date(2021, 1, 10), + date(2021, 1, 10), + date(2021, 1, 30), + date(2021, 1, 30), + ], + } + df = pd.DataFrame(data) + df[eca.START_DATE] = pd.to_datetime(df[eca.START_DATE]) + df[eca.END_DATE] = pd.to_datetime(df[eca.END_DATE]) + return df + + +def expected_df_zero(): + data = { + eca.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2], + eca.SURVEY_COMPLETION_DATE: [ + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + ], + eca.M_RATE: [1, 5, 0, 5, 1, 1, 5, 5], + eca.PREV_CONDITION: [False, False, True, False, False, True, False, True], + eca.NEXT_CONDITION: [True, False, True, False, False, True, False, False], + eca.START_DATE: [ + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 10), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 1), + date(2021, 1, 20), + date(2021, 1, 20), + ], + eca.END_DATE: [ + date(2021, 1, 10), + date(2021, 1, 10), + date(2021, 1, 30), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 20), + date(2021, 1, 20), + date(2021, 1, 30), + ], + } + df = pd.DataFrame(data) + df[eca.START_DATE] = pd.to_datetime(df[eca.START_DATE]) + df[eca.END_DATE] = pd.to_datetime(df[eca.END_DATE]) + return df + + +def expected_df_half(): + data = { + eca.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2], + eca.SURVEY_COMPLETION_DATE: [ + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + ], + eca.M_RATE: [1, 5, 0, 5, 1, 1, 5, 5], + eca.PREV_CONDITION: [False, False, True, False, False, True, False, True], + eca.NEXT_CONDITION: [True, False, True, False, False, True, False, False], + eca.START_DATE: [ + date(2021, 1, 1), + date(2021, 1, 5), + date(2021, 1, 15), + date(2021, 1, 25), + date(2021, 1, 1), + date(2021, 1, 5), + date(2021, 1, 15), + date(2021, 1, 25), + ], + eca.END_DATE: [ + date(2021, 1, 5), + date(2021, 1, 15), + date(2021, 1, 25), + date(2021, 1, 30), + date(2021, 1, 5), + date(2021, 1, 15), + date(2021, 1, 25), + date(2021, 1, 30), + ], + } + df = pd.DataFrame(data) + df[eca.START_DATE] = pd.to_datetime(df[eca.START_DATE]) + df[eca.END_DATE] = pd.to_datetime(df[eca.END_DATE]) + return df + + +def expected_df_quart(): + data = { + eca.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2], + eca.SURVEY_COMPLETION_DATE: [ + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + date(2021, 1, 1), + date(2021, 1, 10), + date(2021, 1, 20), + date(2021, 1, 30), + ], + eca.M_RATE: [1, 5, 0, 5, 1, 1, 5, 5], + eca.PREV_CONDITION: [False, False, True, False, False, True, False, True], + eca.NEXT_CONDITION: [True, False, True, False, False, True, False, False], + eca.START_DATE: [ + date(2021, 1, 1), + date(2021, 1, 7), + date(2021, 1, 12), + date(2021, 1, 27), + date(2021, 1, 1), + date(2021, 1, 3), + date(2021, 1, 17), + date(2021, 1, 22), + ], + eca.END_DATE: [ + date(2021, 1, 7), + date(2021, 1, 12), + date(2021, 1, 27), + date(2021, 1, 30), + date(2021, 1, 3), + date(2021, 1, 17), + date(2021, 1, 22), + date(2021, 1, 30), + ], + } + df = pd.DataFrame(data) + df[eca.START_DATE] = pd.to_datetime(df[eca.START_DATE]) + df[eca.END_DATE] = pd.to_datetime(df[eca.END_DATE]) + return df + + +@pytest.mark.parametrize( + "test_input, ratio, expected", + [ + (sorted_by_site_summary_df(), 1.0, expected_df_one()), + (sorted_by_site_summary_df(), 0.0, expected_df_zero()), + (sorted_by_site_summary_df(), 0.5, expected_df_half()), + (sorted_by_site_summary_df(), 0.25, expected_df_quart()), + ], +) +def test_determine_start_and_end_dates(test_input, ratio, expected): + df, group_by = test_input + result = determine_start_and_end_dates(df, group_by, ratio) + pd.testing.assert_frame_equal(result, expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_expand_column.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_expand_column.py new file mode 100644 index 000000000..f75ffc438 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_expand_column.py @@ -0,0 +1,118 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_expand_column.py +Purpose: Unit tests for the function to test the expand_column function + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from file_processing.output_processing.program_output_helpers import expand_column +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca + + +def test_001_expand_column_simp(): + # Create a list of EquipmentGroupSurveyReport instances + data = [ + {eca.SITE_ID: 1, eca.EQG: "eqg1", eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}]}, + {eca.SITE_ID: 1, eca.EQG: "eqg2", eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}]}, + { + eca.SITE_ID: 1, + eca.EQG: "eqg3", + eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}, {eca.COMP: "comp2", eca.M_RATE: 3}], + }, + ] + + expected_df_eqg = pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1], + eca.EQG: ["eqg1", "eqg2", "eqg3"], + eca.COMP: [ + [{eca.COMP: "comp1", eca.M_RATE: 1}], + [{eca.COMP: "comp1", eca.M_RATE: 1}], + [{eca.COMP: "comp1", eca.M_RATE: 1}, {eca.COMP: "comp2", eca.M_RATE: 3}], + ], + eca.M_RATE: [1, 1, 1], + } + ) + expected_df_comp = pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1, 1], + eca.EQG: ["eqg1", "eqg2", "eqg3", "eqg3"], + eca.COMP: ["comp1", "comp1", "comp1", "comp2"], + eca.M_RATE: [1, 1, 1, 3], + } + ) + # Create a DataFrame + df = pd.DataFrame({eca.SITE_ID: [1], eca.M_RATE: [1], eca.EQG: [data]}) + # Call the expand_column function + first_expanded_df = expand_column(df, eca.EQG) + second_expanded_df = expand_column(first_expanded_df, eca.COMP) + + assert first_expanded_df.sort_index(axis=1).equals(expected_df_eqg.sort_index(axis=1)) + assert second_expanded_df.sort_index(axis=1).equals(expected_df_comp.sort_index(axis=1)) + + +def test_001_expand_column_comp(): + # Create a list of EquipmentGroupSurveyReport instances + data1 = [ + {eca.SITE_ID: 1, eca.EQG: "eqg1", eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}]}, + {eca.SITE_ID: 1, eca.EQG: "eqg2", eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}]}, + { + eca.SITE_ID: 1, + eca.EQG: "eqg3", + eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}, {eca.COMP: "comp2", eca.M_RATE: 3}], + }, + ] + data2 = [ + {eca.SITE_ID: 2, eca.EQG: "eqg1", eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}]}, + {eca.SITE_ID: 2, eca.EQG: "eqg2", eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}]}, + { + eca.SITE_ID: 2, + eca.EQG: "eqg3", + eca.COMP: [{eca.COMP: "comp1", eca.M_RATE: 1}, {eca.COMP: "comp2", eca.M_RATE: 3}], + }, + ] + expected_df_eqg = pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1, 2, 2, 2], + eca.EQG: ["eqg1", "eqg2", "eqg3", "eqg1", "eqg2", "eqg3"], + eca.COMP: [ + [{eca.COMP: "comp1", eca.M_RATE: 1}], + [{eca.COMP: "comp1", eca.M_RATE: 1}], + [{eca.COMP: "comp1", eca.M_RATE: 1}, {eca.COMP: "comp2", eca.M_RATE: 3}], + [{eca.COMP: "comp1", eca.M_RATE: 1}], + [{eca.COMP: "comp1", eca.M_RATE: 1}], + [{eca.COMP: "comp1", eca.M_RATE: 1}, {eca.COMP: "comp2", eca.M_RATE: 3}], + ], + eca.M_RATE: [1, 1, 1, 1, 1, 1], + } + ) + expected_df_comp = pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2], + eca.EQG: ["eqg1", "eqg2", "eqg3", "eqg3", "eqg1", "eqg2", "eqg3", "eqg3"], + eca.COMP: ["comp1", "comp1", "comp1", "comp2", "comp1", "comp1", "comp1", "comp2"], + eca.M_RATE: [1, 1, 1, 3, 1, 1, 1, 3], + } + ) + # Create a DataFrame + df = pd.DataFrame({eca.SITE_ID: [1, 2], eca.M_RATE: [1, 1], eca.EQG: [data1, data2]}) + # Call the expand_column function + first_expanded_df = expand_column(df, eca.EQG) + second_expanded_df = expand_column(first_expanded_df, eca.COMP) + + assert first_expanded_df.sort_index(axis=1).equals(expected_df_eqg.sort_index(axis=1)) + assert second_expanded_df.sort_index(axis=1).equals(expected_df_comp.sort_index(axis=1)) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_gen_estimated_fugitive_emissions_to_remove.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_gen_estimated_fugitive_emissions_to_remove.py new file mode 100644 index 000000000..caf49fcef --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_program_outputs/test_gen_estimated_fugitive_emissions_to_remove.py @@ -0,0 +1,144 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_gen_estimated_fugitive_emissions_to_remove.py +# Purpose: Tests the gen_estimated_fugitive_emissions_to_remove method +# in the program_output module + + +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. +# You should have received a copy of the MIT License +# along with this program. If not, see . + +# ------------------------------------------------------------------------------ +import pandas as pd +from file_processing.output_processing import program_output +from constants import output_file_constants + + +def gen_test_site_survey_reports_summary(): + return pd.DataFrame( + { + output_file_constants.EMIS_DATA_COL_ACCESSORS.SITE_ID: [ + 1, + 1, + 1, + 1, + 1, + 1, + 2, + 2, + 2, + 2, + 2, + 2, + ], + output_file_constants.EMIS_DATA_COL_ACCESSORS.M_RATE: [ + 0, + 1, + 2, + 3, + 4, + 0, + 0, + 4, + 3, + 2, + 1, + 0, + ], + output_file_constants.EMIS_DATA_COL_ACCESSORS.SURVEY_COMPLETION_DATE: pd.to_datetime( + [ + "2024-01-01", + "2024-01-30", + "2024-02-01", + "2024-05-06", + "2024-09-04", + "2024-12-31", + "2024-01-01", + "2024-01-29", + "2024-03-04", + "2024-08-09", + "2024-11-11", + "2024-12-31", + ] + ), + output_file_constants.EMIS_DATA_COL_ACCESSORS.START_DATE: pd.to_datetime( + [ + "2024-01-01", + "2024-01-30", + "2024-02-01", + "2024-05-06", + "2024-09-04", + "2024-12-31", + "2024-01-01", + "2024-01-29", + "2024-03-04", + "2024-08-09", + "2024-11-11", + "2024-12-31", + ] + ), + output_file_constants.EMIS_DATA_COL_ACCESSORS.PREV_CONDITION: [ + False, + False, + False, + False, + False, + True, + False, + True, + True, + True, + True, + True, + ], + } + ) + + +def gen_test_fugitive_emissions_rates_and_rep_data(): + return pd.DataFrame( + { + output_file_constants.EMIS_DATA_COL_ACCESSORS.SITE_ID: [2, 2], + output_file_constants.EMIS_DATA_COL_ACCESSORS.DATE_REP_EXP: [ + "2024-03-16", + "2024-08-26", + ], + output_file_constants.EMIS_DATA_COL_ACCESSORS.M_RATE: [2, 2], + } + ) + + +def gen_expected_estimated_fugitive_emissions_to_remove(): + return pd.DataFrame( + { + output_file_constants.EMIS_DATA_COL_ACCESSORS.SITE_ID: [2, 2], + output_file_constants.EMIS_DATA_COL_ACCESSORS.M_RATE: [2, 2], + output_file_constants.EMIS_DATA_COL_ACCESSORS.START_DATE: pd.to_datetime( + ["2024-03-16", "2024-08-26"] + ), + output_file_constants.EMIS_DATA_COL_ACCESSORS.END_DATE: pd.to_datetime( + ["2024-08-09", "2024-11-11"] + ), + output_file_constants.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT: [25228.8, 13305.6], + } + ) + + +def test_gen_estimated_fugitive_emissions_to_remove_simple(): + site_survey_reports_summary: pd.DataFrame = gen_test_site_survey_reports_summary() + fugitive_emissions_rates_and_rep_data: pd.DataFrame = ( + gen_test_fugitive_emissions_rates_and_rep_data() + ) + est_fug_emis_to_rem: pd.Dataframe = program_output.gen_estimated_repairable_emissions_to_remove( + site_survey_reports_summary, fugitive_emissions_rates_and_rep_data + ) + expected: pd.DataFrame = gen_expected_estimated_fugitive_emissions_to_remove() + pd.testing.assert_frame_equal(est_fug_emis_to_rem, expected) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/test_get_annual_emissions_at_all_sites_with_extrapolation.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/test_get_annual_emissions_at_all_sites_with_extrapolation.py new file mode 100644 index 000000000..c2938dc29 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/test_get_annual_emissions_at_all_sites_with_extrapolation.py @@ -0,0 +1,549 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_annual_emissions_at_all_sites_with_extrapolation.py +Purpose: Unit testing the get_annual_emissions_at_all_sites_with_extrapolation method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +import pytest +from constants import output_file_constants as ofc +from file_processing.output_processing.summary_output_helpers import ( + get_annual_emissions_at_all_sites_with_extrapolation, +) + + +@pytest.fixture(name="mock_est_emis_data_1_subtype_few_sites") +def mock_est_emis_data_1_subtype_few_sites_fix(): + return pd.DataFrame( + { + ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID: [1, 1, 1, 1, 2, 2], + ofc.EMIS_DATA_COL_ACCESSORS.SURVEY_COMPLETION_DATE: [ + "2024-01-01", + "2024-06-01", + "2025-06-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.START_DATE: [ + "2024-01-01", + "2024-01-01", + "2025-06-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.END_DATE: [ + "2024-01-01", + "2025-06-01", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.M_RATE: [0, 3, 0, 0, 0, 0], + ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT: [0, 1554, 0, 0, 0, 0], + ofc.EMIS_DATA_COL_ACCESSORS.SITE_MEASURED: [True, True, True, True, False, False], + ofc.EMIS_DATA_COL_ACCESSORS.SITE_TYPE: ["A", "A", "A", "A", "A", "A"], + } + ) + + +@pytest.fixture(name="mock_est_emis_data_1_subtype_few_sites_expected_results") +def mock_est_emis_data_1_subtype_few_sites_expected_results_fix(): + return { + 2024: 2196, + 2025: 912, + } + + +@pytest.fixture(name="mock_est_emis_data_1_subtype_multiple_sites") +def mock_est_emis_data_1_subtype_multiple_sites_fix(): + return pd.DataFrame( + { + ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID: [1, 1, 1, 1, 2, 2, 2, 2, 3, 3, 3, 3, 4, 4], + ofc.EMIS_DATA_COL_ACCESSORS.SURVEY_COMPLETION_DATE: [ + "2024-01-01", + "2024-06-01", + "2025-06-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2025-04-01", + "2025-12-31", + "2024-01-01", + "2024-07-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.START_DATE: [ + "2024-01-01", + "2024-01-01", + "2025-06-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2024-01-01", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.END_DATE: [ + "2024-01-01", + "2025-06-01", + "2025-12-31", + "2025-12-31", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2025-12-31", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.M_RATE: [0, 3, 0, 0, 0, 0, 4, 0, 0, 2, 0, 0, 0, 0], + ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT: [ + 0, + 1554, # Emitting 1098 year 1 and 456 year 2 + 0, + 0, + 0, + 0, + 2684, # Emitting 1224 year 1 and 1460 year 2 + 0, + 0, + 1158, # Emitting 732 year 1 and 426 year 2 + 0, + 0, + 0, + 0, + ], + ofc.EMIS_DATA_COL_ACCESSORS.SITE_MEASURED: [ + True, + True, + True, + True, + True, + True, + True, + True, + True, + True, + True, + True, + False, + False, + ], + ofc.EMIS_DATA_COL_ACCESSORS.SITE_TYPE: [ + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + ], + } + ) + + +@pytest.fixture(name="mock_est_emis_data_1_subtype_multiple_sites_expected_results") +def mock_est_emis_data_1_subtype_multiple_sites_expected_results_fix(): + return { + # 4(1098 + 1224 + 732)/3 = 4072 + 2024: 4072, + # 4(456 + 1460 + 426)/3 = 3122.7 + 2025: 3122.6666667, + } + + +@pytest.fixture(name="mock_est_emis_data_3_subtypes_multiple_sites") +def mock_est_emis_data_3_subtypes_multiple_sites_fix(): + return pd.DataFrame( + { + ofc.EMIS_DATA_COL_ACCESSORS.SITE_ID: [ + 1, + 1, + 1, + 1, + 2, + 2, + 2, + 2, + 3, + 3, + 3, + 3, + 4, + 4, + 5, + 5, + 5, + 5, + 6, + 6, + 6, + 6, + 7, + 7, + 8, + 8, + 8, + 8, + 9, + 9, + 9, + 9, + 10, + 10, + ], + ofc.EMIS_DATA_COL_ACCESSORS.SURVEY_COMPLETION_DATE: [ + "2024-01-01", + "2024-06-01", + "2025-06-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2025-04-01", + "2025-12-31", + "2024-01-01", + "2024-07-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2025-04-01", + "2025-12-31", + "2024-01-01", + "2024-07-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2025-04-01", + "2025-12-31", + "2024-01-01", + "2024-07-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.START_DATE: [ + "2024-01-01", + "2024-01-01", + "2025-06-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2024-01-01", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2024-01-01", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + "2024-01-01", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2024-01-01", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2024-01-01", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.END_DATE: [ + "2024-01-01", + "2025-06-01", + "2025-12-31", + "2025-12-31", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2025-12-31", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2025-12-31", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2024-03-01", + "2024-03-01", + "2025-12-31", + "2025-12-31", + "2024-01-01", + "2025-08-01", + "2025-12-31", + "2025-12-31", + "2025-12-31", + "2025-12-31", + ], + ofc.EMIS_DATA_COL_ACCESSORS.M_RATE: [ + 0, + 3, + 0, + 0, + 0, + 0, + 4, + 0, + 0, + 2, + 0, + 0, + 0, + 0, + 0, + 0, + 4, + 0, + 0, + 2, + 0, + 0, + 0, + 0, + 0, + 0, + 4, + 0, + 0, + 3, + 0, + 0, + 0, + 0, + ], + ofc.EMIS_DATA_COL_ACCESSORS.EST_VOL_EMIT: [ + 0, + 1554, # Emitting 1098 year 1 and 456 year 2 + 0, + 0, + 0, + 0, + 2684, # Emitting 1224 year 1 and 1460 year 2 + 0, + 0, + 1158, # Emitting 732 year 1 and 426 year 2 + 0, + 0, + 0, + 0, + 0, + 0, + 2684, # Emitting 1224 year 1 and 1460 year 2 + 0, + 0, + 1158, # Emitting 732 year 1 and 426 year 2 + 0, + 0, + 0, + 0, + 0, + 0, + 2684, # Emitting 1224 year 1 and 1460 year 2 + 0, + 0, + 1737, # Emitting 1098 year 1 and 639 year 2 + 0, + 0, + 0, + 0, + ], + ofc.EMIS_DATA_COL_ACCESSORS.SITE_MEASURED: [ + True, + True, + True, + True, + True, + True, + True, + True, + True, + True, + True, + True, + False, + False, + True, + True, + True, + True, + True, + True, + True, + True, + False, + False, + True, + True, + True, + True, + True, + True, + True, + True, + False, + False, + ], + ofc.EMIS_DATA_COL_ACCESSORS.SITE_TYPE: [ + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "A", + "B", + "B", + "B", + "B", + "B", + "B", + "B", + "B", + "B", + "B", + "C", + "C", + "C", + "C", + "C", + "C", + "C", + "C", + "C", + "C", + ], + } + ) + + +@pytest.fixture(name="mock_est_emis_data_3_subtypes_multiple_sites_expected_results") +def mock_est_emis_data_3_subtypes_multiple_sites_expected_results_fix(): + return { + # 4(1098 + 1224 + 732)/3 + 3(1224 + 732)/2 + 3(1224 + 1098)/2 = 10457.5 + 2024: 10489, + # 4(456 + 1460 + 426)/3 + 3(1460 + 426)/2 + 3(1460 + 639)/2 = 9100.166666667 + 2025: 9100.166666667, + } + + +@pytest.mark.parametrize( + "mock_est_emis_data_name, mock_est_emis_data_expected_results_name, year", + [ + ( + "mock_est_emis_data_1_subtype_few_sites", + "mock_est_emis_data_1_subtype_few_sites_expected_results", + 2024, + ), + ( + "mock_est_emis_data_1_subtype_few_sites", + "mock_est_emis_data_1_subtype_few_sites_expected_results", + 2025, + ), + ( + "mock_est_emis_data_1_subtype_multiple_sites", + "mock_est_emis_data_1_subtype_multiple_sites_expected_results", + 2024, + ), + ( + "mock_est_emis_data_1_subtype_multiple_sites", + "mock_est_emis_data_1_subtype_multiple_sites_expected_results", + 2025, + ), + ( + "mock_est_emis_data_3_subtypes_multiple_sites", + "mock_est_emis_data_3_subtypes_multiple_sites_expected_results", + 2024, + ), + ( + "mock_est_emis_data_3_subtypes_multiple_sites", + "mock_est_emis_data_3_subtypes_multiple_sites_expected_results", + 2025, + ), + ], +) +def test_get_annual_emissions_at_all_sites_with_extrapolation_returns_expected( + request: pytest.FixtureRequest, + mock_est_emis_data_name: str, + mock_est_emis_data_expected_results_name: str, + year: str, +): + # Get the fixture values + mock_est_emis_data: pd.DataFrame = request.getfixturevalue(mock_est_emis_data_name) + mock_est_emis_data_expected_results: dict = request.getfixturevalue( + mock_est_emis_data_expected_results_name + ) + + # Compute the result + annual_emis_data: float = get_annual_emissions_at_all_sites_with_extrapolation( + mock_est_emis_data, year + ) + + # Check if the result matches the expected output + assert annual_emis_data == pytest.approx(mock_est_emis_data_expected_results[year], 1e-5) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/test_get_yearly_value_for_multi_day_stat.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/test_get_yearly_value_for_multi_day_stat.py new file mode 100644 index 000000000..b0bc78272 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_helpers/test_get_yearly_value_for_multi_day_stat.py @@ -0,0 +1,124 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test get yearly value for multi day stat +Purpose: Unit testing the get yearly value for multi day stat method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +import pytest + +from file_processing.output_processing.summary_output_helpers import ( + get_yearly_value_for_multi_day_stat, +) + + +def test_000_get_yearly_value_for_multi_day_stat_functions_as_expected_simple_1(): + + # Setup test data + df = pd.DataFrame( + { + "start_date": ["2020-01-01", "2020-01-01", "2020-01-01", "2020-01-01"], + "end_date": ["2021-12-31", "2021-12-31", "2020-01-02", "2020-01-02"], + "value": [5, 5, 5, 5], + } + ) + column = "value" + year = 2020 + start_date_col = "start_date" + end_date_col = "end_date" + + # Define expected output + expected_output = 15 + + # Get the result + result = get_yearly_value_for_multi_day_stat(df, column, year, start_date_col, end_date_col) + + # Check if the result matches the expected output + assert result == pytest.approx(expected_output, 1e-1) + + +def test_000_get_yearly_value_for_multi_day_stat_functions_as_expected_simple_2(): + + # Setup test data + df = pd.DataFrame( + { + "start_date": ["2020-01-01", "2020-01-01", "2020-01-01", "2020-01-01"], + "end_date": ["2023-12-31", "2023-12-31", "2020-01-02", "2020-01-02"], + "value": [20, 20, 5, 5], + } + ) + column = "value" + year = 2021 + start_date_col = "start_date" + end_date_col = "end_date" + + # Define expected output + expected_output = 10 + + # Get the result + result = get_yearly_value_for_multi_day_stat(df, column, year, start_date_col, end_date_col) + + # Check if the result matches the expected output + assert result == pytest.approx(expected_output, 1e-1) + + +def test_000_get_yearly_value_for_multi_day_stat_functions_as_expected_simple_3(): + + # Setup test data + df = pd.DataFrame( + { + "start_date": ["2020-01-01", "2020-01-01", "2021-06-30", "2021-06-30"], + "end_date": ["2021-06-30", "2021-06-30", "2022-12-31", "2022-12-31"], + "value": [15, 15, 15, 15], + } + ) + column = "value" + year = 2021 + start_date_col = "start_date" + end_date_col = "end_date" + + # Define expected output + expected_output = 20 + + # Get the result + result = get_yearly_value_for_multi_day_stat(df, column, year, start_date_col, end_date_col) + + # Check if the result matches the expected output + assert result == pytest.approx(expected_output, abs=1e-1) + + +def test_000_get_yearly_value_for_multi_day_stat_functions_as_expected_missing_end_dates(): + df = pd.DataFrame( + { + "start_date": ["2020-01-01", "2020-01-01", "2020-01-01", "2020-01-01"], + "end_date": ["2021-06-30", pd.NaT, "2021-12-31", pd.NaT], + "value": [15, 20, 20, 20], + } + ) + column = "value" + year = 2021 + start_date_col = "start_date" + end_date_col = "end_date" + + # Define expected output + expected_output = 35 + + # Get the result + result = get_yearly_value_for_multi_day_stat(df, column, year, start_date_col, end_date_col) + + # Check if the result matches the expected output + assert result == pytest.approx(expected_output, abs=1e-1) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_combine_outputs.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_combine_outputs.py new file mode 100644 index 000000000..ee47d662b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_combine_outputs.py @@ -0,0 +1,43 @@ +import pandas as pd +from file_processing.output_processing.summary_output_manager import SummaryOutputManager + + +def mock_summary_output_manager_init(self): + return + + +def test_combine_outputs_when_old_outputs_empty(mocker): + mocker.patch.object(SummaryOutputManager, "__init__", mock_summary_output_manager_init) + output_manager: SummaryOutputManager = SummaryOutputManager() + old_outputs = {"output1": pd.DataFrame(), "output2": pd.DataFrame()} + new_outputs = { + "output1": [pd.DataFrame({"A": [1, 2, 3]}), pd.DataFrame({"A": [4, 5, 6]})], + "output2": [pd.DataFrame({"B": [7, 8, 9]}), pd.DataFrame({"B": [10, 11, 12]})], + } + expected_outputs = { + "output1": pd.DataFrame({"A": [1, 2, 3, 4, 5, 6]}), + "output2": pd.DataFrame({"B": [7, 8, 9, 10, 11, 12]}), + } + combined = output_manager.combine_outputs(old_outputs, new_outputs) + for key in combined.keys(): + assert combined[key].equals(expected_outputs[key]) + + +def test_combine_outputs_when_old_outputs_not_empty(mocker): + mocker.patch.object(SummaryOutputManager, "__init__", mock_summary_output_manager_init) + output_manager: SummaryOutputManager = SummaryOutputManager() + old_outputs = { + "output1": pd.DataFrame({"A": [1, 2, 3]}), + "output2": pd.DataFrame({"B": [4, 5, 6]}), + } + new_outputs = { + "output1": [pd.DataFrame({"A": [7, 8, 9]}), pd.DataFrame({"A": [10, 11, 12]})], + "output2": [pd.DataFrame({"B": [13, 14, 15]}), pd.DataFrame({"B": [16, 17, 18]})], + } + expected_outputs = { + "output1": pd.DataFrame({"A": [1, 2, 3, 7, 8, 9, 10, 11, 12]}), + "output2": pd.DataFrame({"B": [4, 5, 6, 13, 14, 15, 16, 17, 18]}), + } + combined = output_manager.combine_outputs(old_outputs, new_outputs) + for key in combined.keys(): + assert combined[key].equals(expected_outputs[key]) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_gen_summary_outputs.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_gen_summary_outputs.py new file mode 100644 index 000000000..5cb9ec0c5 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_gen_summary_outputs.py @@ -0,0 +1,302 @@ +from file_processing.output_processing.summary_output_manager import SummaryOutputManager +from constants import output_file_constants, file_name_constants +import pandas as pd +from pathlib import Path + +import os +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper +from constants.output_file_constants import ( + EMIS_SUMMARY_COLUMNS_ACCESSORS as esca, + TS_SUMMARY_COLUMNS_ACCESSORS as tsca, +) +from file_processing.output_processing import summary_output_helpers + + +def mock_summary_output_manager_init(self): + self._summary_outputs_to_make = [ + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY, + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY, + ] + self._output_path = Path("test") + self._output_config = output_config = { + output_file_constants.OutputConfigCategories.SUMMARY_OUTPUTS: { + output_file_constants.OutputConfigCategories.SummaryOutputCatageories.SUMMARY_STATS: { + "Timeseries Summary": { + 'Average "True" Daily Emissions (Kg Methane)': True, + 'Average "True" Mitigable Daily Emissions (Kg Methane)': True, + 'Average "True" Non-Mitigable Daily Emissions (Kg Methane)': True, + '95th Percentile "True" Daily Emissions (Kg Methane)': True, + '95th Percentile "True" Mitigable Daily Emissions (Kg Methane)': True, + '95th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)': True, + '5th Percentile "True" Daily Emissions (Kg Methane)': True, + '5th Percentile "True" Mitigable Daily Emissions (Kg Methane)': True, + '5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)': True, + "Average Daily Cost ($)": True, + "95th Percentile Daily Cost ($)": True, + "5th Percentile Daily Cost ($)": True, + }, + "Emissions Summary": { + 'Total "True" Emissions (Kg Methane)': True, + 'Total "Estimated" Emissions (Kg Methane)': True, + 'Total "True" Mitigable Emissions (Kg Methane)': True, + 'Total "True" Non-Mitigable Emissions (Kg Methane)': True, + 'Average "True" Emissions Rate (g/s)': True, + '95th Percentile "True" Emissions Rate (g/s)': True, + '5th Percentile "True" Emissions Rate (g/s)': True, + 'Average "True" Emissions Amount (Kg Methane)': True, + '95th Percentile "True" Emissions Amount (Kg Methane)': True, + '5th Percentile "True" Emissions Amount (Kg Methane)': True, + }, + } + } + } + self._outputs_mapper = SummaryOutputMapper( + output_config[output_file_constants.OutputConfigCategories.SUMMARY_OUTPUTS][ + output_file_constants.OutputConfigCategories.SummaryOutputCatageories.SUMMARY_STATS + ], + [2024, 2025], + ) + return + + +class MockDirEntry: + def __init__(self, name): + self.name = name + self.path = name + + def is_dir(self): + return True + + def is_file(self) -> bool: + return True + + +mock_legacy_outputs: dict[str, pd.DataFrame] = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: pd.DataFrame( + { + tsca.PROG_NAME: ["test", "test", "test"], + tsca.SIM: ["0", "1", "2"], + tsca.AVG_T_DAILY_EMIS: [2.5, 6.5, 10.5], + tsca.T_DAILY_EMIS_95: [4.0, 8.0, 12.0], + tsca.T_DAILY_EMIS_5: [1.0, 5.0, 9.0], + tsca.AVG_DAILY_COST: [8.5, 4.5, 1.5], + tsca.DAILY_COST_95: [10.0, 6.0, 3.0], + tsca.DAILY_COST_5: [7.0, 3.0, 0.0], + } + ), + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["0", "1", "2"], + esca.T_TOTAL_EMIS: [10, 26, 42], + esca.AVG_T_EMIS_RATE: [8.5, 4.5, 1.5], + esca.T_EMIS_RATE_95: [10.0, 6.0, 3.0], + esca.T_EMIS_RATE_5: [7.0, 3.0, 0.0], + esca.T_AVG_EMIS_AMOUNT: [2.5, 6.5, 10.5], + esca.T_EMIS_AMOUNT_95: [4.0, 8.0, 12.0], + esca.T_EMIS_AMOUNT_5: [1.0, 5.0, 9.0], + } + ), +} + +mock_current_ts_summary_csv = pd.DataFrame( + { + tsca.PROG_NAME: ["test", "test", "test"], + tsca.SIM: ["3", "4", "5"], + tsca.AVG_T_DAILY_EMIS: [2.5, 6.5, 10.5], + tsca.T_DAILY_EMIS_95: [4.0, 8.0, 12.0], + tsca.T_DAILY_EMIS_5: [1.0, 5.0, 9.0], + tsca.AVG_DAILY_COST: [8.5, 4.5, 1.5], + tsca.DAILY_COST_95: [10.0, 6.0, 3.0], + tsca.DAILY_COST_5: [7.0, 3.0, 0.0], + } +) + +mock_current_emis_summary_csv = pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["3", "4", "5"], + esca.T_TOTAL_EMIS: [10, 26, 42], + esca.AVG_T_EMIS_RATE: [8.5, 4.5, 1.5], + esca.T_EMIS_RATE_95: [10.0, 6.0, 3.0], + esca.T_EMIS_RATE_5: [7.0, 3.0, 0.0], + esca.T_AVG_EMIS_AMOUNT: [2.5, 6.5, 10.5], + esca.T_EMIS_AMOUNT_95: [4.0, 8.0, 12.0], + esca.T_EMIS_AMOUNT_5: [1.0, 5.0, 9.0], + } +) + +expected_results_for_concat = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: pd.DataFrame( + { + tsca.PROG_NAME: ["test", "test", "test", "test", "test", "test"], + tsca.SIM: ["0", "1", "2", "3", "4", "5"], + tsca.AVG_T_DAILY_EMIS: [2.5, 6.5, 10.5, 2.5, 6.5, 10.5], + tsca.T_DAILY_EMIS_95: [4.0, 8.0, 12.0, 4.0, 8.0, 12.0], + tsca.T_DAILY_EMIS_5: [1.0, 5.0, 9.0, 1.0, 5.0, 9.0], + tsca.AVG_DAILY_COST: [8.5, 4.5, 1.5, 8.5, 4.5, 1.5], + tsca.DAILY_COST_95: [10.0, 6.0, 3.0, 10.0, 6.0, 3.0], + tsca.DAILY_COST_5: [7.0, 3.0, 0.0, 7.0, 3.0, 0.0], + } + ), + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test", "test", "test", "test"], + esca.SIM: ["0", "1", "2", "3", "4", "5"], + esca.T_TOTAL_EMIS: [10, 26, 42, 10, 26, 42], + esca.AVG_T_EMIS_RATE: [8.5, 4.5, 1.5, 8.5, 4.5, 1.5], + esca.T_EMIS_RATE_95: [10.0, 6.0, 3.0, 10.0, 6.0, 3.0], + esca.T_EMIS_RATE_5: [7.0, 3.0, 0.0, 7.0, 3.0, 0.0], + esca.T_AVG_EMIS_AMOUNT: [2.5, 6.5, 10.5, 2.5, 6.5, 10.5], + esca.T_EMIS_AMOUNT_95: [4.0, 8.0, 12.0, 4.0, 8.0, 12.0], + esca.T_EMIS_AMOUNT_5: [1.0, 5.0, 9.0, 1.0, 5.0, 9.0], + } + ), +} + +expected_results_no_concat = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: pd.DataFrame( + { + tsca.PROG_NAME: ["test", "test", "test"], + tsca.SIM: ["3", "4", "5"], + tsca.AVG_T_DAILY_EMIS: [2.5, 6.5, 10.5], + tsca.T_DAILY_EMIS_95: [4.0, 8.0, 12.0], + tsca.T_DAILY_EMIS_5: [1.0, 5.0, 9.0], + tsca.AVG_DAILY_COST: [8.5, 4.5, 1.5], + tsca.DAILY_COST_95: [10.0, 6.0, 3.0], + tsca.DAILY_COST_5: [7.0, 3.0, 0.0], + } + ), + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["3", "4", "5"], + esca.T_TOTAL_EMIS: [10, 26, 42], + esca.AVG_T_EMIS_RATE: [8.5, 4.5, 1.5], + esca.T_EMIS_RATE_95: [10.0, 6.0, 3.0], + esca.T_EMIS_RATE_5: [7.0, 3.0, 0.0], + esca.T_AVG_EMIS_AMOUNT: [2.5, 6.5, 10.5], + esca.T_EMIS_AMOUNT_95: [4.0, 8.0, 12.0], + esca.T_EMIS_AMOUNT_5: [1.0, 5.0, 9.0], + } + ), +} + + +def mock_gen_ts_summary(dir: Path, outputs_mapper: SummaryOutputMapper): + return mock_current_ts_summary_csv + + +def mock_gen_emis_summary(dir: Path, outputs_mapper: SummaryOutputMapper): + return mock_current_emis_summary_csv + + +def mock_scandir(dir: Path): + yield MockDirEntry(name="test") + + +def mock_get_legacy_outputs(self): + return mock_legacy_outputs + + +def mock_get_legacy_outputs_no_files(self): + return { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: pd.DataFrame(), + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: pd.DataFrame(), + } + + +class results_holder: + def __init__(self): + self.results = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: None, + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: None, + } + + +def test_000_correct_outputs_when_previous_outputs_exist_and_clear_outputs(monkeypatch): + monkeypatch.setattr(os, "scandir", mock_scandir) + + monkeypatch.setattr(SummaryOutputManager, "get_legacy_outputs", mock_get_legacy_outputs) + + clear_dir_called: bool = False + + def mock_clear_directory(dir: Path): + nonlocal clear_dir_called + clear_dir_called = True + + monkeypatch.setattr( + summary_output_helpers, + "clear_directory", + mock_clear_directory, + ) + + results = results_holder() + + def mock_save_summary_file(dataframe: pd.DataFrame, path: Path, filename: str): + nonlocal results + results.results[filename] = dataframe + + monkeypatch.setattr( + summary_output_helpers, + "save_summary_file", + mock_save_summary_file, + ) + + monkeypatch.setattr(SummaryOutputManager, "__init__", mock_summary_output_manager_init) + output_manager: SummaryOutputManager = SummaryOutputManager() + output_manager.OUTPUT_FUNCTIONS_MAP[ + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ] = mock_gen_ts_summary + output_manager.OUTPUT_FUNCTIONS_MAP[ + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ] = mock_gen_emis_summary + output_manager.gen_summary_outputs(True) + assert clear_dir_called + for file, result in results.results.items(): + assert result.equals(expected_results_for_concat[file]) + + +def test_000_correct_outputs_no_prev_outputs_and_clear_outputs(monkeypatch): + monkeypatch.setattr(os, "scandir", mock_scandir) + + monkeypatch.setattr( + SummaryOutputManager, "get_legacy_outputs", mock_get_legacy_outputs_no_files + ) + + clear_dir_called: bool = False + + def mock_clear_directory(dir: Path): + nonlocal clear_dir_called + clear_dir_called = True + + monkeypatch.setattr( + summary_output_helpers, + "clear_directory", + mock_clear_directory, + ) + + results = results_holder() + + def mock_save_summary_file(dataframe: pd.DataFrame, path: Path, filename: str): + nonlocal results + results.results[filename] = dataframe + + monkeypatch.setattr( + summary_output_helpers, + "save_summary_file", + mock_save_summary_file, + ) + + monkeypatch.setattr(SummaryOutputManager, "__init__", mock_summary_output_manager_init) + output_manager: SummaryOutputManager = SummaryOutputManager() + output_manager.OUTPUT_FUNCTIONS_MAP[ + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ] = mock_gen_ts_summary + output_manager.OUTPUT_FUNCTIONS_MAP[ + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ] = mock_gen_emis_summary + output_manager.gen_summary_outputs(True) + assert clear_dir_called + for file, result in results.results.items(): + assert result.equals(expected_results_no_concat[file]) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_get_legacy_outputs.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_get_legacy_outputs.py new file mode 100644 index 000000000..08794a7d8 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_get_legacy_outputs.py @@ -0,0 +1,53 @@ +from pathlib import Path + +import pandas as pd +from constants import file_name_constants +from file_processing.output_processing.summary_output_manager import SummaryOutputManager + + +def mock_summary_output_manager_init(self): + self._summary_outputs_to_make = [ + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY, + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY, + ] + self._output_path = Path("test") + + +def mock_get_summary_file_files_exist(file_path: str, summary_output: str): + if summary_output == file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ".csv": + return "Timeseries Summary" + elif summary_output == file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ".csv": + return "Emissions Summary" + + +def test_get_legacy_outputs_returns_all_files_when_exist(monkeypatch): + monkeypatch.setattr( + "file_processing.output_processing.summary_output_manager.SummaryOutputManager.__init__", + mock_summary_output_manager_init, + ) + monkeypatch.setattr( + ("file_processing.output_processing.summary_output_helpers.get_summary_file"), + mock_get_summary_file_files_exist, + ) + expected_leg_outputs = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: "Timeseries Summary", + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: "Emissions Summary", + } + summary_output_manager: SummaryOutputManager = SummaryOutputManager() + leg_outputs = summary_output_manager.get_legacy_outputs() + assert leg_outputs == expected_leg_outputs + + +def test_get_legacy_outputs_return_empty_dataframes_when_no_files_exist(monkeypatch): + monkeypatch.setattr( + "file_processing.output_processing.summary_output_manager.SummaryOutputManager.__init__", + mock_summary_output_manager_init, + ) + monkeypatch.setattr( + ("file_processing.output_processing.summary_output_helpers.get_summary_file"), + lambda x, y: pd.DataFrame(), + ) + summary_output_manager: SummaryOutputManager = SummaryOutputManager() + leg_outputs = summary_output_manager.get_legacy_outputs() + for key in leg_outputs.keys(): + assert leg_outputs[key].empty diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_parse_output_functions.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_parse_output_functions.py new file mode 100644 index 000000000..f913076e0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_manager/test_parse_output_functions.py @@ -0,0 +1,36 @@ +from file_processing.output_processing.summary_output_manager import SummaryOutputManager +from constants import file_name_constants + + +def mock_summary_output_manager_init(self): + return + + +def get_mock_output_config(): + return { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: True, + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: True, + } + + +def test_parse_output_functions_returns_expected_all_outputs_wanted(mocker): + mocker.patch.object(SummaryOutputManager, "__init__", mock_summary_output_manager_init) + output_manager: SummaryOutputManager = SummaryOutputManager() + expected_outputs = [ + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY, + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY, + ] + outputs_to_make: list[str] = output_manager.parse_output_functions(get_mock_output_config()) + assert outputs_to_make == expected_outputs + + +def test_parse_output_functions_returns_expected_some_outputs_wanted(mocker): + mocker.patch.object(SummaryOutputManager, "__init__", mock_summary_output_manager_init) + output_manager: SummaryOutputManager = SummaryOutputManager() + output_config = { + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY: False, + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY: True, + } + expected_outputs = [file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY] + outputs_to_make: list[str] = output_manager.parse_output_functions(output_config) + assert outputs_to_make == expected_outputs diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_add_yearly_mappings.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_add_yearly_mappings.py new file mode 100644 index 000000000..3dadbf23e --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_add_yearly_mappings.py @@ -0,0 +1,27 @@ +import pandas as pd +from constants import output_file_constants, file_name_constants +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper + + +def mock_summary_mapping_init(self): + self.summary_mapping = {} + + +def test_add_yearly_mappings_set_expected_mappings(mocker): + summary_file = file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + simulation_years = [2017, 2018, 2019] + expected_keys = [ + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT.format(2017), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT.format(2018), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT.format(2019), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2017), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2018), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2019), + ] + mocker.patch.object(SummaryOutputMapper, "__init__", mock_summary_mapping_init) + output_mapper: SummaryOutputMapper = SummaryOutputMapper() + output_mapper.add_yearly_mappings(summary_file, simulation_years) + assert set(output_mapper.get_summary_mappings(summary_file).keys()) == set(expected_keys) + fake_date = pd.DataFrame() + for func in output_mapper.get_summary_mappings(summary_file).values(): + assert func(fake_date) == 0 diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_init.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_init.py new file mode 100644 index 000000000..fd16ffdf1 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_init.py @@ -0,0 +1,71 @@ +from constants import output_file_constants, param_default_const, file_name_constants +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper + + +def get_mock_output_config_data(): + output_config = { + param_default_const.Output_Params.TIMESERIES_SUMMARY: { + param_default_const.Output_Params.AVERAGE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_MITIGABLE_DAILY_EMISSIONS: True, + (param_default_const.Output_Params).PERCENTILE_95_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_DAILY_COST: True, + param_default_const.Output_Params.PERCENTILE_95_DAILY_COST: True, + param_default_const.Output_Params.PERCENTILE_5_DAILY_COST: True, + param_default_const.Output_Params.TOTAL_COST: True, + }, + param_default_const.Output_Params.EMISSIONS_SUMMARY: { + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOT_MITIGATION: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_TRUE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_ESTIMATED: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_MITIGABLE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_NON_MITIGABLE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_AVERAGE_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_95_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_5_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_AVERAGE_AMOUNT: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_95_AMOUNT: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_5_AMOUNT: True, + }, + } + return output_config + + +def test_summary_output_mapper_init(): + mock_output_config = get_mock_output_config_data() + mock_sim_years = [2020, 2021, 2022] + output_mapper: SummaryOutputMapper = SummaryOutputMapper(mock_output_config, mock_sim_years) + expected_yearly_mapping_keys = [ + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT.format(2020), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT.format(2021), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_MIT.format(2022), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2020), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2021), + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2022), + ] + expected_emis_mapping_keys = list( + SummaryOutputMapper.SUMMARY_MAPPINGS[ + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ].keys() + ) + expected_emis_mapping_keys.extend(expected_yearly_mapping_keys) + expected_timeseries_mapping_keys = list( + SummaryOutputMapper.SUMMARY_MAPPINGS[ + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ].keys() + ) + assert set( + output_mapper.get_summary_mappings( + file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + ).keys() + ) == set(expected_emis_mapping_keys) + assert set( + output_mapper.get_summary_mappings( + file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + ).keys() + ) == set(expected_timeseries_mapping_keys) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_set_summary_mapping.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_set_summary_mapping.py new file mode 100644 index 000000000..4535f29a9 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_output_mapper/test_set_summary_mapping.py @@ -0,0 +1,85 @@ +import copy +from constants import param_default_const, file_name_constants +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper + + +def mock_summary_mapping_init(self): + self.summary_mapping = {} + + +def get_mock_output_config_data(): + output_config = { + param_default_const.Output_Params.TIMESERIES_SUMMARY: { + param_default_const.Output_Params.AVERAGE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_DAILY_COST: True, + param_default_const.Output_Params.PERCENTILE_95_DAILY_COST: True, + param_default_const.Output_Params.PERCENTILE_5_DAILY_COST: True, + param_default_const.Output_Params.TOTAL_COST: True, + }, + param_default_const.Output_Params.EMISSIONS_SUMMARY: { + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOT_MITIGATION: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_TRUE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_ESTIMATED: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_MITIGABLE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_NON_MITIGABLE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_AVERAGE_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_95_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_5_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_AVERAGE_AMOUNT: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_95_AMOUNT: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_5_AMOUNT: True, + }, + } + return output_config + + +def test_set_summary_mapping_sets_correct_mapping_for_timeseries_summary(mocker): + summary_file = file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + output_config = get_mock_output_config_data()[summary_file] + expected_mapping = SummaryOutputMapper.SUMMARY_MAPPINGS[summary_file] + mocker.patch.object(SummaryOutputMapper, "__init__", mock_summary_mapping_init) + output_mapper: SummaryOutputMapper = SummaryOutputMapper() + output_mapper.set_summary_mapping(summary_file, output_config) + assert output_mapper.get_summary_mappings(summary_file) == expected_mapping + + +def test_set_summary_mapping_sets_correct_mapping_for_emissions_summary(mocker): + summary_file = file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + output_config = get_mock_output_config_data()[summary_file] + expected_mapping = SummaryOutputMapper.SUMMARY_MAPPINGS[summary_file] + mocker.patch.object(SummaryOutputMapper, "__init__", mock_summary_mapping_init) + output_mapper: SummaryOutputMapper = SummaryOutputMapper() + output_mapper.set_summary_mapping(summary_file, output_config) + assert output_mapper.get_summary_mappings(summary_file) == expected_mapping + + +def test_set_summary_mapping_sets_correct_mapping_for_timeseries_summary_not_all_mappings(mocker): + summary_file = file_name_constants.Output_Files.SummaryFileNames.TS_SUMMARY + output_config = get_mock_output_config_data()[summary_file] + output_config['5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)'] = False + expected_mapping = copy.deepcopy(SummaryOutputMapper.SUMMARY_MAPPINGS[summary_file]) + expected_mapping.pop('5th Percentile "True" Non-Mitigable Daily Emissions (Kg Methane)') + mocker.patch.object(SummaryOutputMapper, "__init__", mock_summary_mapping_init) + output_mapper: SummaryOutputMapper = SummaryOutputMapper() + output_mapper.set_summary_mapping(summary_file, output_config) + assert output_mapper.get_summary_mappings(summary_file) == expected_mapping + + +def test_set_summary_mapping_sets_correct_mapping_for_emissions_summary_not_all_mappings(mocker): + summary_file = file_name_constants.Output_Files.SummaryFileNames.EMIS_SUMMARY + output_config = get_mock_output_config_data()[summary_file] + output_config['Total "True" Emissions (Kg Methane)'] = False + expected_mapping = copy.deepcopy(SummaryOutputMapper.SUMMARY_MAPPINGS[summary_file]) + expected_mapping.pop('Total "True" Emissions (Kg Methane)') + mocker.patch.object(SummaryOutputMapper, "__init__", mock_summary_mapping_init) + output_mapper: SummaryOutputMapper = SummaryOutputMapper() + output_mapper.set_summary_mapping(summary_file, output_config) + assert output_mapper.get_summary_mappings(summary_file) == expected_mapping diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/test_gen_emissions_estimate_summary.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/test_gen_emissions_estimate_summary.py new file mode 100644 index 000000000..555459666 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/test_gen_emissions_estimate_summary.py @@ -0,0 +1,156 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_gen_emissions_estimate_summary.py +Purpose: Contains unit tests for testing gen_emissions_estimate_summary functions. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import os +from contextlib import contextmanager +from pathlib import Path +import pandas as pd +from pandas.testing import assert_frame_equal +from file_processing.output_processing.summary_outputs import ( + generate_emissions_estimation_summary, +) + +from src.constants.output_file_constants import ( + EMIS_DATA_COL_ACCESSORS as eca, + EMIS_SUMMARY_COLUMNS_ACCESSORS as esca, +) + + +from testing.unit_testing.test_file_processing.test_output_processing.test_summary_outputs.test_summarize_program_outputs import ( + get_mock_summary_output_mapper, +) + + +class MockDirEntry: + def __init__(self, name): + self.name = name + self.path = name + + def is_dir(self): + return True + + def is_file(self) -> bool: + return True + + +@contextmanager +def mock_scandir_emis_sum(dir: Path): + yield [ + MockDirEntry(name="test_0_estimated_emissions.csv"), + MockDirEntry(name="test_1_estimated_emissions.csv"), + MockDirEntry(name="test_2_estimated_emissions.csv"), + MockDirEntry(name="test_0_estimated_repaired_emissions_to_remove.csv"), + MockDirEntry(name="test_1_estimated_repaired_emissions_to_remove.csv"), + MockDirEntry(name="test_2_estimated_repaired_emissions_to_remove.csv"), + ] + + +mock_emis_csv_data = { + "test_0_estimated_emissions.csv": pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1, 1], + eca.SITE_TYPE: ["A", "A", "A", "A"], + eca.SITE_MEASURED: [True, True, True, True], + eca.EST_VOL_EMIT: [0, 1, 2, 3], + eca.M_RATE: [9, 8, 7, 6], + eca.REPAIRABLE: [True, True, True, False], + eca.START_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.END_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + } + ), + "test_1_estimated_emissions.csv": pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1, 1], + eca.SITE_TYPE: ["A", "A", "A", "A"], + eca.SITE_MEASURED: [True, True, True, True], + eca.EST_VOL_EMIT: [4, 5, 6, 7], + eca.M_RATE: [5, 4, 3, 2], + eca.START_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.END_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + } + ), + "test_2_estimated_emissions.csv": pd.DataFrame( + { + eca.SITE_ID: [1, 1, 1, 1], + eca.SITE_TYPE: ["A", "A", "A", "A"], + eca.SITE_MEASURED: [True, True, True, True], + eca.EST_VOL_EMIT: [8, 9, 10, 11], + eca.M_RATE: [2, 1, 0, 0], + eca.START_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.END_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + } + ), +} + + +mock_emis_to_remove_csv_data = { + "test_0_estimated_repaired_emissions_to_remove.csv": pd.DataFrame( + { + eca.EST_VOL_EMIT: [0, 1, 1, 1], + eca.M_RATE: [9, 8, 7, 6], + eca.START_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.END_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + } + ), + "test_1_estimated_repaired_emissions_to_remove.csv": pd.DataFrame( + { + eca.EST_VOL_EMIT: [1, 1, 1, 1], + eca.M_RATE: [5, 4, 3, 2], + eca.START_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.END_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + } + ), + "test_2_estimated_repaired_emissions_to_remove.csv": pd.DataFrame( + { + eca.EST_VOL_EMIT: [2, 2, 2, 2], + eca.M_RATE: [2, 1, 0, 0], + eca.START_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.END_DATE: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + } + ), +} + +expected_emis_summary_csv = pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["0", "1", "2"], + esca.EST_ANN_EMIS.format(2024): [0.0, 7.0, 13.0], + esca.EST_ANN_EMIS.format(2025): [3.0, 11.0, 17.0], + } +) + + +def test_001_generate_emissions_estimate_summary(monkeypatch, mocker): + monkeypatch.setattr(os, "scandir", mock_scandir_emis_sum) + # Create a mock for pd.read_csv with a side_effect + read_csv_mock = mocker.Mock( + side_effect=[ + mock_emis_csv_data["test_0_estimated_emissions.csv"], + mock_emis_csv_data["test_1_estimated_emissions.csv"], + mock_emis_csv_data["test_2_estimated_emissions.csv"], + mock_emis_to_remove_csv_data["test_0_estimated_repaired_emissions_to_remove.csv"], + mock_emis_to_remove_csv_data["test_1_estimated_repaired_emissions_to_remove.csv"], + mock_emis_to_remove_csv_data["test_2_estimated_repaired_emissions_to_remove.csv"], + ] + ) + + monkeypatch.setattr(pd, "read_csv", read_csv_mock) + result = generate_emissions_estimation_summary("test", get_mock_summary_output_mapper()) + assert_frame_equal(expected_emis_summary_csv, result) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/test_summarize_program_outputs.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/test_summarize_program_outputs.py new file mode 100644 index 000000000..45f394593 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_outputs/test_summarize_program_outputs.py @@ -0,0 +1,293 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_summarize_program_outputs.py +Purpose: Contains the unit tests for the summarize_program_outputs + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +from contextlib import contextmanager +from pathlib import Path + +import os +from constants import param_default_const +from file_processing.output_processing.summary_output_mapper import SummaryOutputMapper +from file_processing.output_processing.summary_outputs import ( + generate_emissions_summary, + generate_timeseries_summary, +) +from src.constants.output_file_constants import ( + EMIS_DATA_COL_ACCESSORS as eca, + EMIS_SUMMARY_COLUMNS_ACCESSORS as esca, + TIMESERIES_COL_ACCESSORS as tca, + TS_SUMMARY_COLUMNS_ACCESSORS as tsca, +) + + +def get_mock_summary_output_mapper(): + SummaryOutputsMapper: SummaryOutputMapper = SummaryOutputMapper( + { + param_default_const.Output_Params.TIMESERIES_SUMMARY: { + param_default_const.Output_Params.AVERAGE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_95_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.PERCENTILE_5_NON_MITIGABLE_DAILY_EMISSIONS: True, + param_default_const.Output_Params.AVERAGE_DAILY_COST: True, + param_default_const.Output_Params.PERCENTILE_95_DAILY_COST: True, + param_default_const.Output_Params.PERCENTILE_5_DAILY_COST: True, + }, + param_default_const.Output_Params.EMISSIONS_SUMMARY: { + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOT_MITIGATION: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_TRUE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_ESTIMATED: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_MITIGABLE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_TOTAL_NON_MITIGABLE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_AVERAGE_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_95_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_5_RATE: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_AVERAGE_AMOUNT: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_95_AMOUNT: True, + param_default_const.Output_Params.EMISSIONS_SUMMARY_PERCENTILE_5_AMOUNT: True, + }, + }, + [2024, 2025], + ) + return SummaryOutputsMapper + + +class MockDirEntry: + def __init__(self, name): + self.name = name + self.path = name + + def is_dir(self): + return True + + def is_file(self) -> bool: + return True + + +@contextmanager +def mock_scandir_emis_sum(dir: Path): + yield [ + MockDirEntry(name="test_0_emissions_summary.csv"), + MockDirEntry(name="test_1_emissions_summary.csv"), + MockDirEntry(name="test_2_emissions_summary.csv"), + ] + + +def mock_read_csv_emis_sum(file_path: str): + return mock_emis_csv_data[file_path] + + +mock_emis_csv_data = { + "test_0_emissions_summary.csv": pd.DataFrame( + { + eca.T_VOL_EMIT: [1, 2, 3, 4], + eca.EST_VOL_EMIT: [0, 1, 2, 3], + eca.MITIGATED: [0, 1, 1, 1], + eca.T_RATE: [10, 9, 8, 7], + eca.M_RATE: [9, 8, 7, 6], + eca.REPAIRABLE: [True, True, True, False], + eca.DATE_BEG: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.DATE_REP_EXP: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.THEORY_DATE: ["2024-01-02", "2024-01-02", "2025-01-02", "2025-01-01"], + } + ), + "test_1_emissions_summary.csv": pd.DataFrame( + { + eca.T_VOL_EMIT: [5, 6, 7, 8], + eca.EST_VOL_EMIT: [4, 5, 6, 7], + eca.MITIGATED: [1, 1, 1, 0], + eca.T_RATE: [6, 5, 4, 3], + eca.M_RATE: [5, 4, 3, 2], + eca.REPAIRABLE: [True, True, True, False], + eca.DATE_BEG: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.DATE_REP_EXP: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.THEORY_DATE: ["2024-01-02", "2024-01-02", "2025-01-02", "2025-01-01"], + } + ), + "test_2_emissions_summary.csv": pd.DataFrame( + { + eca.T_VOL_EMIT: [9, 10, 11, 12], + eca.EST_VOL_EMIT: [8, 9, 10, 11], + eca.MITIGATED: [1, 1, 1, 1], + eca.T_RATE: [3, 2, 1, 0], + eca.M_RATE: [2, 1, 0, 0], + eca.REPAIRABLE: [True, True, True, False], + eca.DATE_BEG: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.DATE_REP_EXP: ["2024-01-01", "2024-01-01", "2025-01-01", "2025-01-01"], + eca.THEORY_DATE: ["2024-01-02", "2024-01-02", "2025-01-02", "2025-01-01"], + } + ), +} + +expected_emis_summary_csv = pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["0", "1", "2"], + esca.T_TOT_MIT: [3, 3, 4], + esca.T_TOTAL_EMIS: [10, 26, 42], + esca.EST_TOTAL_EMIS: [6, 22, 38], + esca.T_TOTAL_MIT_EMIS: [6, 18, 30], + esca.T_TOTAL_NON_MIT_EMIS: [4, 8, 12], + esca.AVG_T_EMIS_RATE: [8.5, 4.5, 1.5], + esca.T_EMIS_RATE_95: [10.0, 6.0, 3.0], + esca.T_EMIS_RATE_5: [7.0, 3.0, 0.0], + esca.T_AVG_EMIS_AMOUNT: [2.5, 6.5, 10.5], + esca.T_EMIS_AMOUNT_95: [4.0, 8.0, 12.0], + esca.T_EMIS_AMOUNT_5: [1.0, 5.0, 9.0], + esca.T_ANN_MIT.format(2024): [1.0, 2.0, 2.0], + esca.T_ANN_MIT.format(2025): [2.0, 1.0, 2.0], + esca.T_ANN_EMIS.format(2024): [3.0, 11.0, 19.0], + esca.T_ANN_EMIS.format(2025): [7.0, 15.0, 23.0], + esca.EST_ANN_EMIS.format(2024): [0.0, 0.0, 0.0], + esca.EST_ANN_EMIS.format(2025): [0.0, 0.0, 0.0], + } +) +expected_emis_summary_csv2 = pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["0", "1", "2"], + esca.T_TOT_MIT: [3, 3, 4], + esca.T_TOTAL_EMIS: [10, 26, 42], + esca.EST_TOTAL_EMIS: [6, 22, 38], + esca.T_TOTAL_MIT_EMIS: [6, 18, 30], + esca.T_TOTAL_NON_MIT_EMIS: [4, 8, 12], + esca.AVG_T_EMIS_RATE: [8.5, 4.5, 1.5], + esca.T_EMIS_RATE_95: [10.0, 6.0, 3.0], + esca.T_EMIS_RATE_5: [7.0, 3.0, 0.0], + esca.T_AVG_EMIS_AMOUNT: [2.5, 6.5, 10.5], + esca.T_EMIS_AMOUNT_95: [4.0, 8.0, 12.0], + esca.T_EMIS_AMOUNT_5: [1.0, 5.0, 9.0], + esca.T_ANN_MIT.format(2024): [1.0, 2.0, 2.0], + esca.T_ANN_MIT.format(2025): [2.0, 1.0, 2.0], + esca.T_ANN_EMIS.format(2024): [3.0, 11.0, 19.0], + esca.T_ANN_EMIS.format(2025): [7.0, 15.0, 23.0], + esca.EST_ANN_EMIS.format(2024): [0.0, 7.0, 13.0], + esca.EST_ANN_EMIS.format(2025): [3.0, 11.0, 17.0], + } +) + + +@contextmanager +def mock_scandir_ts_sum(dir: Path): + yield [ + MockDirEntry(name="test_0_timeseries.csv"), + MockDirEntry(name="test_1_timeseries.csv"), + MockDirEntry(name="test_2_timeseries.csv"), + ] + + +def mock_read_csv_ts_sum(file_path: str): + return mock_ts_csv_data[file_path] + + +mock_ts_csv_data = { + "test_0_timeseries.csv": pd.DataFrame( + { + tca.EMIS: [1, 2, 3, 4], + tca.COST: [10, 9, 8, 7], + tca.EMIS_MIT: [1, 2, 2, 2], + tca.EMIS_NON_MIT: [0, 0, 1, 2], + } + ), + "test_1_timeseries.csv": pd.DataFrame( + { + tca.EMIS: [5, 6, 7, 8], + tca.COST: [6, 5, 4, 3], + tca.EMIS_MIT: [5, 6, 6, 6], + tca.EMIS_NON_MIT: [0, 0, 1, 2], + } + ), + "test_2_timeseries.csv": pd.DataFrame( + { + tca.EMIS: [9, 10, 11, 12], + tca.COST: [3, 2, 1, 0], + tca.EMIS_MIT: [9, 10, 10, 10], + tca.EMIS_NON_MIT: [0, 0, 1, 2], + } + ), +} + +expected_ts_summary_csv = pd.DataFrame( + { + tsca.PROG_NAME: ["test", "test", "test"], + tsca.SIM: ["0", "1", "2"], + tsca.AVG_T_DAILY_EMIS: [2.5, 6.5, 10.5], + tsca.AVG_T_MIT_DAILY_EMIS: [1.75, 5.75, 9.75], + tsca.AVG_T_NON_MIT_DAILY_EMIS: [0.75, 0.75, 0.75], + tsca.T_DAILY_EMIS_95: [4.0, 8.0, 12.0], + tsca.T_MIT_DAILY_EMIS_95: [2.0, 6.0, 10.0], + tsca.T_NON_MIT_DAILY_EMIS_95: [2.0, 2.0, 2.0], + tsca.T_DAILY_EMIS_5: [1.0, 5.0, 9.0], + tsca.T_MIT_DAILT_EMIS_5: [1.0, 5.0, 9.0], + tsca.T_NON_MIT_DAILY_EMIS_5: [0.0, 0.0, 0.0], + tsca.AVG_DAILY_COST: [8.5, 4.5, 1.5], + tsca.DAILY_COST_95: [10.0, 6.0, 3.0], + tsca.DAILY_COST_5: [7.0, 3.0, 0.0], + } +) +expected_emis_est = pd.DataFrame( + { + esca.PROG_NAME: ["test", "test", "test"], + esca.SIM: ["0", "1", "2"], + esca.EST_ANN_EMIS.format(2024): [0.0, 7.0, 13.0], + esca.EST_ANN_EMIS.format(2025): [3.0, 11.0, 17.0], + } +) + + +def test_000_correct_emissions_summary_generated_from_3_es(monkeypatch): + monkeypatch.setattr(os, "scandir", mock_scandir_emis_sum) + monkeypatch.setattr(pd, "read_csv", mock_read_csv_emis_sum) + + test_es_summary: pd.DataFrame = generate_emissions_summary( + "test", get_mock_summary_output_mapper() + ) + assert isinstance(test_es_summary, pd.DataFrame) + assert test_es_summary.equals(expected_emis_summary_csv) + + +def test_000_correct_emissions_summary_merg(monkeypatch, mocker): + monkeypatch.setattr(os, "scandir", mock_scandir_emis_sum) + monkeypatch.setattr(pd, "read_csv", mock_read_csv_emis_sum) + mock_generate_emis_est_summary = mocker.Mock(return_value=expected_emis_est) + monkeypatch.setattr( + "file_processing.output_processing.summary_outputs.generate_emissions_estimation_summary", + mock_generate_emis_est_summary, + ) + + test_es_summary: pd.DataFrame = generate_emissions_summary( + "test", get_mock_summary_output_mapper() + ) + assert isinstance(test_es_summary, pd.DataFrame) + assert test_es_summary.equals(expected_emis_summary_csv2) + + +def test_000_correct_timeseries_summary_generated_from_3_ts(monkeypatch): + monkeypatch.setattr(os, "scandir", mock_scandir_ts_sum) + monkeypatch.setattr(pd, "read_csv", mock_read_csv_ts_sum) + test_ts_summary: pd.DataFrame = generate_timeseries_summary( + "test", get_mock_summary_output_mapper() + ) + assert isinstance(test_ts_summary, pd.DataFrame) + assert test_ts_summary.equals(expected_ts_summary_csv) diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_visualization_helpers/__init__.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_visualization_helpers/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_visualization_helpers/test_get_non_baseline_prog_names.py b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_visualization_helpers/test_get_non_baseline_prog_names.py new file mode 100644 index 000000000..3516caadb --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_file_processing/test_output_processing/test_summary_visualization_helpers/test_get_non_baseline_prog_names.py @@ -0,0 +1,34 @@ +import pandas as pd +from src.file_processing.output_processing.summary_visualization_helpers import ( + get_non_baseline_prog_names, +) +from src.constants import output_file_constants + + +def test_get_non_baseline_prog_names(): + # Define a sample DataFrame + emis_summary_info = pd.DataFrame( + { + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME: [ + "prog1", + "prog2", + "prog3", + "prog4", + "prog5", + "prog6", + ], + "other_column": [1, 2, 3, 4, 5, 6], + } + ) + + # Define the baseline program + baseline_program = "prog1" + + # Call the function with the test data + result = get_non_baseline_prog_names(emis_summary_info, baseline_program) + + # Define the expected result + expected_result = ["prog2", "prog3", "prog4", "prog5", "prog6"] + + # Assert that the function output is as expected + assert result == expected_result diff --git a/LDAR_Sim/testing/unit_testing/test_initialization/__init__.py b/LDAR_Sim/testing/unit_testing/test_initialization/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/__init__.py b/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/input_manager_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/input_manager_testing_fixtures.py new file mode 100644 index 000000000..d61df8e39 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/input_manager_testing_fixtures.py @@ -0,0 +1,57 @@ +"""Fixtures for testing input manager methods""" + +import pytest +from src.constants.general_const import Version_Constants as vc + + +@pytest.fixture(name="mock_parameter_correct_maj_min_ver") +def mock_parameter_correct_maj_min_ver_fix() -> dict[str, str]: + return {"version": vc.CURRENT_FULL_VERSION} + + +@pytest.fixture(name="mock_parameter_incorrect_maj_ver") +def mock_parameter_incorrect_maj_ver_fix() -> dict[str, str]: + return {"version": "2" + "." + vc.CURRENT_MINOR_VERSION} + + +@pytest.fixture(name="mock_parameter_incorrect_min_ver") +def mock_parameter_incorrect_min_ver_fix() -> dict[str, str]: + return {"version": vc.CURRENT_MAJOR_VERSION + "." + "100000"} + + +@pytest.fixture(name="mock_parameter_maj_only_ver") +def mock_parameter_maj_only_ver_fix() -> dict[str, str]: + return {"version": vc.CURRENT_MAJOR_VERSION} + + +@pytest.fixture(name="mock_parameter_sim_settings") +def mock_parameter_sim_settings_fix() -> dict[str, str]: + return {"parameter_level": "simulation_settings"} + + +@pytest.fixture(name="mock_parameter_program_level") +def mock_parameter_program_level_fix() -> dict[str, str]: + return {"parameter_level": "program"} + + +@pytest.fixture(name="mock_parameter_write_data_make_plots") +def mock_parameter_write_data_make_plots_fix() -> dict[str, bool]: + return {"make_plots": True, "write_data": True} + + +@pytest.fixture(name="mock_parameter_write_data_no_plots") +def mock_parameter_write_data_no_plots_fix() -> dict[str, bool]: + return { + "write_data": True, + "make_plots": False, + } + + +@pytest.fixture(name="mock_parameter_make_plots_no_data") +def mock_parameter_make_plots_no_data_fix() -> dict[str, bool]: + return {"make_plots": True, "write_data": False} + + +@pytest.fixture(name="mock_parameter_no_data_no_plots") +def mock_parameter_no_data_no_plots_fix() -> dict[str, bool]: + return {"make_plots": False, "write_data": False} diff --git a/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/test_handle_parameter_versioning.py b/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/test_handle_parameter_versioning.py new file mode 100644 index 000000000..07787c437 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_initialization/test_input_manager/test_handle_parameter_versioning.py @@ -0,0 +1,82 @@ +"""Module to test handle_parameter_version""" + +import logging +import pytest +from file_processing.input_processing.input_manager import InputManager +from src.constants.error_messages import Versioning_Messages as vm + +from testing.unit_testing.test_initialization.test_input_manager.input_manager_testing_fixtures import ( # Noqa: 401 + mock_parameter_correct_maj_min_ver_fix, + mock_parameter_incorrect_maj_ver_fix, + mock_parameter_incorrect_min_ver_fix, + mock_parameter_maj_only_ver_fix, +) + + +def test_043_test_correct_parameter_version(mocker, capsys, mock_parameter_correct_maj_min_ver): + mock_old_params = False + + def mock_init(self, *args, **kwargs): + self.old_params = mock_old_params + + mocker.patch.object(InputManager, "__init__", mock_init) + input_mngr = InputManager() + input_mngr.handle_parameter_versioning(mock_parameter_correct_maj_min_ver) + captured = capsys.readouterr() + assert captured.out == "" + + +def test_043_test_incorrect_minor_parameter_version( + mocker, capsys, mock_parameter_incorrect_min_ver +): + mock_old_params = False + + def mock_init(self, *args, **kwargs): + self.old_params = mock_old_params + self.logger = logging.getLogger() + self.logger.error = print + + mocker.patch.object(InputManager, "__init__", mock_init) + input_mngr = InputManager() + input_mngr.handle_parameter_versioning(mock_parameter_incorrect_min_ver) + captured = capsys.readouterr() + expected_print_str = vm.MINOR_VERSION_MISMATCH_WARNING + "\n" + assert captured.out == expected_print_str and input_mngr.old_params is True + + +def test_043_test_incorrect_major_parameter_version( + mocker, capsys, mock_parameter_incorrect_maj_ver +): + mock_old_params = False + + def mock_init(self, *args, **kwargs): + self.old_params = mock_old_params + self.logger = logging.getLogger() + self.logger.error = print + + mocker.patch.object(InputManager, "__init__", mock_init) + input_mngr = InputManager() + + with pytest.raises(SystemExit) as exc_info: + input_mngr.handle_parameter_versioning(mock_parameter_incorrect_maj_ver) + captured = capsys.readouterr() + expected_print_str = vm.LEGACY_PARAMETER_WARNING + "\n" + assert exc_info.type == SystemExit and captured.out == expected_print_str + + +def test_043_test_only_major_parameter_version(mocker, capsys, mock_parameter_maj_only_ver): + mock_old_params = False + + def mock_init(self, *args, **kwargs): + self.old_params = mock_old_params + self.logger = logging.getLogger() + self.logger.error = print + + mocker.patch.object(InputManager, "__init__", mock_init) + input_mngr = InputManager() + + with pytest.raises(SystemExit) as exc_info: + input_mngr.handle_parameter_versioning(mock_parameter_maj_only_ver) + captured = capsys.readouterr() + expected_print_str = vm.MAJOR_VERSION_ONLY_WARNING + "\n" + assert exc_info.type == SystemExit and captured.out == expected_print_str diff --git a/LDAR_Sim/testing/unit_testing/test_initialization/test_sources/test_generate_emissions.py b/LDAR_Sim/testing/unit_testing/test_initialization/test_sources/test_generate_emissions.py new file mode 100644 index 000000000..cfc4c4442 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_initialization/test_sources/test_generate_emissions.py @@ -0,0 +1,266 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_generate_emissions.py +Purpose: Contains unit tests to test generate_emissions function + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import numpy as np +from datetime import date +from virtual_world.sources import Source + + +def mock_source(self, *args, **kwargs): + self._source_ID = "source1" + self._active_duration = 10 + self._inactive_duration = 0 + self._meth_spat_covs = {} + self._emis_duration = 10 + self._emis_prod_rate = 0.002739 # ~1 emission should be made in a year + self._multi_emissions = True + self._repairable = True + self._generated_emissions = {} + + +def mock_source2(self, *args, **kwargs): + self._source_ID = "source1" + self._active_duration = 10 + self._inactive_duration = 0 + self._meth_spat_covs = {} + self._emis_duration = 10 + self._emis_prod_rate = 0.0273972 # ~10 emissions should be made in a year + self._multi_emissions = True + self._repairable = True + self._generated_emissions = {} + + +def mock_source3(self, *args, **kwargs): + self._source_ID = "source1" + self._active_duration = 365 + self._inactive_duration = 0 + self._meth_spat_covs = {} + self._emis_duration = 365 + self._emis_prod_rate = 0.0273972 # ~10 emissions should be made in a year + self._multi_emissions = True + self._repairable = True + self._generated_emissions = {} + + +def mock_source4(self, *args, **kwargs): + self._source_ID = "source1" + self._active_duration = 365 + self._inactive_duration = 0 + self._meth_spat_covs = {} + self._emis_duration = 365 + self._emis_prod_rate = 0.0273972 # ~10 emissions should be made in a year + self._multi_emissions = False + self._repairable = True + self._generated_emissions = {} + + +def mock_create_emission( + self, + leak_count, + start_date, + sim_start_date, + emission_rate_source_dictionary, + repair_delay_dataframe, +): + return start_date + + +def setup_mock_source(mocker): + mocker.patch.object(Source, "__init__", mock_source) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_repairable", return_value=False) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_rep_delay", return_value=10) + mocker.patch.object(Source, "_get_rep_cost", return_value=1) + mocker.patch.object(Source, "_get_emis_duration", return_value=10) + mocker.patch.object(Source, "_create_emission", mock_create_emission) + + +def setup_mock_source2(mocker): + mocker.patch.object(Source, "__init__", mock_source2) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_repairable", return_value=False) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_rep_delay", return_value=10) + mocker.patch.object(Source, "_get_rep_cost", return_value=1) + mocker.patch.object(Source, "_get_emis_duration", return_value=10) + mocker.patch.object(Source, "_create_emission", mock_create_emission) + + +def setup_mock_source3(mocker): + mocker.patch.object(Source, "__init__", mock_source3) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_repairable", return_value=False) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_rep_delay", return_value=10) + mocker.patch.object(Source, "_get_rep_cost", return_value=1) + mocker.patch.object(Source, "_get_emis_duration", return_value=365) + mocker.patch.object(Source, "_create_emission", mock_create_emission) + + +def setup_mock_source4(mocker): + mocker.patch.object(Source, "__init__", mock_source4) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_repairable", return_value=False) + mocker.patch.object(Source, "_get_rate", return_value=1) + mocker.patch.object(Source, "_get_rep_delay", return_value=10) + mocker.patch.object(Source, "_get_rep_cost", return_value=1) + mocker.patch.object(Source, "_get_emis_duration", return_value=365) + mocker.patch.object(Source, "_create_emission", mock_create_emission) + + +def simple_inputs(): + start_date = date(2021, 1, 1) + end_date = date(2021, 12, 31) + sim_number = 1 + emission_rate_source_dictionary = {"source1": []} + repair_delay_dataframe = None + return ( + start_date, + end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + True, + ) + + +def expected_dictionary(): + return {"source1": [date(2021, 5, 20)]} + + +def expected_dictionary2(): + return { + "source1": [ + date(2021, 10, 16), + date(2021, 10, 4), + date(2021, 9, 18), + date(2021, 7, 20), + date(2021, 6, 4), + date(2021, 5, 20), + date(2021, 3, 4), + date(2021, 3, 2), + date(2021, 2, 12), + date(2021, 1, 11), + ] + } + + +def expected_dictionary3(): + return { + "source1": [ + date(2021, 12, 29), + date(2021, 10, 22), + date(2021, 10, 5), + date(2021, 9, 17), + date(2021, 9, 12), + date(2021, 8, 23), + date(2021, 8, 19), + date(2021, 7, 17), + date(2021, 4, 24), + date(2021, 3, 28), + date(2021, 3, 24), + date(2021, 3, 3), + date(2021, 2, 26), + date(2021, 2, 25), + date(2020, 10, 26), + date(2020, 10, 14), + date(2020, 9, 28), + date(2020, 7, 30), + date(2020, 6, 14), + date(2020, 5, 30), + date(2020, 3, 14), + date(2020, 3, 12), + date(2020, 2, 23), + date(2020, 1, 22), + ] + } + + +def expected_dictionary4(): + return { + "source1": [ + date(2021, 2, 25), + date(2020, 1, 22), + ] + } + + +@pytest.fixture +def input_and_expected_output(): + return simple_inputs(), expected_dictionary() + + +def test_generate_emissions(input_and_expected_output, mocker): + # Tests that a single emission gets generated with the given EPR + np.random.seed(0) + setup_mock_source(mocker) + input, expected_output = input_and_expected_output + source_instance = Source() + output = source_instance.generate_emissions(*input) + assert expected_output == output + + +@pytest.fixture +def input_and_expected_output2(): + return simple_inputs(), expected_dictionary2() + + +def test_generate_emissions2(input_and_expected_output2, mocker): + # Tests that 10 emissions gets generated with the given EPR and time frame + np.random.seed(0) + setup_mock_source2(mocker) + input, expected_output = input_and_expected_output2 + source_instance = Source() + output = source_instance.generate_emissions(*input) + assert expected_output == output + + +@pytest.fixture +def input_and_expected_output3(): + return simple_inputs(), expected_dictionary3() + + +def test_generate_preemissions(input_and_expected_output3, mocker): + # testing to ensure that the preemissions are generated correctly + # in total should be around ~20 emissions given the EPR (got a little more due to chance) + np.random.seed(0) + setup_mock_source3(mocker) + input, expected_output = input_and_expected_output3 + source_instance = Source() + output = source_instance.generate_emissions(*input) + assert expected_output == output + + +@pytest.fixture +def input_and_expected_output4(): + return simple_inputs(), expected_dictionary4() + + +def test_generate_singleemissions(input_and_expected_output4, mocker): + # testing for when multiple emissions are not allowed + # although EPR says we should have more than 10 emissions, only 2 should be generated + np.random.seed(0) + setup_mock_source4(mocker) + input, expected_output = input_and_expected_output4 + source_instance = Source() + output = source_instance.generate_emissions(*input) + assert expected_output == output diff --git a/LDAR_Sim/testing/unit_testing/test_programs/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/method_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_programs/method_testing_fixtures.py new file mode 100644 index 000000000..f301eb8aa --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/method_testing_fixtures.py @@ -0,0 +1,131 @@ +from datetime import date +from typing import Tuple +import pytest + +from src.programs.site_level_method import SiteLevelMethod +from src.constants.infrastructure_const import Infrastructure_Constants +from src.virtual_world.sites import Site +from src.constants.param_default_const import Method_Params as mp, Common_Params as cp + + +def mock_get_method_survey_time(method_name, *args, **kwargs): + return 120 + + +def mock_check_weather(self, state, curr_date, site): + return False + + +def mock_get_average_method_surveys_required(self, site): + return 1 + + +def mock_average_t_btw_site(self): + return 0 + + +@pytest.fixture(name="mock_values_for_simple_site_level_method_construction") +def mock_values_for_simple_site_level_method_construction_fix( + mocker, +) -> Tuple[str, dict]: + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + name = "Test" + method_info: dict = { + Method.DETEC_ACCESSOR: {mp.TYPE: "default", mp.MDL: 1.0, mp.QE: 0.0}, + "max_workday": 8, + "consider_daylight": False, + "weather_envs": {"precip": [], "wind": [], "temp": []}, + "is_follow_up": False, + "t_bw_sites": [], + "n_crews": 5, + } + return name, method_info, mocker + + +@pytest.fixture(name="mock_simple_site_level_method_for_survey_site_testing") +def mock_simple_site_level_method_for_survey_site_testing_fix( + mock_values_for_simple_site_level_method_construction: Tuple[str, dict], +) -> Tuple[SiteLevelMethod, dict]: + name, info = mock_values_for_simple_site_level_method_construction + slm = SiteLevelMethod(name, info) + expected_survey_site_res: dict = {} + return slm, expected_survey_site_res + + +@pytest.fixture(name="mock_simple_site_for_survey_site_testing") +def mock_simple_site_for_survey_site_testing_fix() -> Site: + id: str = "test" + lat: float = 34.56 + lon: float = -44.56 + equipment_groups: int = 1 + prop_params: dict = { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: 0, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: 100, + cp.METH_SPECIFIC: { + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {"Test": 1}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER: { + "Test": [ + 1, + 2, + 3, + 4, + 5, + 6, + 7, + 8, + 9, + 10, + 11, + 12, + ] + }, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER: { + "Test": [2020, 2021, 2022, 2023, 2024, 2025] + }, + }, + } + infra_inputs: dict = {} + test_site = Site( + id=id, + lat=lat, + long=lon, + equipment_groups=equipment_groups, + propagating_params=prop_params, + infrastructure_inputs=infra_inputs, + ) + simulation_start_date: date = date(*[2017, 1, 1]) + simulation_end_date: date = date(*[2017, 1, 5]) + test_site.generate_emissions( + sim_start_date=simulation_start_date, + sim_end_date=simulation_end_date, + sim_number=1, + ) + activate_date: date = date(*[2017, 1, 1]) + test_site.activate_emissions(activate_date, 1) + return test_site diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/component_method_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/component_method_testing_fixtures.py new file mode 100644 index 000000000..afabbdd2b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/component_method_testing_fixtures.py @@ -0,0 +1,528 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: method_testing_fixtures +Purpose: Contains fixtures for testing Methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from datetime import date +from src.weather.daylight_calculator import DaylightCalculatorAve +from src.programs.component_level_method import ComponentLevelMethod +from src.virtual_world.infrastructure import Site +from collections import defaultdict +from scheduling.schedule_dataclasses import SiteSurveyReport +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from src.sensors.default_sensor import DefaultSensor +from src.virtual_world.emission_types.emission import Emission +from src.scheduling.workplan import Workplan +from src.scheduling.scheduled_survey_planner import ScheduledSurveyPlanner +from file_processing.output_processing.output_utils import CrewDeploymentStats +from constants import param_default_const as pdc + + +@pytest.fixture +def mocker_fixture(mocker): + def mock_initialize_sensor(properties): + return {} + + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + ComponentLevelMethod, + "_initialize_sensor", + mock_initialize_sensor, + ) + + return mocker + + +def mock_get_latest_tagging_survey_date(self): + return date(2023, 1, 1) + + +def mock_average_t_btw_site(self): + return 0 + + +def mock_initialize_sensor(self, properties): + return {} + + +def mock_get_method_survey_time(method_name, *args, **kwargs): + return 120 + + +def mock_get_survey_cost(self): + return 0 + + +def mock_get_average_method_surveys_required(self, site): + return 1 + + +def mock_estimate_method_crews_required(self, crews, sites): + return 2 + + +def mock_estimate_method_crews_required2(self, crews, sites): + return 4 + + +def mock_false_survey_site(self, crew, survey_report, site_to_survey, weather, curr_date): + return SiteSurveyReport(1), 0, False, 0 + + +def mock_survey_site(self, crew, survey_report, site_to_survey, weather, curr_date): + crew.day_time_remaining -= 120 + return ( + SiteSurveyReport( + site_id=1, + time_surveyed=120, + time_spent_to_travel=1, + survey_complete=True, + survey_in_progress=False, + equipment_groups_surveyed=[], + survey_level="Site_level", + site_measured_rate=1.0, + site_true_rate=1.0, + site_flagged=False, + survey_completion_date=date(2023, 1, 1), + survey_start_date=date(2023, 1, 1), + method="test_method", + ), + 1, + True, + 1, + ) + + +def mock_survey_site2(self, crew, survey_report, site_to_survey, weather, curr_date): + crew.day_time_remaining -= 120 + return ( + SiteSurveyReport( + site_id=1, + time_surveyed=120, + time_spent_to_travel=1, + survey_complete=True, + survey_in_progress=False, + equipment_groups_surveyed=[], + survey_level="Site_level", + site_measured_rate=1.0, + site_true_rate=1.0, + site_flagged=False, + survey_completion_date=date(2023, 1, 1), + survey_start_date=date(2023, 1, 1), + method="test_method", + ), + 1, + False, + 1, + ) + + +def mock_get_detectable_emissions(method_name): + return { + "test_meth": { + "test_meth": [ + Emission( + emission_n=1, + rate=1, + start_date=date(2023, 1, 1), + simulation_sd=date(2023, 1, 2), + repairable=True, + tech_spat_cov_probs={"test_meth": 1}, + ) + ], + }, + } + + +def mock_daylight_calculator_ave_init(self): + return + + +@pytest.fixture(name="deploy_crews_testing3") +def deploy_crews_testing3_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + ComponentLevelMethod, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + mocker.patch.object(ComponentLevelMethod, "survey_site", mock_survey_site) + properties: dict = { + pdc.Method_Params.N_CREWS: 5, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + sites = [site_mock] + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in sites + ] + workplan = Workplan(site_survey_plan_list=survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=5, sites_visited=1, travel_time=2, survey_time=120 + ) + return ( + sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +@pytest.fixture(name="deploy_crews_testing4") +def deploy_crews_testing4_fix(mocker): + # Initialize a list to hold mock sites + mock_sites = [] + + # Loop to create 4 mock sites + for i in range(1, 5): + # Create a mock object for Site with a unique id + site_mock = mocker.Mock(spec=Site) + site_mock.id = i + # Pass the current value of i as a default argument to the lambda function + site_mock.get_id = mocker.Mock(side_effect=lambda id=i: id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + # Add the mock site to the list + mock_sites.append(site_mock) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object(ComponentLevelMethod, "survey_site", mock_survey_site2) + mocker.patch.object( + ComponentLevelMethod, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + properties: dict = { + pdc.Method_Params.N_CREWS: 1, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 9, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in mock_sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=5.0, sites_visited=4, travel_time=4, survey_time=480 + ) + return ( + mock_sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +@pytest.fixture(name="deploy_crews_testing5") +def deploy_crews_testing5_fix(mocker): + # Initialize a list to hold mock sites + mock_sites = [] + + # Loop to create 8 mock sites + for i in range(1, 9): + # Create a mock object for Site with a unique id + site_mock = mocker.Mock(spec=Site) + site_mock.id = i + # Pass the current value of i as a default argument to the lambda function + site_mock.get_id = mocker.Mock(side_effect=lambda id=i: id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + # Add the mock site to the list + mock_sites.append(site_mock) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object(ComponentLevelMethod, "survey_site", mock_survey_site2) + mocker.patch.object( + ComponentLevelMethod, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + mocker.patch.object( + ComponentLevelMethod, "_estimate_method_crews_required", mock_estimate_method_crews_required + ) + properties: dict = { + pdc.Method_Params.N_CREWS: 2, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 9, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in mock_sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=10.0, sites_visited=8, travel_time=8, survey_time=960 + ) + return ( + mock_sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +@pytest.fixture(name="deploy_crews_testing6") +def deploy_crews_testing6_fix(mocker): + # Initialize a list to hold mock sites + mock_sites = [] + + # Loop to create 3 mock sites + for i in range(1, 4): + # Create a mock object for Site with a unique id + site_mock = mocker.Mock(spec=Site) + site_mock.id = i + # Pass the current value of i as a default argument to the lambda function + site_mock.get_id = mocker.Mock(side_effect=lambda id=i: id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + # Add the mock site to the list + mock_sites.append(site_mock) + mocker.patch.object( + ComponentLevelMethod, + "_estimate_method_crews_required", + mock_estimate_method_crews_required2, + ) + mocker.patch.object(ComponentLevelMethod, "survey_site", mock_survey_site2) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + ComponentLevelMethod, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + ComponentLevelMethod, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + properties: dict = { + pdc.Method_Params.N_CREWS: 2, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 9, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in mock_sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=15.0, sites_visited=3, travel_time=3, survey_time=360 + ) + return ( + mock_sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +def create_random_state(): + state = defaultdict(lambda: defaultdict(lambda: defaultdict(dict))) + + for givendate in [date(2023, 1, 1), date(2023, 1, 2), date(2023, 1, 3)]: + for lat in [40, 35]: + for long in [-75, -110]: + temp = 20 + wind = 10 + precip = 0.5 + + state[givendate][lat][long]["temp"] = temp + state[givendate][lat][long]["wind"] = wind + state[givendate][lat][long]["precip"] = precip + + return state diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/test_deploy_crew_costs_component_method.py b/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/test_deploy_crew_costs_component_method.py new file mode 100644 index 000000000..7975d02b5 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_component_level_method/test_deploy_crew_costs_component_method.py @@ -0,0 +1,105 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_deploy_crew_costs.py +Purpose: Unit test for testing the cost portion of crew deployment + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from file_processing.output_processing.output_utils import CrewDeploymentStats +from src.programs.component_level_method import ComponentLevelMethod +from testing.unit_testing.test_programs.test_component_level_method.component_method_testing_fixtures import ( # noqa + deploy_crews_testing3_fix, + deploy_crews_testing4_fix, + deploy_crews_testing5_fix, + deploy_crews_testing6_fix, +) +from src.scheduling.workplan import Workplan + + +def test_000_simple_single_crew_daily_cost(deploy_crews_testing3): + """ + This tests for the most simple case where there's a single site, and a single crew being + deployed using the per day cost. + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing3 + ) + workplan: Workplan + method = ComponentLevelMethod("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats + + +def test_000_multi_site_single_crew_daily_cost(deploy_crews_testing4): + """ + This tests for the case where there is a single crew deployed to multiple sites. + 4 mocked sites + 1 crews + 2 hour surveys + 9 hours total work time + only one crew deployed on the given day + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing4 + ) + workplan: Workplan + method = ComponentLevelMethod("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats + + +def test_000_multi_site_crew_daily_cost(deploy_crews_testing5): + """ + This tests for the case where there are multiple crews deployed to multiple sites. + 8 mocked sites + 2 crews + 2 hour surveys + 9 hours total work time + both crews deployed on the given day. + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing5 + ) + workplan: Workplan + method = ComponentLevelMethod("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats + + +def test_000_multi_site_single_crew_required_daily_cost(deploy_crews_testing6): + """ + This tests for the case where there are multiple crews deployed to multiple sites. + 3 mocked sites + 4 crews + 2 hour surveys + 9 hours total work time + 3 crews out of 4 deployed. + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing6 + ) + workplan: Workplan + method = ComponentLevelMethod("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_equipment_group_level_method/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/test_equipment_group_level_method/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_equipment_level_method/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/test_equipment_level_method/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/method_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/method_testing_fixtures.py new file mode 100644 index 000000000..bcf8c5fad --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/method_testing_fixtures.py @@ -0,0 +1,1058 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: method_testing_fixtures +Purpose: Contains fixtures for testing Methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from datetime import date +from src.weather.daylight_calculator import DaylightCalculatorAve +from src.programs.method import Method +from src.virtual_world.infrastructure import Site +from collections import defaultdict +from scheduling.schedule_dataclasses import SiteSurveyReport +from sensors.default_site_level_sensor import DefaultSiteLevelSensor +from src.sensors.default_sensor import DefaultSensor +from src.virtual_world.emission_types.emission import Emission +from src.scheduling.workplan import Workplan +from src.scheduling.scheduled_survey_planner import ScheduledSurveyPlanner +from file_processing.output_processing.output_utils import CrewDeploymentStats +from constants import param_default_const as pdc + + +@pytest.fixture +def mocker_fixture(mocker): + def mock_initialize_sensor(properties): + return {} + + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + Method, + "_initialize_sensor", + mock_initialize_sensor, + ) + + return mocker + + +def mock_average_t_btw_site(self): + return 0 + + +def mock_initialize_sensor(self, properties, input_dir): + return {} + + +def mock_get_method_survey_time(method_name, *args, **kwargs): + return 120 + + +def mock_get_survey_cost(self): + return 0 + + +def mock_check_weather(self, state, curr_date, site): + return False + + +def mock_check_weather_t(self, state, curr_date, site): + return True + + +def mock_get_average_method_surveys_required(self, site): + return 1 + + +def mock_get_travel_time(self): + return 1 + + +def mock_estimate_method_crews_required(self, crews, sites): + return 2 + + +def mock_estimate_method_crews_required2(self, crews, sites): + return 4 + + +def mock_detect_emissions(self, site, meth_name, survey_report): + survey_report.site_true_rate = 1 + survey_report.survey_level = pdc.Levels.SITE_LEVEL + survey_report.site_measured_rate = 1.0 + return True + + +def mock_determine_if_site_survey_can_be_completed( + self, survey_report, site_survey_time, site_travel_time, crew_time_remaining +): + return True + + +def mock_false_survey_site(self, crew, survey_report, site_to_survey, weather, curr_date): + return SiteSurveyReport(1), 0, False, 0 + + +def mock_survey_site(self, crew, survey_report, site_to_survey, weather, curr_date): + return ( + SiteSurveyReport( + site_id=1, + time_surveyed=120, + time_surveyed_current_day=120, + time_spent_to_travel=1, + survey_complete=True, + survey_in_progress=False, + equipment_groups_surveyed=[], + survey_level="Site_level", + site_measured_rate=1.0, + site_true_rate=1.0, + site_flagged=False, + survey_completion_date=date(2023, 1, 1), + survey_start_date=date(2023, 1, 1), + method="test_method", + ), + 1, + True, + 1, + ) + + +def mock_get_detectable_emissions(method_name): + return { + "test_meth": { + "test_meth": [ + Emission( + emission_n=1, + rate=1, + start_date=date(2023, 1, 1), + simulation_sd=date(2023, 1, 2), + repairable=True, + tech_spat_cov_probs={"test_meth": 1}, + ) + ], + }, + } + + +def mock_daylight_calculator_ave_init(self): + return + + +@pytest.fixture(name="simple_method_values") +def simple_method_values_fix(mocker): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + Method, + "_initialize_sensor", + mock_initialize_sensor, + ) + + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + properties: dict = { + pdc.Method_Params.N_CREWS: 3, + pdc.Method_Params.SENSOR: "default", + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + current_date: date = date(2023, 1, 2) + state = {"weather": create_random_state(), "daylight": [], "t": []} + + return ( + mocker, + properties, + current_date, + state, + ) + + +@pytest.fixture(name="simple_method_values2") +def simple_method_values2_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object( + Method, + "_initialize_sensor", + mock_initialize_sensor, + ) + + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + properties: dict = { + pdc.Method_Params.N_CREWS: 0, + pdc.Method_Params.SENSOR: "default", + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 1, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + current_date: date = date(2023, 1, 2) + state = {"weather": create_random_state(), "daylight": [], "t": []} + + return ( + mocker, + properties, + current_date, + state, + ) + + +@pytest.fixture(name="simple_method_values3") +def simple_method_values3_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object( + Method, + "_initialize_sensor", + mock_initialize_sensor, + ) + + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + properties: dict = { + pdc.Method_Params.SENSOR: "default", + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 1, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: True, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + current_date: date = date(2023, 1, 2) + state = {"weather": create_random_state(), "daylight": [], "t": []} + + return ( + mocker, + properties, + current_date, + state, + ) + + +@pytest.fixture(name="simple_method_values4") +def simple_method_values4_fix(mocker): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + Method, + "_initialize_sensor", + mock_initialize_sensor, + ) + + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + properties: dict = { + pdc.Method_Params.N_CREWS: 5, + pdc.Method_Params.SENSOR: "default", + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + survey_report = SiteSurveyReport(site_id=1) + current_date: date = date(2023, 1, 2) + state = {"weather": create_random_state(), "daylight": [], "t": []} + + return ( + mocker, + properties, + current_date, + state, + survey_report, + ) + + +@pytest.fixture(name="simple_method_values5") +def simple_method_values5_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + properties: dict = { + pdc.Method_Params.N_CREWS: 5, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + survey_report = SiteSurveyReport(site_id=1) + current_date: date = date(2023, 1, 2) + state = {"weather": create_random_state(), "daylight": [], "t": []} + + return ( + mocker, + site_mock, + properties, + current_date, + state, + survey_report, + ) + + +@pytest.fixture(name="deploy_crews_testing") +def deploy_crews_testing_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + + mocker.patch.object(Method, "survey_site", mock_false_survey_site) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + properties: dict = { + pdc.Method_Params.N_CREWS: 1, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + weather = create_random_state() + sites = [site_mock] + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + return (sites, properties, weather, workplan, daylight) + + +@pytest.fixture(name="deploy_crews_testing2") +def deploy_crews_testing2_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_determine_if_site_survey_can_be_completed", + mock_determine_if_site_survey_can_be_completed, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + mocker.patch.object(Method, "survey_site", mock_survey_site) + properties: dict = { + pdc.Method_Params.N_CREWS: 5, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 500, + pdc.Method_Params.PER_DAY: 0, + }, + } + weather = create_random_state() + sites = [site_mock] + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + return (sites, properties, weather, workplan, daylight) + + +def create_random_state(): + state = defaultdict(lambda: defaultdict(lambda: defaultdict(dict))) + + for givendate in [date(2023, 1, 1), date(2023, 1, 2), date(2023, 1, 3)]: + for lat in [40, 35]: + for long in [-75, -110]: + temp = 20 + wind = 10 + precip = 0.5 + + state[givendate][lat][long]["temp"] = temp + state[givendate][lat][long]["wind"] = wind + state[givendate][lat][long]["precip"] = precip + + return state + + +@pytest.fixture(name="deploy_crews_testing3") +def deploy_crews_testing3_fix(mocker): + # Create a mock object for Site + site_mock = mocker.Mock(spec=Site) + site_mock.id = 1 + site_mock.get_id = mocker.Mock(side_effect=lambda: site_mock.id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_determine_if_site_survey_can_be_completed", + mock_determine_if_site_survey_can_be_completed, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + mocker.patch.object(Method, "survey_site", mock_survey_site) + properties: dict = { + pdc.Method_Params.N_CREWS: 5, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + sites = [site_mock] + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=5.0, sites_visited=1, travel_time=2, survey_time=120 + ) + return ( + sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +@pytest.fixture(name="deploy_crews_testing4") +def deploy_crews_testing4_fix(mocker): + # Initialize a list to hold mock sites + mock_sites = [] + + # Loop to create 4 mock sites + for i in range(1, 5): + # Create a mock object for Site with a unique id + site_mock = mocker.Mock(spec=Site) + site_mock.id = i + # Pass the current value of i as a default argument to the lambda function + site_mock.get_id = mocker.Mock(side_effect=lambda id=i: id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + # Add the mock site to the list + mock_sites.append(site_mock) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_determine_if_site_survey_can_be_completed", + mock_determine_if_site_survey_can_be_completed, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + properties: dict = { + pdc.Method_Params.N_CREWS: 1, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 9, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in mock_sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=5.0, sites_visited=4, travel_time=4, survey_time=480 + ) + return ( + mock_sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +@pytest.fixture(name="deploy_crews_testing5") +def deploy_crews_testing5_fix(mocker): + # Initialize a list to hold mock sites + mock_sites = [] + + # Loop to create 8 mock sites + for i in range(1, 9): + # Create a mock object for Site with a unique id + site_mock = mocker.Mock(spec=Site) + site_mock.id = i + # Pass the current value of i as a default argument to the lambda function + site_mock.get_id = mocker.Mock(side_effect=lambda id=i: id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + # Add the mock site to the list + mock_sites.append(site_mock) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_determine_if_site_survey_can_be_completed", + mock_determine_if_site_survey_can_be_completed, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + mocker.patch.object( + Method, "_estimate_method_crews_required", mock_estimate_method_crews_required + ) + properties: dict = { + pdc.Method_Params.N_CREWS: 2, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 9, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in mock_sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=10.0, sites_visited=8, travel_time=8, survey_time=960 + ) + return ( + mock_sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) + + +@pytest.fixture(name="deploy_crews_testing6") +def deploy_crews_testing6_fix(mocker): + # Initialize a list to hold mock sites + mock_sites = [] + + # Loop to create 3 mock sites + for i in range(1, 4): + # Create a mock object for Site with a unique id + site_mock = mocker.Mock(spec=Site) + site_mock.id = i + # Pass the current value of i as a default argument to the lambda function + site_mock.get_id = mocker.Mock(side_effect=lambda id=i: id) + mocker.patch.object(site_mock, "get_method_survey_time", mock_get_method_survey_time) + mocker.patch.object(site_mock, "get_survey_cost", mock_get_survey_cost) + # Add the mock site to the list + mock_sites.append(site_mock) + mocker.patch.object(DefaultSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object( + Method, "_estimate_method_crews_required", mock_estimate_method_crews_required2 + ) + mocker.patch.object( + Method, + "_get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + Method, + "_determine_if_site_survey_can_be_completed", + mock_determine_if_site_survey_can_be_completed, + ) + mocker.patch.object( + Method, + "_get_avg_t_bt_sites", + mock_average_t_btw_site, + ) + mocker.patch.object( + Method, + "check_weather", + mock_check_weather_t, + ) + mocker.patch.object( + Method, + "_get_average_survey_time_for_method", + mock_get_method_survey_time, + ) + mocker.patch.object(Method, "_get_travel_time", mock_get_travel_time) + mocker.patch.object(DefaultSiteLevelSensor, "detect_emissions", mock_detect_emissions) + mocker.patch.object(site_mock, "get_detectable_emissions", mock_get_detectable_emissions) + properties: dict = { + pdc.Method_Params.N_CREWS: 2, + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.MAX_WORKDAY: 9, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: [1]}, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.WIND: [0, 10], + pdc.Method_Params.TEMP: [-30, 30], + pdc.Method_Params.PRECIP: [0, 1], + }, + pdc.Method_Params.REPORTING_DELAY: 0, + pdc.Method_Params.COST: { + pdc.Method_Params.UPFRONT: 1000, + pdc.Method_Params.PER_SITE: 0, + pdc.Method_Params.PER_DAY: 5, + }, + } + weather = create_random_state() + mocker.patch.object(DaylightCalculatorAve, "__init__", mock_daylight_calculator_ave_init) + daylight: DaylightCalculatorAve = DaylightCalculatorAve() + + survey_plans = [ + ScheduledSurveyPlanner( + site=site, + site_annual_rs=6, + sim_start_date=date(2023, 1, 1), + sim_end_date=date(2025, 12, 31), + deployment_years=[2023, 2024, 2025], + deployment_months=[1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12], + ) + for site in mock_sites + ] + workplan = Workplan(survey_plans, date=date(2023, 1, 1)) + expected_deployment_stats = CrewDeploymentStats( + deployment_cost=15.0, sites_visited=3, travel_time=3, survey_time=360 + ) + return ( + mock_sites, + properties, + weather, + workplan, + daylight, + expected_deployment_stats, + ) diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/survey_site_testing_resources.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/survey_site_testing_resources.py new file mode 100644 index 000000000..4326949fc --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/survey_site_testing_resources.py @@ -0,0 +1,192 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: survey_site_testing_resources.py +Purpose: Module for setup for testing survey_site for Methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +import pytest +from pytest_mock import MockerFixture +from scheduling.schedule_dataclasses import CrewDailyReport +from scheduling.schedule_dataclasses import SiteSurveyReport +from virtual_world.infrastructure import Site +from programs.method import Method +from sensors.default_sensor import DefaultSensor +from constants import param_default_const as pdc + + +def mock_site_initialization(self, site_properties: dict): + for property, value in site_properties.items(): + setattr(self, property, value) + + +def mock_method_initialization(self, name: str, method_properties: dict, mock_sensor): + self._name = name + self._weather = False + self._sensor = mock_sensor + for property, value in method_properties.items(): + setattr(self, f"_{property}", value) + + +def setup_mock_objects_for_survey_report_testing( + mocker: MockerFixture, site_properties: dict, method_properties: dict, crew_time: int +) -> Tuple[Site, Method, CrewDailyReport]: + + mocker.patch.object(Site, "__init__", mock_site_initialization) + mocker.patch.object( + Site, "get_method_survey_time", return_value=site_properties[pdc.Method_Params.TIME] + ) + mock_site: Site = Site(site_properties) + + mocker.patch.object(Method, "__init__", mock_method_initialization) + mock_sensor: DefaultSensor = mocker.Mock() + mock_sensor.detect_emissions.return_value = True + method: Method = Method("test_method", method_properties, mock_sensor) + + daily_report = CrewDailyReport(1, crew_time) + + return mock_site, method, daily_report + + +@pytest.fixture(name="survey_site_not_in_progress_can_complete_data") +def survey_site_not_in_progress_can_complete_data_fix(): + return ( + {"_id": 1, pdc.Method_Params.TIME: 120}, + {pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", "travel_times": 30}, + SiteSurveyReport(site_id=1), + 180, + SiteSurveyReport( + site_id=1, + time_surveyed=120, + survey_in_progress=False, + time_surveyed_current_day=120, + survey_complete=True, + time_spent_to_travel=30, + method="test_method", + survey_start_date=date(2023, 1, 1), + survey_completion_date=date(2023, 1, 1), + ), + ) + + +@pytest.fixture(name="survey_site_not_in_progress_cant_complete_data") +def survey_site_not_in_progress_cant_complete_data_fix(): + return ( + {"_id": 1, pdc.Method_Params.TIME: 200}, + {pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", "travel_times": 30}, + SiteSurveyReport(site_id=1), + 180, + SiteSurveyReport( + site_id=1, + time_surveyed=120, + survey_in_progress=True, + time_surveyed_current_day=120, + survey_complete=False, + time_spent_to_travel=30, + method="test_method", + survey_start_date=date(2023, 1, 1), + survey_completion_date=None, + ), + ) + + +@pytest.fixture(name="survey_site_in_progress_can_complete_data") +def survey_site_in_progress_can_complete_data_fix(): + return ( + {"_id": 1, pdc.Method_Params.TIME: 120}, + {pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", "travel_times": 30}, + SiteSurveyReport( + site_id=1, + time_surveyed=60, + time_surveyed_current_day=60, + time_spent_to_travel=30, + survey_in_progress=True, + method="test_method", + survey_start_date=date(2022, 1, 1), + ), + 180, + SiteSurveyReport( + site_id=1, + time_surveyed=120, + survey_in_progress=False, + time_surveyed_current_day=60, + survey_complete=True, + time_spent_to_travel=60, + method="test_method", + survey_start_date=date(2022, 1, 1), + survey_completion_date=date(2023, 1, 1), + ), + ) + + +@pytest.fixture(name="survey_site_in_progress_cant_complete_data") +def survey_site_in_progress_cant_complete_data_fix(): + return ( + {"_id": 1, pdc.Method_Params.TIME: 120}, + {pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", "travel_times": 30}, + SiteSurveyReport( + site_id=1, + survey_start_date=date(2022, 12, 1), + time_surveyed=60, + time_surveyed_current_day=30, + time_spent_to_travel=30, + survey_in_progress=True, + method="test_method", + ), + 90, + SiteSurveyReport( + site_id=1, + time_surveyed=90, + survey_in_progress=True, + time_surveyed_current_day=30, + survey_complete=False, + time_spent_to_travel=60, + method="test_method", + survey_start_date=date(2022, 12, 1), + survey_completion_date=None, + ), + ) + + +@pytest.fixture(name="survey_site_in_progress_no_time_to_survey_data") +def survey_site_in_progress_no_time_to_survey_data_fix(): + return ( + {"_id": 1, pdc.Method_Params.TIME: 120}, + {pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", "travel_times": 30}, + SiteSurveyReport( + site_id=1, + survey_start_date=date(2022, 12, 1), + time_surveyed=60, + time_surveyed_current_day=30, + time_spent_to_travel=30, + survey_in_progress=True, + method="test_method", + ), + 60, + SiteSurveyReport( + site_id=1, + time_surveyed=60, + survey_in_progress=True, + time_surveyed_current_day=0, + survey_complete=False, + time_spent_to_travel=0, + method="test_method", + survey_start_date=date(2022, 12, 1), + survey_completion_date=None, + ), + ) diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_deploy_crew_costs.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_deploy_crew_costs.py new file mode 100644 index 000000000..31d22d1e6 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_deploy_crew_costs.py @@ -0,0 +1,105 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_deploy_crew_costs.py +Purpose: Unit test for testing the cost portion of crew deployment + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from file_processing.output_processing.output_utils import CrewDeploymentStats +from src.programs.method import Method +from testing.unit_testing.test_programs.test_method.method_testing_fixtures import ( # noqa + deploy_crews_testing3_fix, + deploy_crews_testing4_fix, + deploy_crews_testing5_fix, + deploy_crews_testing6_fix, +) +from src.scheduling.workplan import Workplan + + +def test_000_simple_single_crew_daily_cost(deploy_crews_testing3): + """ + This tests for the most simple case where there's a single site, and a single crew being + deployed using the per day cost. + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing3 + ) + workplan: Workplan + method = Method("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats + + +def test_000_multi_site_single_crew_daily_cost(deploy_crews_testing4): + """ + This tests for the case where there is a single crew deployed to multiple sites. + 4 mocked sites + 1 crews + 2 hour surveys + 9 hours total work time + only one crew deployed on the given day + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing4 + ) + workplan: Workplan + method = Method("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats + + +def test_000_multi_site_crew_daily_cost(deploy_crews_testing5): + """ + This tests for the case where there are multiple crews deployed to multiple sites. + 8 mocked sites + 2 crews + 2 hour surveys + 9 hours total work time + both crews deployed on the given day. + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing5 + ) + workplan: Workplan + method = Method("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats + + +def test_000_multi_site_single_crew_required_daily_cost(deploy_crews_testing6): + """ + This tests for the case where there are multiple crews deployed to multiple sites. + 3 mocked sites + 4 crews + 2 hour surveys + 9 hours total work time + 3 crews out of 4 deployed. + """ + (sites, properties, weather, workplan, daylight, expected_deployment_stats) = ( + deploy_crews_testing6 + ) + workplan: Workplan + method = Method("test_method", properties, True, sites, None) + + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + + assert deploy_stats == expected_deployment_stats diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_deploy_crews.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_deploy_crews.py new file mode 100644 index 000000000..ddd8c8c6c --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_deploy_crews.py @@ -0,0 +1,87 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_deploy_crews +Purpose: Unit test for testing the deployment of crews + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from file_processing.output_processing.output_utils import CrewDeploymentStats +from src.programs.method import Method +from testing.unit_testing.test_programs.test_method.method_testing_fixtures import ( # noqa + deploy_crews_testing_fix, + deploy_crews_testing2_fix, +) +from scheduling.schedule_dataclasses import ( + SiteSurveyReport, + CrewDailyReport, +) +from src.scheduling.workplan import Workplan + + +def test_000_test_initialization_of_crews( + deploy_crews_testing, +): + (sites, properties, weather, workplan, daylight) = deploy_crews_testing + method = Method("test_method", properties, True, sites, None) + assert len(method._crew_reports) == 1 + assert isinstance(method._crew_reports[0], CrewDailyReport) + assert method._crew_reports[0].day_time_remaining == 0 + + +def test_000_simple_deployment_of_crews_no_crews_deployed_no_valid_sites( + deploy_crews_testing, +): + (sites, properties, weather, workplan, daylight) = deploy_crews_testing + workplan: Workplan + method = Method("test_method", properties, True, sites, None) + method.deploy_crews(workplan, weather, daylight) + assert isinstance(method._crew_reports[0], CrewDailyReport) + assert method._crew_reports[0].day_time_remaining == 8 * 60 + expected = SiteSurveyReport(1) + assert workplan._site_survey_reports[1] == expected + + +def test_000_simple_deployment_of_crews_work_a_day(deploy_crews_testing2): + (sites, properties, weather, workplan, daylight) = deploy_crews_testing2 + workplan: Workplan + method = Method("test_method", properties, True, sites, None) + assert workplan._site_survey_reports == {} + assert len(workplan.site_survey_planners) == 1 + deploy_stats: CrewDeploymentStats = method.deploy_crews(workplan, weather, daylight) + expected = SiteSurveyReport( + site_id=1, + time_surveyed=120, + time_surveyed_current_day=120, + time_spent_to_travel=1, + survey_complete=True, + survey_in_progress=False, + equipment_groups_surveyed=[], + survey_level="Site_level", + site_measured_rate=1.0, + site_true_rate=1.0, + site_flagged=False, + survey_completion_date=date(2023, 1, 1), + survey_start_date=date(2023, 1, 1), + method="test_method", + ) + expected_deployment_stats = CrewDeploymentStats(500.0, 1, 2, 120) + assert isinstance(method._crew_reports[0], CrewDailyReport) + assert method._crew_reports[0].day_time_remaining == 0 + assert len(workplan._site_survey_reports) == 1 + assert len(workplan.site_survey_planners) == 1 + assert workplan._site_survey_reports[1] == expected + assert deploy_stats == expected_deployment_stats diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_estimate_method_crews_required.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_estimate_method_crews_required.py new file mode 100644 index 000000000..e594de249 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_estimate_method_crews_required.py @@ -0,0 +1,55 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_estimate_method_crews_required +Purpose: Unit test for testing the estimation of the number of crews required +for surveys + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from src.programs.method import Method +from testing.unit_testing.test_programs.test_method.method_testing_fixtures import ( # noqa + simple_method_values_fix, + simple_method_values2_fix, + simple_method_values3_fix, +) +from src.virtual_world.infrastructure import Site + + +def test_000_return_provided_value(simple_method_values): + mocker, properties, current_date, state = simple_method_values + sites = [mocker.Mock(spec=Site) for i in range(5)] + method = Method("test_method", properties, True, sites, None) + + expected_crews_required = 3 + assert method._crews == expected_crews_required + + +def test_000_return_estimated_not_followup(simple_method_values2): + mocker, properties, current_date, state = simple_method_values2 + sites = [mocker.Mock(spec=Site) for i in range(500)] + method = Method("test_method", properties, True, sites, None) + + expected_crews_required = 3 + assert method._crews == expected_crews_required + + +def test_000_return_estimate_1_if_followup(simple_method_values3): + mocker, properties, current_date, state = simple_method_values3 + sites = [mocker.Mock(spec=Site) for i in range(5)] + method = Method("test_method", properties, True, sites, None) + + expected_crews_required = 1 + assert method._crews == expected_crews_required diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_get_travel_time.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_get_travel_time.py new file mode 100644 index 000000000..9c891d945 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_get_travel_time.py @@ -0,0 +1,53 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_travel_time.py +Purpose: Unit test for testing the get_travel_time method in the Method class + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import random +from typing import Any + +import pytest +from programs.method import Method + + +def mock_method_init(self, travel_times: Any): + self._travel_times = travel_times + + +@pytest.mark.parametrize( + "travel_times, expected_travel_time", + [ + (10, 10), + (10.2, 10), + ([10, 10], 10), + ([10.3, 10.4], 10), + ([10.6, 10.7, 10.8], 11), + ], +) +def test_get_travel_time_always_int_for_valid_travel_times( + monkeypatch, travel_times: Any, expected_travel_time: int +): + monkeypatch.setattr(Method, "__init__", mock_method_init) + + random.seed(0) + + test_method: Method = Method(travel_times) + + travel_time: int = test_method._get_travel_time() + assert isinstance(travel_time, int) + assert travel_time == expected_travel_time diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_survey_site.py b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_survey_site.py new file mode 100644 index 000000000..067853e58 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_method/test_survey_site.py @@ -0,0 +1,162 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_survey_site +Purpose: Module for testing survey_site for Methods + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +import pytest +from pytest_mock import MockerFixture +from scheduling.schedule_dataclasses import SiteSurveyReport +from src.programs.method import Method +from src.scheduling.schedule_dataclasses import CrewDailyReport +from src.virtual_world.infrastructure import Site +from testing.unit_testing.test_programs.test_method.method_testing_fixtures import ( # noqa + simple_method_values4_fix, + simple_method_values5_fix, +) +from testing.unit_testing.test_programs.test_method.survey_site_testing_resources import ( # noqa + setup_mock_objects_for_survey_report_testing, + survey_site_not_in_progress_can_complete_data_fix, + survey_site_not_in_progress_cant_complete_data_fix, + survey_site_in_progress_can_complete_data_fix, + survey_site_in_progress_cant_complete_data_fix, + survey_site_in_progress_no_time_to_survey_data_fix, +) + + +def test_000_simple_weather_fail_to_survey_site(simple_method_values4): + ( + mocker, + properties, + current_date, + state, + survey_report, + ) = simple_method_values4 + sites = [mocker.Mock(spec=Site) for i in range(5)] + method = Method("test_method", properties, True, sites, None) + daily_report = CrewDailyReport(1, 400) + surveyed_report, travel_time, last_survey, site_visited = method.survey_site( + daily_report, survey_report, sites[0], state, current_date + ) + expected = survey_report + assert surveyed_report == expected + assert not last_survey + assert travel_time == 0 + assert site_visited == 0 + + +def test_000_simple_weather_fail_to_finish_site(simple_method_values5): + ( + mocker, + site_mock, + properties, + current_date, + state, + survey_report, + ) = simple_method_values5 + sites = [mocker.Mock(spec=Site) for i in range(5)] + method = Method("test_method", properties, True, sites, None) + daily_report = CrewDailyReport(1, 10) + surveyed_report, travel_time, last_survey, site_visited = method.survey_site( + daily_report, survey_report, site_mock, state, current_date + ) + expected = SiteSurveyReport( + site_id=1, + survey_in_progress=True, + time_surveyed=8, + time_surveyed_current_day=8, + time_spent_to_travel=1, + survey_start_date=date(2023, 1, 2), + method="test_method", + ) + assert surveyed_report == expected + assert last_survey + assert travel_time == 1 + assert site_visited == 1 + + +def test_000_simple_weather_finish_site(simple_method_values5): + ( + mocker, + site_mock, + properties, + current_date, + state, + survey_report, + ) = simple_method_values5 + sites = [mocker.Mock(spec=Site) for i in range(5)] + method = Method("test_method", properties, True, sites, None) + daily_report = CrewDailyReport(1, 200) + surveyed_report, travel_time, last_survey, site_visited = method.survey_site( + daily_report, survey_report, site_mock, state, current_date + ) + + expected = SiteSurveyReport( + site_id=1, + survey_in_progress=False, + time_surveyed=120, + time_surveyed_current_day=120, + time_spent_to_travel=1, + survey_level="site_level", + site_measured_rate=1.0, + site_true_rate=1, + survey_complete=True, + survey_start_date=date(2023, 1, 2), + survey_completion_date=date(2023, 1, 2), + method="test_method", + ) + assert surveyed_report == expected + assert not last_survey + assert travel_time == 1 + assert site_visited == 1 + + +@pytest.mark.parametrize( + "test_data_fixture", + [ + "survey_site_not_in_progress_can_complete_data", + "survey_site_not_in_progress_cant_complete_data", + "survey_site_in_progress_can_complete_data", + "survey_site_in_progress_cant_complete_data", + "survey_site_in_progress_no_time_to_survey_data", + ], +) +def test_000_survey_site_correctly_updates_survey_report( + mocker: MockerFixture, request: pytest.FixtureRequest, test_data_fixture +): + ( + site_properties, + method_properties, + existing_survey_report, + crew_time, + expected_survey_report, + ) = request.getfixturevalue(test_data_fixture) + mock_site, method, daily_report = setup_mock_objects_for_survey_report_testing( + mocker, site_properties, method_properties, crew_time + ) + + survey_report: SiteSurveyReport = method.survey_site( + daily_report, + existing_survey_report, + mock_site, + mocker.Mock(), + date(2023, 1, 1), + )[0] + + assert survey_report == expected_survey_report diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_program/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/test_program/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_program/test_program_init.py b/LDAR_Sim/testing/unit_testing/test_programs/test_program/test_program_init.py new file mode 100644 index 000000000..4a321d7f6 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_program/test_program_init.py @@ -0,0 +1,67 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_program_init.py +Purpose: To unit test program initialization + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from programs.program import Program # replace with the actual module name +from constants.param_default_const import Program_Params, Duration_Method + + +def test_000_simple_program_init(mocker): + # Define the inputs + name = "Test Program" + weather = "Sunny" + daylight = "Day" + methods = {"method1": {}, "method2": {}} + sites = ["Site1", "Site2"] + sim_start_date = date(2022, 1, 1) + sim_end_date = date(2022, 12, 31) + consider_weather = True + prog_params = { + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1.0, + Program_Params.DURATION_METHOD: Duration_Method.COMPONENT, + } + } + + # Mock _init_methods_and_schedules + mocker.patch.object(Program, "_init_methods_and_schedules", return_value=None) + + # Create an instance of Program + program = Program( + name, + weather, + daylight, + methods, + sites, + sim_start_date, + sim_end_date, + consider_weather, + prog_params, + None, + ) + + # Assert that the properties are as expected + assert program.name == name + assert program.weather == weather + assert program.daylight == daylight + assert program.method_names == list(methods.keys()) + assert program._current_date == sim_start_date + assert program.duration_factor == 1.0 + assert program.duration_method == Duration_Method.COMPONENT diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_site_level_method/__init__.py b/LDAR_Sim/testing/unit_testing/test_programs/test_site_level_method/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_programs/test_site_level_method/test_site_level_method_constructor.py b/LDAR_Sim/testing/unit_testing/test_programs/test_site_level_method/test_site_level_method_constructor.py new file mode 100644 index 000000000..761041de0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_programs/test_site_level_method/test_site_level_method_constructor.py @@ -0,0 +1,76 @@ +import pytest +from unittest.mock import patch +from src.programs.site_level_method import SiteLevelMethod +from src.scheduling.follow_up_mobile_schedule import FollowUpMobileSchedule + + +from src.constants import param_default_const as pdc + + +@pytest.fixture +def mock_follow_up_schedule(mocker): + mock_schedule = mocker.Mock(spec=FollowUpMobileSchedule) + # You can configure the mock as needed for your test + return mock_schedule + + +def test_site_level_method_creation(mock_follow_up_schedule): + # Define properties dictionary for the method + properties = { + pdc.Method_Params.FOLLOW_UP: { + pdc.Method_Params.INTERACTION_PRIORITY: "threshold", + pdc.Method_Params.DELAY: 10, + pdc.Method_Params.PROPORTION: 0.5, + pdc.Method_Params.THRESHOLD: 0.8, + pdc.Method_Params.INSTANT_THRESHOLD: 1.0, + pdc.Method_Params.REDUNDANCY_FILTER: "some_filter", + }, + pdc.Method_Params.ROLLING_AVRG: { + pdc.Method_Params.SMALL_WINDOW: 7, + pdc.Method_Params.LARGE_WINDOW: 30, + }, + pdc.Method_Params.DEPLOYMENT_TYPE: "mobile", + pdc.Method_Params.SENSOR: { + pdc.Method_Params.TYPE: "default", + pdc.Method_Params.MDL: 1.0, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + }, + pdc.Method_Params.MAX_WORKDAY: 8, + pdc.Method_Params.CONSIDER_DAYLIGHT: False, + pdc.Method_Params.WEATHER_ENVS: { + pdc.Method_Params.PRECIP: [], + pdc.Method_Params.WIND: [], + pdc.Method_Params.TEMP: [], + }, + pdc.Method_Params.IS_FOLLOW_UP: False, + pdc.Method_Params.T_BW_SITES: {pdc.Common_Params.VAL: []}, + pdc.Method_Params.N_CREWS: 5, + pdc.Method_Params.REPORTING_DELAY: 7, + pdc.Method_Params.COST: { + pdc.Method_Params.PER_SITE: 10, + pdc.Method_Params.UPFRONT: 5, + pdc.Method_Params.PER_DAY: 0, + }, + # Include other properties as needed + } + + # Patching _estimate_method_crews_required to return 1 + with patch.object(SiteLevelMethod, "_estimate_method_crews_required", return_value=1): + # Create an instance of SiteLevelMethod + method_name = "TestMethod" + consider_weather = True + sites = [] # Pass the appropriate list of Site objects + follow_up_schedule = mock_follow_up_schedule + site_method = SiteLevelMethod( + method_name, properties, consider_weather, sites, follow_up_schedule, None + ) + + # Assert that the method is created successfully + assert isinstance(site_method, SiteLevelMethod) + assert site_method._name == method_name + assert site_method._max_work_hours == properties["max_workday"] + assert site_method._weather == consider_weather + assert site_method._is_follow_up is False diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/__init__.py b/LDAR_Sim/testing/unit_testing/test_scheduling/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/__init__.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/schedule_fixtures.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/schedule_fixtures.py new file mode 100644 index 000000000..b41152eaa --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/schedule_fixtures.py @@ -0,0 +1,63 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: schedule_fixtures +Purpose: Contains the fixtures used to test schedules + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest + +from scheduling.generic_schedule import GenericSchedule + + +@pytest.fixture +def mocker_fixture(mocker): + def mock_get_average_method_surveys_required(self, method_name, sites): + return 5 + + def mock_get_average_method_survey_time(self, method_name, avg_travel_time, sites): + return 60 + + mocker.patch.object( + GenericSchedule, + "get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + GenericSchedule, "get_average_method_survey_time", mock_get_average_method_survey_time + ) + + return mocker + + +@pytest.fixture +def mocker_fixture2(mocker): + def mock_get_average_method_surveys_required(self, method_name, sites): + return 5 + + def mock_get_average_method_survey_time(self, method_name, avg_travel_time, sites): + return 120 + + mocker.patch.object( + GenericSchedule, + "get_average_method_surveys_required", + mock_get_average_method_surveys_required, + ) + mocker.patch.object( + GenericSchedule, "get_average_method_survey_time", mock_get_average_method_survey_time + ) + + return mocker diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/test_get_daily_sites_to_survey.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/test_get_daily_sites_to_survey.py new file mode 100644 index 000000000..91d17c272 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_schedule/test_get_daily_sites_to_survey.py @@ -0,0 +1,75 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_daily_sites_to_survey +Purpose: Contains unit tests to test the function that obtains daily sites to survey + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from src.virtual_world.sites import Site +from src.scheduling.generic_schedule import GenericSchedule +from src.scheduling.workplan import Workplan + + +def test_000_get_daily_sites_to_survey_returns_expected_sites_for_survey(mocker): + # Create a Mock object for Site with the required attributes + site_mock = mocker.Mock(spec=Site) + site_mock._survey_frequencies = {"test": 5} + site_mock._deployment_years = {"test": [2020]} + site_mock._deployment_months = {"test": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]} + sites = [site_mock for _ in range(10)] + + instance = GenericSchedule( + method_name="test", + sites=sites, + sim_start_date=date(2020, 1, 1), + sim_end_date=date(2025, 12, 31), + est_meth_daily_surveys=5, + method_avail_crews=1, + ) + result = instance.get_workplan(date(2020, 1, 1)) + expected = Workplan(instance._survey_plans[:8], date(2020, 1, 1)) + assert expected.date == result.date + for site_id, expected_survey_planner in expected.site_survey_planners.items(): + assert site_id in result.site_survey_planners + result_survey_planner = result.site_survey_planners[site_id] + assert result_survey_planner._survey_plan == expected_survey_planner._survey_plan + assert result_survey_planner._current_date == expected_survey_planner._current_date + assert result_survey_planner._queued == expected_survey_planner._queued + + +def test_000_get_daily_sites_to_survey_returns_expected_sites_for_survey2( + mocker, +): + # Create a Mock object for Site with the required attributes + site_mock = mocker.Mock(spec=Site) + site_mock._survey_frequencies = {"test": 5} + site_mock._deployment_years = {"test": [2022]} + site_mock._deployment_months = {"test": [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12]} + sites = [site_mock for _ in range(10)] + + instance = GenericSchedule( + method_name="test", + sites=sites, + sim_start_date=date(2020, 1, 1), + sim_end_date=date(2025, 12, 31), + est_meth_daily_surveys=5, + method_avail_crews=1, + ) + instance.get_workplan(date(2020, 1, 1)) + result = instance.get_daily_sites_to_survey() + expected = [] + assert expected == result diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/__init__.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/surveyPlanner_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/surveyPlanner_testing_fixtures.py new file mode 100644 index 000000000..df6258db8 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/surveyPlanner_testing_fixtures.py @@ -0,0 +1,280 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: surveyPlanner_testing_fixtures +Purpose: To hold the fixtures used for testing survey planner functions + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +import pytest +from datetime import date +from src.virtual_world.sites import Site +from scheduling.scheduled_survey_planner import Survey_Counter + + +@pytest.fixture() +def mocker_fixture(mocker): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + return mocker + + +@pytest.fixture(name="gen_survey_plan_simple_case_1") +def gen_survey_plan_simple_case_1_fix(): + """Simple case for testing generate survey plan + RS: 1 + Full deployment months + Returns: + RS + Valid Months + Result + """ + RS: int = 1 + valid_months: list[int] = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + expected_outcome: list[date] = [date(2023, 1, 1)] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_simple_case_3") +def gen_survey_plan_simple_case_3_fix(): + """Simple case for testing generate survey plan + RS: 3 + Full deployment months + """ + RS: int = 3 + valid_months: list[int] = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + expected_outcome: list[date] = [date(2023, 1, 1), date(2023, 5, 2), date(2023, 8, 31)] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_simple_case_5") +def gen_survey_plan_simple_case_5_fix(): + """Simple case for testing generate survey plan + RS: 5 + Full deployment months + """ + RS: int = 5 + valid_months: list[int] = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + expected_outcome: list[date] = [ + date(2023, 1, 1), + date(2023, 3, 14), + date(2023, 5, 26), + date(2023, 8, 7), + date(2023, 10, 19), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_simple_case_11") +def gen_survey_plan_simple_case_11_fix(): + """Simple case for testing generate survey plan + RS: 11 + Full deployment months + """ + RS: int = 11 + valid_months: list[int] = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + expected_outcome: list[date] = [ + date(2023, 1, 1), + date(2023, 2, 3), + date(2023, 3, 8), + date(2023, 4, 10), + date(2023, 5, 13), + date(2023, 6, 15), + date(2023, 7, 18), + date(2023, 8, 20), + date(2023, 9, 22), + date(2023, 10, 25), + date(2023, 11, 27), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_simple_case_12") +def gen_survey_plan_simple_case_12_fix(): + """Simple case for testing generate survey plan + RS: 12 + Full deployment months + """ + RS: int = 12 + valid_months: list[int] = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + expected_outcome: list[date] = [ + date(2023, 1, 1), + date(2023, 1, 31), + date(2023, 3, 2), + date(2023, 4, 2), + date(2023, 5, 2), + date(2023, 6, 1), + date(2023, 7, 2), + date(2023, 8, 1), + date(2023, 8, 31), + date(2023, 10, 1), + date(2023, 10, 31), + date(2023, 11, 30), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_simple_split_2") +def gen_survey_plan_simple_split_2_fix(): + """Simple case for testing generate survey plan where months are split + RS: 2 + Deployment_months: [5,8] + """ + RS: int = 2 + valid_months: list[int] = [5, 8] + expected_outcome: list[date] = [date(2023, 5, 1), date(2023, 5, 31)] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_split_2") +def gen_survey_plan_split_2_fix(): + """More complex case for testing generate survey plan where months are split + RS: 2 + Deployment_months: [3,4,5,8,9,10] + """ + RS: int = 2 + valid_months: list[int] = [3, 4, 5, 8, 9, 10] + expected_outcome: list[date] = [date(2023, 3, 1), date(2023, 5, 31)] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_complex_4") +def gen_survey_plan_complex_4_fix(): + """Complex case for testing generate survey plan, with non-consecutive deployment months + RS: 4 + Deployment_months: [2,4,6,8,10,11] + """ + RS: int = 4 + valid_months: list[int] = [2, 4, 6, 8, 10, 11] + expected_outcome: list[date] = [ + date(2023, 2, 1), + date(2023, 4, 18), + date(2023, 8, 2), + date(2023, 10, 16), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_consecutive_2") +def gen_survey_plan_consecutive_2_fix(): + """Complex case for testing consecutive months + RS: 2 + Deployment months: [4,5,6,7,8,9]""" + RS: int = 2 + valid_months: list[int] = [4, 5, 6, 7, 8, 9] + expected_outcome: list[date] = [ + date(2023, 4, 1), + date(2023, 7, 1), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_consecutive_3") +def gen_survey_plan_consecutive_3_fix(): + """Complex case for testing consecutive months + RS: 3 + Deployment months: [4,5,6,7,8,9]""" + RS: int = 3 + valid_months: list[int] = [4, 5, 6, 7, 8, 9] + expected_outcome: list[date] = [ + date(2023, 4, 1), + date(2023, 5, 31), + date(2023, 7, 31), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_split_4") +def gen_survey_plan_split_4_fix(): + """Simple case for testing generate survey plan + RS: 4 + Deployment_months: [3, 4, 5, 8, 10, 11] + """ + RS: int = 4 + valid_months: list[int] = [3, 4, 5, 9, 10, 11] + expected_outcome: list[date] = [ + date(2023, 3, 1), + date(2023, 4, 15), + date(2023, 5, 31), + date(2023, 10, 16), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_survey_plan_split_complex_2") +def gen_survey_plan_split_complex_2_fix(): + """Simple case for testing generate survey plan + RS: 2 + Deployment_months: [1,2,3,10,11,12] + """ + RS: int = 2 + valid_months: list[int] = [1, 2, 3, 10, 11, 12] + expected_outcome: list[date] = [ + date(2023, 1, 1), + date(2023, 10, 1), + ] + return RS, valid_months, expected_outcome + + +@pytest.fixture(name="gen_set_survey_per_year_tests_1") +def gen_set_survey_per_year_tests_1_fix(): + """Case where beginning years are missing""" + valid_years: list[int] = [2024, 2025] + start_year: date = date(2020, 1, 1) + end_year: date = date(2025, 12, 31) + surveys: int = 5 + expected_outcome: dict[int, Survey_Counter] = { + 2020: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2021: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2022: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2023: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2024: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2025: Survey_Counter(Required_surveys=5, Surveys_done=0), + } + return start_year, end_year, valid_years, surveys, expected_outcome + + +@pytest.fixture(name="gen_set_survey_per_year_tests_2") +def gen_set_survey_per_year_tests_2_fix(): + """Case where ending years are missing""" + valid_years: list[int] = [2020, 2021, 2022] + start_year: date = date(2020, 1, 1) + end_year: date = date(2025, 12, 31) + surveys: int = 5 + expected_outcome: dict[int, Survey_Counter] = { + 2020: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2021: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2022: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2023: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2024: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2025: Survey_Counter(Required_surveys=0, Surveys_done=0), + } + return start_year, end_year, valid_years, surveys, expected_outcome + + +@pytest.fixture(name="gen_set_survey_per_year_tests_3") +def gen_set_survey_per_year_tests_3_fix(): + """Case where the middle years are missing""" + valid_years: list[int] = [2020, 2023, 2025] + start_year: date = date(2020, 1, 1) + end_year: date = date(2025, 12, 31) + surveys: int = 5 + expected_outcome: dict[int, Survey_Counter] = { + 2020: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2021: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2022: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2023: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2024: Survey_Counter(Required_surveys=0, Surveys_done=0), + 2025: Survey_Counter(Required_surveys=5, Surveys_done=0), + } + return start_year, end_year, valid_years, surveys, expected_outcome diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_gen_survey_plan.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_gen_survey_plan.py new file mode 100644 index 000000000..32de6f414 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_gen_survey_plan.py @@ -0,0 +1,97 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_gen_survey_plan +Purpose: Unit test for generating survey plans + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +import pytest +from datetime import date +from scheduling.scheduled_survey_planner import ScheduledSurveyPlanner +from testing.unit_testing.test_scheduling.test_survey_planner.surveyPlanner_testing_fixtures import ( + gen_survey_plan_simple_case_1_fix, + gen_survey_plan_simple_case_3_fix, + gen_survey_plan_simple_case_5_fix, + gen_survey_plan_simple_case_11_fix, + gen_survey_plan_simple_case_12_fix, + gen_survey_plan_split_2_fix, + gen_survey_plan_complex_4_fix, + gen_survey_plan_consecutive_2_fix, + gen_survey_plan_consecutive_3_fix, + gen_survey_plan_simple_split_2_fix, + gen_survey_plan_split_4_fix, + gen_survey_plan_split_complex_2_fix, + mocker_fixture, +) + + +@pytest.mark.parametrize( + "test_input, mocker_fix", + [ + ("gen_survey_plan_simple_case_1", "mocker_fixture"), + ("gen_survey_plan_simple_case_3", "mocker_fixture"), + ("gen_survey_plan_simple_case_5", "mocker_fixture"), + ("gen_survey_plan_simple_case_11", "mocker_fixture"), + ("gen_survey_plan_simple_case_12", "mocker_fixture"), + ], +) +def test_000_gen_survey_plan_gens_logical_survey_plans_with_full_deployment_months( + test_input, mocker_fix, request +): + """Unit test for testing simple deployment for scheduling""" + start_year, end_year = 2020, 2025 + deploy_years = list(range(start_year, end_year + 1)) + deploy_months = request.getfixturevalue(test_input)[1] + planner = ScheduledSurveyPlanner( + request.getfixturevalue(mocker_fix), + request.getfixturevalue(test_input)[0], + date(start_year, 1, 1), + date(end_year, 12, 31), + deploy_years, + deploy_months, + ) + result = planner.get_survey_plan() + assert result == request.getfixturevalue(test_input)[2] + + +@pytest.mark.parametrize( + "test_input, mocker_fix", + [ + ("gen_survey_plan_split_2", "mocker_fixture"), + ("gen_survey_plan_complex_4", "mocker_fixture"), + ("gen_survey_plan_consecutive_2", "mocker_fixture"), + ("gen_survey_plan_consecutive_3", "mocker_fixture"), + ("gen_survey_plan_simple_split_2", "mocker_fixture"), + ("gen_survey_plan_split_4", "mocker_fixture"), + ("gen_survey_plan_split_complex_2", "mocker_fixture"), + ], +) +def test_000_gen_survey_plans_gens_logical_survey_plans_with_partial_deployment_months( + test_input, mocker_fix, request +): + """Unit test for testing more complex deployment for scheduling""" + start_year, end_year = 2020, 2025 + deploy_years = list(range(start_year, end_year + 1)) + deploy_months = request.getfixturevalue(test_input)[1] + planner = ScheduledSurveyPlanner( + request.getfixturevalue(mocker_fix), + request.getfixturevalue(test_input)[0], + date(start_year, 1, 1), + date(end_year, 12, 31), + deploy_years, + deploy_months, + ) + result = planner.get_survey_plan() + assert result == request.getfixturevalue(test_input)[2] diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_get_simulation_years.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_get_simulation_years.py new file mode 100644 index 000000000..1f637371a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_get_simulation_years.py @@ -0,0 +1,73 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_simulation_years +Purpose: Unit test for getting the simulation years + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +from typing import Tuple +from datetime import date +from hypothesis import given, strategies as st, settings, HealthCheck +from scheduling.scheduled_survey_planner import ScheduledSurveyPlanner +from src.virtual_world.sites import Site +from testing.unit_testing.test_scheduling.test_survey_planner.surveyPlanner_testing_fixtures import ( + mocker_fixture, +) + + +@st.composite +def generate_date_range(draw): + """hypothesis strategy for generating date objects""" + start_year = draw(st.integers(min_value=1980, max_value=2040)) + end_year = draw(st.integers(min_value=start_year, max_value=2040)) + + start_month = draw(st.integers(min_value=1, max_value=12)) + end_month = draw(st.integers(min_value=start_month, max_value=12)) + + start_day = draw(st.integers(min_value=1, max_value=28)) + end_day = draw(st.integers(min_value=start_day, max_value=28)) + + start_date = date(start_year, start_month, start_day) + end_date = date(end_year, end_month, end_day) + + return start_date, end_date, start_year, end_year + + +@given(date_range=generate_date_range()) +@settings(suppress_health_check=[HealthCheck.function_scoped_fixture]) # TODO: move later +def test_000_get_simulation_years(date_range: Tuple[date, date, int, int], mocker_fixture): + start_date, end_date, start_year, end_year = date_range + + # Use the mocker fixture from the mocker_fixture parameter + mocker = mocker_fixture + + # Your existing test code here + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object(ScheduledSurveyPlanner, "_gen_survey_plan", return_value=[date(2023, 1, 1)]) + deploy_years = list(range(start_year, end_year + 1)) + deploy_months = list(range(1, 13)) + planner = ScheduledSurveyPlanner(mocker, 1, start_date, end_date, deploy_years, deploy_months) + result = planner._get_simulation_years(start_date, end_date) + + # Ensure that the result is a list of integers + assert isinstance(result, list) + assert all(isinstance(year, int) for year in result) + + # Ensure that the mocked values are returned + assert result == deploy_years + + +# def test_000_get_simulation_years_throws_exceptions_on_invalid_inputs(): +# return diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_queue_site_for_survey.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_queue_site_for_survey.py new file mode 100644 index 000000000..677178f88 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_queue_site_for_survey.py @@ -0,0 +1,85 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_queue_site_for_survey +Purpose: Unit test for testing the if the sites should be queued based on the survey plan + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from src.virtual_world.sites import Site +from scheduling.scheduled_survey_planner import ScheduledSurveyPlanner + + +def test_000_queue_site_for_survey_returns_true_first_survey(mocker): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + start_year, end_year = 2020, 2025 + deploy_years = list(range(start_year, end_year + 1)) + RS = 5 + deploy_months = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + planner = ScheduledSurveyPlanner( + mocker, + RS, + date(start_year, 1, 1), + date(end_year, 12, 31), + deploy_years, + deploy_months, + ) + planner.update_date(date(2020, 1, 2)) + result = planner.queue_site_for_survey() + assert result is True + + +def test_000_queue_site_for_survey_returns_false_when_site_it_has_yet_to_reach_survey_date(mocker): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + start_year, end_year = 2020, 2025 + deploy_years = list(range(start_year, end_year + 1)) + RS = 5 + deploy_months = [2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + planner = ScheduledSurveyPlanner( + mocker, + RS, + date(start_year, 1, 1), + date(end_year, 12, 31), + deploy_years, + deploy_months, + ) + result = planner.queue_site_for_survey() + assert result is False + + +def test_000_queue_site_for_survey_returns_false_when_site_is_not_due_to_be_queued_for_survey( + mocker, +): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + start_year, end_year = 2020, 2023 + deploy_years = [2021, 2022, 2023] + RS = 5 + deploy_months = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + planner = ScheduledSurveyPlanner( + mocker, + RS, + date(start_year, 1, 1), + date(end_year, 12, 31), + deploy_years, + deploy_months, + ) + result = planner.queue_site_for_survey() + assert result is False + + +# def test_000_queue_site_for_survey_returns_false_when_site_has_already_been_queued_for_survey(): +# return +# TODO : the above test should be done in the surveys not in survey Planner diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_set_survey_per_year.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_set_survey_per_year.py new file mode 100644 index 000000000..0c3192361 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_set_survey_per_year.py @@ -0,0 +1,76 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_set_survey_per_year +Purpose: Tests the function that initializes the dictionary used to hold data + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" +import pytest +from datetime import date +from src.virtual_world.sites import Site +from scheduling.scheduled_survey_planner import ScheduledSurveyPlanner, Survey_Counter +from testing.unit_testing.test_scheduling.test_survey_planner.surveyPlanner_testing_fixtures import ( + mocker_fixture, + gen_set_survey_per_year_tests_1_fix, + gen_set_survey_per_year_tests_2_fix, + gen_set_survey_per_year_tests_3_fix, +) + + +def test_000_set_survey_per_year_dictionary_simple(mocker): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + start_year, end_year = 2020, 2025 + deploy_years = list(range(start_year, end_year + 1)) + RS = 5 + deploy_months = [1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12] + planner = ScheduledSurveyPlanner( + mocker, + RS, + date(start_year, 1, 1), + date(end_year, 12, 31), + deploy_years, + deploy_months, + ) + result = planner._surveys_this_year # TODO: may need to make this an accessor instead..? + expected: dict[int, Survey_Counter] = { + 2020: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2021: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2022: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2023: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2024: Survey_Counter(Required_surveys=5, Surveys_done=0), + 2025: Survey_Counter(Required_surveys=5, Surveys_done=0), + } + assert result == expected + + +@pytest.mark.parametrize( + "test_input, mocker_fix", + [ + ("gen_set_survey_per_year_tests_1", "mocker_fixture"), + ("gen_set_survey_per_year_tests_2", "mocker_fixture"), + ("gen_set_survey_per_year_tests_3", "mocker_fixture"), + ], +) +def test_000_set_not_full_deployment_year_surveys(test_input, mocker_fix, request): + planner = ScheduledSurveyPlanner( + request.getfixturevalue(mocker_fix), + request.getfixturevalue(test_input)[3], + request.getfixturevalue(test_input)[0], + request.getfixturevalue(test_input)[1], + request.getfixturevalue(test_input)[2], + [1, 2, 3, 4, 5], + ) + result = planner._surveys_this_year # TODO: may need to make this an accessor instead..? + assert result == request.getfixturevalue(test_input)[4] diff --git a/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_update_with_latest_survey.py b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_update_with_latest_survey.py new file mode 100644 index 000000000..953816593 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_scheduling/test_survey_planner/test_update_with_latest_survey.py @@ -0,0 +1,255 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_update_with_latest_survey.py +Purpose: Module for testing test_update_with_latest_survey for FollowUpSurveyPlanner + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from src.virtual_world.sites import Site +from scheduling.follow_up_survey_planner import ( + FollowUpSurveyPlanner, + StationaryFollowUpSurveyPlanner, +) +from scheduling.surveying_dataclasses import DetectionRecord + + +def test_update_with_latest_survey(mocker): + """ + Function to test the update_with_latest_survey function in FollowUpSurveyPlanner + """ + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 1) + follow_up_survey_planner = FollowUpSurveyPlanner(detection_record, detect_date) + method_name = "test_method" + redund_filter = FollowUpSurveyPlanner.REDUND_FILTER_RECENT + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 2) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 3) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 4) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 5) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.5) + detect_date = date(2021, 1, 6) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + new_detection = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 7) + follow_up_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + assert follow_up_survey_planner.rate_at_site == 0.1 + assert follow_up_survey_planner._detected_rates == [0.1, 0.1, 0.1, 0.1, 0.1, 0.5, 0.1] + assert follow_up_survey_planner._latest_detection_date == date(2021, 1, 7) + + +def test_update_with_avrg_survey(mocker): + """ + Function to test the update_with_latest_survey function in FollowUpSurveyPlanner + """ + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 1) + follow_up_survey_planner = FollowUpSurveyPlanner(detection_record, detect_date) + method_name = "test_method" + redund_filter = FollowUpSurveyPlanner.REDUND_FILTER_AVERAGE + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 2) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 3) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 4) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 5) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.5) + detect_date = date(2021, 1, 6) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + new_detection = DetectionRecord(site_id=1, site=mocker, rate_detected=0.6) + detect_date = date(2021, 1, 7) + follow_up_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + follow_up_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + assert round(follow_up_survey_planner.rate_at_site, 3) == 0.275 + assert follow_up_survey_planner._detected_rates == [0.1, 0.1, 0.1, 0.1, 0.1, 0.5, 0.6, 0.6] + assert follow_up_survey_planner._latest_detection_date == date(2021, 1, 7) + + +def test_update_with_max_survey(mocker): + """ + Function to test the update_with_latest_survey function in FollowUpSurveyPlanner + """ + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 1) + follow_up_survey_planner = FollowUpSurveyPlanner(detection_record, detect_date) + method_name = "test_method" + redund_filter = FollowUpSurveyPlanner.REDUND_FILTER_MAX + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 2) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 3) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 4) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 5) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.5) + detect_date = date(2021, 1, 6) + follow_up_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + new_detection = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 7) + follow_up_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + assert follow_up_survey_planner.rate_at_site == 0.5 + assert follow_up_survey_planner._detected_rates == [0.1, 0.1, 0.1, 0.1, 0.1, 0.5, 0.1] + assert follow_up_survey_planner._latest_detection_date == date(2021, 1, 7) + + +def test_update_with_rolling_survey(mocker): + """ + Function to test the update_with_latest_survey function in FollowUpSurveyPlanner + """ + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 1) + stationary_survey_planner = StationaryFollowUpSurveyPlanner( + detection_record, detect_date, 7, 30 + ) + method_name = "test_method" + redund_filter = "rolling_average" + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 2) + stationary_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 3) + stationary_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 4) + stationary_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.1) + detect_date = date(2021, 1, 5) + stationary_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + detection_record = DetectionRecord(site_id=1, site=mocker, rate_detected=0.5) + detect_date = date(2021, 1, 6) + stationary_survey_planner.update_with_latest_survey( + detection_record, redund_filter, method_name, detect_date + ) + + new_detection = DetectionRecord(site_id=1, site=mocker, rate_detected=0.6) + detect_date = date(2021, 1, 7) + stationary_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + + stationary_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + + stationary_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + stationary_survey_planner.update_with_latest_survey( + new_detection, redund_filter, method_name, detect_date + ) + assert stationary_survey_planner._detected_rates == [ + 0.1, + 0.1, + 0.1, + 0.1, + 0.1, + 0.5, + 0.6, + 0.6, + 0.6, + 0.6, + ] + assert stationary_survey_planner._latest_detection_date == date(2021, 1, 7) + assert round(stationary_survey_planner.rate_at_site, 6) == 0.442857 + assert round(stationary_survey_planner.rate_at_site_long, 5) == 0 diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_parameter_variator/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_parameter_variator/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_parameter_variator/test_vary_parameter_values.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_parameter_variator/test_vary_parameter_values.py new file mode 100644 index 000000000..ccd74278f --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_parameter_variator/test_vary_parameter_values.py @@ -0,0 +1,1645 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_vary_parameter_values.py +# Purpose: Test the vary_parameter_values function in the sensitivity_analysis module +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from parameters.parameters_holder import ParametersHolder +from constants.param_default_const import ( + Levels, + Sim_Setting_Params, + Virtual_World_Params, + Program_Params, + Method_Params, + Common_Params, +) +from sensitivity_analysis.parameter_variator import vary_parameter_values + + +def get_simulation_parameters_1(): + simulation_settings = { + Common_Params.PARAM_LEVEL: Levels.SIMULATION, + Common_Params.VERSION: "4.0", + Sim_Setting_Params.INPUT: "test_input", + Sim_Setting_Params.OUTPUT: "test_output", + } + virtual_world = { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.0065, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + } + programs = { + "test_prog1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.5, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3", "test_method4"], + }, + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + } + outputs = {"test": "test"} + return ParametersHolder( + simulation_settings=simulation_settings, + virtual_world=virtual_world, + programs=programs, + outputs=outputs, + baseline_program="P_None", + ) + + +def get_vw_parameter_variations_1(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ] + }, 3 + + +def get_expected_vw_parameter_variations_1(): + return [ + { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.000275, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + }, + { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.0065, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + }, + { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.013, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + }, + ] + + +def get_vw_parameter_variations_2(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test1"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test2"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test3"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ] + }, 3 + + +def get_expected_vw_parameter_variations_2(): + return [ + { + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.000275, + Virtual_World_Params.ERS: "test1", + Virtual_World_Params.DURATION: 365, + } + }, + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + }, + { + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.0065, + Virtual_World_Params.ERS: "test2", + Virtual_World_Params.DURATION: 365, + } + }, + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + }, + { + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.013, + Virtual_World_Params.ERS: "test3", + Virtual_World_Params.DURATION: 365, + } + }, + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file", + Virtual_World_Params.CONSIDER_WEATHER: True, + }, + ] + + +def get_vw_parameter_variations_3(): + return { + Virtual_World_Params.WEATHER_FILE: [ + "test_weather_file1", + "test_weather_file2", + "test_weather_file3", + ], + Virtual_World_Params.CONSIDER_WEATHER: [ + False, + True, + False, + ], + }, 3 + + +def get_expected_vw_parameter_variations_3(): + return [ + { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file1", + Virtual_World_Params.CONSIDER_WEATHER: False, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.0065, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + }, + { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file2", + Virtual_World_Params.CONSIDER_WEATHER: True, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.0065, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + }, + { + Common_Params.PARAM_LEVEL: Levels.VIRTUAL, + Common_Params.VERSION: "4.0", + Virtual_World_Params.WEATHER_FILE: "test_weather_file3", + Virtual_World_Params.CONSIDER_WEATHER: False, + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.PR: 0.0065, + Virtual_World_Params.ERS: "test_ERS", + Virtual_World_Params.DURATION: 365, + } + }, + }, + ] + + +def get_program_parameter_variations_1(): + return ( + { + "test_prog1": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ] + }, + }, + 3, + ) + + +def get_program_parameter_variations_2(): + return ( + { + "test_prog1": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ], + Program_Params.ECONOMICS: [ + {Program_Params.TCO2E: 10}, + {Program_Params.TCO2E: 20}, + {Program_Params.TCO2E: 30}, + ], + }, + "test_prog2": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.2}, + {Program_Params.DURATION_FACTOR: 0.3}, + ], + Program_Params.ECONOMICS: [ + {Program_Params.TCO2E: 20}, + {Program_Params.TCO2E: 40}, + {Program_Params.TCO2E: 60}, + ], + }, + }, + 3, + ) + + +def get_program_parameter_variations_3(): + return ( + { + "test_prog1": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_METHOD: "test1"}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_METHOD: "test2"}, + {Program_Params.DURATION_FACTOR: 1.0}, + {Program_Params.DURATION_METHOD: "test3"}, + ] + }, + }, + 3, + ) + + +def get_expected_program_parameter_variations_1(): + return [ + { + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + "test_prog1_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog1_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.5, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog1_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1.0, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + }, + ] + + +def get_expected_program_parameter_variations_2(): + return [ + { + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + "test_prog1_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 10, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog2_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 20, + }, + Levels.METHOD: { + "test_method3": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3", "test_method4"], + }, + "test_prog1_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.5, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 20, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog2_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.2, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 40, + }, + Levels.METHOD: { + "test_method3": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3", "test_method4"], + }, + "test_prog1_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1.0, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 30, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog2_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.3, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 60, + }, + Levels.METHOD: { + "test_method3": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3", "test_method4"], + }, + }, + ] + + +def get_expected_program_parameter_variations_3(): + return [ + { + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + "test_prog1_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.1, + Program_Params.DURATION_METHOD: "test1", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog1_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 0.5, + Program_Params.DURATION_METHOD: "test2", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + "test_prog1_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog1_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1.0, + Program_Params.DURATION_METHOD: "test3", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 100, + }, + Levels.METHOD: { + "test_method1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.5, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [1, 2, 3]}, + }, + "test_method2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method2", + Method_Params.SENSOR: { + Method_Params.MDL: 1, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 1, + Method_Params.TEMPORAL: 1, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [10, 20, 30]}, + }, + }, + Program_Params.METHODS: ["test_method1", "test_method2"], + }, + }, + ] + + +def get_method_parameter_variations_1(): + return { + "test_method3": { + Method_Params.COVERAGE: [ + {Method_Params.SPATIAL: 0.1}, + {Method_Params.TEMPORAL: 0.3}, + {Method_Params.SPATIAL: 0.2}, + {Method_Params.TEMPORAL: 0.5}, + {Method_Params.SPATIAL: 0.3}, + {Method_Params.TEMPORAL: 0.7}, + ] + } + }, 3 + + +def get_expected_method_parameter_variations_1(): + return [ + { + "test_prog2_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_0": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_0", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.1, + Method_Params.TEMPORAL: 0.3, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method4", "test_method3_0"], + }, + "test_prog2_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.2, + Method_Params.TEMPORAL: 0.5, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method4", "test_method3_1"], + }, + "test_prog2_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_2", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.3, + Method_Params.TEMPORAL: 0.7, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method4", "test_method3_2"], + }, + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + }, + ] + + +def get_method_parameter_variations_2(): + return { + "test_method3": {Method_Params.RS: [1, 2, 3, 4, 5]}, + "test_method4": {Method_Params.RS: [2, 4, 6, 8, 10]}, + }, 5 + + +def get_expected_method_parameter_variations_2(): + return [ + { + "test_prog2_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_0": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_0", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4_0": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4_0", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3_0", "test_method4_0"], + }, + "test_prog2_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4_1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4_1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3_1", "test_method4_1"], + }, + "test_prog2_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_2", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4_2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4_2", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 6, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3_2", "test_method4_2"], + }, + "test_prog2_3": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_3", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_3": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_3", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4_3": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4_3", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 8, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3_3", "test_method4_3"], + }, + "test_prog2_4": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_4", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.75, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 5, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4_4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4_4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 10, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method3_4", "test_method4_4"], + }, + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + }, + ] + + +def get_method_parameter_variations_3(): + return { + "test_method3": { + Method_Params.RS: [1, 2, 3], + Method_Params.COVERAGE: [ + {Method_Params.SPATIAL: 0.1}, + {Method_Params.SPATIAL: 0.2}, + {Method_Params.SPATIAL: 0.3}, + ], + }, + }, 3 + + +def get_expected_method_parameter_variations_3(): + return [ + { + "test_prog2_0": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_0", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_0": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_0", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.1, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 1, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method4", "test_method3_0"], + }, + "test_prog2_1": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_1", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_1": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_1", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.2, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 2, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method4", "test_method3_1"], + }, + "test_prog2_2": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "test_prog2_2", + Program_Params.DURATION_ESTIMATE: { + Program_Params.DURATION_FACTOR: 1, + Program_Params.DURATION_METHOD: "test_method", + }, + Program_Params.ECONOMICS: { + Program_Params.TCO2E: 50, + }, + Levels.METHOD: { + "test_method3_2": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method3_2", + Method_Params.SENSOR: { + Method_Params.MDL: 0.5, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.3, + Method_Params.TEMPORAL: 0.75, + }, + Method_Params.RS: 3, + Method_Params.T_BW_SITES: {Common_Params.VAL: [5, 10, 15]}, + }, + "test_method4": { + Common_Params.PARAM_LEVEL: Levels.METHOD, + Common_Params.VERSION: "4.0", + Method_Params.NAME: "test_method4", + Method_Params.SENSOR: { + Method_Params.MDL: 0.75, + }, + Method_Params.COVERAGE: { + Method_Params.SPATIAL: 0.9, + Method_Params.TEMPORAL: 0.9, + }, + Method_Params.RS: 4, + Method_Params.T_BW_SITES: {Common_Params.VAL: [50, 100, 150]}, + }, + }, + Program_Params.METHODS: ["test_method4", "test_method3_2"], + }, + "P_None": { + Common_Params.PARAM_LEVEL: Levels.PROGRAM, + Common_Params.VERSION: "4.0", + Program_Params.NAME: "P_None", + Program_Params.METHODS: [], + }, + } + ] + + +def test_vary_parameter_values_virtual_level_1_param(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_vw_parameter_variations_1() + expected_parameters: list = get_expected_vw_parameter_variations_1() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program=None, + parameter_level=Levels.VIRTUAL, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_virtual_world() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_virtual_level_2_params(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_vw_parameter_variations_2() + expected_parameters: list = get_expected_vw_parameter_variations_2() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program=None, + parameter_level=Levels.VIRTUAL, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_virtual_world() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameters_values_virtual_level_2_params_2(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_vw_parameter_variations_3() + expected_parameters: list = get_expected_vw_parameter_variations_3() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program=None, + parameter_level=Levels.VIRTUAL, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_virtual_world() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_program_level(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_program_parameter_variations_1() + expected_parameters: list = get_expected_program_parameter_variations_1() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program=None, + parameter_level=Levels.PROGRAM, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_programs() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_program_level_2_progs(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_program_parameter_variations_2() + expected_parameters: list = get_expected_program_parameter_variations_2() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program=None, + parameter_level=Levels.PROGRAM, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_programs() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_program_level_2_params(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_program_parameter_variations_3() + expected_parameters: list = get_expected_program_parameter_variations_3() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program=None, + parameter_level=Levels.PROGRAM, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_programs() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_method_level_2_params(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_method_parameter_variations_1() + expected_parameters: list = get_expected_method_parameter_variations_1() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program="test_prog2", + parameter_level=Levels.METHOD, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_programs() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_method_level_2_params_2(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_method_parameter_variations_3() + expected_parameters: list = get_expected_method_parameter_variations_3() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program="test_prog2", + parameter_level=Levels.METHOD, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_programs() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters + + +def test_vary_parameter_values_method_level_2_methods(): + parameters: ParametersHolder = get_simulation_parameters_1() + parameter_variations, number_of_variations = get_method_parameter_variations_2() + expected_parameters: list = get_expected_method_parameter_variations_2() + varied_parameters: list[ParametersHolder] = vary_parameter_values( + simulation_parameters=parameters, + parameter_variations=parameter_variations, + number_of_sensitivity_sets=number_of_variations, + sensitivity_program="test_prog2", + parameter_level=Levels.METHOD, + ) + varied_parameters_dicts: list[dict] = [ + varied_parameters[i].get_programs() for i in range(len(varied_parameters)) + ] + assert varied_parameters_dicts == expected_parameters diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_outputs.py/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_outputs.py/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_outputs.py/test_gen_true_vs_est_emissions_sens.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_outputs.py/test_gen_true_vs_est_emissions_sens.py new file mode 100644 index 000000000..28b9d3c4a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_outputs.py/test_gen_true_vs_est_emissions_sens.py @@ -0,0 +1,103 @@ +import pandas as pd +from sensitivity_analysis.sensitivity_analysis_outputs import gen_true_vs_est_emissions_sens +from constants.sensitivity_analysis_constants import ( + SensitivityAnalysisOutputs, + output_file_constants, +) + + +class MockDirEntry: + def __init__(self, path): + self.path = path + + +def get_expected_output(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.SENSITIVITY_SET: [ + 0, + 0, + 1, + 1, + 2, + 2, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.SIMULATION: [0, 1, 0, 1, 0, 1], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.YEAR: [ + "2020", + "2020", + "2020", + "2020", + "2020", + "2020", + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.TRUE_EMISSIONS: [ + 10, + 20, + 30, + 40, + 50, + 60, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS: [ + 15, + 30, + 45, + 60, + 75, + 90, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.PERCENT_DIFFERENCE: [ + 40.0, + 40.0, + 40.0, + 40.0, + 40.0, + 40.0, + ], + } + ) + + +def mock_read_csv(path): + return pd.DataFrame( + { + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.PROG_NAME: [ + "test_program_0", + "test_program_0", + "test_program_1", + "test_program_1", + "test_program_2", + "test_program_2", + ], + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.SIM: [0, 1, 0, 1, 0, 1], + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.T_ANN_EMIS.format(2020): [ + 10, + 20, + 30, + 40, + 50, + 60, + ], + output_file_constants.EMIS_SUMMARY_COLUMNS_ACCESSORS.EST_ANN_EMIS.format(2020): [ + 15, + 30, + 45, + 60, + 75, + 90, + ], + } + ) + + +def test_gen_true_vs_est_emissions_sens_basic_example(monkeypatch): + + monkeypatch.setattr(pd, "read_csv", mock_read_csv) + + data: pd.DataFrame = gen_true_vs_est_emissions_sens( + dir=MockDirEntry("test_Dir"), program="test_program", index=0, varied_progs=True + ) + expected_output: pd.DataFrame = get_expected_output() + + assert data.equals(expected_output) diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_results_manager/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_results_manager/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_results_manager/test_save_sensitivity_variations_mapping.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_results_manager/test_save_sensitivity_variations_mapping.py new file mode 100644 index 000000000..0a45614b8 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_analysis_results_manager/test_save_sensitivity_variations_mapping.py @@ -0,0 +1,662 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_save_sensitivity_variations_mapping.py +# Purpose: To test the save_sensitivity_variations_mapping method +# in the SensitivityAnalysisResultsManager class. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from typing import Any +from constants.param_default_const import ( + Virtual_World_Params, + Levels, + Method_Params, + Program_Params, +) +from sensitivity_analysis.sensitivity_analysis_results_manager import ( + SensitivityAnalysisResultsManager, +) +import pandas as pd + +from constants.sensitivity_analysis_constants import SensitivityAnalysisOutputs + +import sys + + +def mock_init_sensitivity_analysis_results_manager( + self, param_sens_mappings: dict[str, Any], sens_level: str +): + self._parameter_variations = param_sens_mappings + self._sens_level = sens_level + self._out_dir = "test" + + +def get_vw_params_mapping1(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ] + }, 3 + + +def get_expected_vw_Sens_mappings_1(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): [ + Virtual_World_Params.EMIS + + "." + + Virtual_World_Params.REPAIRABLE + + "." + + Virtual_World_Params.PR + ] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [0.000275, 0.0065, 0.013], + } + ) + + +def get_vw_params_mapping2(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test1"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test2"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test3"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ] + }, 3 + + +def get_expected_vw_Sens_mappings_2(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): [ + Virtual_World_Params.EMIS + + "." + + Virtual_World_Params.REPAIRABLE + + "." + + Virtual_World_Params.ERS + ] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): ["test1", "test2", "test3"], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=1): [ + Virtual_World_Params.EMIS + + "." + + Virtual_World_Params.REPAIRABLE + + "." + + Virtual_World_Params.PR + ] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=1): [0.000275, 0.0065, 0.013], + } + ) + + +def get_vw_params_mapping3(): + return { + Virtual_World_Params.WEATHER_FILE: [ + "test_weather_file1", + "test_weather_file2", + "test_weather_file3", + ], + Virtual_World_Params.CONSIDER_WEATHER: [ + False, + True, + False, + ], + }, 3 + + +def get_expected_vw_Sens_mappings_3(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): [Virtual_World_Params.WEATHER_FILE] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [ + "test_weather_file1", + "test_weather_file2", + "test_weather_file3", + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=1): [Virtual_World_Params.CONSIDER_WEATHER] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=1): [False, True, False], + } + ) + + +def get_program_params_mapping_1(): + return ( + { + "test_prog1": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ] + }, + }, + 3, + ) + + +def get_expected_program_Sens_mappings_1() -> pd.DataFrame: + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): [ + "test_prog1." + + Program_Params.DURATION_ESTIMATE + + "." + + Program_Params.DURATION_FACTOR + ] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [0.1, 0.5, 1.0], + } + ) + + +def get_program_params_mapping_2(): + return ( + { + "test_prog1": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ], + Program_Params.ECONOMICS: [ + {Program_Params.TCO2E: 10}, + {Program_Params.TCO2E: 20}, + {Program_Params.TCO2E: 30}, + ], + }, + "test_prog2": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.2}, + {Program_Params.DURATION_FACTOR: 0.3}, + ], + Program_Params.ECONOMICS: [ + {Program_Params.TCO2E: 20}, + {Program_Params.TCO2E: 40}, + {Program_Params.TCO2E: 60}, + ], + }, + }, + 3, + ) + + +def get_expected_program_Sens_mappings_2() -> pd.DataFrame: + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): [ + "test_prog1." + + Program_Params.DURATION_ESTIMATE + + "." + + Program_Params.DURATION_FACTOR + ] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [0.1, 0.5, 1.0], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=1): ["test_prog1." + Program_Params.ECONOMICS + "." + Program_Params.TCO2E] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=1): [10, 20, 30], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=2): [ + "test_prog2." + + Program_Params.DURATION_ESTIMATE + + "." + + Program_Params.DURATION_FACTOR + ] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=2): [0.1, 0.2, 0.3], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=3): ["test_prog2." + Program_Params.ECONOMICS + "." + Program_Params.TCO2E] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=3): [20, 40, 60], + } + ) + + +def get_method_params_mapping_1(): + return { + "test_method3": { + Method_Params.COVERAGE: [ + {Method_Params.SPATIAL: 0.1}, + {Method_Params.TEMPORAL: 0.3}, + {Method_Params.SPATIAL: 0.2}, + {Method_Params.TEMPORAL: 0.5}, + {Method_Params.SPATIAL: 0.3}, + {Method_Params.TEMPORAL: 0.7}, + ] + } + }, 3 + + +def get_expected_method_Sens_mappings_1(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): ["test_method3." + Method_Params.COVERAGE + "." + Method_Params.SPATIAL] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [0.1, 0.2, 0.3], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=1): ["test_method3." + Method_Params.COVERAGE + "." + Method_Params.TEMPORAL] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=1): [0.3, 0.5, 0.7], + } + ) + + +def get_method_params_mapping_2(): + return { + "test_method3": {Method_Params.RS: [1, 2, 3, 4, 5]}, + "test_method4": {Method_Params.RS: [2, 4, 6, 8, 10]}, + }, 5 + + +def get_expected_method_Sens_mappings_2(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + 3, + 4, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): ["test_method3." + Method_Params.RS] + * 5, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [1, 2, 3, 4, 5], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=1): ["test_method4." + Method_Params.RS] + * 5, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=1): [2, 4, 6, 8, 10], + } + ) + + +def get_method_params_mapping_3(): + return { + "test_method3": { + Method_Params.RS: [1, 2, 3], + Method_Params.COVERAGE: [ + {Method_Params.SPATIAL: 0.1}, + {Method_Params.SPATIAL: 0.2}, + {Method_Params.SPATIAL: 0.3}, + ], + }, + }, 3 + + +def get_expected_method_Sens_mappings_3(): + return pd.DataFrame( + { + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FIXED_COLUMN_NAMES[0]: [ + 0, + 1, + 2, + ], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=0): ["test_method3." + Method_Params.RS] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=0): [1, 2, 3], + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 0 + ].format(x=1): ["test_method3." + Method_Params.COVERAGE + "." + Method_Params.SPATIAL] + * 3, + SensitivityAnalysisOutputs.SensitivityVariationsMapping.FLEXIBLE_COLUMNS_NAMES[ + 1 + ].format(x=1): [0.1, 0.2, 0.3], + } + ) + + +def test_save_sensitivity_variations_mapping_vw(monkeypatch): + param_variations, num_variations = get_vw_params_mapping1() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.VIRTUAL + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(get_expected_vw_Sens_mappings_1()) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(get_expected_vw_Sens_mappings_1()) + + +def test_save_sensitivity_variations_mapping_vw_2(monkeypatch): + param_variations, num_variations = get_vw_params_mapping2() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.VIRTUAL + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(get_expected_vw_Sens_mappings_2()) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(get_expected_vw_Sens_mappings_2()) + + +def test_save_sensitivity_variations_mapping_vw_3(monkeypatch): + param_variations, num_variations = get_vw_params_mapping3() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.VIRTUAL + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(get_expected_vw_Sens_mappings_3()) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(get_expected_vw_Sens_mappings_3()) + + +def test_save_sensitivity_variations_mapping_program_1(monkeypatch): + param_variations, num_variations = get_program_params_mapping_1() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.PROGRAM + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + expected_df: pd.DataFrame = get_expected_program_Sens_mappings_1() + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + + +def test_save_sensitivity_variations_mapping_program_2(monkeypatch): + param_variations, num_variations = get_program_params_mapping_2() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.PROGRAM + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + expected_df: pd.DataFrame = get_expected_program_Sens_mappings_2() + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + + +def test_save_sensitivity_variations_mapping_method_1(monkeypatch): + param_variations, num_variations = get_method_params_mapping_1() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.METHOD + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + expected_df: pd.DataFrame = get_expected_method_Sens_mappings_1() + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + + +def test_save_sensitivity_variations_mapping_method_2(monkeypatch): + param_variations, num_variations = get_method_params_mapping_2() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.METHOD + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + expected_df: pd.DataFrame = get_expected_method_Sens_mappings_2() + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + + +def test_save_sensitivity_variations_mapping_method_3(monkeypatch): + param_variations, num_variations = get_method_params_mapping_3() + monkeypatch.setattr( + SensitivityAnalysisResultsManager, + "__init__", + mock_init_sensitivity_analysis_results_manager, + ) + manager: SensitivityAnalysisResultsManager = SensitivityAnalysisResultsManager( + param_variations, Levels.METHOD + ) + + results_holder = {} + + def mock_to_csv(self, path, **kwargs): + results_holder[path] = self + + monkeypatch.setattr(pd.DataFrame, "to_csv", mock_to_csv) + + manager.save_sensitivity_variations_mapping(num_variations) + + expected_df: pd.DataFrame = get_expected_method_Sens_mappings_3() + + if sys.platform.startswith("win"): + assert results_holder[ + "test\\" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) + else: + assert results_holder[ + "test/" + SensitivityAnalysisOutputs.SENSITIVITY_VARIATIONS_MAPPING + ".csv" + ].equals(expected_df) diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_get_sensitivity_info.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_get_sensitivity_info.py new file mode 100644 index 000000000..44b3b6cd8 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_get_sensitivity_info.py @@ -0,0 +1,75 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_get_sensitivity_info.py +# Purpose: To test the get_sensitivity_info function in the sensitivity_processing module. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from pathlib import Path +from sensitivity_analysis import sensitivity_processing +from constants.sensitivity_analysis_constants import ( + SensitivityAnalysisMapping, + SensitivityAnalysisOutputs, +) + + +def mock_process_parameter_variations( + param_variations: dict, param_level: str, num_variations: int +): + return param_variations + + +def mock_read_in_sens_parameters(root_dir: Path, sens_info_file_path: str, parameter_files: list): + return mock_sensitivity_info() + + +def mock_sensitivity_info(): + return { + SensitivityAnalysisMapping.SENS_PARAM_LEVEL: "test", + SensitivityAnalysisMapping.SENS_SET_COUNT: 1, + SensitivityAnalysisMapping.SENS_SETS: "test", + SensitivityAnalysisMapping.SENS_SUMMARY_INFO: { + SensitivityAnalysisOutputs.SensitivityTrueVsEstimatedCIs: "test" + }, + } + + +def get_expected_sensitivity_info(): + return { + SensitivityAnalysisMapping.SENS_PARAM_MAPPING[ + SensitivityAnalysisMapping.SENS_PARAM_LEVEL + ]: "test", + SensitivityAnalysisMapping.SENS_PARAM_MAPPING[SensitivityAnalysisMapping.SENS_SET_COUNT]: 1, + SensitivityAnalysisMapping.SENS_PARAM_MAPPING[SensitivityAnalysisMapping.SENS_SETS]: "test", + SensitivityAnalysisMapping.SENS_PARAM_MAPPING[ + SensitivityAnalysisMapping.SENS_SUMMARY_INFO + ]: {SensitivityAnalysisOutputs.SensitivityTrueVsEstimatedCIs: "test"}, + } + + +def test_get_sensitivity_info(monkeypatch): + monkeypatch.setattr( + sensitivity_processing, "process_parameter_variations", mock_process_parameter_variations + ) + + monkeypatch.setattr( + sensitivity_processing, "read_in_sensitivity_parameters", mock_read_in_sens_parameters + ) + sensitivity_info: dict = sensitivity_processing.get_sensitivity_info( + "LDAR-Sim test folder", "test", "test_parameter_file" + ) + assert sensitivity_info == get_expected_sensitivity_info() diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_process_parameter_variations.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_process_parameter_variations.py new file mode 100644 index 000000000..0e8d0902a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_process_parameter_variations.py @@ -0,0 +1,371 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_process_parameter_variations.py +# Purpose: To test the process_parameter_variations method in the sensitivity_processing module. +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import logging +import sys +from typing import Any + +import pytest + +from constants.param_default_const import ( + Levels, + Virtual_World_Params, + Program_Params, + Method_Params, + Common_Params, +) +from constants.sensitivity_analysis_constants import SensitivityAnalysisMapping +from sensitivity_analysis.sensitivity_processing import process_parameter_variations +from constants.error_messages import SensitivityAnalysisMessages + + +@pytest.fixture(name="vw_parameter_variations_1") +def vw_parameter_variations_1(): + return { + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: [0.000275, 0.0065, 0.013]} + } + }, 3 + + +@pytest.fixture(name="expected_vw_parameter_variations_1") +def expected_vw_parameter_variations_1(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ] + } + + +@pytest.fixture(name="vw_parameter_variations_2") +def vw_parameter_variations_2(): + return { + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: { + Virtual_World_Params.ERS: ["test1", "test2", "test3"], + Virtual_World_Params.PR: [0.000275, 0.0065, 0.013], + } + } + }, 3 + + +@pytest.fixture(name="expected_vw_parameter_variations_2") +def expected_vw_parameter_variations_2(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test1"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test2"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.ERS: "test3"}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ], + } + + +@pytest.fixture(name="vw_parameter_variations_3") +def vw_parameter_variations_3(): + return { + Virtual_World_Params.REPAIR: { + Virtual_World_Params.REPAIR_COST: [[0.1, 0.2], [0.3, 0.4], [0.5, 0.6]] + } + }, 3 + + +@pytest.fixture(name="expected_vw_parameter_variations_3") +def expected_vw_parameter_variations_3(): + return { + Virtual_World_Params.REPAIR: [ + {Virtual_World_Params.REPAIR_COST: [0.1, 0.2]}, + {Virtual_World_Params.REPAIR_COST: [0.3, 0.4]}, + {Virtual_World_Params.REPAIR_COST: [0.5, 0.6]}, + ] + } + + +@pytest.mark.parametrize( + "test_input, expected", + [ + ("vw_parameter_variations_1", "expected_vw_parameter_variations_1"), + ("vw_parameter_variations_2", "expected_vw_parameter_variations_2"), + ("vw_parameter_variations_3", "expected_vw_parameter_variations_3"), + ], +) +def test_process_parameter_variations_vw_level(test_input, expected, request): + parameter_variations, variation_count = request.getfixturevalue(test_input) + expected_parameter_variations: dict = request.getfixturevalue(expected) + unpacked_variations: dict[str, Any] = process_parameter_variations( + parameter_variations, Levels.VIRTUAL, variation_count + ) + assert unpacked_variations == expected_parameter_variations + + +@pytest.fixture(name="program_parameter_variations_1") +def program_parameter_variations_1(): + return [ + { + SensitivityAnalysisMapping.PROGRAM_NAME: "test", + SensitivityAnalysisMapping.PROGRAM_SENS_PARAMS: { + Program_Params.DURATION_ESTIMATE: {Program_Params.DURATION_FACTOR: [0.1, 0.5, 1.0]} + }, + } + ], 3 + + +@pytest.fixture(name="expected_program_parameter_variations_1") +def expected_program_parameter_variations_1(): + return { + "test": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ] + } + } + + +@pytest.fixture(name="program_parameter_variations_2") +def program_parameter_variations_2(): + return [ + { + SensitivityAnalysisMapping.PROGRAM_NAME: "test", + SensitivityAnalysisMapping.PROGRAM_SENS_PARAMS: { + Program_Params.ECONOMICS: { + Program_Params.VERIFICATION: [100, 200], + Program_Params.NATGAS: [2, 4], + } + }, + } + ], 2 + + +@pytest.fixture(name="expected_program_parameter_variations_2") +def expected_program_parameter_variations_2(): + return { + "test": { + Program_Params.ECONOMICS: [ + {Program_Params.VERIFICATION: 100}, + {Program_Params.NATGAS: 2}, + {Program_Params.VERIFICATION: 200}, + {Program_Params.NATGAS: 4}, + ] + }, + } + + +@pytest.fixture(name="program_parameter_variations_3") +def program_parameter_variations_3(): + return [ + { + SensitivityAnalysisMapping.PROGRAM_NAME: "test1", + SensitivityAnalysisMapping.PROGRAM_SENS_PARAMS: { + Program_Params.DURATION_ESTIMATE: {Program_Params.DURATION_FACTOR: [0.1, 0.5, 1.0]} + }, + }, + { + SensitivityAnalysisMapping.PROGRAM_NAME: "test2", + SensitivityAnalysisMapping.PROGRAM_SENS_PARAMS: { + Program_Params.DURATION_ESTIMATE: {Program_Params.DURATION_FACTOR: [0.1, 0.2, 0.3]} + }, + }, + ], 3 + + +@pytest.fixture(name="expected_program_parameter_variations_3") +def expected_program_parameter_variations_3(): + return { + "test1": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ] + }, + "test2": { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.2}, + {Program_Params.DURATION_FACTOR: 0.3}, + ] + }, + } + + +@pytest.mark.parametrize( + "test_input, expected", + [ + ("program_parameter_variations_1", "expected_program_parameter_variations_1"), + ("program_parameter_variations_2", "expected_program_parameter_variations_2"), + ("program_parameter_variations_3", "expected_program_parameter_variations_3"), + ], +) +def test_process_parameter_variations_program_level(test_input, expected, request): + parameter_variations, variation_count = request.getfixturevalue(test_input) + expected_parameter_variations: dict = request.getfixturevalue(expected) + unpacked_variations: dict[str, Any] = process_parameter_variations( + parameter_variations, Levels.PROGRAM, variation_count + ) + assert unpacked_variations == expected_parameter_variations + + +@pytest.fixture(name="method_parameter_variations_1") +def method_parameter_variations_1(): + return [ + { + SensitivityAnalysisMapping.METHOD_NAME: "test1", + SensitivityAnalysisMapping.Method_SENS_PARAMS: { + Method_Params.RS: [1, 2, 3, 4, 5], + Method_Params.TIME: [10, 20, 30, 40, 50], + }, + } + ], 5 + + +@pytest.fixture(name="expected_method_parameter_variations_1") +def expected_method_parameter_variations_1(): + return {"test1": {Method_Params.RS: [1, 2, 3, 4, 5], Method_Params.TIME: [10, 20, 30, 40, 50]}} + + +@pytest.fixture(name="method_parameter_variations_2") +def method_parameter_variations_2(): + return [ + { + SensitivityAnalysisMapping.METHOD_NAME: "test2", + SensitivityAnalysisMapping.Method_SENS_PARAMS: { + Method_Params.T_BW_SITES: {Common_Params.VAL: [[8, 10, 12], [20, 30, 40]]} + }, + } + ], 2 + + +@pytest.fixture(name="expected_method_parameter_variations_2") +def expected_method_parameter_variations_2(): + return { + "test2": { + Method_Params.T_BW_SITES: [ + {Common_Params.VAL: [8, 10, 12]}, + {Common_Params.VAL: [20, 30, 40]}, + ] + } + } + + +@pytest.fixture(name="method_parameter_variations_3") +def method_parameter_variations_3(): + return [ + { + SensitivityAnalysisMapping.METHOD_NAME: "test1", + SensitivityAnalysisMapping.Method_SENS_PARAMS: {Method_Params.RS: [1, 2, 3, 4, 5]}, + }, + { + SensitivityAnalysisMapping.METHOD_NAME: "test2", + SensitivityAnalysisMapping.Method_SENS_PARAMS: {Method_Params.RS: [10, 20, 30, 40, 50]}, + }, + ], 5 + + +@pytest.fixture(name="expected_method_parameter_variations_3") +def expected_method_parameter_variations_3(): + return { + "test1": {Method_Params.RS: [1, 2, 3, 4, 5]}, + "test2": {Method_Params.RS: [10, 20, 30, 40, 50]}, + } + + +@pytest.mark.parametrize( + "test_input, expected", + [ + ("method_parameter_variations_1", "expected_method_parameter_variations_1"), + ("method_parameter_variations_2", "expected_method_parameter_variations_2"), + ("method_parameter_variations_3", "expected_method_parameter_variations_3"), + ], +) +def test_process_parameter_variations_method_level(test_input, expected, request): + parameter_variations, variation_count = request.getfixturevalue(test_input) + expected_parameter_variations: dict = request.getfixturevalue(expected) + unpacked_variations: dict[str, Any] = process_parameter_variations( + parameter_variations, Levels.METHOD, variation_count + ) + assert unpacked_variations == expected_parameter_variations + + +@pytest.fixture(name="invalid_method_parameter_variations_1") +def invalid_method_parameter_variations_1(): + return {Method_Params.RS: [1, 2, 3, 4, 5]}, 5 + + +@pytest.fixture(name="invalid_method_parameter_variations_2") +def invalid_method_parameter_variations_2(): + return "test1", 1 + + +@pytest.mark.parametrize( + "test_input, expected", + [ + ("invalid_method_parameter_variations_1", None), + ("invalid_method_parameter_variations_2", None), + ], +) +def test_invalid_method_parameter_variations(test_input, expected, request, capfd): + parameter_variations, variation_count = request.getfixturevalue(test_input) + # Setup logger to write to stderr + logger: logging.Logger = logging.getLogger() + handler: logging.StreamHandler = logging.StreamHandler(sys.stderr) + logger.addHandler(handler) + + with pytest.raises(SystemExit): + _ = process_parameter_variations(parameter_variations, Levels.METHOD, variation_count) + out, err = capfd.readouterr() + assert SensitivityAnalysisMessages.INVALID_SENSITIVITY_VARIATIONS_ERROR in err + + +@pytest.fixture(name="invalid_program_parameter_variations_1") +def invalid_program_parameter_variations_1(): + return {Program_Params.DURATION_ESTIMATE: {Program_Params.DURATION_FACTOR: [0.1, 0.5, 1.0]}}, 3 + + +@pytest.fixture(name="invalid_program_parameter_variations_2") +def invalid_program_parameter_variations_2(): + return "test1", 1 + + +@pytest.mark.parametrize( + "test_input, expected", + [ + ("invalid_program_parameter_variations_1", None), + ("invalid_program_parameter_variations_2", None), + ], +) +def test_invalid_program_parameter_variations(test_input, expected, request, capfd): + parameter_variations, variation_count = request.getfixturevalue(test_input) + + # Setup logger to write to stderr + logger: logging.Logger = logging.getLogger() + handler: logging.StreamHandler = logging.StreamHandler(sys.stderr) + logger.addHandler(handler) + + with pytest.raises(SystemExit): + _ = process_parameter_variations(parameter_variations, Levels.PROGRAM, variation_count) + out, err = capfd.readouterr() + assert SensitivityAnalysisMessages.INVALID_SENSITIVITY_VARIATIONS_ERROR in err diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_unpack_parameter_variations.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_unpack_parameter_variations.py new file mode 100644 index 000000000..95d22a434 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_processing/test_unpack_parameter_variations.py @@ -0,0 +1,88 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_unpack_parameter_variations.py +# Purpose: Test the unpack_parameter_variations function in sensitivity_processing.py +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +from typing import Any +import pytest +from constants.param_default_const import Virtual_World_Params, Program_Params, Method_Params +from sensitivity_analysis.sensitivity_processing import unpack_parameter_variations + + +@pytest.fixture(name="vw_parameter_variations_1") +def vw_parameter_variations_1(): + return { + Virtual_World_Params.EMIS: { + Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: [0.000275, 0.0065, 0.013]} + } + }, 3 + + +@pytest.fixture(name="expected_vw_parameter_variations_1") +def expected_vw_parameter_variations_1(): + return { + Virtual_World_Params.EMIS: [ + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.000275}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.0065}}, + {Virtual_World_Params.REPAIRABLE: {Virtual_World_Params.PR: 0.013}}, + ] + } + + +@pytest.fixture(name="program_parameter_variations_1") +def program_parameter_variations_1(): + return {Program_Params.DURATION_ESTIMATE: {Program_Params.DURATION_FACTOR: [0.1, 0.5, 1.0]}}, 3 + + +@pytest.fixture(name="expected_program_parameter_variations_1") +def expected_program_parameter_variations_1(): + return { + Program_Params.DURATION_ESTIMATE: [ + {Program_Params.DURATION_FACTOR: 0.1}, + {Program_Params.DURATION_FACTOR: 0.5}, + {Program_Params.DURATION_FACTOR: 1.0}, + ] + } + + +@pytest.fixture(name="method_parameter_variations_1") +def method_parameter_variations_1(): + return {Method_Params.RS: [1, 2, 3, 4, 5]}, 5 + + +@pytest.fixture(name="expected_method_parameter_variations_1") +def expected_method_parameter_variations_1(): + return {Method_Params.RS: [1, 2, 3, 4, 5]} + + +@pytest.mark.parametrize( + "test_input, expected", + [ + ("vw_parameter_variations_1", "expected_vw_parameter_variations_1"), + ("program_parameter_variations_1", "expected_program_parameter_variations_1"), + ("method_parameter_variations_1", "expected_method_parameter_variations_1"), + ], +) +def test_unpack_parameter_variations_return_expected_unpacking_level(test_input, expected, request): + parameter_variations, variation_count = request.getfixturevalue(test_input) + expected_parameter_variations: dict = request.getfixturevalue(expected) + unpacked_variations: dict[str, Any] = unpack_parameter_variations( + parameter_variations, variation_count + ) + assert unpacked_variations == expected_parameter_variations diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_visualization_helpers/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_visualization_helpers/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_visualization_helpers/test_extract_sensitivity_data.py b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_visualization_helpers/test_extract_sensitivity_data.py new file mode 100644 index 000000000..4dab0b0bd --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensitivity_analysis/test_sensitivity_visualization_helpers/test_extract_sensitivity_data.py @@ -0,0 +1,127 @@ +# ------------------------------------------------------------------------------ +# Program: The LDAR Simulator (LDAR-Sim) +# File: test_extract_sensitivity_data.py +# Purpose: Test the extract_sensitivity_data function in sensitivity_visualization_helpers.py +# +# +# This program is free software: you can redistribute it and/or modify +# it under the terms of the MIT License as published +# by the Free Software Foundation, version 3. + +# This program is distributed in the hope that it will be useful, +# but WITHOUT ANY WARRANTY; without even the implied warranty of +# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +# MIT License for more details. + + +# You should have received a copy of the MIT License +# along with this program. If not, see . +# +# ------------------------------------------------------------------------------ + +import pandas as pd +from sensitivity_analysis.sensitivity_visualization_helpers import extract_sensitivity_data +from constants.sensitivity_analysis_constants import SensitivityAnalysisOutputs + + +def get_simple_test_data() -> pd.DataFrame: + return pd.DataFrame( + { + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.SENSITIVITY_SET: [ + 0, + 0, + 0, + 0, + 1, + 1, + 1, + 1, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.YEAR: [ + 2020, + 2020, + 2021, + 2021, + 2020, + 2020, + 2021, + 2021, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.SIMULATION: [ + 0, + 1, + 0, + 1, + 0, + 1, + 0, + 1, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.TRUE_EMISSIONS: [ + 100, + 200, + 300, + 400, + 500, + 600, + 700, + 800, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS: [ + 150, + 250, + 350, + 450, + 550, + 650, + 750, + 850, + ], + } + ) + + +def get_expected_simple_sensitivity_data() -> dict[str, dict[str, list[float]]]: + return { + 0: { + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.TRUE_EMISSIONS: [ + 100, + 200, + 300, + 400, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS: [ + 150, + 250, + 350, + 450, + ], + }, + 1: { + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.TRUE_EMISSIONS: [ + 500, + 600, + 700, + 800, + ], + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS: [ + 550, + 650, + 750, + 850, + ], + }, + } + + +def test_extract_sensitivity_data_simple_case(): + + test_metrics = [ + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.TRUE_EMISSIONS, + SensitivityAnalysisOutputs.TrueEstimatedEmisionsSens.ESTIMATED_EMISSIONS, + ] + sensitivity_data: dict[str, dict[str, list[float]]] = extract_sensitivity_data( + get_simple_test_data(), metrics=test_metrics + ) + + assert sensitivity_data == get_expected_simple_sensitivity_data() diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_default_sensor/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_default_sensor/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_default_sensor/test_initialize_quantification_predictor.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_default_sensor/test_initialize_quantification_predictor.py new file mode 100644 index 000000000..4bc6c8d06 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_default_sensor/test_initialize_quantification_predictor.py @@ -0,0 +1,73 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_initialize_quantification_predictor.py +Purpose: To test the initialization of the quantification predictor for a default sensor. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from sensors.default_sensor import DefaultSensor + + +def mock_default_sensor_init(self): + pass + + +@pytest.mark.parametrize( + "quantification_parameters, expected_sd, expected_centre", + [ + ([0.0, 1.0], 0.25, 0.5), + ([-1.0, 1.0], 0.5, 0.0), + ([0.0, 0.0], 0.0, 0.0), + ([-1.0, 0.0], 0.25, -0.5), + ], +) +def test_default_quantification_predictor_constructed_as_expected( + monkeypatch, quantification_parameters, expected_sd, expected_centre +): + monkeypatch.setattr(DefaultSensor, "__init__", mock_default_sensor_init) + test_sensor: DefaultSensor = DefaultSensor() + test_sensor.initialize_quantification_predictor( + quantification_parameters=quantification_parameters, + quantification_type="default", + input_dir=None, + ) + assert test_sensor._quantification_predictor._quantification_standard_deviation == expected_sd + assert test_sensor._quantification_predictor._quantification_centre == expected_centre + + +@pytest.mark.parametrize( + "quantification_parameters", + [ + [0.0, 1.0], + [-1.0, 1.0], + [0.0, 0.0], + [-1.0, 0.0], + ], +) +def test_uniform_quantification_predictor_constructed_as_expected( + monkeypatch, quantification_parameters +): + monkeypatch.setattr(DefaultSensor, "__init__", mock_default_sensor_init) + test_sensor: DefaultSensor = DefaultSensor() + test_sensor.initialize_quantification_predictor( + quantification_parameters, + quantification_type="uniform", + input_dir=None, + ) + + assert test_sensor._quantification_predictor._lower_range == quantification_parameters[0] + assert test_sensor._quantification_predictor._upper_range == quantification_parameters[1] diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/equipment_group_level_sensors_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/equipment_group_level_sensors_testing_fixtures.py new file mode 100644 index 000000000..cdb3f395c --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/equipment_group_level_sensors_testing_fixtures.py @@ -0,0 +1,259 @@ +from typing import Any, Tuple +import pytest +from src.scheduling.schedule_dataclasses import EquipmentGroupSurveyReport +from src.virtual_world.emission_types.emission import Emission +from constants import param_default_const as pdc +from src.virtual_world.sites import Site + + +@pytest.fixture(name="sensor_info_for_default_eqg_level_sensor_construction_testing") +def sensor_info_for_default_eqg_level_sensor_construction_testing_fix() -> dict[str, int]: + return { + "mdl": [1], + "QE": { + pdc.Method_Params.Q_TYPE: "default", + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + }, + } + + +@pytest.fixture(name="sensor_info_high_mdl_for_default_eqg_level_sensor_testing") +def sensor_info_high_mdl_for_default_eqg_level_sensor_testing_fix() -> dict[str, int]: + return { + "mdl": [2.0], + "QE": { + pdc.Method_Params.Q_TYPE: "default", + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + }, + } + + +@pytest.fixture(name="mock_site_emis_for_eqg_level_detect_emissions_testing") +def mock_site_emis_for_eqg_level_detect_emissions_testing_fix(mocker): + ret_vals: list[float] = [1.0, 2.0, 3.0] + ret_vals2: list[float] = [4.0, 5.0, 6.0] + ret_vals3: list[float] = [0.5, 0.5, 0.5] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_eqg_level_detect_emissions_testing") +def mock_site_for_eqg_level_detect_emissions_testing_fix( + mocker, mock_site_emis_for_eqg_level_detect_emissions_testing +): + mocker.patch.object( + Site, "__init__", lambda self, *args, **kwargs: setattr(self, "_site_ID", 1) + ) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_eqg_level_detect_emissions_testing, + ) + expected_site_emis: float = (3 * 6) + (3 * 15) + (3 * 1.5) + expected_eqg_survey_reports: list[EquipmentGroupSurveyReport] = [ + EquipmentGroupSurveyReport(1, "test_eqg_1", 18.0, 18.0), + EquipmentGroupSurveyReport(1, "test_eqg_2", 45.0, 45.0), + EquipmentGroupSurveyReport(1, "test_eqg_3", 4.5, 4.5), + ] + return (mocker, expected_site_emis, expected_eqg_survey_reports) + + +@pytest.fixture(name="mock_site_emis_for_eqg_level_detect_emissions_testing_lower_emis") +def mock_site_emis_for_eqg_level_detect_emissions_testing_lower_emis_fix(mocker): + ret_vals: list[float] = [0.1, 0.15, 0.3] + ret_vals2: list[float] = [0.2, 0.3, 0.1] + ret_vals3: list[float] = [0.05, 0.01, 0.5] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_eqg_level_detect_emissions_testing_lower_emissions") +def mock_site_for_eqg_level_detect_emissions_testing_lower_emissions_fix( + mocker, mock_site_emis_for_eqg_level_detect_emissions_testing_lower_emis +) -> Tuple[Any, float, float]: + mocker.patch.object( + Site, "__init__", lambda self, *args, **kwargs: setattr(self, "_site_ID", 1) + ) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_eqg_level_detect_emissions_testing_lower_emis, + ) + expected_site_true_emis: float = (3 * 0.55) + (3 * 0.6) + (3 * 0.56) + expected_site_measured_emis: float = 0.0 + expected_eqg_survey_reports: list[EquipmentGroupSurveyReport] = [ + EquipmentGroupSurveyReport(1, "test_eqg_1", 0, 1.65), + EquipmentGroupSurveyReport(1, "test_eqg_2", 0, 1.8), + EquipmentGroupSurveyReport(1, "test_eqg_3", 0, 1.68), + ] + return ( + mocker, + expected_site_true_emis, + expected_site_measured_emis, + expected_eqg_survey_reports, + ) + + +@pytest.fixture(name="mock_site_emis_for_eqg_level_detect_emissions_testing_mixed_detect") +def mock_site_emis_for_eqg_level_detect_emissions_testing_mixed_detect_fix(mocker): + ret_vals: list[float] = [0.1, 0.15, 0.3] + ret_vals2: list[float] = [0.2, 0.3, 0.1] + ret_vals3: list[float] = [0.5, 0.1, 0.5] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_eqg_level_detect_emissions_testing_mixed_detect") +def mock_site_for_eqg_level_detect_emissions_testing_mixed_detect_fix( + mocker, mock_site_emis_for_eqg_level_detect_emissions_testing_mixed_detect +) -> Tuple[Any, float, float]: + mocker.patch.object( + Site, "__init__", lambda self, *args, **kwargs: setattr(self, "_site_ID", 1) + ) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_eqg_level_detect_emissions_testing_mixed_detect, + ) + expected_site_true_emis: float = (3 * 0.55) + (3 * 0.6) + (3 * 1.1) + expected_site_measured_emis: float = 3.3 + expected_eqg_survey_reports: list[EquipmentGroupSurveyReport] = [ + EquipmentGroupSurveyReport(1, "test_eqg_1", 0, 1.65), + EquipmentGroupSurveyReport(1, "test_eqg_2", 0, 1.8), + EquipmentGroupSurveyReport(1, "test_eqg_3", 3.3, 3.3), + ] + return ( + mocker, + expected_site_true_emis, + expected_site_measured_emis, + expected_eqg_survey_reports, + ) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_detect_emissions.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_detect_emissions.py new file mode 100644 index 000000000..f696e42e6 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_detect_emissions.py @@ -0,0 +1,95 @@ +from pytest import approx +from constants import param_default_const as pdc +from src.scheduling.schedule_dataclasses import SiteSurveyReport +from src.sensors.default_equipment_group_level_sensor import DefaultEquipmentGroupLevelSensor +from src.virtual_world.sites import Site +from testing.unit_testing.test_sensors.test_equipment_group_level_sensors.equipment_group_level_sensors_testing_fixtures import ( # noqa + mock_site_emis_for_eqg_level_detect_emissions_testing_fix, + mock_site_emis_for_eqg_level_detect_emissions_testing_lower_emis_fix, + mock_site_for_eqg_level_detect_emissions_testing_fix, + mock_site_for_eqg_level_detect_emissions_testing_lower_emissions_fix, + sensor_info_for_default_eqg_level_sensor_construction_testing_fix, + sensor_info_high_mdl_for_default_eqg_level_sensor_testing_fix, + mock_site_emis_for_eqg_level_detect_emissions_testing_mixed_detect_fix, + mock_site_for_eqg_level_detect_emissions_testing_mixed_detect_fix, +) + + +def compare_reports(expected, result) -> bool: + match: bool = True + for exp_prop, res_prop in zip(expected.__slots__, result.__slots__): + if isinstance(exp_prop, float): + if not exp_prop == approx(res_prop): + match = False + else: + if not exp_prop == res_prop: + match = False + return match + + +def test_000_default_eqg_level_sensor_detect_emissions_detects_emissions_at_site_if_combined_rate_above_mdl( # noqa + sensor_info_for_default_eqg_level_sensor_construction_testing: dict[str, int], + mock_site_for_eqg_level_detect_emissions_testing, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_for_default_eqg_level_sensor_construction_testing["mdl"] + qe: float = sensor_info_for_default_eqg_level_sensor_construction_testing["QE"] + sensor = DefaultEquipmentGroupLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_emis = mock_site_for_eqg_level_detect_emissions_testing[1] + expected_eqg_srv_results = mock_site_for_eqg_level_detect_emissions_testing[2] + assert emis_detected + assert expected_emis == report.site_true_rate + assert expected_emis == report.site_measured_rate + assert len(expected_eqg_srv_results) == len(report.equipment_groups_surveyed) + for expected, result in zip(expected_eqg_srv_results, report.equipment_groups_surveyed): + assert compare_reports(expected, result) + + +def test_000_default_eqg_level_sensor_detect_emissions_does_not_detect_emissions_at_site_if_combined_rate_below_mdl( # noqa + sensor_info_high_mdl_for_default_eqg_level_sensor_testing, + mock_site_for_eqg_level_detect_emissions_testing_lower_emissions, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_high_mdl_for_default_eqg_level_sensor_testing["mdl"] + qe: float = sensor_info_high_mdl_for_default_eqg_level_sensor_testing["QE"] + sensor = DefaultEquipmentGroupLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_true_emis = mock_site_for_eqg_level_detect_emissions_testing_lower_emissions[1] + expected_measured_emis = mock_site_for_eqg_level_detect_emissions_testing_lower_emissions[2] + expected_eqg_srv_results = mock_site_for_eqg_level_detect_emissions_testing_lower_emissions[3] + assert not emis_detected + assert expected_true_emis == approx(report.site_true_rate) + assert expected_measured_emis == approx(report.site_measured_rate) + assert len(expected_eqg_srv_results) == len(report.equipment_groups_surveyed) + for expected, result in zip(expected_eqg_srv_results, report.equipment_groups_surveyed): + assert compare_reports(expected, result) + + +def test_000_default_eqg_level_sensor_detect_emissions_correctly_detects_only_emissions_at_eqgs_above_MDL( # noqa + sensor_info_high_mdl_for_default_eqg_level_sensor_testing, + mock_site_for_eqg_level_detect_emissions_testing_mixed_detect, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_high_mdl_for_default_eqg_level_sensor_testing["mdl"] + qe: float = sensor_info_high_mdl_for_default_eqg_level_sensor_testing["QE"] + sensor = DefaultEquipmentGroupLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_true_emis = mock_site_for_eqg_level_detect_emissions_testing_mixed_detect[1] + expected_measured_emis = mock_site_for_eqg_level_detect_emissions_testing_mixed_detect[2] + expected_eqg_srv_results = mock_site_for_eqg_level_detect_emissions_testing_mixed_detect[3] + assert emis_detected + assert expected_true_emis == approx(report.site_true_rate) + assert expected_measured_emis == approx(report.site_measured_rate) + assert len(expected_eqg_srv_results) == len(report.equipment_groups_surveyed) + for expected, result in zip(expected_eqg_srv_results, report.equipment_groups_surveyed): + assert compare_reports(expected, result) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_fill_detection_report.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_fill_detection_report.py new file mode 100644 index 000000000..e3177a31e --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_fill_detection_report.py @@ -0,0 +1,48 @@ +from typing import Any, Tuple +from hypothesis import given, strategies as st +from src.scheduling.schedule_dataclasses import SiteSurveyReport, EquipmentGroupSurveyReport +from src.sensors.default_equipment_group_level_sensor import DefaultEquipmentGroupLevelSensor + + +def get_sensor_for_default_eqg_level_sensor_testing() -> DefaultEquipmentGroupLevelSensor: + mdl: float = 1.0 + quantification_parameters: list[float] = [0.0, 0.0] + quantification_type: str = "default" + return DefaultEquipmentGroupLevelSensor( + mdl=mdl, + quantification_parameters=quantification_parameters, + quantification_type=quantification_type, + ) + + +@st.composite +def gen_measured_and_true_rates(draw) -> Tuple[Any | float, Any | int]: + eqg_count: int = draw(st.integers(min_value=1, max_value=100)) + eqg_rates: dict[str, Tuple[float, float]] = {} + for eqg in range(eqg_count): + eqg_true_rate: float = draw(st.floats(min_value=0)) + eqg_measured_rate: float = draw(st.floats(min_value=0)) + eqg_rates[str(eqg)] = (eqg_true_rate, eqg_measured_rate) + + site_true_rate: float = sum(eqg_rate_vals[0] for eqg_rate_vals in eqg_rates.values()) + site_measured_rate: float = sum(eqg_rate_vals[1] for eqg_rate_vals in eqg_rates.values()) + + return site_true_rate, site_measured_rate, eqg_rates + + +@given(gen_data=gen_measured_and_true_rates()) +def test_000_default_sl_sensor_fill_detection_report_with_successful_detection_correctly_fills_values( # noqa + gen_data, +) -> None: + sensor: DefaultEquipmentGroupLevelSensor = get_sensor_for_default_eqg_level_sensor_testing() + report: SiteSurveyReport = SiteSurveyReport(1) + site_true_rate: float = gen_data[0] + site_measured_rate: float = gen_data[1] + eqg_rates: dict[str, Tuple[float, float]] = gen_data[2] + eqg_detection_results: list[EquipmentGroupSurveyReport] = [] + for eqg, rates in eqg_rates.items(): + eqg_detection_results.append(EquipmentGroupSurveyReport(1, eqg, rates[0], rates[1])) + sensor._fill_detection_report(report, site_true_rate, site_measured_rate, eqg_detection_results) + assert report.site_measured_rate == site_measured_rate + assert report.site_true_rate == site_true_rate + assert len(eqg_rates) == len(report.equipment_groups_surveyed) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_gen_eqg_survey_report.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_gen_eqg_survey_report.py new file mode 100644 index 000000000..9705a5433 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_gen_eqg_survey_report.py @@ -0,0 +1,42 @@ +from hypothesis import given, strategies as st +from src.scheduling.schedule_dataclasses import EquipmentGroupSurveyReport +from src.sensors.default_equipment_group_level_sensor import ( + DefaultEquipmentGroupLevelSensor, +) + + +def get_sensor_for_default_eqg_level_sensor_testing() -> DefaultEquipmentGroupLevelSensor: + mdl: float = 1.0 + quantification_parameters: list[float] = [0.0, 0.0] + quantification_type: str = "default" + return DefaultEquipmentGroupLevelSensor( + mdl=mdl, + quantification_parameters=quantification_parameters, + quantification_type=quantification_type, + ) + + +@st.composite +def gen_test_data(draw): + measured_rate: float = draw(st.floats(min_value=0)) + true_rate: float = draw(st.floats(min_value=0)) + site_id: str = draw(st.text(min_size=1)) + eqg_id: str = draw(st.text(min_size=1)) + return site_id, eqg_id, true_rate, measured_rate + + +@given(test_data=gen_test_data()) +def test_000_gen_eqg_survey_report_return_expected_report(test_data): + sensor: DefaultEquipmentGroupLevelSensor = get_sensor_for_default_eqg_level_sensor_testing() + site_id: str = test_data[0] + eqg_id: str = test_data[1] + meas_rate: float = test_data[3] + true_rate: float = test_data[2] + report: EquipmentGroupSurveyReport = sensor._gen_eqg_survey_report( + site_id, eqg_id, true_rate=true_rate, measured_rate=meas_rate + ) + assert [] == report.emissions_detected + assert meas_rate == report.measured_rate + assert true_rate == report.true_rate + assert site_id == report.site + assert eqg_id == report.equipment_group diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_rate_detected.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_rate_detected.py new file mode 100644 index 000000000..f714af945 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_rate_detected.py @@ -0,0 +1,52 @@ +from src.sensors.default_equipment_group_level_sensor import ( + DefaultEquipmentGroupLevelSensor, +) +from hypothesis import given, strategies as st + + +@st.composite +def gen_rate_above_mdl(draw, mdl): + rate: float = draw(st.floats(min_value=mdl)) + return rate + + +@st.composite +def gen_rate_below_mdl(draw, mdl): + rate: float = draw(st.floats(min_value=0, max_value=mdl, exclude_max=True)) + return rate + + +@st.composite +def gen_sens_mdl_and_detectable_rates(draw): + mdl = draw(st.floats(min_value=0, exclude_min=True)) + rate = draw(gen_rate_above_mdl(mdl)) + return mdl, rate + + +@st.composite +def gen_sens_mdl_and_undetectable_rates(draw): + mdl = draw(st.floats(min_value=0, exclude_min=True)) + rate = draw(gen_rate_below_mdl(mdl)) + return mdl, rate + + +@given(gen_test_vals=gen_sens_mdl_and_detectable_rates()) +def test_000_default_eqg_level_sensor_returns_true_above_mdl(gen_test_vals): + sens: DefaultEquipmentGroupLevelSensor = DefaultEquipmentGroupLevelSensor( + [gen_test_vals[0]], + [0.0, 0.0], + "default", + ) + rate = gen_test_vals[1] + assert sens._rate_detected(rate) is True + + +@given(gen_test_vals=gen_sens_mdl_and_undetectable_rates()) +def test_000_default_eqg_level_sensor_returns_false_below_mdl(gen_test_vals): + sens: DefaultEquipmentGroupLevelSensor = DefaultEquipmentGroupLevelSensor( + [gen_test_vals[0]], + [0.0, 0.0], + "default", + ) + rate = gen_test_vals[1] + assert sens._rate_detected(rate) is False diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_sensor_constructor.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_sensor_constructor.py new file mode 100644 index 000000000..ef8b5bf02 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_group_level_sensors/test_sensor_constructor.py @@ -0,0 +1,25 @@ +from src.sensors.default_equipment_group_level_sensor import ( + DefaultEquipmentGroupLevelSensor, +) +from testing.unit_testing.test_sensors.test_site_level_sensors.site_level_sensors_testing_fixtures import ( # noqa + sensor_info_for_default_equipment_group_level_sensor_construction_testing_fix, +) + +from constants import param_default_const as pdc + + +def test_000_simple_default_equipment_group_level_constructor_properly_initializes_as_default_equipment_group_level_sensor( # noqa + sensor_info_for_default_equipment_group_level_sensor_construction_testing: dict[str, int], +) -> None: + sl_sensor = DefaultEquipmentGroupLevelSensor( + sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.MDL + ], + sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.QE + ][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.QE + ][pdc.Method_Params.Q_TYPE], + ) + assert isinstance(sl_sensor, DefaultEquipmentGroupLevelSensor) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/equipment_level_sensors_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/equipment_level_sensors_testing_fixtures.py new file mode 100644 index 000000000..b0a548008 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/equipment_level_sensors_testing_fixtures.py @@ -0,0 +1,372 @@ +from typing import Any, Tuple +import pytest +from src.scheduling.schedule_dataclasses import ( + EquipmentGroupSurveyReport, + EmissionDetectionReport, +) +from src.virtual_world.emission_types.emission import Emission + +from src.virtual_world.sites import Site + +from constants import param_default_const as pdc + + +@pytest.fixture(name="sensor_info_for_default_equipment_level_sensor_construction_testing") +def sensor_info_for_default_equipment_level_sensor_construction_testing_fix() -> dict[str, int]: + return { + pdc.Method_Params.MDL: [1], + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + } + + +@pytest.fixture(name="sensor_info_high_mdl_for_default_equipment_level_sensor_testing") +def sensor_info_high_mdl_for_default_equipment_level_sensor_testing_fix() -> dict[str, int]: + return { + pdc.Method_Params.MDL: [2.0], + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + } + + +@pytest.fixture(name="mock_site_emis_for_equip_level_detect_emissions_testing") +def mock_site_emis_for_equip_level_detect_emissions_testing_fix(mocker): + ret_vals: list[float] = [1.0, 2.0, 3.0] + ret_vals2: list[float] = [4.0, 5.0, 6.0] + ret_vals3: list[float] = [7.0, 8.0, 9.0] + ret_vals4: list[float] = [1.1, 2.1, 3.1] + ret_vals5: list[float] = [4.1, 5.1, 6.1] + ret_vals6: list[float] = [7.1, 8.1, 9.1] + ret_vals7: list[float] = [1.2, 2.2, 3.2] + ret_vals8: list[float] = [4.2, 5.2, 6.2] + ret_vals9: list[float] = [7.2, 8.2, 9.2] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals4 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals5 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals6 + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals7 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals8 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals9 + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_equip_level_detect_emissions_testing") +def mock_site_for_equip_level_detect_emissions_testing_fix( + mocker, mock_site_emis_for_equip_level_detect_emissions_testing +): + mocker.patch.object( + Site, "__init__", lambda self, *args, **kwargs: setattr(self, "_site_ID", 1) + ) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_equip_level_detect_emissions_testing, + ) + expected_site_emis: float = (45) + (45.9) + (46.8) + expected_eqg_survey_reports: list[EquipmentGroupSurveyReport] = [ + EquipmentGroupSurveyReport( + 1, + "test_eqg_1", + 45.0, + 45.0, + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 6.0, 6.0), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 15.0, 15.0), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 24.0, 24.0), + ], + ), + EquipmentGroupSurveyReport( + 1, + "test_eqg_2", + 45.9, + 45.9, + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 6.3, 6.3), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 15.3, 15.3), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 24.3, 24.3), + ], + ), + EquipmentGroupSurveyReport( + 1, + "test_eqg_3", + 46.8, + 46.8, + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 6.6, 6.6), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 15.6, 15.6), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 24.6, 24.6), + ], + ), + ] + return (mocker, expected_site_emis, expected_eqg_survey_reports) + + +@pytest.fixture(name="mock_site_emis_for_equip_level_detect_emissions_testing_lower_emis") +def mock_site_emis_for_equip_level_detect_emissions_testing_lower_emis_fix(mocker): + ret_vals: list[float] = [0.3, 0.3, 0.3] + ret_vals2: list[float] = [0.2, 0.2, 0.2] + ret_vals3: list[float] = [0.1, 0.1, 0.1] + ret_vals4: list[float] = [0.25, 0.25, 0.25] + ret_vals5: list[float] = [0.15, 0.15, 0.15] + ret_vals6: list[float] = [0.05, 0.05, 0.05] + ret_vals7: list[float] = [0.1, 0.2, 0.3] + ret_vals8: list[float] = [0.2, 0.5, 0.05] + ret_vals9: list[float] = [0.1, 0.15, 0.25] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals4 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals5 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals6 + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals7 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals8 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals9 + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_equip_level_detect_emissions_testing_lower_emissions") +def mock_site_for_equip_level_detect_emissions_testing_lower_emissions_fix( + mocker, mock_site_emis_for_equip_level_detect_emissions_testing_lower_emis +) -> Tuple[Any, float, float]: + mocker.patch.object( + Site, "__init__", lambda self, *args, **kwargs: setattr(self, "_site_ID", 1) + ) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_equip_level_detect_emissions_testing_lower_emis, + ) + expected_site_true_emis: float = (0.9 + 0.6 + 0.3) + (0.75 + 0.45 + 0.15) + (0.6 + 0.75 + 0.5) + expected_site_measured_emis: float = 0.0 + expected_eqg_survey_reports: list[EquipmentGroupSurveyReport] = [ + EquipmentGroupSurveyReport( + 1, + "test_eqg_1", + 0.0, + (0.9 + 0.6 + 0.3), + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 0, 0.9), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 0, 0.6), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 0, 0.3), + ], + ), + EquipmentGroupSurveyReport( + 1, + "test_eqg_2", + 0.0, + (0.75 + 0.45 + 0.15), + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 0, 0.75), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 0, 0.45), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 0, 0.15), + ], + ), + EquipmentGroupSurveyReport( + 1, + "test_eqg_3", + 0.0, + (0.6 + 0.75 + 0.5), + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 0, 0.6), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 0, 0.75), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 0, 0.5), + ], + ), + ] + return ( + mocker, + expected_site_true_emis, + expected_site_measured_emis, + expected_eqg_survey_reports, + ) + + +@pytest.fixture(name="mock_site_emis_for_equip_level_detect_emissions_testing_mixed_detect") +def mock_site_emis_for_equip_level_detect_emissions_testing_mixed_detect_fix(mocker): + ret_vals: list[float] = [1.0, 2.0, 3.0] + ret_vals2: list[float] = [4.0, 5.0, 6.0] + ret_vals3: list[float] = [7.0, 8.0, 9.0] + ret_vals4: list[float] = [0.25, 0.25, 0.25] + ret_vals5: list[float] = [0.15, 0.15, 0.15] + ret_vals6: list[float] = [0.05, 0.05, 0.05] + ret_vals7: list[float] = [1.2, 2.2, 3.2] + ret_vals8: list[float] = [4.2, 5.2, 6.2] + ret_vals9: list[float] = [7.2, 8.2, 9.2] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals2 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals3 + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals4 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals5 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals6 + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals7 + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals8 + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals9 + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_equip_level_detect_emissions_testing_mixed_detect") +def mock_site_for_equip_level_detect_emissions_testing_mixed_detect_fix( + mocker, mock_site_emis_for_equip_level_detect_emissions_testing_mixed_detect +) -> Tuple[Any, float, float]: + mocker.patch.object( + Site, "__init__", lambda self, *args, **kwargs: setattr(self, "_site_ID", 1) + ) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_equip_level_detect_emissions_testing_mixed_detect, + ) + expected_site_true_emis: float = (45) + (0.75 + 0.45 + 0.15) + (46.8) + expected_site_measured_emis: float = 45 + 46.8 + expected_eqg_survey_reports: list[EquipmentGroupSurveyReport] = [ + EquipmentGroupSurveyReport( + 1, + "test_eqg_1", + 45.0, + 45.0, + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 6.0, 6.0), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 15.0, 15.0), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 24.0, 24.0), + ], + ), + EquipmentGroupSurveyReport( + 1, + "test_eqg_2", + 0.0, + (0.75 + 0.45 + 0.15), + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 0, 0.75), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 0, 0.45), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 0, 0.15), + ], + ), + EquipmentGroupSurveyReport( + 1, + "test_eqg_3", + 46.8, + 46.8, + emissions_detected=[ + EmissionDetectionReport(1, "test_eqg_1", "test_equip_1", 6.6, 6.6), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_2", 15.6, 15.6), + EmissionDetectionReport(1, "test_eqg_1", "test_equip_3", 24.6, 24.6), + ], + ), + ] + return ( + mocker, + expected_site_true_emis, + expected_site_measured_emis, + expected_eqg_survey_reports, + ) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_detect_emissions.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_detect_emissions.py new file mode 100644 index 000000000..151044cf2 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_detect_emissions.py @@ -0,0 +1,110 @@ +from pytest import approx +from src.scheduling.schedule_dataclasses import SiteSurveyReport, EmissionDetectionReport +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from src.virtual_world.sites import Site +from testing.unit_testing.test_sensors.test_equipment_level_sensors.equipment_level_sensors_testing_fixtures import ( # noqa + mock_site_emis_for_equip_level_detect_emissions_testing_fix, + mock_site_emis_for_equip_level_detect_emissions_testing_lower_emis_fix, + mock_site_for_equip_level_detect_emissions_testing_fix, + mock_site_for_equip_level_detect_emissions_testing_lower_emissions_fix, + sensor_info_for_default_equipment_level_sensor_construction_testing_fix, + sensor_info_high_mdl_for_default_equipment_level_sensor_testing_fix, + mock_site_emis_for_equip_level_detect_emissions_testing_mixed_detect_fix, + mock_site_for_equip_level_detect_emissions_testing_mixed_detect_fix, +) +from constants import param_default_const as pdc + + +def compare_reports(expected, result) -> bool: + match: bool = True + for exp_prop, res_prop in zip(expected.__slots__, result.__slots__): + if isinstance(exp_prop, float): + if not exp_prop == approx(res_prop): + match = False + elif isinstance(expected, EmissionDetectionReport): + if not compare_reports(EmissionDetectionReport): + match = False + else: + if not exp_prop == res_prop: + match = False + return match + + +def test_000_default_equip_level_sensor_detect_emissions_detects_emissions_at_site_if_combined_rate_above_mdl( # noqa + sensor_info_for_default_equipment_level_sensor_construction_testing: dict[str, int], + mock_site_for_equip_level_detect_emissions_testing, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_for_default_equipment_level_sensor_construction_testing[ + pdc.Method_Params.MDL + ] + qe: float = sensor_info_for_default_equipment_level_sensor_construction_testing[ + pdc.Method_Params.QE + ] + sensor = DefaultComponentLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_emis = mock_site_for_equip_level_detect_emissions_testing[1] + expected_eqg_srv_results = mock_site_for_equip_level_detect_emissions_testing[2] + assert emis_detected + assert expected_emis == report.site_true_rate + assert expected_emis == report.site_measured_rate + assert len(expected_eqg_srv_results) == len(report.equipment_groups_surveyed) + for expected, result in zip(expected_eqg_srv_results, report.equipment_groups_surveyed): + assert compare_reports(expected, result) + + +def test_000_default_equip_level_sensor_detect_emissions_does_not_detect_emissions_at_site_if_combined_rate_below_mdl( # noqa + sensor_info_high_mdl_for_default_equipment_level_sensor_testing, + mock_site_for_equip_level_detect_emissions_testing_lower_emissions, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_high_mdl_for_default_equipment_level_sensor_testing[ + pdc.Method_Params.MDL + ] + qe: float = sensor_info_high_mdl_for_default_equipment_level_sensor_testing[ + pdc.Method_Params.QE + ] + sensor = DefaultComponentLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_true_emis = mock_site_for_equip_level_detect_emissions_testing_lower_emissions[1] + expected_measured_emis = mock_site_for_equip_level_detect_emissions_testing_lower_emissions[2] + expected_eqg_srv_results = mock_site_for_equip_level_detect_emissions_testing_lower_emissions[3] + assert not emis_detected + assert expected_true_emis == approx(report.site_true_rate) + assert expected_measured_emis == approx(report.site_measured_rate) + assert len(expected_eqg_srv_results) == len(report.equipment_groups_surveyed) + for expected, result in zip(expected_eqg_srv_results, report.equipment_groups_surveyed): + assert compare_reports(expected, result) + + +def test_000_default_eqg_level_sensor_detect_emissions_correctly_detects_only_emissions_at_eqgs_above_MDL( # noqa + sensor_info_high_mdl_for_default_equipment_level_sensor_testing, + mock_site_for_equip_level_detect_emissions_testing_mixed_detect, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_high_mdl_for_default_equipment_level_sensor_testing[ + pdc.Method_Params.MDL + ] + qe: float = sensor_info_high_mdl_for_default_equipment_level_sensor_testing[ + pdc.Method_Params.QE + ] + sensor = DefaultComponentLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_true_emis = mock_site_for_equip_level_detect_emissions_testing_mixed_detect[1] + expected_measured_emis = mock_site_for_equip_level_detect_emissions_testing_mixed_detect[2] + expected_eqg_srv_results = mock_site_for_equip_level_detect_emissions_testing_mixed_detect[3] + assert emis_detected + assert expected_true_emis == approx(report.site_true_rate) + assert expected_measured_emis == approx(report.site_measured_rate) + assert len(expected_eqg_srv_results) == len(report.equipment_groups_surveyed) + for expected, result in zip(expected_eqg_srv_results, report.equipment_groups_surveyed): + assert compare_reports(expected, result) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_fill_detection_report.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_fill_detection_report.py new file mode 100644 index 000000000..e2b6fae1b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_fill_detection_report.py @@ -0,0 +1,48 @@ +from typing import Any, Tuple +from hypothesis import given, strategies as st +from src.scheduling.schedule_dataclasses import SiteSurveyReport, EquipmentGroupSurveyReport +from sensors.default_component_level_sensor import DefaultComponentLevelSensor + + +def get_sensor_for_default_equipment_level_sensor_testing() -> DefaultComponentLevelSensor: + mdl: float = 1.0 + quantification_parameters: list[float] = [0.0, 0.0] + quantification_type: str = "default" + return DefaultComponentLevelSensor( + mdl=mdl, + quantification_parameters=quantification_parameters, + quantification_type=quantification_type, + ) + + +@st.composite +def gen_measured_and_true_rates(draw) -> Tuple[Any | float, Any | int]: + eqg_count: int = draw(st.integers(min_value=1, max_value=100)) + eqg_rates: dict[str, Tuple[float, float]] = {} + for eqg in range(eqg_count): + eqg_true_rate: float = draw(st.floats(min_value=0)) + eqg_measured_rate: float = draw(st.floats(min_value=0)) + eqg_rates[str(eqg)] = (eqg_true_rate, eqg_measured_rate) + + site_true_rate: float = sum(eqg_rate_vals[0] for eqg_rate_vals in eqg_rates.values()) + site_measured_rate: float = sum(eqg_rate_vals[1] for eqg_rate_vals in eqg_rates.values()) + + return site_true_rate, site_measured_rate, eqg_rates + + +@given(gen_data=gen_measured_and_true_rates()) +def test_000_default_equipment_level_sensor_fill_detection_report_with_successful_detection_correctly_fills_values( # noqa + gen_data, +) -> None: + sensor: DefaultComponentLevelSensor = get_sensor_for_default_equipment_level_sensor_testing() + report: SiteSurveyReport = SiteSurveyReport(1) + site_true_rate: float = gen_data[0] + site_measured_rate: float = gen_data[1] + eqg_rates: dict[str, Tuple[float, float]] = gen_data[2] + eqg_detection_results: list[EquipmentGroupSurveyReport] = [] + for eqg, rates in eqg_rates.items(): + eqg_detection_results.append(EquipmentGroupSurveyReport(1, eqg, rates[0], rates[1])) + sensor._fill_detection_report(report, site_true_rate, site_measured_rate, eqg_detection_results) + assert report.site_measured_rate == site_measured_rate + assert report.site_true_rate == site_true_rate + assert len(eqg_rates) == len(report.equipment_groups_surveyed) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_gen_eqg_survey_report.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_gen_eqg_survey_report.py new file mode 100644 index 000000000..34dfe2440 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_gen_eqg_survey_report.py @@ -0,0 +1,61 @@ +from hypothesis import given, strategies as st +from src.scheduling.schedule_dataclasses import EmissionDetectionReport, EquipmentGroupSurveyReport +from sensors.default_component_level_sensor import DefaultComponentLevelSensor + + +def get_sensor_for_default_equipment_level_sensor_testing() -> DefaultComponentLevelSensor: + mdl: float = [1.0] + quantification_parameters: list[float] = [0.0, 0.0] + quantification_type: str = "default" + return DefaultComponentLevelSensor( + mdl=mdl, + quantification_parameters=quantification_parameters, + quantification_type=quantification_type, + ) + + +generate_emission_detection_reports_strategy: st.SearchStrategy = st.builds( + EmissionDetectionReport, + site=st.text(min_size=1), + equipment_group=st.text(min_size=1), + component=st.text(min_size=1), + true_rate=st.floats(min_value=0), + measured_rate=st.floats(min_value=0), +) + + +measured_rate_strategy: st.SearchStrategy = st.floats(min_value=0) +true_rate_strategy: st.SearchStrategy = st.floats(min_value=0) +site_id_strategy: st.SearchStrategy = st.text(min_size=1) +eqg_id_strategy: st.SearchStrategy = st.text(min_size=1) + + +gen_test_data = st.tuples( + site_id_strategy, + eqg_id_strategy, + measured_rate_strategy, + true_rate_strategy, + generate_emission_detection_reports_strategy, +) + + +@given(test_data=gen_test_data) +def test_000_gen_equipment_survey_report_return_expected_report(test_data): + sensor: DefaultComponentLevelSensor = get_sensor_for_default_equipment_level_sensor_testing() + site_id: str = test_data[0] + eqg_id: str = test_data[1] + meas_rate: float = test_data[3] + true_rate: float = test_data[2] + emissions_detection_reports: list[EmissionDetectionReport] = test_data[4] + report: EquipmentGroupSurveyReport = sensor._gen_eqg_survey_report( + site_id, + eqg_id, + true_rate=true_rate, + measured_rate=meas_rate, + emissions_detection_reports=emissions_detection_reports, + ) + assert emissions_detection_reports == report.emissions_detected + assert meas_rate == report.measured_rate + assert true_rate == report.true_rate + assert site_id == report.site + assert eqg_id == report.equipment_group diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_rate_detected.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_rate_detected.py new file mode 100644 index 000000000..c1962e6fe --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_rate_detected.py @@ -0,0 +1,46 @@ +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from hypothesis import given, strategies as st + + +@st.composite +def gen_rate_above_mdl(draw, mdl): + rate: float = draw(st.floats(min_value=mdl)) + return rate + + +@st.composite +def gen_rate_below_mdl(draw, mdl): + rate: float = draw(st.floats(min_value=0, max_value=mdl, exclude_max=True)) + return rate + + +@st.composite +def gen_sens_mdl_and_detectable_rates(draw): + mdl = draw(st.floats(min_value=0, exclude_min=True)) + rate = draw(gen_rate_above_mdl(mdl)) + return mdl, rate + + +@st.composite +def gen_sens_mdl_and_undetectable_rates(draw): + mdl = draw(st.floats(min_value=0, exclude_min=True)) + rate = draw(gen_rate_below_mdl(mdl)) + return mdl, rate + + +@given(gen_test_vals=gen_sens_mdl_and_detectable_rates()) +def test_000_default_equipment_level_sensor_returns_true_above_mdl(gen_test_vals): + sens: DefaultComponentLevelSensor = DefaultComponentLevelSensor( + [gen_test_vals[0]], [0.0, 0.0], "default" + ) + rate = gen_test_vals[1] + assert sens._rate_detected(rate) is True + + +@given(gen_test_vals=gen_sens_mdl_and_undetectable_rates()) +def test_000_default_equipment_level_sensor_returns_false_below_mdl(gen_test_vals): + sens: DefaultComponentLevelSensor = DefaultComponentLevelSensor( + [gen_test_vals[0]], [0.0, 0.0], "default" + ) + rate = gen_test_vals[1] + assert sens._rate_detected(rate) is False diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_sensor_constructor.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_sensor_constructor.py new file mode 100644 index 000000000..c550bd0f4 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_equipment_level_sensors/test_sensor_constructor.py @@ -0,0 +1,20 @@ +from sensors.default_component_level_sensor import DefaultComponentLevelSensor +from testing.unit_testing.test_sensors.test_equipment_level_sensors.equipment_level_sensors_testing_fixtures import ( # noqa + sensor_info_for_default_equipment_level_sensor_construction_testing_fix, +) +from constants import param_default_const as pdc + + +def test_000_simple_default_equipment_level_constructor_properly_initializes_as_default_equipment_level_sensor( # noqa + sensor_info_for_default_equipment_level_sensor_construction_testing: dict[str, int], +) -> None: + sl_sensor = DefaultComponentLevelSensor( + sensor_info_for_default_equipment_level_sensor_construction_testing[pdc.Method_Params.MDL], + sensor_info_for_default_equipment_level_sensor_construction_testing[pdc.Method_Params.QE][ + pdc.Method_Params.QUANTIFICATION_PARAMETERS + ], + sensor_info_for_default_equipment_level_sensor_construction_testing[pdc.Method_Params.QE][ + pdc.Method_Params.Q_TYPE + ], + ) + assert isinstance(sl_sensor, DefaultComponentLevelSensor) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_default_quantification_predictor/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_default_quantification_predictor/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_default_quantification_predictor/test_predict.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_default_quantification_predictor/test_predict.py new file mode 100644 index 000000000..5ea665abe --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_default_quantification_predictor/test_predict.py @@ -0,0 +1,55 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_predict.py +Purpose: To test the predict method of the DefaultQuantificationPredictor class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from sensors.quantification.default_quantification_predictor import DefaultQuantificationPredictor +import numpy.random + + +@pytest.mark.parametrize( + "lower_range, upper_range, shift, true_rate, expected_measured_rate", + [ + (0.0, 0.0, 0.0, 100.0, 100.0), + ( + 0.0, + 100.0, + 60.0, + 100.0, + 160.0, + ), + (-100.0, 0.0, -20.0, 100.0, 80.0), + (-100.0, 100.0, -5.0, 100.0, 95.0), + (-150.0, 150.0, -150.0, 100.0, 0.0), + ], +) +def test_default_predict_gives_expected_output( + monkeypatch, lower_range, upper_range, shift, true_rate, expected_measured_rate +): + def mock_numpy_random_normal(loc: float, scale: float) -> float: + return shift + + monkeypatch.setattr(numpy.random, "normal", mock_numpy_random_normal) + + test_quantification_predictor: DefaultQuantificationPredictor = DefaultQuantificationPredictor( + lower_range, upper_range + ) + measured_rate: float = test_quantification_predictor.predict(true_rate) + + assert measured_rate == expected_measured_rate diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/test_predict.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/test_predict.py new file mode 100644 index 000000000..a0559adda --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/test_predict.py @@ -0,0 +1,91 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_predict.py +Purpose: To test the predict method of the SamplingQuantificationPredictor class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import numpy as np +import pytest +from sensors.quantification.sampling_quantification_predictor import SamplingQuantificationPredictor +import numpy.random + + +@pytest.mark.parametrize( + "shift, true_rate, expected_measured_rate", + [ + (0.0, 100.0, 100.0), + ( + 60.0, + 100.0, + 160.0, + ), + (-20.0, 100.0, 80.0), + (-5.0, 100.0, 95.0), + (-150.0, 100.0, 0.0), + ], +) +def test_predict_correctly_applies_shift(monkeypatch, shift, true_rate, expected_measured_rate): + + def mock_SamplingQuantificationPredictor_init(self, quantification_file, quantification_column): + self._quantification_errors = numpy.array([shift]) + + monkeypatch.setattr( + SamplingQuantificationPredictor, + "__init__", + mock_SamplingQuantificationPredictor_init, + ) + + test_quantification_predictor: SamplingQuantificationPredictor = ( + SamplingQuantificationPredictor("test_file", "test_column") + ) + measured_rate: float = test_quantification_predictor.predict(true_rate) + + assert measured_rate == expected_measured_rate + + +def test_predict_correctly_samples_from_possible_errors(monkeypatch): + np.random.seed(0) + quantification_errors: list[float] = [-75, -50, 0, 50, 75] + + def mock_SamplingQuantificationPredictor_init(self, quantification_file, quantification_column): + self._quantification_errors = numpy.array(quantification_errors) + + monkeypatch.setattr( + SamplingQuantificationPredictor, + "__init__", + mock_SamplingQuantificationPredictor_init, + ) + + test_rate: float = 100.0 + + test_quantification_predictor: SamplingQuantificationPredictor = ( + SamplingQuantificationPredictor("test_file", "test_column") + ) + + possible_quantified_rates: list[float] = [25, 50, 100, 150, 175] + + quantified_rates: list[float] = [] + + for _ in range(1000): + + measured_rate: float = test_quantification_predictor.predict(test_rate) + + quantified_rates.append(measured_rate) + + assert measured_rate in possible_quantified_rates + + assert np.mean(quantified_rates) == pytest.approx(test_rate, rel=0.1) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/test_set_quantification_errors.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/test_set_quantification_errors.py new file mode 100644 index 000000000..ad0af338d --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_sampling_quantification_predictor/test_set_quantification_errors.py @@ -0,0 +1,94 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_set_quantification_errors.py +Purpose: To provide tests for _set_quantification_errors method in the SamplingQuantificationPredictor class + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from unittest.mock import patch +from pathlib import Path +import numpy as np +import pandas as pd +from sensors.quantification.sampling_quantification_predictor import SamplingQuantificationPredictor +import constants.error_messages as em + + +@pytest.fixture +def mock_df(): + return pd.DataFrame({"valid_column": [1, 2, 3, np.nan]}) + + +def mock_SamplingQuantificationPredictor_init(self, quantification_file, quantification_column): + return None + + +@pytest.fixture +def predictor_instance(monkeypatch): + monkeypatch.setattr( + SamplingQuantificationPredictor, + "__init__", + mock_SamplingQuantificationPredictor_init, + ) + return SamplingQuantificationPredictor("test_file", "test_column") + + +@patch("pandas.read_csv") +def test_set_quantification_errors_handles_nan_values_correctly( + mock_read_csv, mock_df, predictor_instance +): + mock_read_csv.return_value = mock_df + predictor_instance._set_quantification_errors("test_file", "valid_column", Path("test_dir")) + + # Assuming the method filters out NaN values, expect 3 non-NaN entries + assert len(predictor_instance._quantification_errors) == 3 + + +def test_set_quantification_errors_file_not_found(predictor_instance, tmp_path): + """ + Test that FileNotFoundError is raised when the quantification file does not exist. + """ + with pytest.raises(FileNotFoundError) as excinfo: + predictor_instance._set_quantification_errors( + quantification_file="nonexistent.csv", + quantification_column="any_column", + input_dir=tmp_path, + ) + assert em.Input_Processing_Messages.QUANTIFICATION_FILE_NOT_FOUND.format( + quantification_file="nonexistent.csv", input_dir=tmp_path + ) in str(excinfo.value) + + +def test_set_quantification_errors_invalid_column(predictor_instance, tmp_path): + """ + Test that ValueError is raised when the specified + quantification column does not exist in the file. + """ + # Setup a valid quantification file with an unexpected column + quantification_file = tmp_path / "quantification.csv" + df = pd.DataFrame({"unexpected_column": [1, 2, 3]}) + df.to_csv(quantification_file, index=False) + + with pytest.raises(ValueError) as excinfo: + predictor_instance._set_quantification_errors( + quantification_file=str(quantification_file), + quantification_column="nonexistent_column", + input_dir=tmp_path, + ) + assert em.Input_Processing_Messages.QUANTIFICATION_INVALID_COLUMN.format( + quantification_file=str(quantification_file), + quantification_column="nonexistent_column", + ) in str(excinfo.value) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_uniform_quantification_predictor/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_uniform_quantification_predictor/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_uniform_quantification_predictor/test_predict.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_uniform_quantification_predictor/test_predict.py new file mode 100644 index 000000000..3c52922d7 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_quantification/test_uniform_quantification_predictor/test_predict.py @@ -0,0 +1,55 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_predict.py +Purpose: To test the predict method of the UniformQuantificationPredictor class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from sensors.quantification.uniform_quantification_predictor import UniformQuantificationPredictor +import numpy.random + + +@pytest.mark.parametrize( + "lower_range, upper_range, shift, true_rate, expected_measured_rate", + [ + (0.0, 0.0, 0.0, 100.0, 100.0), + ( + 0.0, + 100.0, + 60.0, + 100.0, + 160.0, + ), + (-100.0, 0.0, -20.0, 100.0, 80.0), + (-100.0, 100.0, -5.0, 100.0, 95.0), + (-150.0, 150.0, -150.0, 100.0, 0.0), + ], +) +def test_uniform_predict_gives_expected_output( + monkeypatch, lower_range, upper_range, shift, true_rate, expected_measured_rate +): + def mock_numpy_random_normal(loc: float, scale: float) -> float: + return shift + + monkeypatch.setattr(numpy.random, "uniform", mock_numpy_random_normal) + + test_quantification_predictor: UniformQuantificationPredictor = UniformQuantificationPredictor( + lower_range, upper_range + ) + measured_rate: float = test_quantification_predictor.predict(true_rate) + + assert measured_rate == expected_measured_rate diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/__init__.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/site_level_sensors_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/site_level_sensors_testing_fixtures.py new file mode 100644 index 000000000..b4b1a3a06 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/site_level_sensors_testing_fixtures.py @@ -0,0 +1,157 @@ +from typing import Any, Tuple +import pytest +from src.virtual_world.emission_types.emission import Emission + +from src.virtual_world.sites import Site +from constants import param_default_const as pdc + + +@pytest.fixture(name="sensor_info_for_default_equipment_group_level_sensor_construction_testing") +def sensor_info_for_default_equipment_group_level_sensor_construction_testing_fix() -> ( + dict[str, int] +): + return { + pdc.Method_Params.MDL: 1, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + } + + +@pytest.fixture(name="sensor_info_high_mdl_for_default_site_level_sensor_testing") +def sensor_info_high_mdl_for_default_site_level_sensor_testing_fix() -> dict[str, int]: + return { + pdc.Method_Params.MDL: 5.0, + pdc.Method_Params.QE: { + pdc.Method_Params.QUANTIFICATION_PARAMETERS: [0.0, 0.0], + pdc.Method_Params.Q_TYPE: "default", + }, + } + + +@pytest.fixture(name="mock_site_emis_for_detect_emissions_testing") +def mock_site_emis_for_detect_emissions_testing_fix(mocker): + ret_vals: list[float] = [1.0, 2.0, 3.0] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_detect_emissions_testing") +def mock_site_for_detect_emissions_testing_fix(mocker, mock_site_emis_for_detect_emissions_testing): + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_detect_emissions_testing, + ) + expected_site_emis = 6 * 9 + return (mocker, expected_site_emis) + + +@pytest.fixture(name="mock_site_emis_for_detect_emissions_testing_lower_emis") +def mock_site_emis_for_detect_emissions_testing_lower_emis_fix(mocker): + ret_vals: list[float] = [0.1, 0.15, 0.3] + mock_site_emis: dict[str, dict[str, list[Emission]]] = { + "test_eqg_1": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_2": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + "test_eqg_3": { + "test_equip_1": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_2": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + "test_equip_3": [ + mocker.MagicMock(Emission, get_rate=mocker.MagicMock(return_value=retval)) + for retval in ret_vals + ], + }, + } + return mock_site_emis + + +@pytest.fixture(name="mock_site_for_detect_emissions_testing_lower_emissions") +def mock_site_for_detect_emissions_testing_lower_emissions_fix( + mocker, mock_site_emis_for_detect_emissions_testing_lower_emis +) -> Tuple[Any, float, float]: + mocker.patch.object(Site, "__init__", lambda self, *args, **kwargs: setattr(self, "id", 1)) + mocker.patch.object( + Site, + "get_detectable_emissions", + return_value=mock_site_emis_for_detect_emissions_testing_lower_emis, + ) + expected_site_true_emis: float = 0.55 * 9 + expected_site_measured_emis: float = 0.0 + return (mocker, expected_site_true_emis, expected_site_measured_emis) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_detect_emissions.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_detect_emissions.py new file mode 100644 index 000000000..f24942808 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_detect_emissions.py @@ -0,0 +1,54 @@ +from pytest import approx +from src.scheduling.schedule_dataclasses import SiteSurveyReport +from src.sensors.default_site_level_sensor import DefaultSiteLevelSensor +from src.virtual_world.sites import Site +from testing.unit_testing.test_sensors.test_site_level_sensors.site_level_sensors_testing_fixtures import ( # noqa + mock_site_emis_for_detect_emissions_testing_fix, + mock_site_for_detect_emissions_testing_fix, + sensor_info_for_default_equipment_group_level_sensor_construction_testing_fix, + sensor_info_high_mdl_for_default_site_level_sensor_testing_fix, + mock_site_emis_for_detect_emissions_testing_lower_emis_fix, + mock_site_for_detect_emissions_testing_lower_emissions_fix, +) +from constants import param_default_const as pdc + + +def test_000_default_site_level_sensor_detect_emissions_detects_emissions_at_site_if_combined_rate_above_mdl( # noqa + sensor_info_for_default_equipment_group_level_sensor_construction_testing: dict[str, int], + mock_site_for_detect_emissions_testing, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.MDL + ] + qe: float = sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.QE + ] + sensor = DefaultSiteLevelSensor( + [mdl], qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_emis = mock_site_for_detect_emissions_testing[1] + assert emis_detected + assert expected_emis == report.site_true_rate + assert expected_emis == report.site_measured_rate + + +def test_000_default_site_level_sensor_detect_emissions_does_not_detect_emissions_at_site_if_combined_rate_below_mdl( # noqa + sensor_info_high_mdl_for_default_site_level_sensor_testing, + mock_site_for_detect_emissions_testing_lower_emissions, +) -> None: + mock_site: Site = Site() + mdl: float = sensor_info_high_mdl_for_default_site_level_sensor_testing[pdc.Method_Params.MDL] + qe: float = sensor_info_high_mdl_for_default_site_level_sensor_testing[pdc.Method_Params.QE] + sensor = DefaultSiteLevelSensor( + mdl, qe[pdc.Method_Params.QUANTIFICATION_PARAMETERS], qe[pdc.Method_Params.Q_TYPE] + ) + report: SiteSurveyReport = SiteSurveyReport(1) + emis_detected: bool = sensor.detect_emissions(mock_site, "test", report) + expected_true_emis = mock_site_for_detect_emissions_testing_lower_emissions[1] + expected_measured_emis = mock_site_for_detect_emissions_testing_lower_emissions[2] + assert not emis_detected + assert expected_true_emis == approx(report.site_true_rate) + assert expected_measured_emis == approx(report.site_measured_rate) diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_fill_detection_report.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_fill_detection_report.py new file mode 100644 index 000000000..579b6764b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_fill_detection_report.py @@ -0,0 +1,35 @@ +from typing import Any, Tuple +from hypothesis import given, strategies as st +from src.scheduling.schedule_dataclasses import SiteSurveyReport +from src.sensors.default_site_level_sensor import DefaultSiteLevelSensor + + +def get_sensor_for_default_site_level_sensor_testing() -> DefaultSiteLevelSensor: + mdl: float = 1.0 + quantification_parameters: list[float] = [0.0, 0.0] + quantification_type: str = "default" + return DefaultSiteLevelSensor( + mdl=mdl, + quantification_parameters=quantification_parameters, + quantification_type=quantification_type, + ) + + +@st.composite +def gen_measured_and_true_rates(draw) -> Tuple[Any | float, Any | int]: + site_true_rate: float = draw(st.floats(min_value=0)) + site_measured_rate: float = draw(st.floats(min_value=0)) + return site_true_rate, site_measured_rate + + +@given(gen_data=gen_measured_and_true_rates()) +def test_000_default_sl_sensor_fill_detection_report_with_successful_detection_correctly_fills_values( # noqa + gen_data, +) -> None: + sensor: DefaultSiteLevelSensor = get_sensor_for_default_site_level_sensor_testing() + report: SiteSurveyReport = SiteSurveyReport(1) + site_true_rate: float = gen_data[0] + site_measured_rate: float = gen_data[1] + sensor._fill_detection_report(report, site_true_rate, site_measured_rate) + assert report.site_measured_rate == site_measured_rate + assert report.site_true_rate == site_true_rate diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_rate_detected.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_rate_detected.py new file mode 100644 index 000000000..6d2d9c13c --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_rate_detected.py @@ -0,0 +1,42 @@ +from src.sensors.default_site_level_sensor import DefaultSiteLevelSensor +from hypothesis import given, strategies as st + + +@st.composite +def gen_rate_above_mdl(draw, mdl): + rate: float = draw(st.floats(min_value=mdl)) + return rate + + +@st.composite +def gen_rate_below_mdl(draw, mdl): + rate: float = draw(st.floats(min_value=0, max_value=mdl, exclude_max=True)) + return rate + + +@st.composite +def gen_sens_mdl_and_detectable_rates(draw): + mdl = draw(st.floats(min_value=0, exclude_min=True)) + rate = draw(gen_rate_above_mdl(mdl)) + return mdl, rate + + +@st.composite +def gen_sens_mdl_and_undetectable_rates(draw): + mdl = draw(st.floats(min_value=0, exclude_min=True)) + rate = draw(gen_rate_below_mdl(mdl)) + return mdl, rate + + +@given(gen_test_vals=gen_sens_mdl_and_detectable_rates()) +def test_000_default_site_level_sensor_returns_true_above_mdl(gen_test_vals): + sens: DefaultSiteLevelSensor = DefaultSiteLevelSensor(gen_test_vals[0], [0.0, 0.0], "default") + rate = gen_test_vals[1] + assert sens._rate_detected(rate) is True + + +@given(gen_test_vals=gen_sens_mdl_and_undetectable_rates()) +def test_000_default_site_level_sensor_returns_false_below_mdl(gen_test_vals): + sens: DefaultSiteLevelSensor = DefaultSiteLevelSensor(gen_test_vals[0], [0.0, 0.0], "default") + rate = gen_test_vals[1] + assert sens._rate_detected(rate) is False diff --git a/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_sensor_constructor.py b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_sensor_constructor.py new file mode 100644 index 000000000..0abee6c93 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_sensors/test_site_level_sensors/test_sensor_constructor.py @@ -0,0 +1,22 @@ +from src.sensors.default_site_level_sensor import DefaultSiteLevelSensor +from testing.unit_testing.test_sensors.test_site_level_sensors.site_level_sensors_testing_fixtures import ( # noqa + sensor_info_for_default_equipment_group_level_sensor_construction_testing_fix, +) +from constants import param_default_const as pdc + + +def test_000_simple_default_site_level_constructor_properly_initializes_as_default_site_level_sensor( # noqa + sensor_info_for_default_equipment_group_level_sensor_construction_testing: dict[str, int], +) -> None: + sl_sensor = DefaultSiteLevelSensor( + sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.MDL + ], + sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.QE + ][pdc.Method_Params.QUANTIFICATION_PARAMETERS], + sensor_info_for_default_equipment_group_level_sensor_construction_testing[ + pdc.Method_Params.QE + ][pdc.Method_Params.Q_TYPE], + ) + assert isinstance(sl_sensor, DefaultSiteLevelSensor) diff --git a/LDAR_Sim/testing/unit_testing/test_utils/__init__.py b/LDAR_Sim/testing/unit_testing/test_utils/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_utils/test_attribution/__init__.py b/LDAR_Sim/testing/unit_testing/test_utils/test_attribution/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_utils/test_attribution/attribution_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_utils/test_attribution/attribution_testing_fixtures.py new file mode 100644 index 000000000..83f4f7dd5 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_utils/test_attribution/attribution_testing_fixtures.py @@ -0,0 +1,39 @@ +"""Fixtures for testing utils.attribution methods""" + +import pytest +from datetime import date + +from src.time_counter import TimeCounter + + +@pytest.fixture(name="mock_leak_for_update_tag_testing_1") +def mock_leak_for_update_tag_testing_1_fix(): + return {"tagged": True, "date_tagged": date(2017, 1, 1)} + + +@pytest.fixture(name="mock_leak_for_update_tag_testing_2") +def mock_leak_for_update_tag_testing_2_fix(): + return {"tagged": False} + + +@pytest.fixture(name="mock_company_for_update_tag_testing_1") +def mock_company_for_update_tag_testing_1_fix(): + return "natural" + + +@pytest.fixture(name="mock_TimeCounter_for_update_tag_testing_1") +def mock_TimeCounter_for_update_tag_testing_1_fix(mocker): + mock_tc = mocker.Mock(TimeCounter) + mock_tc.current_date = date(2017, 1, 1) + mock_tc.current_timestep = 1 + return mock_tc + + +@pytest.fixture(name="mock_timeseries_for_update_tag_testing_1") +def mock_timeseries_for_update_tag_testing_1_fix(): + return {"natural_n_tags": [0, 0]} + + +@pytest.fixture(name="mock_site_for_update_tag_testing_1") +def mock_site_for_update_tag_testing_1_fix(): + return {"currently_flagged": False, "flagged_by": None} diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_component/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_component/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_component/test_get_detectable_emissions.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_component/test_get_detectable_emissions.py new file mode 100644 index 000000000..ab9a3f507 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_component/test_get_detectable_emissions.py @@ -0,0 +1,82 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_detectable_emissions.py +Purpose: Contains unit tests for testing the get_detectable_emissions method in the Component class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from virtual_world import emission_types +from virtual_world.component import Component + + +def mock_component_initialization( + self, active_emissions: list[emission_types.IntermittentRepairableEmission] +): + self._active_emissions = active_emissions + + +def mock_emission_initialization(self, spatial_coverage: int, emitting: bool = True): + self._status = "active" + self._tech_spat_covs = {"test Spatial Coverage": spatial_coverage} + self._emitting = emitting + + +def gen_mock_emissions() -> list[emission_types.Emission]: + return [ + emission_types.IntermittentRepairableEmission(0, True), + emission_types.IntermittentRepairableEmission(0, False), + emission_types.IntermittentRepairableEmission(1, True), + emission_types.IntermittentRepairableEmission(1, False), + emission_types.IntermittentNonRepairableEmission(0, True), + emission_types.IntermittentNonRepairableEmission(0, False), + emission_types.IntermittentNonRepairableEmission(1, True), + emission_types.IntermittentNonRepairableEmission(1, False), + ] + + +def test_get_detectable_emissions_returns_only_detectable_intermittent_emissions(monkeypatch): + monkeypatch.setattr( + "virtual_world.component.Component.__init__", + mock_component_initialization, + ) + + monkeypatch.setattr( + ( + "virtual_world.emission_types.intermittent_repairable_emission" + ".IntermittentRepairableEmission.__init__" + ), + mock_emission_initialization, + ) + + monkeypatch.setattr( + ( + "virtual_world.emission_types.intermittent_non_repairable_emission" + ".IntermittentNonRepairableEmission.__init__" + ), + mock_emission_initialization, + ) + emissions_at_component: list[emission_types.Emission] = gen_mock_emissions() + expected_indexes: list[int] = [2, 6] + expected_detectable_emissions: list[emission_types.Emission] = [ + emissions_at_component[i] for i in expected_indexes + ] + test_component: Component = Component(emissions_at_component) + + detectable_emissions: list[emission_types.Emission] = test_component.get_detectable_emissions( + "test" + ) + + assert detectable_emissions == expected_detectable_emissions diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/emissions_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/emissions_testing_fixtures.py new file mode 100644 index 000000000..9eb4e2db0 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/emissions_testing_fixtures.py @@ -0,0 +1,94 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: emissions_testing_fixtures.py +Purpose: Contains fixtures for testing emissions unit tests + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +import pytest + +from src.virtual_world.emission_types.emission import Emission +from src.constants.general_const import Emission_Constants as ec + + +@pytest.fixture(name="mock_simple_emission_1") +def mock_simple_emission_1_fix() -> Emission: + return Emission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}) + + +@pytest.fixture(name="mock_simple_emission_spat_cov_testing_1") +def mock_simple_emission_spat_cov_testing_1_fix() -> Tuple[Emission, dict[str, int]]: + return ( + Emission( + 1, + 1, + date(*[2018, 1, 1]), + date(*[2017, 1, 1]), + False, + {"M_OGI1": 1, "M_AIR1": 1, "M_OGI2": 0, "M_AIR2": 0}, + ), + {"M_OGI1": 1, "M_AIR1": 1, "M_OGI2": 0, "M_AIR2": 0}, + ) + + +@pytest.fixture(name="mock_random_emission_spat_cov_testing_1") +def mock_random_emission_spat_cov_testing_1_fix() -> Tuple[Emission, dict[str, int]]: + return ( + Emission( + 1, + 1, + date(*[2018, 1, 1]), + date(*[2017, 1, 1]), + False, + {"M_OGI1": 0.5, "M_AIR1": 0.5, "M_OGI2": 0.9, "M_AIR2": 0.9}, + ), + {"M_OGI1": 0, "M_AIR1": 1, "M_OGI2": 1, "M_AIR2": 1}, + ) + + +@pytest.fixture(name="mock_simple_emission_for_get_summary_dict") +def mock_simple_emission_for_get_summary_dict_fix() -> Tuple[Emission, dict[str, int]]: + return ( + Emission( + 1, + 1, + date(*[2018, 1, 1]), + date(*[2017, 1, 1]), + False, + {"M_OGI1": 1, "M_AIR1": 1, "M_OGI2": 0, "M_AIR2": 0}, + ), + { + "Emissions ID": "0000000001", + "Status": ec.INACTIVE, + "Days Active": 0, + "Days Emitting": 0, + "Estimated Days Active": 0, + '"True" Volume Emitted (Kg Methane)': 0.0, + "Mitigated Emissions (Kg Methane)": 0.0, + '"True" Rate (g/s)': 1, + '"Measured" Rate (g/s)': None, + "Date Began": date(2018, 1, 1), + "Initially Detected By": None, + "Initially Detected Date": None, + "Tagged": "N/A", + "Tagged By": "N/A", + "Recorded": "N/A", + "Recorded By": "N/A", + "Repairable": False, + }, + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_check_spatial_cov.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_check_spatial_cov.py new file mode 100644 index 000000000..2a1792534 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_check_spatial_cov.py @@ -0,0 +1,25 @@ +import numpy as np +from typing import Tuple +from virtual_world.emission_types.emission import Emission + +from testing.unit_testing.test_virtual_world.test_emissions.emissions_testing_fixtures import ( # Noqa + mock_simple_emission_spat_cov_testing_1_fix, + mock_random_emission_spat_cov_testing_1_fix, +) + + +def test_000_check_spatial_cov_correctly_return_emission_spatial_coverage( + mock_simple_emission_spat_cov_testing_1: Tuple[Emission, dict[str, int]], +): + emission, expected_results = mock_simple_emission_spat_cov_testing_1 + for method, result in expected_results.items(): + assert emission.check_spatial_cov(method) == result + + +def test_000_check_spatial_cov_correctly_return_emission_spatial_coverage_random( + mock_random_emission_spat_cov_testing_1: Tuple[Emission, dict[str, int]], +): + np.random.seed(1) + emission, expected_results = mock_random_emission_spat_cov_testing_1 + for method, result in expected_results.items(): + assert emission.check_spatial_cov(method) == result diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_get_summary_dict.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_get_summary_dict.py new file mode 100644 index 000000000..0b88e0d43 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_get_summary_dict.py @@ -0,0 +1,14 @@ +from typing import Any, Tuple +from src.virtual_world.emission_types.emission import Emission + +from testing.unit_testing.test_virtual_world.test_emissions.emissions_testing_fixtures import ( # Noqa + mock_simple_emission_for_get_summary_dict_fix, +) + + +def test_000_get_summary_dict_returns_expected_values_for_simple_case( + mock_simple_emission_for_get_summary_dict: Tuple[Emission, dict[str, int]] +) -> None: + emission, expected_result = mock_simple_emission_for_get_summary_dict + summary_dict: dict[str, Any] = emission.get_summary_dict() + assert summary_dict == expected_result diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_update.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_update.py new file mode 100644 index 000000000..76c81af3c --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_emissions/test_update.py @@ -0,0 +1,55 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_update.py +Purpose: Contains unit tests for testing the update function of emissions + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from src.virtual_world.emission_types.emission import Emission +from src.file_processing.output_processing.output_utils import EmisInfo +from testing.unit_testing.test_virtual_world.test_emissions.emissions_testing_fixtures import ( # Noqa + mock_simple_emission_1_fix, +) +from src.constants.general_const import Emission_Constants as ec + + +def test_000_update_correctly_results_in_no_state_change_on_inactive_emission( + mock_simple_emission_1: Emission, +): + emis_info = EmisInfo(0, 0, 0, 0, 0) + mock_simple_emission_1.update(emis_info) + assert mock_simple_emission_1._active_days == 0 + assert emis_info == EmisInfo(0, 0, 0, 0, 0) + + +def test_000_update_correctly_results_in_active_days_change_on_active_emission( + mock_simple_emission_1: Emission, +): + emis_info = EmisInfo(0, 0, 0, 0, 0) + mock_simple_emission_1._status = ec.ACTIVE + mock_simple_emission_1.update(emis_info) + assert mock_simple_emission_1._active_days == 1 + assert emis_info == EmisInfo(0, 0, 0, 0, 0) + + +def test_000_update_correctly_results_in_days_since_tagged_change_if_tagged( + mock_simple_emission_1: Emission, +): + emis_info = EmisInfo(0, 0, 0, 0, 0) + mock_simple_emission_1._tagged = True + mock_simple_emission_1.update(emis_info) + assert mock_simple_emission_1._active_days == 0 + assert emis_info == EmisInfo(0, 0, 0, 0, 0) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/test_clean_propagating_parameters_from_equipment_info.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/test_clean_propagating_parameters_from_equipment_info.py new file mode 100644 index 000000000..edce1dc57 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/test_clean_propagating_parameters_from_equipment_info.py @@ -0,0 +1,114 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_clean_propagating_parameters_from_equipment_info.py +Purpose: Tests the cleaning of propagating parameters from equipment info + + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. + +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +import pytest +from pytest_mock import MockerFixture +from virtual_world.equipment_groups import Equipment_Group +from constants.infrastructure_const import Infrastructure_Constants as IC + + +@pytest.mark.parametrize( + "fixture_name", + [ + "testing_data_equipment_info_with_propagating_parameters", + "testing_data_equipment_info_without_propagating_parameters", + "testing_data_equipment_info_with_method_specific_propagating_parameters", + "testing_data_equipment_info_propagating_parameters_only", + ], +) +def test_info_cleaned_as_expected( + mocker: MockerFixture, request: pytest.FixtureRequest, fixture_name: str +): + equipment_info, expected_cleaned_info = request.getfixturevalue(fixture_name) + equipment_info: pd.Series + expected_cleaned_info: pd.Series + + mocker.patch.object(Equipment_Group, "__init__", return_value=None) + test_equipment: Equipment_Group = Equipment_Group() + cleaned_info: pd.Series = test_equipment._clean_propagating_parameters_from_equipment_info( + equipment_info + ) + assert cleaned_info.equals(expected_cleaned_info) + + +@pytest.fixture(name="testing_data_equipment_info_with_propagating_parameters") +def testing_data_equipment_info_with_propagating_parameters_fixture(): + info_dict: dict = { + "Test Comp1": 1, + "Test Comp2": 2, + } + for val in IC.Equipment_Group_File_Constants.PROPAGATING_PARAMETER_COLUMNS: + info_dict[val] = 0 + + expected_cleaned_info_dict: dict = { + "Test Comp1": 1, + "Test Comp2": 2, + } + return (pd.Series(info_dict), pd.Series(expected_cleaned_info_dict)) + + +@pytest.fixture(name="testing_data_equipment_info_without_propagating_parameters") +def testing_data_equipment_info_without_propagating_parameters_fixture(): + info_dict: dict = { + "Test Comp1": 1, + "Test Comp2": 2, + } + + expected_cleaned_info_dict: dict = { + "Test Comp1": 1, + "Test Comp2": 2, + } + return (pd.Series(info_dict), pd.Series(expected_cleaned_info_dict)) + + +@pytest.fixture(name="testing_data_equipment_info_with_method_specific_propagating_parameters") +def testing_data_equipment_info_with_method_specific_propagating_parameters_fixture(): + info_dict: dict = { + "Test Comp1": 1, + "Test Comp2": 2, + } + + methods: list[str] = ["Method1", "Method2"] + + for method in methods: + for ( + method_specific_param + ) in IC.Equipment_Group_File_Constants.METHOD_SPECIFIC_PROPAGATING_PARAMETERS: + info_dict[method + method_specific_param] = 0 + + expected_cleaned_info_dict: dict = { + "Test Comp1": 1, + "Test Comp2": 2, + } + return (pd.Series(info_dict), pd.Series(expected_cleaned_info_dict)) + + +@pytest.fixture(name="testing_data_equipment_info_propagating_parameters_only") +def testing_data_equipment_info_propagating_parameters_only_fixture(): + info_dict: dict = {} + + for val in IC.Equipment_Group_File_Constants.PROPAGATING_PARAMETER_COLUMNS: + info_dict[val] = 0 + + expected_cleaned_info_dict: dict = {} + return (pd.Series(info_dict), pd.Series(expected_cleaned_info_dict, dtype="int64")) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/test_tag_emissions.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/test_tag_emissions.py new file mode 100644 index 000000000..a3fb6f654 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_equipment/test_tag_emissions.py @@ -0,0 +1,88 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_tag_emissions.py +Purpose: Testing for the Equipment class tag_emissions method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from virtual_world.component import ( + Component, + TaggingInfo, + RepairableEmission, + NonRepairableEmission, +) + + +def mock_active_emissions(emis_count: int = 3): + active_emissions = [] + for i in range(emis_count): + active_emissions.append(RepairableEmission()) + for i in range(emis_count): + active_emissions.append(NonRepairableEmission()) + return active_emissions + + +def mock_tagging_info(): + return TaggingInfo( + measured_rate=10, + curr_date=date(2024, 1, 1), + t_since_LDAR=5, + company="Test Company", + crew="Test Crew", + report_delay=0, + ) + + +def mock_fugitive_emission_init(self, *args, **kwargs): + self._tagged = False + self._init_detect_by = None + + +def mock_non_rep_emission_init(self, *args, **kwargs): + self._record = False + self._init_detect_by = None + + +def mock_equipment_init(self, *args, **kwargs): + self._active_emissions = kwargs["emissions"] if kwargs else [] + + +def setup_mock_equipment(mocker): + mocker.patch.object(RepairableEmission, "__init__", mock_fugitive_emission_init) + mocker.patch.object(NonRepairableEmission, "__init__", mock_non_rep_emission_init) + mocker.patch.object(Component, "__init__", mock_equipment_init) + + +def test_tag_emissions_with_multiple_emissions(mocker): + setup_mock_equipment(mocker) + emissions = mock_active_emissions() + mock_component = Component(emissions=emissions) + tagging_info = mock_tagging_info() + expected_rates = tagging_info.measured_rate / len(emissions) + mock_component.tag_emissions(tagging_info=tagging_info) + + for emission in emissions: + if isinstance(emission, RepairableEmission): + assert emission._tagged + assert emission._tagged_by_company == "Test Company" + assert emission._tagged_by_crew == "Test Crew" + assert emission._measured_rate == expected_rates + elif isinstance(emission, NonRepairableEmission): + assert emission._record + assert emission._recorded_by_company == "Test Company" + assert emission._recorded_by_crew == "Test Crew" + assert emission._measured_rate == expected_rates diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/propagating_params_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/propagating_params_testing_fixtures.py new file mode 100644 index 000000000..029e45f0b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/propagating_params_testing_fixtures.py @@ -0,0 +1,11 @@ +import pytest + + +@pytest.fixture(name="mock_virtual_world_for_pregen_param_testing_1") +def mock_virtual_world_for_pregen_param_testing_1_fix(): + return {} + + +@pytest.fixture(name="mock_methods_for_pregen_param_testing_1") +def mock_methods_for_pregen_param_testing_1_fix(): + return {} diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_filter_df_by_relevant_method.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_filter_df_by_relevant_method.py new file mode 100644 index 000000000..2a642d6bd --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_filter_df_by_relevant_method.py @@ -0,0 +1,114 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_filter_df_by_relevant_method.py +Purpose: Contains unit tests related to filtering the true/false deployment data +frame for the relevant program, based on the provided method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pandas as pd +import pytest +from utils.prog_method_measured_func import filter_deployment_tf_by_program_methods +from src.constants.infrastructure_const import Deployment_TF_Sites_Constants as DTSC + + +def simple_fixture(): + data_ori = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="A"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="B"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="C"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="C"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="C"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="D"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="D"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="D"): [False, True, False, True, False], + } + prog_method = ["A", "B"] + data_filtered_result = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.MEASURED: [False, True, False, True, False], + } + return (pd.DataFrame(data_ori), prog_method, pd.DataFrame(data_filtered_result)) + + +def complex_fixture(): + data_ori = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="A"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, False, True, False, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [True, False, True, False, True], + DTSC.METHOD_MEASURED.format(method="B"): [True, False, True, False, True], + DTSC.REQUIRED_SURVEY.format(method="C"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="C"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="C"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="D"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="D"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="D"): [False, True, False, True, False], + } + prog_method = ["A", "B"] + data_filtered_result = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.MEASURED: [True, True, True, True, True], + } + return (pd.DataFrame(data_ori), prog_method, pd.DataFrame(data_filtered_result)) + + +def three_method_fixture(): + data_ori = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, False, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [True, True, False, False, False], + DTSC.METHOD_MEASURED.format(method="A"): [True, True, False, False, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [False, False, True, False, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [False, False, True, False, True], + DTSC.METHOD_MEASURED.format(method="B"): [False, False, True, False, True], + DTSC.REQUIRED_SURVEY.format(method="C"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="C"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="C"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="D"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="D"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="D"): [False, True, False, True, False], + } + prog_method = ["A", "B", "C"] + data_filtered_result = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.MEASURED: [True, True, True, True, True], + } + return (pd.DataFrame(data_ori), prog_method, pd.DataFrame(data_filtered_result)) + + +@pytest.mark.parametrize("fixture", [simple_fixture(), complex_fixture(), three_method_fixture()]) +def test_filter_df_by_relevant_method(fixture): + truefalse_df, prog_method, expected = fixture + + result = filter_deployment_tf_by_program_methods(truefalse_df, prog_method) + + assert list(result.columns) == list(expected.columns) + assert len(result) == len(expected) + assert result.equals(expected) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_generate_propagating_params.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_generate_propagating_params.py new file mode 100644 index 000000000..7124ffd94 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_generate_propagating_params.py @@ -0,0 +1,87 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_generate_propagating_params.py +Purpose: Contains unit tests for generating the propagating parameters + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from src.virtual_world.infrastructure import Infrastructure +from src.constants.infrastructure_const import ( + Virtual_World_To_Prop_Params_Mapping, +) +from hypothesis import given, strategies as st +from src.constants.param_default_const import Common_Params as cp, Method_Params as mp + + +@st.composite +def generate_test_virtual_world(draw): + to_ret = {} + answer = {} + for key, value in Virtual_World_To_Prop_Params_Mapping.PROPAGATING_PARAMS.items(): + sub_dict = value.split(".") + dict_to_edit = to_ret + for counter, sub in enumerate(sub_dict): + if sub not in dict_to_edit: + dict_to_edit[sub] = {} + if counter == len(sub_dict) - 1: + # Use draw to generate a random integer for the most inner nested value + dict_to_edit[sub] = draw(st.integers(min_value=0, max_value=10000)) + dict_to_edit = dict_to_edit[sub] + answer[key] = dict_to_edit + + return to_ret, answer + + +@st.composite +def generate_test_methods(draw): + to_ret = {} + methods = draw(st.lists(st.text(min_size=5, max_size=15), min_size=1)) + answer = {} + for key in Virtual_World_To_Prop_Params_Mapping.METH_SPEC_PROP_PARAMS.keys(): + answer[key] = {} + for method in methods: + to_ret[method] = {} + for key, value in Virtual_World_To_Prop_Params_Mapping.METH_SPEC_PROP_PARAMS.items(): + sub_dict = value.split(".") + dict_to_edit = to_ret[method] + for counter, sub in enumerate(sub_dict): + if sub not in dict_to_edit: + dict_to_edit[sub] = {} + if counter == len(sub_dict) - 1: + if sub == mp.DEPLOY_SITE: + dict_to_edit[sub] = True + else: + # Use draw to generate a random integer for the most inner nested value + dict_to_edit[sub] = draw(st.integers(min_value=0, max_value=10000)) + dict_to_edit = dict_to_edit[sub] + answer[key][method] = dict_to_edit + return to_ret, answer + + +@given(generate_test_virtual_world(), generate_test_methods()) +def test_000_generate_propagating_params_generates_correct_prop_params_dict_w_only_ints(vw, meth): + """Test to confirm the generation of properly formatted output dictionary""" + + infra = Infrastructure.__new__(Infrastructure) + result = infra.generate_propagating_params(vw[0], meth[0]) + + assert isinstance(result, dict) + + for key, value in vw[1].items(): + assert result[key] == value + + for key2, value2 in meth[1].items(): + assert result[cp.METH_SPECIFIC][key2] == value2 diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_populate_tf_site.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_populate_tf_site.py new file mode 100644 index 000000000..6beb3db8a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_populate_tf_site.py @@ -0,0 +1,288 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_populate_tf_site.py +Purpose: Contains unit tests related to populating the true/false deployment +site list data frame + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +import pandas as pd +from src.constants.infrastructure_const import ( + Deployment_TF_Sites_Constants as DTSC, +) +from src.virtual_world.infrastructure import Infrastructure + +EXPECTED_COLUMNS = [ + DTSC.SITE_ID, + DTSC.SITE_TYPE, + DTSC.REQUIRED_SURVEY.format(method="A"), + DTSC.SITE_DEPLOYMENT.format(method="A"), + DTSC.METHOD_MEASURED.format(method="A"), + DTSC.REQUIRED_SURVEY.format(method="B"), + DTSC.SITE_DEPLOYMENT.format(method="B"), + DTSC.METHOD_MEASURED.format(method="B"), +] + +METHODS_PARAMS: dict = { + "A": { + "parameter_level": "methods", + "version": "4.0", + "method_name": "A", + "is_follow_up": False, + "deployment_type": "mobile", + }, + "B": { + "parameter_level": "methods", + "version": "4.0", + "method_name": "B", + "is_follow_up": False, + "deployment_type": "mobile", + }, +} + +METHODS_PARAMS_FOLLOW_UP: dict = { + "A": { + "parameter_level": "methods", + "version": "4.0", + "method_name": "A", + "is_follow_up": True, + "deployment_type": "mobile", + }, + "B": { + "parameter_level": "methods", + "version": "4.0", + "method_name": "B", + "is_follow_up": False, + "deployment_type": "mobile", + }, +} + +METHODS_PARAMS_STATIONARY: dict = { + "A": { + "parameter_level": "methods", + "version": "4.0", + "method_name": "A", + "is_follow_up": False, + "deployment_type": "stationary", + }, + "B": { + "parameter_level": "methods", + "version": "4.0", + "method_name": "B", + "is_follow_up": False, + "deployment_type": "mobile", + }, +} + + +class MockSite: + def __init__(self, site_id, site_type, deployment, surveys): + self.site_id = site_id + self.site_type = site_type + self.deployment = deployment + self.surveys = surveys + + def get_id(self): + return self.site_id + + def get_type(self): + return self.site_type + + def do_site_deployment(self, method): + return self.deployment + + def get_required_surveys(self, method): + return self.surveys + + +def mock_infrastructure_initialization( + self, virtual_world, methods, in_dir, site_measured_df, mock_site +): + self._sites = mock_site + + +def make_empty_df(): + return pd.DataFrame(index=range(5), columns=EXPECTED_COLUMNS) + + +@pytest.fixture +def mock_sites_all_true_deploy_survey_fix(): + inputs = [ + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + ] + results = { + DTSC.SITE_ID: [1, 1, 1, 1, 1], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="A"): [True, True, True, True, True], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="B"): [True, True, True, True, True], + } + return (inputs, METHODS_PARAMS, results) + + +@pytest.fixture +def mock_sites_all_true_deploy_survey_stationary_fix(): + input = [ + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + ] + results = { + DTSC.SITE_ID: [1, 1, 1, 1, 1], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="A"): [True, True, True, True, True], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="B"): [True, True, True, True, True], + } + return (input, METHODS_PARAMS_STATIONARY, results) + + +@pytest.fixture +def mock_sites_all_true_deploy_survey_followup_fix(): + input = [ + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + MockSite(1, "A", True, 2), + ] + results = { + DTSC.SITE_ID: [1, 1, 1, 1, 1], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [False, False, False, False, False], + DTSC.SITE_DEPLOYMENT.format(method="A"): [False, False, False, False, False], + DTSC.METHOD_MEASURED.format(method="A"): [False, False, False, False, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="B"): [True, True, True, True, True], + } + return (input, METHODS_PARAMS_FOLLOW_UP, results) + + +@pytest.fixture +def mock_sites_true_deploy_false_survey_fix(): + input = [ + MockSite(1, "A", True, 0), + MockSite(1, "A", True, 0), + MockSite(1, "A", True, 0), + MockSite(1, "A", True, 0), + MockSite(1, "A", True, 0), + ] + results = { + DTSC.SITE_ID: [1, 1, 1, 1, 1], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [False, False, False, False, False], + DTSC.SITE_DEPLOYMENT.format(method="A"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="A"): [False, False, False, False, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [False, False, False, False, False], + DTSC.SITE_DEPLOYMENT.format(method="B"): [True, True, True, True, True], + DTSC.METHOD_MEASURED.format(method="B"): [False, False, False, False, False], + } + return (input, METHODS_PARAMS, results) + + +@pytest.fixture +def mock_sites_false_deploy_true_survey_fix(): + inputs = [ + MockSite(1, "A", False, 5), + MockSite(2, "A", False, 5), + MockSite(3, "A", False, 5), + MockSite(4, "A", False, 5), + MockSite(5, "A", False, 5), + ] + results = { + DTSC.SITE_ID: [1, 2, 3, 4, 5], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [False, False, False, False, False], + DTSC.METHOD_MEASURED.format(method="A"): [False, False, False, False, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [False, False, False, False, False], + DTSC.METHOD_MEASURED.format(method="B"): [False, False, False, False, False], + } + + return (inputs, METHODS_PARAMS, results) + + +@pytest.fixture +def mock_sites_mix_deploy_mix_survey_fix(): + inputs = [ + MockSite(1, "A", False, 5), + MockSite(1, "A", True, 5), + MockSite(1, "A", False, 5), + MockSite(1, "A", True, 5), + MockSite(1, "A", False, 5), + ] + results = { + DTSC.SITE_ID: [1, 1, 1, 1, 1], + DTSC.SITE_TYPE: ["A", "A", "A", "A", "A"], + DTSC.REQUIRED_SURVEY.format(method="A"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="A"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="A"): [False, True, False, True, False], + DTSC.REQUIRED_SURVEY.format(method="B"): [True, True, True, True, True], + DTSC.SITE_DEPLOYMENT.format(method="B"): [False, True, False, True, False], + DTSC.METHOD_MEASURED.format(method="B"): [False, True, False, True, False], + } + return (inputs, METHODS_PARAMS, results) + + +@pytest.mark.parametrize( + "fixture_data", + [ + "mock_sites_all_true_deploy_survey_fix", + "mock_sites_all_true_deploy_survey_stationary_fix", + "mock_sites_all_true_deploy_survey_followup_fix", + "mock_sites_true_deploy_false_survey_fix", + "mock_sites_false_deploy_true_survey_fix", + "mock_sites_mix_deploy_mix_survey_fix", + ], +) +def test_generation_tf_sites(request, fixture_data, monkeypatch): + """ + Test that the generation of the true/false site list is correct + """ + mock_site, methods_params, expected_data = request.getfixturevalue(fixture_data) + monkeypatch.setattr( + "src.virtual_world.infrastructure.Infrastructure.__init__", + lambda self, virtual_world, methods, in_dir, site_measured_df: mock_infrastructure_initialization( # noqa + self, virtual_world, methods, in_dir, site_measured_df, mock_site + ), + ) + + site_tf_df = make_empty_df() + + infra = Infrastructure({}, methods_params, None, site_tf_df) + + infra.gen_site_measured_tf_data(methods_params, site_tf_df) + + expected: pd.DataFrame = pd.DataFrame(expected_data) + + assert list(site_tf_df.columns) == list(expected.columns) + assert len(site_tf_df) == len(expected) + pd.testing.assert_frame_equal(site_tf_df, expected, check_index_type=False, check_dtype=False) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_set_up_tf_site.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_set_up_tf_site.py new file mode 100644 index 000000000..4eacb62b2 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_set_up_tf_site.py @@ -0,0 +1,46 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_populate_tf_site.py +Purpose: Contains unit to ensure proper formatting of the true/false dataframe + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from src.utils.prog_method_measured_func import set_up_tf_method_deployed_df +from src.constants.infrastructure_const import Deployment_TF_Sites_Constants as DTSC + + +METHODS_PARAMS: dict = { + "A": {"parameter_level": "methods", "version": "4.0", "method_name": "A"}, + "B": {"parameter_level": "methods", "version": "4.0", "method_name": "B"}, +} + + +def test_set_up_tf_df(): + n_sites: int = 5 + result = set_up_tf_method_deployed_df(METHODS_PARAMS, n_sites) + expected_columns = [ + DTSC.SITE_ID, + DTSC.SITE_TYPE, + DTSC.REQUIRED_SURVEY.format(method="A"), + DTSC.SITE_DEPLOYMENT.format(method="A"), + DTSC.METHOD_MEASURED.format(method="A"), + DTSC.REQUIRED_SURVEY.format(method="B"), + DTSC.SITE_DEPLOYMENT.format(method="B"), + DTSC.METHOD_MEASURED.format(method="B"), + ] + + assert len(result) == 5 + assert list(result.columns) == expected_columns diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_update_propagating_params.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_update_propagating_params.py new file mode 100644 index 000000000..288948ebc --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_infrastructure/test_update_propagating_params.py @@ -0,0 +1,155 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_update_propagating_params +Purpose: Contains unit tests for updating the propagating parameters + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import copy +from typing import Tuple +import pandas as pd +from src.virtual_world.infrastructure import Infrastructure + +from hypothesis import given, strategies as st + +from src.constants.infrastructure_const import ( + Infrastructure_Constants, + Virtual_World_To_Prop_Params_Mapping, +) +from src.constants.param_default_const import Common_Params as cp + + +@st.composite +def gen_methods(draw): + methods = draw(st.lists(st.text(min_size=5, max_size=15), min_size=1)) + return methods + + +@st.composite +def generate_test_prop_params(draw, methods): + to_ret = {} + for key in Virtual_World_To_Prop_Params_Mapping.PROPAGATING_PARAMS.keys(): + to_ret[key] = draw(st.integers(min_value=0, max_value=10000)) + to_ret[cp.METH_SPECIFIC] = {} + for key in Virtual_World_To_Prop_Params_Mapping.METH_SPEC_PROP_PARAMS.keys(): + to_ret[cp.METH_SPECIFIC][key] = {} + for method in methods: + to_ret[cp.METH_SPECIFIC][key][method] = draw(st.integers(min_value=0, max_value=10000)) + to_ret[cp.METH_SPECIFIC][ + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ] = {} + for method in methods: + to_ret[cp.METH_SPECIFIC][ + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ][method] = {} + return to_ret + + +@st.composite +def generate_test_site_info(draw, methods): + to_ret = {} + for param in Infrastructure_Constants.Sites_File_Constants.PROPAGATING_PARAMS: + param_exists = draw(st.booleans()) + if param_exists: + if param == Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER: + to_ret[param] = draw(st.booleans()) + else: + to_ret[param] = draw(st.integers(min_value=0, max_value=10000)) + for method in methods: + for meth_param in Infrastructure_Constants.Sites_File_Constants.METH_SPEC_PROP_PARAMS: + meth_param_exists = draw(st.booleans()) + if meth_param_exists: + acess_key = "".join([method, meth_param]) + if ( + meth_param + == Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ): + to_ret[acess_key] = draw(st.booleans()) + else: + to_ret[acess_key] = draw(st.integers(min_value=0, max_value=10000)) + return pd.Series(to_ret) + + +@st.composite +def generate_test_site_type_info(draw, methods): + to_ret = {} + for param in Infrastructure_Constants.Site_Type_File_Constants.PROPAGATING_PARAMS: + param_exists = draw(st.booleans()) + if param_exists: + if ( + param + == Infrastructure_Constants.Site_Type_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ): + to_ret[param] = draw(st.booleans()) + else: + to_ret[param] = draw(st.integers(min_value=0, max_value=10000)) + for method in methods: + for meth_param in Infrastructure_Constants.Site_Type_File_Constants.METH_SPEC_PROP_PARAMS: + meth_param_exists = draw(st.booleans()) + if meth_param_exists: + acess_key = "".join([method, meth_param]) + if ( + meth_param + == Infrastructure_Constants.Site_Type_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER + ): + to_ret[acess_key] = draw(st.booleans()) + else: + to_ret[acess_key] = draw(st.integers(min_value=0, max_value=10000)) + return pd.Series(to_ret) + + +@st.composite +def generate_test_data(draw): + methods = draw(gen_methods()) + prop_params = draw(generate_test_prop_params(methods=methods)) + site_info = draw(generate_test_site_info(methods=methods)) + site_type_info = draw(generate_test_site_type_info(methods=methods)) + + return methods, prop_params, site_info, site_type_info + + +@given(generate_test_data()) +def test_000_generate_propagating_params_correctly_updates_prop_params_dict_w_only_ints( + inputs: Tuple[list[str], dict, pd.Series, pd.Series] +): + methods, prop_params, site_info, site_type_info = inputs + result = copy.deepcopy(prop_params) + infra = Infrastructure.__new__(Infrastructure) + infra.update_propagating_params(result, site_info, site_type_info, methods) + meth_spec_prop_params = prop_params.pop(cp.METH_SPECIFIC) + + for param in prop_params: + if param in site_info: + assert result[param] == site_info[param] + elif param in site_type_info: + assert result[param] == site_type_info[param] + else: + assert result[param] == prop_params[param] + for param in meth_spec_prop_params: + for method in methods: + if "".join([method, param]) in site_info: + assert ( + result[cp.METH_SPECIFIC][param][method] == site_info["".join([method, param])] + ) + elif "".join([method, param]) in site_type_info: + assert ( + result[cp.METH_SPECIFIC][param][method] + == site_type_info["".join([method, param])] + ) + else: + assert ( + result[cp.METH_SPECIFIC][param][method] == meth_spec_prop_params[param][method] + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/intermittent_non_repairable_emission_creation_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/intermittent_non_repairable_emission_creation_fixtures.py new file mode 100644 index 000000000..ded59958f --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/intermittent_non_repairable_emission_creation_fixtures.py @@ -0,0 +1,38 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: intermittent_non_repairable_emission_creation_fixtures +Purpose: Contains fixtures for creating mock intermittent non-repairable emissions + for testing purposes. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from datetime import date + + +@pytest.fixture(name="intermittent_non_repairable_emission_creation_params") +def intermittent_non_repairable_emission_creation_params_fixture() -> dict: + return { + "emission_number": 1, + "emission_rate": 1.0, + "start_date": date(2024, 1, 1), + "simulation_start_date": date(2024, 1, 1), + "repairable": False, + "tech_spatial_coverage_probabilities": {}, + "duration": 365, + "active_duration": 10, + "inactive_duration": 10, + } diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_activate.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_activate.py new file mode 100644 index 000000000..7863cc2ad --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_activate.py @@ -0,0 +1,43 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_activate.py +Purpose: Contains unit tests for testing the activate method in the + IntermittentNonRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +from testing.unit_testing.test_virtual_world.test_intermittent_non_repairable_emission.intermittent_non_repairable_emission_creation_fixtures import ( # noqa + intermittent_non_repairable_emission_creation_params_fixture, +) +from virtual_world.emission_types.intermittent_non_repairable_emission import ( + IntermittentNonRepairableEmission, +) + + +def test_activate_correctly_sets_emitting_true_if_emission_activated( + intermittent_non_repairable_emission_creation_params, +): + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **intermittent_non_repairable_emission_creation_params + ) + + activate_date: date = date(2024, 1, 1) + + emission.activate(activate_date) + + assert emission._emitting is True diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_calc_true_emis_vol.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_calc_true_emis_vol.py new file mode 100644 index 000000000..5801f6da4 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_calc_true_emis_vol.py @@ -0,0 +1,70 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calc_true_emis_vol.py +Purpose: Contains unit tests for testing the calc_true_emis_vol method in the + IntermittentNonRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from virtual_world.emission_types.intermittent_non_repairable_emission import ( + IntermittentNonRepairableEmission, +) + +from testing.unit_testing.test_virtual_world.test_intermittent_non_repairable_emission.intermittent_non_repairable_emission_creation_fixtures import ( # noqa + intermittent_non_repairable_emission_creation_params_fixture, +) + +from constants.general_const import Conversion_Constants as cc + + +@pytest.mark.parametrize( + "emission_creation_params, emission_properties, expected_volume", + [ + ( + "intermittent_non_repairable_emission_creation_params", + {"active_days": 20, "days_emitting": 10}, + 10.0 * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY, + ), + ( + "intermittent_non_repairable_emission_creation_params", + {"active_days": 20, "days_emitting": 20}, + 20.0 * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY, + ), + ( + "intermittent_non_repairable_emission_creation_params", + {"active_days": 20, "days_emitting": 0}, + 0.0, + ), + ], +) +def test_calc_true_emis_vol_return_expected_values_when_days_active_longer_than_days_emitting( + emission_creation_params: str, + emission_properties: dict, + expected_volume: float, + request: pytest.FixtureRequest, +): + emission_creation_params_dict: dict = request.getfixturevalue(emission_creation_params) + + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **emission_creation_params_dict + ) + + for property, value in emission_properties.items(): + setattr(emission, f"_{property}", value) + + calculated_volume: float = emission.calc_true_emis_vol() + assert calculated_volume == expected_volume diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_get_summary_dict.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_get_summary_dict.py new file mode 100644 index 000000000..d1732a725 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_get_summary_dict.py @@ -0,0 +1,49 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_summary_dict.py +Purpose: Contains unit tests for testing the get_summary_dict method in the + IntermittentNonRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from constants.general_const import Conversion_Constants as cc +from testing.unit_testing.test_virtual_world.test_intermittent_non_repairable_emission.intermittent_non_repairable_emission_creation_fixtures import ( # noqa + intermittent_non_repairable_emission_creation_params_fixture, +) +from virtual_world.emission_types.intermittent_non_repairable_emission import ( + IntermittentNonRepairableEmission, +) + + +def test_get_summary_dict_returns_expected_true_emissions_volume( + intermittent_non_repairable_emission_creation_params: str, +): + emissions_properties: dict = {"active_days": 20, "days_emitting": 10} + expected_volume_emitted: float = 10.0 * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + end_date: date = date(2024, 1, 31) + + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **intermittent_non_repairable_emission_creation_params + ) + + for property, value in emissions_properties.items(): + setattr(emission, f"_{property}", value) + + summary_dict: dict = emission.get_summary_dict(end_date=end_date) + + assert summary_dict[eca.T_VOL_EMIT] == expected_volume_emitted diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_update.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_update.py new file mode 100644 index 000000000..4fe329362 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_non_repairable_emission/test_update.py @@ -0,0 +1,119 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_update.py +Purpose: Contains unit tests for testing the update method in the + IntermittentNonRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from testing.unit_testing.test_virtual_world.test_intermittent_non_repairable_emission.intermittent_non_repairable_emission_creation_fixtures import ( # noqa + intermittent_non_repairable_emission_creation_params_fixture, +) +from virtual_world.emission_types.intermittent_non_repairable_emission import ( + IntermittentNonRepairableEmission, +) + +from file_processing.output_processing.output_utils import EmisInfo + + +def test_update_correctly_changes_emitting_state_when_on_emitting_to_non_emitting_boundary( + intermittent_non_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **intermittent_non_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + + emission_active_duration: int = intermittent_non_repairable_emission_creation_params[ + "active_duration" + ] + + for _ in range(emission_active_duration + 1): + emission.update(emission_info) + + assert emission._emitting is False + assert emission._days_emitting == emission_active_duration + assert emission._emitting_period_day_count == 0 + assert emission._non_emitting_period_day_count == 1 + + +def test_update_correctly_changes_emitting_state_when_on_non_emitting_to_emitting_boundary( + intermittent_non_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **intermittent_non_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + emission._emitting = False + + emission_inactive_duration: int = intermittent_non_repairable_emission_creation_params[ + "inactive_duration" + ] + + for _ in range(emission_inactive_duration + 1): + emission.update(emission_info) + + assert emission._emitting is True + assert emission._days_emitting == 1 + assert emission._emitting_period_day_count == 1 + assert emission._non_emitting_period_day_count == 0 + + +def test_update_correctly_results_in_no_change_to_emitting_state_when_not_on_boundary_and_emitting( + intermittent_non_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **intermittent_non_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + + emission_active_duration: int = intermittent_non_repairable_emission_creation_params[ + "active_duration" + ] + + for _ in range(emission_active_duration - 1): + emission.update(emission_info) + + assert emission._emitting is True + assert emission._days_emitting == emission_active_duration - 1 + assert emission._emitting_period_day_count == emission_active_duration - 1 + assert emission._non_emitting_period_day_count == 0 + + +def test_update_correctly_results_in_no_change_to_emitting_state_when_not_on_boundary_and_not_emitting( # noqa + intermittent_non_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentNonRepairableEmission = IntermittentNonRepairableEmission( + **intermittent_non_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + emission._emitting = False + + emission_inactive_duration: int = intermittent_non_repairable_emission_creation_params[ + "inactive_duration" + ] + + for _ in range(emission_inactive_duration - 1): + emission.update(emission_info) + + assert emission._emitting is False + assert emission._days_emitting == 0 + assert emission._emitting_period_day_count == 0 + assert emission._non_emitting_period_day_count == emission_inactive_duration - 1 diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/intermittent_repairable_emission_creation_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/intermittent_repairable_emission_creation_fixtures.py new file mode 100644 index 000000000..528012034 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/intermittent_repairable_emission_creation_fixtures.py @@ -0,0 +1,40 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: intermittent_repairable_emission_creation_fixtures +Purpose: Contains fixtures for creating mock intermittent repairable emissions + for testing purposes. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from datetime import date + + +@pytest.fixture(name="intermittent_repairable_emission_creation_params") +def intermittent_repairable_emission_creation_params_fixture() -> dict: + return { + "emission_number": 1, + "emission_rate": 1.0, + "start_date": date(2024, 1, 1), + "simulation_start_date": date(2024, 1, 1), + "repairable": True, + "tech_spatial_coverage_probabilities": {}, + "repair_delay": 0, + "repair_cost": 0.0, + "duration": 365, + "active_duration": 10, + "inactive_duration": 10, + } diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_activate.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_activate.py new file mode 100644 index 000000000..bc11554d6 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_activate.py @@ -0,0 +1,43 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_activate.py +Purpose: Contains unit tests for testing the activate method in the + IntermittentRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date + +from testing.unit_testing.test_virtual_world.test_intermittent_repairable_emission.intermittent_repairable_emission_creation_fixtures import ( # noqa + intermittent_repairable_emission_creation_params_fixture, +) +from virtual_world.emission_types.intermittent_repairable_emission import ( + IntermittentRepairableEmission, +) + + +def test_activate_correctly_sets_emitting_true_if_emission_activated( + intermittent_repairable_emission_creation_params, +): + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **intermittent_repairable_emission_creation_params + ) + + activate_date: date = date(2024, 1, 1) + + emission.activate(activate_date) + + assert emission._emitting is True diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_calc_true_emis_vol.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_calc_true_emis_vol.py new file mode 100644 index 000000000..d8916cabe --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_calc_true_emis_vol.py @@ -0,0 +1,70 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calc_true_emis_vol.py +Purpose: Contains unit tests for testing the calc_true_emis_vol method in the + IntermittentRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from virtual_world.emission_types.intermittent_repairable_emission import ( + IntermittentRepairableEmission, +) + +from testing.unit_testing.test_virtual_world.test_intermittent_repairable_emission.intermittent_repairable_emission_creation_fixtures import ( # noqa + intermittent_repairable_emission_creation_params_fixture, +) + +from constants.general_const import Conversion_Constants as cc + + +@pytest.mark.parametrize( + "emission_creation_params, emission_properties, expected_volume", + [ + ( + "intermittent_repairable_emission_creation_params", + {"active_days": 20, "days_emitting": 10}, + 10.0 * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY, + ), + ( + "intermittent_repairable_emission_creation_params", + {"active_days": 20, "days_emitting": 20}, + 20.0 * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY, + ), + ( + "intermittent_repairable_emission_creation_params", + {"active_days": 20, "days_emitting": 0}, + 0.0, + ), + ], +) +def test_calc_true_emis_vol_return_expected_values_when_days_active_longer_than_days_emitting( + emission_creation_params: str, + emission_properties: dict, + expected_volume: float, + request: pytest.FixtureRequest, +): + emission_creation_params_dict: dict = request.getfixturevalue(emission_creation_params) + + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **emission_creation_params_dict + ) + + for property, value in emission_properties.items(): + setattr(emission, f"_{property}", value) + + calculated_volume: float = emission.calc_true_emis_vol() + assert calculated_volume == expected_volume diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_get_summary_dict.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_get_summary_dict.py new file mode 100644 index 000000000..372f420a3 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_get_summary_dict.py @@ -0,0 +1,49 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_summary_dict.py +Purpose: Contains unit tests for testing the get_summary_dict method in the + IntermittentRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from constants.output_file_constants import EMIS_DATA_COL_ACCESSORS as eca +from constants.general_const import Conversion_Constants as cc +from testing.unit_testing.test_virtual_world.test_intermittent_repairable_emission.intermittent_repairable_emission_creation_fixtures import ( # noqa + intermittent_repairable_emission_creation_params_fixture, +) +from virtual_world.emission_types.intermittent_repairable_emission import ( + IntermittentRepairableEmission, +) + + +def test_get_summary_dict_returns_expected_true_emissions_volume( + intermittent_repairable_emission_creation_params: str, +): + emissions_properties: dict = {"active_days": 20, "days_emitting": 10} + expected_volume_emitted: float = 10.0 * cc.GRAMS_PER_SECOND_TO_KG_PER_DAY + end_date: date = date(2024, 1, 31) + + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **intermittent_repairable_emission_creation_params + ) + + for property, value in emissions_properties.items(): + setattr(emission, f"_{property}", value) + + summary_dict: dict = emission.get_summary_dict(end_date=end_date) + + assert summary_dict[eca.T_VOL_EMIT] == expected_volume_emitted diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_update.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_update.py new file mode 100644 index 000000000..f6fc1d470 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_intermittent_repairable_emission/test_update.py @@ -0,0 +1,119 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_update.py +Purpose: Contains unit tests for testing the update method in the + IntermittentRepairableEmission class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from testing.unit_testing.test_virtual_world.test_intermittent_repairable_emission.intermittent_repairable_emission_creation_fixtures import ( # noqa + intermittent_repairable_emission_creation_params_fixture, +) +from virtual_world.emission_types.intermittent_repairable_emission import ( + IntermittentRepairableEmission, +) + +from file_processing.output_processing.output_utils import EmisInfo + + +def test_update_correctly_changes_emitting_state_when_on_emitting_to_non_emitting_boundary( + intermittent_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **intermittent_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + + emission_active_duration: int = intermittent_repairable_emission_creation_params[ + "active_duration" + ] + + for _ in range(emission_active_duration + 1): + emission.update(emission_info) + + assert emission._emitting is False + assert emission._days_emitting == emission_active_duration + assert emission._emitting_period_day_count == 0 + assert emission._non_emitting_period_day_count == 1 + + +def test_update_correctly_changes_emitting_state_when_on_non_emitting_to_emitting_boundary( + intermittent_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **intermittent_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + emission._emitting = False + + emission_inactive_duration: int = intermittent_repairable_emission_creation_params[ + "inactive_duration" + ] + + for _ in range(emission_inactive_duration + 1): + emission.update(emission_info) + + assert emission._emitting is True + assert emission._days_emitting == 1 + assert emission._emitting_period_day_count == 1 + assert emission._non_emitting_period_day_count == 0 + + +def test_update_correctly_results_in_no_change_to_emitting_state_when_not_on_boundary_and_emitting( + intermittent_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **intermittent_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + + emission_active_duration: int = intermittent_repairable_emission_creation_params[ + "active_duration" + ] + + for _ in range(emission_active_duration - 1): + emission.update(emission_info) + + assert emission._emitting is True + assert emission._days_emitting == emission_active_duration - 1 + assert emission._emitting_period_day_count == emission_active_duration - 1 + assert emission._non_emitting_period_day_count == 0 + + +def test_update_correctly_results_in_no_change_to_emitting_state_when_not_on_boundary_and_not_emitting( # noqa + intermittent_repairable_emission_creation_params, +): + emission_info: EmisInfo = EmisInfo() + emission: IntermittentRepairableEmission = IntermittentRepairableEmission( + **intermittent_repairable_emission_creation_params + ) + emission.activate(emission._start_date) + emission._emitting = False + + emission_inactive_duration: int = intermittent_repairable_emission_creation_params[ + "inactive_duration" + ] + + for _ in range(emission_inactive_duration - 1): + emission.update(emission_info) + + assert emission._emitting is False + assert emission._days_emitting == 0 + assert emission._emitting_period_day_count == 0 + assert emission._non_emitting_period_day_count == emission_inactive_duration - 1 diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/non_repairable_emission_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/non_repairable_emission_testing_fixtures.py new file mode 100644 index 000000000..de1d452a8 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/non_repairable_emission_testing_fixtures.py @@ -0,0 +1,201 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: non-fugitive_emission_testing_fixtures.py +Purpose: Contains fixtures for nonfugitive emission testing unit tests + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +import pytest + +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission +from src.constants.general_const import Emission_Constants as ec + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_activate_testing_1") +def mock_simple_nonfugitive_emission_for_activate_testing_1_fix() -> NonRepairableEmission: + return NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}, 365) + + +@pytest.fixture(name="mock_simple_emission_for_get_summary_dict") +def mock_simple_emission_for_get_summary_dict_1_fix() -> ( + Tuple[NonRepairableEmission, dict[str, int]] +): + return ( + date(*[2020, 1, 1]), + NonRepairableEmission( + 1, + 1, + date(*[2018, 1, 1]), + date(*[2017, 1, 1]), + False, + {"M_OGI1": 1, "M_AIR1": 1, "M_OGI2": 0, "M_AIR2": 0}, + 365, + ), + { + "Emissions ID": "0000000001", + "Status": ec.INACTIVE, + "Days Active": 0, + "Days Emitting": 0, + "Estimated Days Active": 0, + '"True" Volume Emitted (Kg Methane)': 0.0, + "Mitigated Emissions (Kg Methane)": 0.0, + '"True" Rate (g/s)': 1, + '"Measured" Rate (g/s)': None, + "Date Began": date(2018, 1, 1), + "Initially Detected By": None, + "Initially Detected Date": None, + "Tagged": "N/A", + "Tagged By": "N/A", + "Recorded": False, + "Recorded By": None, + "Repairable": False, + "Date Repaired or Expired": None, + "Theoretical End Date": None, + }, + ) + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_expire_testing_1") +def mock_simple_nonfugitive_emission_for_expire_testing_1_fix() -> ( + Tuple[NonRepairableEmission, date] +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._days_since_tagged = 30 + to_ret._active_days = 60 + return to_ret, date(*[2018, 3, 2]) + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_expire_testing_2") +def mock_simple_nonfugitive_emission_for_expire_testing_2_fix() -> ( + Tuple[NonRepairableEmission, date] +): + to_ret = NonRepairableEmission(1, 1, date(*[2016, 12, 31]), date(*[2017, 1, 1]), True, {}, 10) + to_ret._days_since_tagged = 30 + to_ret._active_days = 9 + return to_ret, date(*[2017, 1, 10]) + + +@pytest.fixture(name="mock_nonfugitive_emission_for_update_no_status_change") +def mock_nonfugitive_emission_for_update_no_status_change_fix() -> NonRepairableEmission: + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._active_days = 60 + to_ret._status = ec.ACTIVE + return to_ret + + +@pytest.fixture(name="mock_nonfugitive_emission_for_update_no_status_change_emission_recorded") +def mock_nonfugitive_emission_for_update_no_status_change_emission_recorded_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._active_days = 60 + to_ret._status = ec.ACTIVE + to_ret._record = True + to_ret._recorded_by_company = "Test" + return to_ret + + +@pytest.fixture(name="mock_nonfugitive_emission_for_update_will_expire") +def mock_nonfugitive_emission_for_update_will_expire_fix() -> NonRepairableEmission: + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._active_days = 59 + to_ret._status = ec.ACTIVE + to_ret._duration = 60 + return to_ret + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_tagged_today_testing_just_tagged") +def mock_simple_nonfugitive_emission_for_tagged_today_testing_just_tagged_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._days_since_tagged = 0 + to_ret._record = True + to_ret._tagged_by_company = "Test" + return to_ret + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_tagged_today_testing_not_tagged") +def mock_simple_nonfugitive_emission_for_tagged_today_testing_not_tagged_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._record = False + return to_ret + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_tagged_today_testing_tagged_by_expire") +def mock_simple_nonfugitive_emission_for_tagged_today_testing_tagged_by_expire_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._days_since_tagged = 0 + to_ret._record = True + to_ret._tagged_by_company = ec.EXPIRE + return to_ret + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_tagged_today_testing_tagged_previously") +def mock_simple_nonfugitive_emission_for_tagged_today_testing_tagged_previously_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._days_since_tagged = 60 + to_ret._record = True + to_ret._tagged_by_company = "Test" + return to_ret + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_record_testing_1") +def mock_simple_nonfugitive_emission_for_record_testing_1_fix() -> Tuple[ + NonRepairableEmission, + Tuple[float, date, int, str, str, int], +]: + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._active_days = 60 + return to_ret, (1, date(*[2017, 6, 1]), 1, "test", "test") + + +@pytest.fixture(name="mock_simple_nonfugitive_emission_for_record_testing_already_recorded") +def mock_simple_nonfugitive_emission_for_record_testing_already_recorded_fix() -> Tuple[ + NonRepairableEmission, + Tuple[float, date, int, str, str, int], +]: + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._active_days = 60 + to_ret._record = True + to_ret._measured_rate = 1 + return to_ret, (1.0, date(*[2017, 6, 1]), 1, "test", "test") + + +@pytest.fixture(name="mock_nonfugitive_emission_for_update_detection_records_no_prior_detection") +def mock_nonfugitive_emission_for_update_detection_records_no_prior_detection_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + return to_ret + + +@pytest.fixture(name="mock_nonfugitive_emission_for_update_detection_records_w_prior_detection") +def mock_nonfugitive_emission_for_update_detection_records_w_prior_detection_fix() -> ( + NonRepairableEmission +): + to_ret = NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 365) + to_ret._init_detect_by = "test" + to_ret._init_detect_date = date(*[2018, 1, 2]) + return to_ret diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_activate.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_activate.py new file mode 100644 index 000000000..cbf3755ba --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_activate.py @@ -0,0 +1,28 @@ +from datetime import date +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission +from src.constants.general_const import Emission_Constants as ec +from testing.unit_testing.test_virtual_world.test_non_repairable_emission.non_repairable_emission_testing_fixtures import ( # noqa + mock_simple_nonfugitive_emission_for_activate_testing_1_fix, +) + + +def test_000_activate_returns_inactive_when_nonfugitive_emissions_start_date_not_yet_reached_and_status_inactive( # noqa + mock_simple_nonfugitive_emission_for_activate_testing_1: NonRepairableEmission, +): + mock_simple_nonfugitive_emission_for_activate_testing_1.activate(date(*[2017, 1, 1])) + assert mock_simple_nonfugitive_emission_for_activate_testing_1._status == ec.INACTIVE + + +def test_000_activate_returns_already_active_when_nonfugitive_emissions_status_active( + mock_simple_nonfugitive_emission_for_activate_testing_1: NonRepairableEmission, +): + mock_simple_nonfugitive_emission_for_activate_testing_1._status = ec.ACTIVE + mock_simple_nonfugitive_emission_for_activate_testing_1.activate(date(*[2017, 1, 1])) + assert mock_simple_nonfugitive_emission_for_activate_testing_1._status == ec.ACTIVE + + +def test_000_activate_returns_newly_active_when_nonfugitive_emissions_start_date_passed_as_activate_date( # noqa + mock_simple_nonfugitive_emission_for_activate_testing_1: NonRepairableEmission, +): + mock_simple_nonfugitive_emission_for_activate_testing_1.activate(date(*[2018, 1, 1])) + assert mock_simple_nonfugitive_emission_for_activate_testing_1._status == ec.ACTIVE diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_estimate_start_date.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_estimate_start_date.py new file mode 100644 index 000000000..98c6f2e05 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_estimate_start_date.py @@ -0,0 +1,51 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_estimate_start_date.py +Purpose: Testing for the NonRepairableEmission class estimate_start_date method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date, timedelta +from typing import Tuple +from hypothesis import given, strategies as st +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission + + +def mock_simple_nonfugitive_emission_for_est_start_date_testing_1() -> NonRepairableEmission: + return NonRepairableEmission(1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}, 365) + + +@st.composite +def gen_valid_est_start_date_testing_data(draw): + t_since_ldar: int = draw(st.integers(min_value=1, max_value=365)) + current_date = draw(st.dates(min_value=date(2000, 1, 1), max_value=date(2023, 12, 31))) + expected_est_sd = current_date - timedelta(days=t_since_ldar) + expected_est_days_active = t_since_ldar + return t_since_ldar, current_date, (expected_est_sd, expected_est_days_active) + + +@given(test_data=gen_valid_est_start_date_testing_data()) +def test_000_estimate_start_date_estimates_correct_with_with_valid_t_since_ldar( + test_data: Tuple[int, date, date], +) -> None: + nonrep_emis: NonRepairableEmission = ( + mock_simple_nonfugitive_emission_for_est_start_date_testing_1() + ) + time_since_ldar, cur_dt, ans = test_data + exp_est_dt, est_days_active = ans + nonrep_emis.estimate_start_date(cur_dt, time_since_ldar) + assert nonrep_emis._estimated_date_began == exp_est_dt + assert nonrep_emis._estimated_days_active == est_days_active diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_expire.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_expire.py new file mode 100644 index 000000000..9c6d88e16 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_expire.py @@ -0,0 +1,41 @@ +from datetime import date +from typing import Tuple +from testing.unit_testing.test_virtual_world.test_non_repairable_emission.non_repairable_emission_testing_fixtures import ( # noqa + mock_simple_nonfugitive_emission_for_expire_testing_1_fix, + mock_simple_nonfugitive_emission_for_expire_testing_2_fix, +) +from src.constants.general_const import Emission_Constants as ec +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission +from src.file_processing.output_processing.output_utils import EmisInfo + + +def test_000_expire_applies_correctly_to_simple_case( + mock_simple_nonfugitive_emission_for_expire_testing_1: Tuple[NonRepairableEmission, date], +): + emis: EmisInfo = EmisInfo() + mock_simple_nonfugitive_emission_for_expire_testing_1[0].expire(emis) + assert mock_simple_nonfugitive_emission_for_expire_testing_1[0]._record is False + assert ( + mock_simple_nonfugitive_emission_for_expire_testing_1[0]._recorded_by_company == ec.EXPIRE + ) + assert mock_simple_nonfugitive_emission_for_expire_testing_1[0]._status == ec.EXPIRE + assert ( + mock_simple_nonfugitive_emission_for_expire_testing_1[0]._expiry_date + == mock_simple_nonfugitive_emission_for_expire_testing_1[1] + ) + + +def test_000_expire_applies_to_pre_sim_emissions_case( + mock_simple_nonfugitive_emission_for_expire_testing_2: Tuple[NonRepairableEmission, date], +): + emis: EmisInfo = EmisInfo() + mock_simple_nonfugitive_emission_for_expire_testing_2[0].expire(emis) + assert mock_simple_nonfugitive_emission_for_expire_testing_2[0]._record is False + assert ( + mock_simple_nonfugitive_emission_for_expire_testing_2[0]._recorded_by_company == ec.EXPIRE + ) + assert mock_simple_nonfugitive_emission_for_expire_testing_2[0]._status == ec.EXPIRE + assert ( + mock_simple_nonfugitive_emission_for_expire_testing_2[0]._expiry_date + == mock_simple_nonfugitive_emission_for_expire_testing_2[1] + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_get_summary_dict.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_get_summary_dict.py new file mode 100644 index 000000000..1ef496b3f --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_get_summary_dict.py @@ -0,0 +1,34 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_summary_dict.py +Purpose: Testing for the NonRepairableEmission class get_summary_dict method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from typing import Any, Tuple +from datetime import date +from testing.unit_testing.test_virtual_world.test_non_repairable_emission.non_repairable_emission_testing_fixtures import ( # noqa + mock_simple_emission_for_get_summary_dict_1_fix, +) +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission + + +def test_000_get_summary_dict_fe_returns_expected_values_for_simple_case( + mock_simple_emission_for_get_summary_dict: Tuple[date, NonRepairableEmission, dict[str, int]] +) -> None: + end_date, emission, expected_result = mock_simple_emission_for_get_summary_dict + summary_dict: dict[str, Any] = emission.get_summary_dict(end_date) + assert summary_dict == expected_result diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_record_emission.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_record_emission.py new file mode 100644 index 000000000..ae0c50c8b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_record_emission.py @@ -0,0 +1,128 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_record_emission.py +Purpose: Testing for the NonRepairableEmission class record_emission method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission + +from testing.unit_testing.test_virtual_world.test_non_repairable_emission.non_repairable_emission_testing_fixtures import ( # noqa + mock_simple_nonfugitive_emission_for_record_testing_1_fix, + mock_simple_nonfugitive_emission_for_record_testing_already_recorded_fix, +) + + +def test_000_record_correctly_sets_record_to_true( + mock_simple_nonfugitive_emission_for_record_testing_1: Tuple[ + NonRepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + nonrep_emis: NonRepairableEmission = mock_simple_nonfugitive_emission_for_record_testing_1[0] + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + ) = mock_simple_nonfugitive_emission_for_record_testing_1[1] + nonrep_emis.record_emission(measured_rate, cur_date, t_since_ldar, company, crew_id) + assert nonrep_emis._record is True + + +def test_000_record_correctly_updates_rate_and_days_act_after_detection_when_already_recorded( + mock_simple_nonfugitive_emission_for_record_testing_already_recorded: Tuple[ + NonRepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + nonrep_emis: NonRepairableEmission = ( + mock_simple_nonfugitive_emission_for_record_testing_already_recorded[0] + ) + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + ) = mock_simple_nonfugitive_emission_for_record_testing_already_recorded[1] + new_leak = nonrep_emis.record_emission(measured_rate, cur_date, t_since_ldar, company, crew_id) + assert not new_leak + assert ( + nonrep_emis._measured_rate + == ( + measured_rate + + mock_simple_nonfugitive_emission_for_record_testing_already_recorded[0]._measured_rate + ) + / 2 + ) + assert nonrep_emis._estimated_days_active_after_detection == t_since_ldar + + +def test_000_record_correctly_sets_input_args( + mock_simple_nonfugitive_emission_for_record_testing_1: Tuple[ + NonRepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + nonrep_emis: NonRepairableEmission = mock_simple_nonfugitive_emission_for_record_testing_1[0] + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + ) = mock_simple_nonfugitive_emission_for_record_testing_1[1] + nonrep_emis.record_emission(measured_rate, cur_date, t_since_ldar, company, crew_id) + assert nonrep_emis._measured_rate == measured_rate + assert nonrep_emis._recorded_by_company == company + assert nonrep_emis._recorded_by_crew == crew_id + + +def test_000_record_correctly_calls_estimate_start_days( + mocker, + mock_simple_nonfugitive_emission_for_record_testing_1: Tuple[ + NonRepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + nonrep_emis: NonRepairableEmission = mock_simple_nonfugitive_emission_for_record_testing_1[0] + mocker.patch.object(nonrep_emis, "estimate_start_date") + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + ) = mock_simple_nonfugitive_emission_for_record_testing_1[1] + nonrep_emis.record_emission(measured_rate, cur_date, t_since_ldar, company, crew_id) + nonrep_emis.estimate_start_date.assert_called_once() + + +def test_000_record_returns_true_for_new_record( + mock_simple_nonfugitive_emission_for_record_testing_1: Tuple[ + NonRepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + nonrep_emis: NonRepairableEmission = mock_simple_nonfugitive_emission_for_record_testing_1[0] + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + ) = mock_simple_nonfugitive_emission_for_record_testing_1[1] + new_leak = nonrep_emis.record_emission(measured_rate, cur_date, t_since_ldar, company, crew_id) + assert new_leak diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_update.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_update.py new file mode 100644 index 000000000..a16c79b60 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_update.py @@ -0,0 +1,37 @@ +from file_processing.output_processing.output_utils import EmisInfo +from virtual_world.emission_types.non_repairable_emissions import NonRepairableEmission + +from testing.unit_testing.test_virtual_world.test_non_repairable_emission.non_repairable_emission_testing_fixtures import ( # noqa + mock_nonfugitive_emission_for_update_no_status_change_fix, + mock_nonfugitive_emission_for_update_no_status_change_emission_recorded_fix, + mock_nonfugitive_emission_for_update_will_expire_fix, +) + + +def test_000_update_returns_active_when_no_change_to_status_emission_active( + mock_nonfugitive_emission_for_update_no_status_change: NonRepairableEmission, +) -> None: + emis_info: EmisInfo = EmisInfo() + emis_active: bool = mock_nonfugitive_emission_for_update_no_status_change.update(emis_info) + assert emis_active + assert emis_info.emis_expired == 0 + + +def test_000_update_returns_active_when_no_change_to_status_emission_recorded_and_not_expired( # noqa + mock_nonfugitive_emission_for_update_no_status_change_emission_recorded: NonRepairableEmission, +) -> None: + emis_info: EmisInfo = EmisInfo() + emis_active: bool = ( + mock_nonfugitive_emission_for_update_no_status_change_emission_recorded.update(emis_info) + ) + assert emis_active + assert emis_info.emis_expired == 0 + + +def test_000_update_returns_inactive_if_leak_newly_expired( + mock_nonfugitive_emission_for_update_will_expire: NonRepairableEmission, +) -> None: + emis_info: EmisInfo = EmisInfo() + emis_active: bool = mock_nonfugitive_emission_for_update_will_expire.update(emis_info) + assert not emis_active + assert emis_info.emis_expired == 1 diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_update_detection_records.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_update_detection_records.py new file mode 100644 index 000000000..48710fac7 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_non_repairable_emission/test_update_detection_records.py @@ -0,0 +1,53 @@ +import copy +from datetime import date +from virtual_world import emission_types +from testing.unit_testing.test_virtual_world.test_non_repairable_emission.non_repairable_emission_testing_fixtures import ( # noqa + mock_nonfugitive_emission_for_update_detection_records_no_prior_detection_fix, + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection_fix, +) + + +def test_000_update_detection_records_correctly_sets_detection_info_where_no_prior_detection( + mock_nonfugitive_emission_for_update_detection_records_no_prior_detection: ( + emission_types.NonRepairableEmission + ), +) -> None: + detec_company = "Testing" + detec_date = date(*[2020, 1, 1]) + ( + mock_nonfugitive_emission_for_update_detection_records_no_prior_detection + ).update_detection_records(detec_company, detec_date) + assert ( + mock_nonfugitive_emission_for_update_detection_records_no_prior_detection._init_detect_by + == detec_company + ) + assert ( + mock_nonfugitive_emission_for_update_detection_records_no_prior_detection._init_detect_date + == detec_date + ) + + +def test_000_update_detection_records_does_not_overwrite_prior_detection_record_if_existing( + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection: ( + emission_types.NonRepairableEmission + ), +) -> None: + prev_detect_company = copy.deepcopy( + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection._init_detect_by + ) + prev_detect_date = copy.deepcopy( + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection._init_detect_date + ) + detec_company = "Testing" + detec_date = date(*[2020, 1, 1]) + ( + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection + ).update_detection_records(detec_company, detec_date) + assert ( + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection._init_detect_by + == prev_detect_company + ) + assert ( + mock_nonfugitive_emission_for_update_detection_records_w_prior_detection._init_detect_date + == prev_detect_date + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/repairable_emission_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/repairable_emission_testing_fixtures.py new file mode 100644 index 000000000..334838b8a --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/repairable_emission_testing_fixtures.py @@ -0,0 +1,253 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: fugitive_emissions_testing_fixtures.py +Purpose: Contains fixtures for fugitive emission testing unit tests + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +import pytest + +from virtual_world.emission_types.repairable_emission import RepairableEmission +from src.constants.general_const import Emission_Constants as ec + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_activate_testing_1") +def mock_simple_fugitive_emission_for_activate_testing_1_fix() -> RepairableEmission: + return RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}, 14, 200, 365 + ) + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_check_if_repaired_testing_1") +def mock_simple_fugitive_emission_for_check_if_repaired_testing_1_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}, 14, 200, 365 + ) + to_ret._days_since_tagged = 30 + to_ret._active_days = 60 + return to_ret + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_check_if_repaired_testing_2") +def mock_simple_fugitive_emission_for_check_if_repaired_testing_2_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._days_since_tagged = 30 + to_ret._active_days = 60 + return to_ret, date(*[2018, 3, 2]) + + +@pytest.fixture(name="mock_simple_emission_for_get_summary_dict") +def mock_simple_emission_for_get_summary_dict_1_fix() -> Tuple[RepairableEmission, dict[str, int]]: + return ( + date(*[2020, 1, 1]), + RepairableEmission( + 1, + 1, + date(*[2018, 1, 1]), + date(*[2017, 1, 1]), + True, + {"M_OGI1": 1, "M_AIR1": 1, "M_OGI2": 0, "M_AIR2": 0}, + 14, + 200, + 365, + ), + { + "Emissions ID": "0000000001", + "Status": ec.INACTIVE, + "Days Active": 0, + "Days Emitting": 0, + "Estimated Days Active": 0, + '"True" Volume Emitted (Kg Methane)': 0.0, + "Mitigated Emissions (Kg Methane)": 0.0, + '"True" Rate (g/s)': 1, + '"Measured" Rate (g/s)': None, + "Date Began": date(2018, 1, 1), + "Initially Detected By": None, + "Initially Detected Date": None, + "Tagged": False, + "Tagged By": None, + "Recorded": "N/A", + "Recorded By": "N/A", + "Repairable": True, + "Date Repaired or Expired": None, + "Theoretical End Date": date(2019, 1, 1), + }, + ) + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_natural_repair_testing_1") +def mock_simple_fugitive_emission_for_natural_repair_testing_1_fix() -> ( + Tuple[RepairableEmission, date] +): + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._days_since_tagged = 30 + to_ret._active_days = 60 + return to_ret, date(*[2018, 3, 2]) + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_natural_repair_testing_2") +def mock_simple_fugitive_emission_for_natural_repair_testing_2_fix() -> ( + Tuple[RepairableEmission, date] +): + to_ret = RepairableEmission( + 1, 1, date(*[2016, 12, 31]), date(*[2017, 1, 1]), True, {}, 14, 200, 10 + ) + to_ret._days_since_tagged = 0 + to_ret._active_days = 9 + return to_ret, date(*[2017, 1, 10]) + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_tag_leak_testing_1") +def mock_simple_fugitive_emission_for_tag_leak_testing_1_fix() -> Tuple[ + RepairableEmission, + Tuple[float, date, int, str, str, int], +]: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._active_days = 60 + return to_ret, (1, date(*[2017, 6, 1]), 1, "test", "test", 1) + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_tag_leak_testing_already_tagged") +def mock_simple_fugitive_emission_for_tag_leak_testing_already_tagged_fix() -> Tuple[ + RepairableEmission, + Tuple[float, date, int, str, str, int], +]: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._active_days = 60 + to_ret._tagged = True + return to_ret, (1.0, date(*[2017, 6, 1]), 1, "test", "test", 1) + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_tagged_today_testing_just_tagged") +def mock_simple_fugitive_emission_for_tagged_today_testing_just_tagged_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._days_since_tagged = 0 + to_ret._tagged = True + to_ret._tagged_by_company = "Test" + return to_ret + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_tagged_today_testing_not_tagged") +def mock_simple_fugitive_emission_for_tagged_today_testing_not_tagged_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._tagged = False + return to_ret + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_tagged_today_testing_tagged_previously") +def mock_simple_fugitive_emission_for_tagged_today_testing_tagged_previously_fix() -> ( + RepairableEmission +): + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._days_since_tagged = 60 + to_ret._tagged = True + to_ret._tagged_by_company = "Test" + return to_ret + + +@pytest.fixture(name="mock_simple_fugitive_emission_for_tagged_today_testing_tagged_by_natural") +def mock_simple_fugitive_emission_for_tagged_today_testing_tagged_by_natural_fix() -> ( + RepairableEmission +): + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._days_since_tagged = 0 + to_ret._tagged = True + to_ret._tagged_by_company = ec.NATURAL + return to_ret + + +@pytest.fixture(name="mock_fugitive_emission_for_update_detection_records_no_prior_detection") +def mock_fugitive_emission_for_update_detection_records_no_prior_detection_fix() -> ( + RepairableEmission +): + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + return to_ret + + +@pytest.fixture(name="mock_fugitive_emission_for_update_detection_records_w_prior_detection") +def mock_fugitive_emission_for_update_detection_records_w_prior_detection_fix() -> ( + RepairableEmission +): + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._init_detect_by = "test" + to_ret._init_detect_date = date(*[2018, 1, 2]) + return to_ret + + +@pytest.fixture(name="mock_fugitive_emission_for_update_ready_for_nat_repair") +def mock_fugitive_emission_for_update_ready_for_nat_repair_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._active_days = 364 + to_ret._status = ec.ACTIVE + return to_ret + + +@pytest.fixture(name="mock_fugitive_emission_for_update_no_status_change") +def mock_fugitive_emission_for_update_no_status_change_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._active_days = 60 + to_ret._status = ec.ACTIVE + return to_ret + + +@pytest.fixture(name="mock_fugitive_emission_for_update_no_status_change_emission_tagged") +def mock_fugitive_emission_for_update_no_status_change_emission_tagged_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._active_days = 60 + to_ret._status = ec.ACTIVE + to_ret._tagged = True + to_ret._days_since_tagged = 1 + return to_ret + + +@pytest.fixture(name="mock_fugitive_emission_for_update_newly_repaired") +def mock_fugitive_emission_for_update_newly_repaired_fix() -> RepairableEmission: + to_ret = RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), True, {}, 14, 200, 365 + ) + to_ret._active_days = 60 + to_ret._status = ec.ACTIVE + to_ret._tagged = True + to_ret._days_since_tagged = 13 + return to_ret diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_activate.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_activate.py new file mode 100644 index 000000000..69cf4e427 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_activate.py @@ -0,0 +1,33 @@ +from datetime import date +from virtual_world.emission_types.repairable_emission import RepairableEmission +from src.constants.general_const import Emission_Constants as ec +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_simple_fugitive_emission_for_activate_testing_1_fix, +) + + +def test_000_activate_returns_inactive_when_fugitive_emissions_start_date_not_yet_reached_and_status_inactive( # noqa + mock_simple_fugitive_emission_for_activate_testing_1: RepairableEmission, +): + assert mock_simple_fugitive_emission_for_activate_testing_1._status == ec.INACTIVE + assert ( + mock_simple_fugitive_emission_for_activate_testing_1.activate(date(*[2016, 1, 1])) is False + ) + + +def test_000_activate_returns_already_active_when_fugitive_emissions_status_active( + mock_simple_fugitive_emission_for_activate_testing_1: RepairableEmission, +): + mock_simple_fugitive_emission_for_activate_testing_1._status = ec.ACTIVE + assert ( + mock_simple_fugitive_emission_for_activate_testing_1.activate(date(*[2017, 1, 1])) is False + ) + + +def test_000_activate_returns_newly_active_when_fugitive_emissions_start_date_passed_as_activate_date( # noqa + mock_simple_fugitive_emission_for_activate_testing_1: RepairableEmission, +): + assert ( + mock_simple_fugitive_emission_for_activate_testing_1.activate(date(*[2018, 1, 1])) is True + ) + assert mock_simple_fugitive_emission_for_activate_testing_1._status == ec.ACTIVE diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_calculate_mitigation.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_calculate_mitigation.py new file mode 100644 index 000000000..e6d72cce1 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_calculate_mitigation.py @@ -0,0 +1,110 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_calculate_mitigation.py +Purpose: Contains unit tests for testing the calculation of mitigation of +fugitive emissions + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from virtual_world.emission_types.repairable_emission import RepairableEmission +from src.constants.general_const import Emission_Constants as ec + + +def mock_simple_fugitive_emission_for_mitigation1() -> RepairableEmission: + return RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}, 14, 200, 365 + ) + + +def mock_simple_fugitive_emission_for_mitigation2() -> RepairableEmission: + return RepairableEmission( + 1, + 1, + date(*[2019, 12, 30]), + date(*[2017, 1, 1]), + False, + {}, + 14, + 200, + 365, + ) + + +def test_000_calc_mit_returns_expected_values_for_simple_case() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation1() + + fug_emis._active_days = 100 + fug_emis._status = ec.REPAIRED + mitigated = fug_emis.calc_mitigated(date(*[2019, 1, 1])) + expected = 22896 + assert expected == mitigated + + +def test_000_calc_mit_returns_expected_values_for_simple_active_emissions() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation1() + + fug_emis._active_days = 100 + mitigated = fug_emis.calc_mitigated(date(*[2019, 1, 1])) + expected = 0.0 + assert expected == mitigated + + +def test_000_calc_mit_returns_expected_values_for_not_active() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation1() + + fug_emis._active_days = 0 + mitigated = fug_emis.calc_mitigated(date(*[2019, 1, 1])) + expected = 0.0 + assert expected == mitigated + + +def test_000_calc_mit_returns_expected_values_for_edge_case_nrd_less_than_active() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation1() + fug_emis._status = ec.REPAIRED + fug_emis._active_days = 370 + mitigated = fug_emis.calc_mitigated(date(*[2019, 1, 1])) + expected = 0.0 + assert expected == mitigated + + +def test_000_calc_mit_returns_expected_values_for_repaired_by_nrd_but_active_is_less() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation1() + fug_emis._status = ec.REPAIRED + fug_emis._active_days = 10 + fug_emis._tagged_by_company = ec.NATURAL + mitigated = fug_emis.calc_mitigated(date(*[2019, 1, 1])) + expected = 0.0 + assert expected == mitigated + + +def test_000_calc_mit_emiss_start_before_sim() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation1() + fug_emis._status = ec.REPAIRED + fug_emis._active_days = 50 + fug_emis._days_active_b4_sim = 50 + mitigated = fug_emis.calc_mitigated(date(*[2019, 1, 1])) + expected = 22896 + assert expected == mitigated + + +def test_000_calc_mit_emiss_rep_emiss_end_date_before_theory_date() -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_mitigation2() + fug_emis._status = ec.REPAIRED + fug_emis._active_days = 1 + mitigated = fug_emis.calc_mitigated(date(*[2020, 1, 1])) + expected = 86.4 + assert expected == mitigated diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_check_if_repaired.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_check_if_repaired.py new file mode 100644 index 000000000..8b7cbbff5 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_check_if_repaired.py @@ -0,0 +1,35 @@ +from datetime import date +from typing import Tuple +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_simple_fugitive_emission_for_check_if_repaired_testing_1_fix, + mock_simple_fugitive_emission_for_check_if_repaired_testing_2_fix, +) +from virtual_world.emission_types.repairable_emission import RepairableEmission +from src.file_processing.output_processing.output_utils import EmisInfo +from src.constants.general_const import Emission_Constants as ec + + +def test_000_check_if_repaired_does_not_repair_if_not_repairable( + mock_simple_fugitive_emission_for_check_if_repaired_testing_1: RepairableEmission, +) -> None: + + emis_info = EmisInfo(0, 0, 0, 0, 0) + + mock_simple_fugitive_emission_for_check_if_repaired_testing_1.check_if_repaired(emis_info) + assert mock_simple_fugitive_emission_for_check_if_repaired_testing_1._status != ec.REPAIRED + assert mock_simple_fugitive_emission_for_check_if_repaired_testing_1._repair_date is None + + +def test_000_check_if_repaired_correctly_repairs_if_repair_delay_passed( + mock_simple_fugitive_emission_for_check_if_repaired_testing_2: Tuple[RepairableEmission, date], +) -> None: + fug_emission: RepairableEmission = ( + mock_simple_fugitive_emission_for_check_if_repaired_testing_2[0] + ) + emis_info = EmisInfo(0, 0, 0, 0, 0) + fug_emission.check_if_repaired(emis_info) + assert fug_emission._status == ec.REPAIRED + assert ( + fug_emission._repair_date + == mock_simple_fugitive_emission_for_check_if_repaired_testing_2[1] + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_estimate_start_date.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_estimate_start_date.py new file mode 100644 index 000000000..b4501b22e --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_estimate_start_date.py @@ -0,0 +1,51 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_estimate_start_date.py +Purpose: Testing for the FugitiveEmissions class estimate_start_date method. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date, timedelta +from typing import Tuple +from hypothesis import given, strategies as st +from virtual_world.emission_types.repairable_emission import RepairableEmission + + +def mock_simple_fugitive_emission_for_est_start_date_testing_1() -> RepairableEmission: + return RepairableEmission( + 1, 1, date(*[2018, 1, 1]), date(*[2017, 1, 1]), False, {}, 14, 200, 365 + ) + + +@st.composite +def gen_valid_est_start_date_testing_data(draw): + t_since_ldar: int = draw(st.integers(min_value=1, max_value=365)) + current_date = draw(st.dates(min_value=date(2000, 1, 1), max_value=date(2023, 12, 31))) + expected_est_sd = current_date - timedelta(days=t_since_ldar) + expected_est_days_active = t_since_ldar + return t_since_ldar, current_date, (expected_est_sd, expected_est_days_active) + + +@given(test_data=gen_valid_est_start_date_testing_data()) +def test_000_estimate_start_date_estimates_correct_with_with_valid_t_since_ldar( + test_data: Tuple[int, date, date], +) -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_est_start_date_testing_1() + time_since_ldar, cur_dt, ans = test_data + exp_est_dt, est_days_active = ans + fug_emis.estimate_start_date(cur_dt, time_since_ldar) + assert fug_emis._estimated_date_began == exp_est_dt + assert fug_emis._estimated_days_active == est_days_active diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_get_summary_dict.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_get_summary_dict.py new file mode 100644 index 000000000..9454e72c9 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_get_summary_dict.py @@ -0,0 +1,13 @@ +from typing import Any, Tuple +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_simple_emission_for_get_summary_dict_1_fix, +) +from virtual_world.emission_types.repairable_emission import RepairableEmission + + +def test_000_get_summary_dict_fe_returns_expected_values_for_simple_case( + mock_simple_emission_for_get_summary_dict: Tuple[RepairableEmission, dict[str, int]] +) -> None: + end_date, emission, expected_result = mock_simple_emission_for_get_summary_dict + summary_dict: dict[str, Any] = emission.get_summary_dict(end_date) + assert summary_dict == expected_result diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_natural_repair.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_natural_repair.py new file mode 100644 index 000000000..019c21925 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_natural_repair.py @@ -0,0 +1,42 @@ +from datetime import date +from typing import Tuple +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_simple_fugitive_emission_for_natural_repair_testing_1_fix, + mock_simple_fugitive_emission_for_natural_repair_testing_2_fix, +) +from virtual_world.emission_types.repairable_emission import RepairableEmission +from src.file_processing.output_processing.output_utils import EmisInfo + + +def test_000_natural_repair_applies_correctly_to_simple_case( + mock_simple_fugitive_emission_for_natural_repair_testing_1: Tuple[RepairableEmission, date], +): + emis_info = EmisInfo(0, 0, 0, 0, 0) + mock_simple_fugitive_emission_for_natural_repair_testing_1[0].natural_repair(emis_info) + assert mock_simple_fugitive_emission_for_natural_repair_testing_1[0]._tagged is True + assert ( + mock_simple_fugitive_emission_for_natural_repair_testing_1[0]._tagged_by_company + == "natural" + ) + assert mock_simple_fugitive_emission_for_natural_repair_testing_1[0]._status == "repaired" + assert ( + mock_simple_fugitive_emission_for_natural_repair_testing_1[0]._repair_date + == mock_simple_fugitive_emission_for_natural_repair_testing_1[1] + ) + + +def test_000_natural_repair_applies_correctly_to_pregen_emission_simple( + mock_simple_fugitive_emission_for_natural_repair_testing_2: Tuple[RepairableEmission, date], +): + emis_info = EmisInfo(0, 0, 0, 0, 0) + mock_simple_fugitive_emission_for_natural_repair_testing_2[0].natural_repair(emis_info) + assert mock_simple_fugitive_emission_for_natural_repair_testing_2[0]._tagged is True + assert ( + mock_simple_fugitive_emission_for_natural_repair_testing_2[0]._tagged_by_company + == "natural" + ) + assert mock_simple_fugitive_emission_for_natural_repair_testing_2[0]._status == "repaired" + assert ( + mock_simple_fugitive_emission_for_natural_repair_testing_2[0]._repair_date + == mock_simple_fugitive_emission_for_natural_repair_testing_2[1] + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_tag_leak.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_tag_leak.py new file mode 100644 index 000000000..2a2f34321 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_tag_leak.py @@ -0,0 +1,109 @@ +from datetime import date +from typing import Tuple +from virtual_world.emission_types.repairable_emission import RepairableEmission + +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_simple_fugitive_emission_for_tag_leak_testing_1_fix, + mock_simple_fugitive_emission_for_tag_leak_testing_already_tagged_fix, +) + + +def test_000_tag_leak_correctly_sets_tagged_to_true( + mock_simple_fugitive_emission_for_tag_leak_testing_1: Tuple[ + RepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_tag_leak_testing_1[0] + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + tagging_rep_delay, + ) = mock_simple_fugitive_emission_for_tag_leak_testing_1[1] + fug_emis.tag_leak(measured_rate, cur_date, t_since_ldar, company, crew_id, tagging_rep_delay) + assert fug_emis._tagged is True + + +def test_000_tag_leak_correctly_returns_false__with_no_overwrite_when_already_tagged( + mock_simple_fugitive_emission_for_tag_leak_testing_already_tagged: Tuple[ + RepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + fug_emis: RepairableEmission = ( + mock_simple_fugitive_emission_for_tag_leak_testing_already_tagged[0] + ) + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + tagging_rep_delay, + ) = mock_simple_fugitive_emission_for_tag_leak_testing_already_tagged[1] + new_leak = fug_emis.tag_leak( + measured_rate, cur_date, t_since_ldar, company, crew_id, tagging_rep_delay + ) + assert not new_leak + + +def test_000_tag_leak_correctly_sets_input_args( + mock_simple_fugitive_emission_for_tag_leak_testing_1: Tuple[ + RepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_tag_leak_testing_1[0] + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + tagging_rep_delay, + ) = mock_simple_fugitive_emission_for_tag_leak_testing_1[1] + fug_emis.tag_leak(measured_rate, cur_date, t_since_ldar, company, crew_id, tagging_rep_delay) + assert fug_emis._measured_rate == measured_rate + assert fug_emis._tagged_by_company == company + assert fug_emis._tagged_by_crew == crew_id + assert fug_emis._tagging_rep_delay == tagging_rep_delay + + +def test_000_tag_leak_correctly_calls_estimate_start_days( + mocker, + mock_simple_fugitive_emission_for_tag_leak_testing_1: Tuple[ + RepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_tag_leak_testing_1[0] + mocker.patch.object(fug_emis, "estimate_start_date") + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + tagging_rep_delay, + ) = mock_simple_fugitive_emission_for_tag_leak_testing_1[1] + fug_emis.tag_leak(measured_rate, cur_date, t_since_ldar, company, crew_id, tagging_rep_delay) + fug_emis.estimate_start_date.assert_called_once() + + +def test_000_tag_leak_returns_true_for_new_tag( + mock_simple_fugitive_emission_for_tag_leak_testing_1: Tuple[ + RepairableEmission, Tuple[float, date, int, str, str, int] + ], +) -> None: + fug_emis: RepairableEmission = mock_simple_fugitive_emission_for_tag_leak_testing_1[0] + ( + measured_rate, + cur_date, + t_since_ldar, + company, + crew_id, + tagging_rep_delay, + ) = mock_simple_fugitive_emission_for_tag_leak_testing_1[1] + new_leak = fug_emis.tag_leak( + measured_rate, cur_date, t_since_ldar, company, crew_id, tagging_rep_delay + ) + assert new_leak diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_tagged_today.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_tagged_today.py new file mode 100644 index 000000000..d1aeb94de --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_tagged_today.py @@ -0,0 +1,36 @@ +from virtual_world.emission_types.repairable_emission import RepairableEmission + +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_simple_fugitive_emission_for_tagged_today_testing_just_tagged_fix, + mock_simple_fugitive_emission_for_tagged_today_testing_not_tagged_fix, + mock_simple_fugitive_emission_for_tagged_today_testing_tagged_by_natural_fix, + mock_simple_fugitive_emission_for_tagged_today_testing_tagged_previously_fix, +) + + +def test_000_tagged_today_returns_true_for_newly_tagged_by_test( + mock_simple_fugitive_emission_for_tagged_today_testing_just_tagged: RepairableEmission, +) -> None: + assert mock_simple_fugitive_emission_for_tagged_today_testing_just_tagged.tagged_today() + + +def test_000_tagged_today_returns_false_for_not_tagged( + mock_simple_fugitive_emission_for_tagged_today_testing_not_tagged: RepairableEmission, +) -> None: + assert not mock_simple_fugitive_emission_for_tagged_today_testing_not_tagged.tagged_today() + + +def test_000_tagged_today_returns_false_for_previously_tagged( + mock_simple_fugitive_emission_for_tagged_today_testing_tagged_previously: RepairableEmission, +) -> None: + assert ( + not mock_simple_fugitive_emission_for_tagged_today_testing_tagged_previously.tagged_today() + ) + + +def test_000_tagged_today_returns_false_for_tagged_by_natural( + mock_simple_fugitive_emission_for_tagged_today_testing_tagged_by_natural: RepairableEmission, +) -> None: + assert ( + not mock_simple_fugitive_emission_for_tagged_today_testing_tagged_by_natural.tagged_today() + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_update.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_update.py new file mode 100644 index 000000000..672f16555 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_update.py @@ -0,0 +1,43 @@ +from virtual_world.emission_types.repairable_emission import RepairableEmission + +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_fugitive_emission_for_update_ready_for_nat_repair_fix, + mock_fugitive_emission_for_update_no_status_change_fix, + mock_fugitive_emission_for_update_no_status_change_emission_tagged_fix, + mock_fugitive_emission_for_update_newly_repaired_fix, +) +from src.file_processing.output_processing.output_utils import EmisInfo + + +def test_000_update_returns_nat_repair_and_calls_nat_repair_if_ready_for_nat_repair( + mock_fugitive_emission_for_update_ready_for_nat_repair: RepairableEmission, +) -> None: + emis_info = EmisInfo(0, 0, 0, 0, 0) + update_status: str = mock_fugitive_emission_for_update_ready_for_nat_repair.update(emis_info) + assert update_status is False + + +def test_000_update_returns_no_status_change_when_no_change_to_status_emission_active( + mock_fugitive_emission_for_update_no_status_change: RepairableEmission, +) -> None: + emis_info = EmisInfo(0, 0, 0, 0, 0) + update_status: str = mock_fugitive_emission_for_update_no_status_change.update(emis_info) + assert update_status is True + + +def test_000_update_returns_no_status_change_when_no_change_to_status_emission_tagged_but_not_repaired( # noqa + mock_fugitive_emission_for_update_no_status_change_emission_tagged: RepairableEmission, +) -> None: + emis_info = EmisInfo(0, 0, 0, 0, 0) + update_status: str = mock_fugitive_emission_for_update_no_status_change_emission_tagged.update( + emis_info + ) + assert update_status is True + + +def test_000_update_returns_repaired_if_leak_newly_repaired( + mock_fugitive_emission_for_update_newly_repaired: RepairableEmission, +) -> None: + emis_info = EmisInfo(0, 0, 0, 0, 0) + update_status: str = mock_fugitive_emission_for_update_newly_repaired.update(emis_info) + assert update_status is False diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_update_detection_records.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_update_detection_records.py new file mode 100644 index 000000000..0e567076b --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_repairable_emission/test_update_detection_records.py @@ -0,0 +1,50 @@ +import copy +from datetime import date +from virtual_world.emission_types.repairable_emission import RepairableEmission + +from testing.unit_testing.test_virtual_world.test_repairable_emission.repairable_emission_testing_fixtures import ( # noqa + mock_fugitive_emission_for_update_detection_records_no_prior_detection_fix, + mock_fugitive_emission_for_update_detection_records_w_prior_detection_fix, +) + + +def test_000_update_detection_records_correctly_sets_detection_info_where_no_prior_detection( + mock_fugitive_emission_for_update_detection_records_no_prior_detection: RepairableEmission, +) -> None: + detec_company = "Testing" + detec_date = date(*[2020, 1, 1]) + mock_fugitive_emission_for_update_detection_records_no_prior_detection.update_detection_records( + detec_company, detec_date + ) + assert ( + mock_fugitive_emission_for_update_detection_records_no_prior_detection._init_detect_by + == detec_company + ) + assert ( + mock_fugitive_emission_for_update_detection_records_no_prior_detection._init_detect_date + == detec_date + ) + + +def test_000_update_detection_records_does_not_overwrite_prior_detection_record_if_existing( + mock_fugitive_emission_for_update_detection_records_w_prior_detection: RepairableEmission, +) -> None: + prev_detect_company = copy.deepcopy( + mock_fugitive_emission_for_update_detection_records_w_prior_detection._init_detect_by + ) + prev_detect_date = copy.deepcopy( + mock_fugitive_emission_for_update_detection_records_w_prior_detection._init_detect_date + ) + detec_company = "Testing" + detec_date = date(*[2020, 1, 1]) + mock_fugitive_emission_for_update_detection_records_w_prior_detection.update_detection_records( + detec_company, detec_date + ) + assert ( + mock_fugitive_emission_for_update_detection_records_w_prior_detection._init_detect_by + == prev_detect_company + ) + assert ( + mock_fugitive_emission_for_update_detection_records_w_prior_detection._init_detect_date + == prev_detect_date + ) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/sites_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/sites_testing_fixtures.py new file mode 100644 index 000000000..a80d6de30 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/sites_testing_fixtures.py @@ -0,0 +1,197 @@ +import pytest +from typing import Tuple + +from src.constants.infrastructure_const import Infrastructure_Constants +from src.virtual_world.sites import Site +from src.file_processing.input_processing.emissions_source_processing import EmissionsSourceSample +from datetime import date +from src.constants.param_default_const import Common_Params as cp + + +@pytest.fixture(name="mock_values_for_simple_site_construction") +def mock_values_for_simple_site_construction_fix() -> Tuple[str, float, float, int, dict, dict]: + id: str = "test" + lat: float = 34.56 + lon: float = -44.56 + method: list[str] = [] + start_date: date = date(2023, 1, 1) + equipment_groups: int = 1 + prop_params: dict = { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: {"test": [1]}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: None, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ERS: None, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: {cp.VAL: 0}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: {cp.VAL: 100}, + cp.METH_SPECIFIC: { + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER: {}, + }, + } + infra_inputs: dict = {} + return (id, lat, lon, start_date, equipment_groups, prop_params, infra_inputs, method) + + +@pytest.fixture(name="mock_site_for_simple_generate_emissions") +def mock_site_for_simple_generate_emissions_fix() -> Tuple[Site, date, date]: + id: str = "test" + lat: float = 34.56 + lon: float = -44.56 + equipment_groups: int = 1 + method: list[str] = [] + prop_params: dict = { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: "test", + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: {cp.VAL: 0}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: {cp.VAL: 100}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: None, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ERS: None, + cp.METH_SPECIFIC: { + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER: {}, + }, + } + infra_inputs: dict = {} + simulation_start_date = date(*[2017, 1, 1]) + simulation_end_date = date(*[2017, 1, 5]) + test_site = Site( + id=id, + lat=lat, + long=lon, + start_date=simulation_start_date, + equipment_groups=equipment_groups, + propagating_params=prop_params, + infrastructure_inputs=infra_inputs, + methods=method, + ) + return test_site, simulation_start_date, simulation_end_date + + +@pytest.fixture(name="mock_site_for_simple_activate_emissions") +def mock_site_for_simple_activate_emissions_fix() -> Tuple[Site, date, int]: + id: str = "test" + lat: float = 34.56 + lon: float = -44.56 + equipment_groups: int = 1 + method: list[str] = [] + prop_params: dict = { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: "test", + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: 2, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: None, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ERS: None, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: {cp.VAL: 0}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: {cp.VAL: 100}, + cp.METH_SPECIFIC: { + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER: {}, + }, + } + infra_inputs: dict = {} + simulation_start_date: date = date(*[2017, 1, 1]) + simulation_end_date: date = date(*[2017, 1, 5]) + test_site = Site( + id=id, + lat=lat, + long=lon, + equipment_groups=equipment_groups, + propagating_params=prop_params, + infrastructure_inputs=infra_inputs, + methods=method, + start_date=simulation_start_date, + ) + test_site.generate_emissions( + sim_start_date=simulation_start_date, + sim_end_date=simulation_end_date, + sim_number=1, + emission_rate_source_dictionary={ + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + }, + repair_delay_dataframe={}, + pre_simulation_emissions=True, + ) + activate_date: date = date(*[2017, 1, 1]) + return test_site, activate_date, 1 + + +@pytest.fixture(name="mock_site_for_simple_get_detectable_emissions") +def mock_site_for_simple_get_detectable_emissions_fix() -> Tuple[Site, str]: + id: str = "test" + lat: float = 34.56 + lon: float = -44.56 + equipment_groups: int = 1 + prop_params: dict = { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: "test", + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: {cp.VAL: 0}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: {cp.VAL: 100}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: None, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ERS: None, + cp.METH_SPECIFIC: { + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {"test": 1}, + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER: {}, + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER: {}, + }, + } + simulation_start_date: date = date(*[2017, 1, 1]) + simulation_end_date: date = date(*[2017, 1, 5]) + infra_inputs: dict = {} + method = [] + test_site = Site( + id=id, + lat=lat, + long=lon, + equipment_groups=equipment_groups, + propagating_params=prop_params, + infrastructure_inputs=infra_inputs, + start_date=simulation_start_date, + methods=method, + ) + test_method: str = "test" + test_site.generate_emissions( + sim_start_date=simulation_start_date, + sim_end_date=simulation_end_date, + sim_number=1, + emission_rate_source_dictionary={ + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + }, + repair_delay_dataframe={}, + pre_simulation_emissions=True, + ) + activate_date: date = date(*[2017, 1, 1]) + test_site.activate_emissions(activate_date, 1) + return test_site, test_method diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_activate_emissions.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_activate_emissions.py new file mode 100644 index 000000000..4a732e724 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_activate_emissions.py @@ -0,0 +1,24 @@ +from datetime import date +from typing import Tuple +from src.virtual_world.sites import Site +from testing.unit_testing.test_virtual_world.test_sites.sites_testing_fixtures import ( # noqa + mock_site_for_simple_activate_emissions_fix, +) + + +def test_000_simple_site_correctly_activates_emissions( + mock_site_for_simple_activate_emissions: Tuple[Site, date, int] +) -> None: + test_site: Site = mock_site_for_simple_activate_emissions[0] + activate_date: date = mock_site_for_simple_activate_emissions[1] + sim_num: int = mock_site_for_simple_activate_emissions[2] + test_site.activate_emissions(activate_date, sim_num) + active_emission = False + # Don't know which equipment component the emission will be added to. + # But with production_rate of 1, there should be at least 1 emission active + for eqg in test_site._equipment_groups: + for comp in eqg._component: + if len(comp._active_emissions) > 0: + active_emission = True + + assert active_emission diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_generate_emissions.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_generate_emissions.py new file mode 100644 index 000000000..c4efbc660 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_generate_emissions.py @@ -0,0 +1,26 @@ +from datetime import date +from typing import Tuple +from src.virtual_world.sites import Site +from src.file_processing.input_processing.emissions_source_processing import EmissionsSourceSample +from testing.unit_testing.test_virtual_world.test_sites.sites_testing_fixtures import ( # noqa + mock_site_for_simple_generate_emissions_fix, +) + + +def test_000_generate_emissions_properly_generates_emissions_for_simple_site( + mock_site_for_simple_generate_emissions: Tuple[Site, date, date] +): + site: Site = mock_site_for_simple_generate_emissions[0] + start_date: date = mock_site_for_simple_generate_emissions[1] + end_date: date = mock_site_for_simple_generate_emissions[2] + emissions: dict = site.generate_emissions( + start_date, + end_date, + 1, + emission_rate_source_dictionary={ + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + }, + repair_delay_dataframe={}, + pre_simulation_emissions=True, + ) + assert emissions is not None diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_get_detectable_emissions.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_get_detectable_emissions.py new file mode 100644 index 000000000..24793a27c --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_get_detectable_emissions.py @@ -0,0 +1,21 @@ +from typing import Tuple +from src.virtual_world.sites import Site +from testing.unit_testing.test_virtual_world.test_sites.sites_testing_fixtures import ( # noqa + mock_site_for_simple_get_detectable_emissions_fix, +) + + +def test_000_get_detectable_emissions_returns_expected_emissions( + mock_site_for_simple_get_detectable_emissions: Tuple[Site, str], +) -> None: + site: Site = mock_site_for_simple_get_detectable_emissions[0] + method: str = mock_site_for_simple_get_detectable_emissions[1] + detectable_emissions: dict[str, dict[str, list]] = site.get_detectable_emissions( + method_name=method + ) + for key, val in detectable_emissions.items(): + assert isinstance(key, (str, int)) + assert isinstance(val, dict) + for key2, val2 in val.items(): + assert isinstance(key2, (str, int)) + assert isinstance(val2, list) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_get_method_survey_time.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_get_method_survey_time.py new file mode 100644 index 000000000..066756548 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_get_method_survey_time.py @@ -0,0 +1,59 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_get_method_survey_time.py +Purpose: Unit test for testing the get_method_survey_time method in the Site class + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +import pytest +from src.virtual_world.sites import Site +from virtual_world.equipment_groups import Equipment_Group + + +def mock_site_init(self, equipment_groups: int, survey_times: dict): + equipment_group_survey_times: dict = { + method: time / equipment_groups for method, time in survey_times.items() + } + + self._equipment_groups = [] + for equipment_group in range(equipment_groups): + self._equipment_groups.append(Equipment_Group(equipment_group_survey_times)) + + +def mock_equipment_group_init(self, method_survey_times: dict): + self._meth_survey_times = method_survey_times + + +@pytest.mark.parametrize( + "equipment_groups, survey_times", + [ + (3, {"method1": 10}), + (3, {"method1": 10, "method2": 20}), + (3, {"method1": 10, "method2": 20, "method3": 30}), + ], +) +def test_000_get_method_survey_time_returns_expected_with_multiple_equipment( + monkeypatch, equipment_groups: int, survey_times: dict +): + monkeypatch.setattr(Site, "__init__", mock_site_init) + + monkeypatch.setattr(Equipment_Group, "__init__", mock_equipment_group_init) + + test_site: Site = Site(equipment_groups, survey_times) + + for method in survey_times.keys(): + assert test_site.get_method_survey_time(method) == survey_times[method] + assert isinstance(test_site.get_method_survey_time(method), int) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_sites_constructor.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_sites_constructor.py new file mode 100644 index 000000000..fe455eecd --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sites/test_sites_constructor.py @@ -0,0 +1,133 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_sites_constructor.py +Purpose: Contains unit tests for the Site class constructor + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from typing import Tuple +from constants.infrastructure_const import Infrastructure_Constants +from constants.param_default_const import Common_Params as cp +from src.virtual_world.sites import Site +from virtual_world.equipment_groups import Equipment_Group +from testing.unit_testing.test_virtual_world.test_sites.sites_testing_fixtures import ( # noqa + mock_values_for_simple_site_construction_fix, +) + + +def get_mock_propagating_params_and_expected_equipment_split( + equipment_count: int, +) -> Tuple[dict, dict]: + # Set site level values for propagating parameters that need to be split among equipment groups + rep_emis_epr: float = 1.0 + non_rep_emis_epr: float = 1.0 + survey_cost_placeholder: dict = {"test": 1.0} + survey_time_placeholder: dict = {"test": 1.0} + # Calculate the expected values for those parameters at the equipment group level + rep_emis_epr_equip: float = rep_emis_epr / equipment_count + non_rep_emis_epr_equip = non_rep_emis_epr / equipment_count + survey_cost_placeholder_equip: dict = {"test": 1.0 / equipment_count} + survey_time_placeholder_equip: dict = {"test": 1.0 / equipment_count} + return ( + { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ERS: {"test": [1]}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_ED: 1, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_MULTI: True, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: non_rep_emis_epr, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_ERS: None, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RD: {cp.VAL: 0}, + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_RC: {cp.VAL: 100}, + cp.METH_SPECIFIC: { + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_MONTHS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.DEPLOYMENT_YEARS_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SURVEY_FREQUENCY_PLACEHOLDER: {}, + Infrastructure_Constants.Sites_File_Constants.SITE_DEPLOYMENT_PLACEHOLDER: {}, + ( + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER + ): survey_time_placeholder, + ( + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER + ): survey_cost_placeholder, + }, + }, + { + Infrastructure_Constants.Sites_File_Constants.REP_EMIS_EPR: rep_emis_epr_equip, + Infrastructure_Constants.Sites_File_Constants.NON_REP_EMIS_EPR: non_rep_emis_epr_equip, + cp.METH_SPECIFIC: { + ( + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_TIME_PLACEHOLDER + ): survey_time_placeholder_equip, + ( + Infrastructure_Constants.Equipment_Group_File_Constants.SURVEY_COST_PLACEHOLDER + ): survey_cost_placeholder_equip, + Infrastructure_Constants.Sites_File_Constants.SPATIAL_PLACEHOLDER: {}, + }, + }, + ) + + +def mock_equipment_group_init(self, id, infrastructure_inputs, prop_params, info): + self.propagating_params = prop_params + + +def test_000_simple_site_is_properly_constructed( + mock_values_for_simple_site_construction: Tuple[str, float, float, int, dict, dict] +): + id, lat, lon, start_date, equip_groups, prop_params, site_info, method = ( + mock_values_for_simple_site_construction + ) + test_site = Site( + id=id, + lat=lat, + long=lon, + start_date=start_date, + equipment_groups=equip_groups, + propagating_params=prop_params, + infrastructure_inputs=site_info, + methods=method, + ) + assert isinstance(test_site, Site) + + +def test_000_site_properties_properly_split_among_equipment_groups( + monkeypatch, mock_values_for_simple_site_construction: Tuple[str, float, float, int, dict, dict] +): + monkeypatch.setattr(Equipment_Group, "__init__", mock_equipment_group_init) + + id, lat, lon, start_date, _, _, site_info, method = mock_values_for_simple_site_construction + equipment_groups: int = 3 + prop_params, split_params = get_mock_propagating_params_and_expected_equipment_split( + equipment_groups + ) + + test_site = Site( + id=id, + lat=lat, + long=lon, + start_date=start_date, + equipment_groups=equipment_groups, + propagating_params=prop_params, + infrastructure_inputs=site_info, + methods=method, + ) + + for equip_group in test_site.equipment_groups: + for key, param in split_params.items(): + assert equip_group.propagating_params[key] == param diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/__init__.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/__init__.py new file mode 100644 index 000000000..e69de29bb diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/mock_methods.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/mock_methods.py new file mode 100644 index 000000000..3a8b07eae --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/mock_methods.py @@ -0,0 +1,39 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: mock_methods.py +Purpose: Contains mock methods for testing sources. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + + +def mock_source_initialization_for_intermittent_source( + self, + repairable: bool = True, + persistent: bool = False, + emis_rate_source: str = "test", + emis_duration: int = 365, + **kwargs, +): + if kwargs: + self._active_duration = kwargs["active_duration"] + self._inactive_duration = kwargs["inactive_duration"] + self._repairable = repairable + self._persistent = persistent + self._emis_rate_source = emis_rate_source + self._emis_duration = emis_duration + self._meth_spat_covs = {} + self._emis_rep_delay = 0 + self._emis_rep_cost = 0 diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/sources_testing_fixtures.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/sources_testing_fixtures.py new file mode 100644 index 000000000..02572df98 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/sources_testing_resources/sources_testing_fixtures.py @@ -0,0 +1,137 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: sources_testing_fixtures.py +Purpose: Fixtures for testing the Source class in the virtual_world module. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple +import pandas as pd +import pytest + +from file_processing.input_processing.emissions_source_processing import EmissionsSourceSample +from src.virtual_world.sources import Source +from src.constants.infrastructure_const import Infrastructure_Constants +from src.constants.param_default_const import Common_Params as cp + + +@pytest.fixture(name="mock_simple_source_constructor_params") +def mock_simple_source_constructor_params_fix() -> Tuple[str, dict, dict]: + src_id: str = "test" + src_info: dict = { + Infrastructure_Constants.Sources_File_Constants.REPAIRABLE: True, + Infrastructure_Constants.Sources_File_Constants.PERSISTENT: True, + Infrastructure_Constants.Sources_File_Constants.ACTIVE_DUR: 1, + Infrastructure_Constants.Sources_File_Constants.INACTIVE_DUR: 0, + } + prop_params: dict = { + Infrastructure_Constants.Sources_File_Constants.EMIS_ERS: "test", + Infrastructure_Constants.Sources_File_Constants.EMIS_EPR: 1, + Infrastructure_Constants.Sources_File_Constants.EMIS_DUR: 1, + Infrastructure_Constants.Sources_File_Constants.MULTI_EMISSIONS: False, + Infrastructure_Constants.Sources_File_Constants.REPAIR_DELAY: {cp.VAL: [14]}, + Infrastructure_Constants.Sources_File_Constants.REPAIR_COST: {cp.VAL: [200]}, + cp.METH_SPECIFIC: {Infrastructure_Constants.Sources_File_Constants.SPATIAL_PLACEHOLDER: {}}, + } + return (src_id, src_info, prop_params) + + +@pytest.fixture(name="mock_source_and_params_for_create_emissions_rep") +def mock_source_and_params_for_create_emissions_rep_fix( + mock_simple_source_constructor_params: Tuple[str, dict, dict] +) -> tuple[Source, int, date, date]: + src_id, src_info, prop_param = mock_simple_source_constructor_params + test_source: Source = Source(src_id, src_info, prop_param) + emission_parameters: Tuple[int, date, date] = ( + 1, + date(*[2023, 1, 1]), + date(*[2023, 1, 1]), + ) + return (test_source, emission_parameters) + + +@pytest.fixture(name="mock_source_and_params_for_create_emissions_non_rep") +def mock_source_and_params_for_create_emissions_non_rep_fix( + mock_simple_source_constructor_params: Tuple[str, dict, dict] +) -> tuple[Source, int, date, date]: + src_id, src_info, prop_param = mock_simple_source_constructor_params + src_info[Infrastructure_Constants.Sources_File_Constants.REPAIRABLE] = False + test_source: Source = Source(src_id, src_info, prop_param) + emission_parameters: Tuple[int, date, date] = ( + 1, + date(*[2023, 1, 1]), + date(*[2023, 1, 1]), + ) + return (test_source, emission_parameters) + + +@pytest.fixture(name="mock_source_and_args_for_generate_emissions") +def mock_source_and_args_for_generate_emissions_fix( + mock_simple_source_constructor_params: Tuple[str, dict, dict] +) -> tuple[Source, int, date, date]: + src_id, src_info, prop_param = mock_simple_source_constructor_params + prop_param[Infrastructure_Constants.Sources_File_Constants.EMIS_EPR] = 0.0065 + test_source: Source = Source(src_id, src_info, prop_param) + sim_sd = date(*[2023, 1, 1]) + sim_ed = date(*[2027, 12, 31]) + n_sims = 1000 + expected_avg_res = 11.86 + return (test_source, (sim_sd, sim_ed, n_sims), expected_avg_res) + + +@pytest.fixture(name="mock_source_and_args_for_generate_emissions_same_st_ed") +def mock_source_and_args_for_generate_emissions_same_st_ed_fix( + mock_simple_source_constructor_params: Tuple[str, dict, dict] +) -> tuple[Source, int, date, date]: + src_id, src_info, prop_param = mock_simple_source_constructor_params + prop_param[Infrastructure_Constants.Sources_File_Constants.EMIS_EPR] = 0.0065 + test_source: Source = Source(src_id, src_info, prop_param) + sim_sd = date(*[2023, 1, 1]) + sim_ed = date(*[2023, 1, 1]) + n_sims = 2000 + expected_avg_res = 0.0065 + return (test_source, (sim_sd, sim_ed, n_sims), expected_avg_res) + + +@pytest.fixture(name="create_emissions_data_non_persistent") +def create_emissions_data_non_persistent_fix() -> ( + Tuple[Tuple[int, date, date, dict[str, EmissionsSourceSample], pd.DataFrame], Tuple[int, int]] +): + return ( + 1, + date(*[2023, 1, 1]), + date(*[2023, 1, 1]), + {"test": EmissionsSourceSample("test", "gram", "second", [1], 1000)}, + pd.DataFrame(), + ) + + +@pytest.fixture(name="intermittent_source_params") +def intermittent_source_params_fix() -> dict[str, int]: + return { + "active_duration": 90, + "inactive_duration": 90, + } + + +@pytest.fixture(name="intermittent_source_params_non_rep") +def intermittent_source_params_non_rep_fix() -> dict[str, int]: + return { + "active_duration": 90, + "inactive_duration": 90, + "repairable": False, + } diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_create_emission.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_create_emission.py new file mode 100644 index 000000000..0572ba457 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_create_emission.py @@ -0,0 +1,93 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_create_emission.py +Purpose: Unit test for the create_emission method of the Source class. + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +from typing import Tuple + +import pandas as pd + +from virtual_world import emission_types + +from src.virtual_world.sources import Source +from src.file_processing.input_processing.emissions_source_processing import EmissionsSourceSample +from testing.unit_testing.test_virtual_world.test_sources.sources_testing_resources.sources_testing_fixtures import ( # noqa + mock_source_and_params_for_create_emissions_rep_fix, + mock_source_and_params_for_create_emissions_non_rep_fix, + mock_simple_source_constructor_params_fix, + create_emissions_data_non_persistent_fix, + intermittent_source_params_fix, + intermittent_source_params_non_rep_fix, +) +from testing.unit_testing.test_virtual_world.test_sources.sources_testing_resources import ( # noqa + mock_methods, +) + + +def test_000_create_emission_creates_fugitive_emission_for_repairable_source( + mock_source_and_params_for_create_emissions_rep: Tuple[Source, int, date, date], +) -> None: + test_src: Source = mock_source_and_params_for_create_emissions_rep[0] + leak_count, start_date, sim_start_date = mock_source_and_params_for_create_emissions_rep[1] + emis: emission_types.Emission = test_src._create_emission( + leak_count=leak_count, + start_date=start_date, + sim_start_date=sim_start_date, + emission_rate_source_dictionary={ + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + }, + repair_delay_dataframe={}, + ) + assert emis is not None + + +def test_000_create_emission_creates_non_persistent_rep_emission_when_persistent_false( + monkeypatch, + create_emissions_data_non_persistent: Tuple[ + int, date, date, dict[str, EmissionsSourceSample], pd.DataFrame + ], + intermittent_source_params: dict[str, int], +) -> None: + monkeypatch.setattr( + Source, "__init__", mock_methods.mock_source_initialization_for_intermittent_source + ) + test_source: Source = Source(**intermittent_source_params) + created_emission: emission_types.Emission = test_source._create_emission( + *create_emissions_data_non_persistent + ) + assert created_emission is not None + assert isinstance(created_emission, emission_types.IntermittentRepairableEmission) + + +def test_000_create_emission_creates_non_persistent_non_rep_emission_when_persistent_false( + monkeypatch, + create_emissions_data_non_persistent: Tuple[ + int, date, date, dict[str, EmissionsSourceSample], pd.DataFrame + ], + intermittent_source_params_non_rep: dict[str, int], +) -> None: + monkeypatch.setattr( + Source, "__init__", mock_methods.mock_source_initialization_for_intermittent_source + ) + test_source: Source = Source(**intermittent_source_params_non_rep) + created_emission: emission_types.Emission = test_source._create_emission( + *create_emissions_data_non_persistent + ) + assert created_emission is not None + assert isinstance(created_emission, emission_types.IntermittentNonRepairableEmission) diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_generate_emissions.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_generate_emissions.py new file mode 100644 index 000000000..796de9456 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_generate_emissions.py @@ -0,0 +1,174 @@ +""" +------------------------------------------------------------------------------ +Program: The LDAR Simulator (LDAR-Sim) +File: test_generate_emissions +Purpose: Unit test file for testing the generation of emissions from sources + +This program is free software: you can redistribute it and/or modify +it under the terms of the MIT License as published +by the Free Software Foundation, version 3. + +This program is distributed in the hope that it will be useful, +but WITHOUT ANY WARRANTY; without even the implied warranty of +MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the +MIT License for more details. +You should have received a copy of the MIT License +along with this program. If not, see . + +------------------------------------------------------------------------------ +""" + +from datetime import date +import pandas as pd + +import numpy as np +import scipy.stats +from src.virtual_world.sources import Source +from src.file_processing.input_processing.emissions_source_processing import EmissionsSourceSample +from testing.unit_testing.test_virtual_world.test_sources.sources_testing_resources.sources_testing_fixtures import ( # noqa + mock_source_and_args_for_generate_emissions_fix, + mock_simple_source_constructor_params_fix, + mock_source_and_args_for_generate_emissions_same_st_ed_fix, +) +from virtual_world.emission_types.emission import Emission + + +def mock_source_init(self, *args, **kwargs) -> None: + self._generated_emissions = {} + if kwargs: + self._source_ID = kwargs["id"] + self._emis_duration = kwargs["emis_duration"] + self._emis_prod_rate = kwargs["emis_prod_rate"] + self._repairable = kwargs["repairable"] + self._emis_rate_source = kwargs["emis_rate_source"] + self._meth_spat_covs = kwargs["meth_spat_covs"] + self._multi_emissions = kwargs["multi_emissions"] + self._persistent = kwargs["persistent"] + + +def test_001_validate_date_randomness(mocker) -> None: + # Set up parameters for testing + sim_start_date = date(2023, 1, 1) + sim_end_date = date(2023, 12, 31) + sim_number = 1 + + emission_rate_source_dictionary = { + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + } + + repair_delay_dataframe = pd.DataFrame() + mocker.patch.object(Source, "__init__", mock_source_init) + source_id = "test" + test_source = Source( + id=source_id, + emis_duration=365, + emis_prod_rate=0.5, + repairable=False, + emis_rate_source="test", + meth_spat_covs={}, + multi_emissions=True, + persistent=True, + ) + # Fix a seed for testing so that the test is reproducible + np.random.seed(0) + # Call the method to generate emissions + emissions_dict: dict[str, list[Emission]] = test_source.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + True, + ) + + # Extract the dates of the emissions for testing randomness + emission_dates = [emission._start_date for emission in emissions_dict[source_id]] + + date_diffs = [(emis_date - sim_start_date).days for emis_date in emission_dates] + + num_bins = 20 + + expected_counts = np.full(num_bins, len(date_diffs) / num_bins) + + observed_counts, _ = np.histogram(date_diffs, bins=num_bins) + + chi_sq_stat, p_value, _, _ = scipy.stats.chi2_contingency([observed_counts, expected_counts]) + + alpha = 0.05 + + assert p_value > alpha + + +def test_001_test_single_emission_creation(mocker) -> None: + # Set up parameters for testing + sim_start_date = date(2023, 1, 1) + sim_end_date = date(2024, 1, 31) + sim_number = 1 + + emission_rate_source_dictionary = { + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + } + repair_delay_dataframe = pd.DataFrame() + mocker.patch.object(Source, "__init__", mock_source_init) + source_id = "test" + test_source = Source( + id=source_id, + emis_duration=365, + emis_prod_rate=1, + repairable=False, + emis_rate_source="test", + meth_spat_covs={}, + multi_emissions=False, + persistent=True, + ) + # Fix a seed for testing so that the test is reproducible + np.random.seed(0) + # Call the method to generate emissions + emissions_dict: dict[str, list[Emission]] = test_source.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + True, + ) + assert len(emissions_dict["test"]) == 3 + assert emissions_dict["test"][2]._start_date == date(2022, 1, 1) + assert emissions_dict["test"][1]._start_date == date(2023, 1, 2) + assert emissions_dict["test"][0]._start_date == date(2024, 1, 3) + + +def test_001_test_multi_emission_creation(mocker) -> None: + # Set up parameters for testing + sim_start_date = date(2023, 1, 1) + sim_end_date = date(2023, 12, 31) + sim_number = 1 + + emission_rate_source_dictionary = { + "test": EmissionsSourceSample("test", "gram", "second", [1], 1000) + } + repair_delay_dataframe = pd.DataFrame() + mocker.patch.object(Source, "__init__", mock_source_init) + source_id = "test" + test_source = Source( + id=source_id, + emis_duration=365, + emis_prod_rate=1, + repairable=False, + emis_rate_source="test", + meth_spat_covs={}, + multi_emissions=True, + persistent=True, + ) + # Fix a seed for testing so that the test is reproducible + np.random.seed(0) + # Call the method to generate emissions + emissions_dict: dict[str, list[Emission]] = test_source.generate_emissions( + sim_start_date, + sim_end_date, + sim_number, + emission_rate_source_dictionary, + repair_delay_dataframe, + True, + ) + assert len(emissions_dict["test"]) == 730 diff --git a/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_src_contructor.py b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_src_contructor.py new file mode 100644 index 000000000..9e8c40dd1 --- /dev/null +++ b/LDAR_Sim/testing/unit_testing/test_virtual_world/test_sources/test_src_contructor.py @@ -0,0 +1,17 @@ +from copy import deepcopy +from typing import Tuple +from src.virtual_world.sources import Source + +from testing.unit_testing.test_virtual_world.test_sources.sources_testing_resources.sources_testing_fixtures import ( # noqa + mock_simple_source_constructor_params_fix, +) + + +def test_000_source_constructor_successfully_creates_simple_source( + mock_simple_source_constructor_params: Tuple[str, dict, dict], +) -> None: + src_id, info, prop_params = mock_simple_source_constructor_params + init_src_id: str = deepcopy(src_id) + new_source = Source(src_id, info, prop_params) + assert isinstance(new_source, Source) + assert new_source._source_ID == init_src_id diff --git a/README.md b/README.md index 3d9704032..b3dd539b1 100644 --- a/README.md +++ b/README.md @@ -1,141 +1,191 @@ -# The LDAR Simulator V2.0 +# The LDAR Simulator V4.0 See changelog [here](changelog.md) ## About LDAR-Sim + The Leak Detection and Repair Simulator (LDAR-Sim) is an open-source modeling framework for exploring the effectiveness of methane leak detection programs. The purpose of LDAR-Sim is to enable transparent, collaborative, flexible, and intuitive investigation of emerging LDAR technologies, methods, work practices, regulations, and deployment strategies. -LDAR-Sim has many potential uses, including: +LDAR-Sim has many potential uses, including: + 1) Test emissions reduction equivalence among distinct LDAR programs 2) Evaluate performance and cost of methane sensing technologies and work practices 3) Predict the emissions mitigation of proposed or existing fugitive methane policies 4) Inform the development and niche of technologies and work practices + 5) Predict the uncertainty of a measurement program To learn more about LDAR-Sim, you can: - 1) User manual [manual](USER_MANUAL.md) + + 1) [User manual](USER_MANUAL.md) 2) Read our [story map](https://arcg.is/1rXeX10) (less technical introduction). - 3) Read [Fox et al., 2020](https://www.sciencedirect.com/science/article/pii/S0959652620352811). + 3) Read [Fox et al., 2021](https://www.sciencedirect.com/science/article/pii/S0959652620352811). + +For first time users, we recommend attempting to reproduce the case study results in Fox et al. 2021 (see below). + +Thomas Fox: -For first time users, we recommend attempting to reproduce the case study results in Fox et al. 2020 (see below). +Mozhou Gao: -Thomas Fox: thomas@highwoodemissions.com +Thomas Barchyn: -Mozhou Gao: mozhou.gao@ucalgary.ca +Chris Hugenholtz: -Thomas Barchyn: tbarchyn@ucalgary.ca +## Legacy Versions -Chris Hugenholtz: chhugenh@ucalgary.ca +LDAR-Sim version 3 can be found on the branch: [Legacy branch V3](https://github.com/LDAR-Sim/LDAR_Sim/tree/Legacy_Branch_V3) + +If moving from V3 to V4, see the [V3 to V4 Parameter Migration Guide](./Guides/Version%20Migration%20Guides/V3_to_V4_ParameterMigrationGuide.md) for a useful companion guide to assist in adapting to V4. ## LDAR-Sim Licensing and Use -LDAR-Sim was invented by Thomas Fox, Mozhou Gao, Thomas Barchyn, and Chris Hugenholtz at the University of Calgary's Centre for Smart Emissions Sensing Technologies. -LDAR-Sim is free software: you can redistribute it and/or modify it under the terms of the MIT License . LDAR-Sim is distributed in the hope that it will be useful, but without any warranty; without even the implied warranty of merchantability or fitness for a particular purpose. +LDAR-Sim was invented by Thomas Fox, Mozhou Gao, Thomas Barchyn, and Chris Hugenholtz at the University of Calgary's Centre for Smart Emissions Sensing Technologies. + +LDAR-Sim is free software: you can redistribute it and/or modify it under the terms of the MIT License. LDAR-Sim is distributed in the hope that it will be useful, but without any warranty; without even the implied warranty of merchantability or fitness for a particular purpose. NOTE: This applies to all versions following Commit 69c27ec, Made on March 1st, 2021, Previous versions of LDAR-Sim were licensed under the GNU Affero General Public License. All redistributions or modifications made on LDAR-Sim versions created before Commit 69c27ec (March 1st, 2021) are required to be in compliance with version 3 of the GNU Affero General Public License. -## [Fox_etal_2020 Release](https://github.com/tarcadius/LDAR_Sim/tree/Fox_etal_2020) +## Special Thanks and Acknowledgements + +The LDAR-Sim development team would like to give a special thanks and acknowledgement to the Colorado Department of Public Health and Environment(CDPHE) for funding and supporting the development and release of LDAR-Sim Version 4.0.0 + +The LDAR-Sim development team would like to give a special thanks and acknowledgement to the University of Calgary's Intelligent Methane Monitoring and Management System (IM3S) Group for their significant contributions to the development and growth of LDAR-Sim from 2018 to 2021. + +## [Fox et al. 2020 Release](https://github.com/tarcadius/LDAR_Sim/tree/Fox_etal_2020) + The Fox et al. 2020 release is immortalized in a separate branch that can be found by [clicking here](https://github.com/tarcadius/LDAR_Sim/tree/Fox_etal_2020). The Fox et al., 2020 release contains the exact code and inputs used in [our LDAR-Sim synthesis paper](https://www.sciencedirect.com/science/article/pii/S0959652620352811). We recommend using this release, especially for first time users. -Citation for this release: Fox, Thomas A., Mozhou Gao, Thomas E. Barchyn, Yorwearth L. Jamin, and Chris H. Hugenholtz. "An agent-based model for estimating emissions reduction equivalence among leak detection and repair programs." Journal of Cleaner Production (2020): 125237. +Citation for this release: Fox, Thomas A., Mozhou Gao, Thomas E. Barchyn, Yorwearth L. Jamin, and Chris H. Hugenholtz. "An agent-based model for estimating emissions reduction equivalence among leak detection and repair programs." Journal of Cleaner Production (2021): 125237. ### Getting started -This guide is intended to get a user running with LDAR-Sim, **note** that even though we have supplied default variables, these should be used with caution, as many are not fully understood, are dependent on specific company workpractices, and very by geographical region. + +This guide is intended to get a user running with LDAR-Sim, **note** that even though we have supplied default variables, these should be used with caution, as many are not fully understood, are dependent on specific company workpractices, and vary by geographical region. #### Step 1: Before you begin -Read and understand the LDAR-Sim LICENSE (MIT License). -Read the user manual [manual](USER_MANUAL.md) -Read [Fox et al 2020](https://www.sciencedirect.com/science/article/pii/S0959652620352811) to familiarize yourself with LDAR-Sim fundamentals. + +Read and understand the LDAR-Sim [MIT license](LICENSE.txt). +Read and follow the [installation guide](INSTALL_GUIDE.md). +Read the [user manual](USER_MANUAL.md). + +Read [Fox et al 2021](https://www.sciencedirect.com/science/article/pii/S0959652620352811) to familiarize yourself with LDAR-Sim fundamentals. #### Step 2: Installing Packages with Conda -Using Conda (Conda-forge) and the requirements file included in the "install folder" Follow the directions included in the Setting Up LDAR Sim Dev Environment file. The requirements.txt file can also be used with PIP and pipenv, but Python should be installed seperately. + +Using Conda (Conda-forge) and the requirements file included in the "install folder" Follow the directions included in the Setting Up LDAR Sim Dev Environment file. The requirements.txt file can also be used with PIP and pipenv, but Python should be installed separately. - Install Miniconda3 newest version - From Conda Shell: cd into LDAR-Sim/install + `conda config --add channels conda-forge` + `conda config --set channel_priority strict1` + `conda create -n ldar_sim --file requirements.txt` + `conda activate ldar_sim` -Alternatively pip and pipenv can be used to install there requirements file with: +Alternatively pip and pipenv can be used to install the requirements file with: + `pip install ldar_sim -r requirements.txt` -if you are using satellite modules orbit predictor needs to be added to environement - `pip install orbit_predictor==1.14.2` +if you are using satellite modules orbit predictor needs to be added to environment + `pip install orbit_predictor==1.14.2` -#### Step 3: Get Weather and Facilitity Data +#### Step 3: Get Weather and Facility Data -The application requires both facility and weather data to run. We have included sample facilities and weather data for Alberta as an example. Checkout the [user manual](USER_MANUAL.md) for more information on formating of facility data. Weather data can either be downloaded directly. ERA5 data can be downloaded directly from copernicus using the /module_code/weather/ERA5_downloader.py module (see file for instructions). Note the output data is in hourly format, therefore the flag weather_is_hourly should be set to True. Multiple ERA nc files can be concatinated with ERA5_concat.py. +The application requires both facility and weather data to run. We have included sample facilities and weather data for Alberta as an example. Check out the [user manual](USER_MANUAL.md) for more information on formatting of facility data. Weather data can either be downloaded manually, or ERA5 data can be downloaded directly from Copernicus using the /module_code/weather/ERA5_downloader.py module (see file for instructions). Note the output data is in hourly format, therefore the flag weather_is_hourly should be set to True. Multiple ERA nc files can be concatenated with ERA5_concat.py. #### Step 4: Populate the simulation folder with Programs and associated methods -The simulation files allow a user to set global / program/ and method parameters. If a parameter is not included in the file a default value will be used. One Global file and at least one Program File is required for running the program while method files are required for running a method. +The simulation files allow a user to set simulation_setting / virtual_world / program / and method parameters. If a parameter is not included in the file a default value will be used. One simulation_settings file, one virtual world file and at least one Program File is required for running the program while method files are required for running a method. + +##### Example -##### Example: +A simulation settings yaml file is required, the most basic setup is as follows (note that P_OGI and P_none are required): +Simulation_settings.yaml => -A Global yaml file is required, the most basic setup is as follows (note , that P_OGI, and P_none are required): -G_.yaml => ``` yaml - parameter_level: global // Denotes the program level (used for input handling) - version: '2.0' // Denotes the version - reference_program: P_OGI // Denotes the regulatory reference program for relative differences + parameter_level: simulation_settings // Denotes the parameter level (used for input handling) + version: '4.0' // Denotes the version baseline_program: P_none // Denotes a baseline program for estimating program mitigation, usually in place of no formal LDAR ``` -P_OGI.yaml => + +P_OGI.yaml => A Program yaml file is required, the most basic setup is as follows (where a method Label points at a global parameter): + ``` yaml program_name: P_OGI // Denotes program name (must be unique) parameter_level: program // Denotes the program level (used for input handling) - version: '2.0' // Denotes the version + version: '4.0' // Denotes the version method_labels: // Denotes the associated methods - OGI ``` -P_none.yaml => +P_none.yaml => + ``` yaml program_name: P_none parameter_level: program - version: '2.0' + version: '4.0' method_labels: [] ``` -M_OGI.yaml => +M_OGI.yaml => + A Method yaml file is required, the most basic setup is as follows: + ``` yaml parameter_level: method // Denotes program name (must be unique) - version: '2.0' // Denotes the version - label: OGI // Specify the label to link to an associated program + version: '4.0' // Denotes the version + method_name: OGI // Specify the label to link to an associated program deployment_type: mobile // How the technology operates, 'mobile', 'stationary' or 'orbit' - measurement_scale: component // Does the sensor measure at a site level, equipement level or component level + measurement_scale: component // Does the sensor measure at a site level, equipment level or component level is_follow_up: False // Does the technology survey sites after a screening technology flags the site. sensor: - MDL: [0.0362] // Minimum detectable leak in g/s. + minimum_detection_limit: [0.0362] // Minimum detectable leak in g/s. cost: per_site: 600 // Cost per site survey ($) - t_bw_sites: - vals: [30] // Time to travel between sites (minutes) - RS: 2 // Surveys required per year per site (ie. 2 surveys per site every year) - time: 120 // Time to perform detection at a site (minutes) + time_between_sites: + values: [30] // Time to travel between sites (minutes) + surveys_per_year: 2 // Surveys required per year per site (ie. 2 surveys per site every year) + survey_time: 120 // Time to perform detection at a site (minutes) ``` -Checkout the [user manual](USER_MANUAL.md) for more info on the parameters. +Check out the [user manual](USER_MANUAL.md) for more info on the parameters. #### Step 5: Run the program -The main program is a python script called LDAR_Sim_main.py. Within the virtual environent (or where all py packages are installed) run:
- ```Python LDAR_Sim_main.py {G_XXX} {P_XXX} {M_XXX} {M_YYY}```
where each arguement is a path too a global, program, or method input parameter file. for example:
- ```Python LDAR_Sim_main.py ./simulations/G_.yaml ./simulations/P_air.yaml ./simulations/M_aircraft.yaml ./simulations/M_OGI_FU.yaml```
alternatively, an entire directory can be passed using the "-P", "--in_dir" flags where all files within the directory are added to the program. for example:
- ```Python LDAR_Sim_main.py --in_dir ./simulations.py```
will load all files in the simulations folder into the program.

- Output files, including maps, charts and csv files will be generated and placed in the output folder.

- **Note**: that you can use absolute references or relative, where the the root folder is this folder. +The main program is a python script called LDAR_Sim_run.py. Within the virtual environment (or where all py packages are installed) run: + + ```Python LDAR_Sim_run.py {SS_XXX} {VW_XXX} {P_XXX} {M_YYY}``` + + where each argument is a path to a simulation settings, virtual world, program, or method input parameter file. for example: + +```Python LDAR_Sim_run.py ./simulations/Simulation_settings.yaml ./simulations/virtual_world.yaml ./simulations/P_aircraft.yaml ./simulations/P_none.yaml ./ simulations/M_aircraft.yaml ./simulations/M_OGI_FU.``` + +alternatively, an entire directory can be passed using the "-P", "--in_dir" flags where all files within the directory are added to the program. for example: + + ```Python LDAR_Sim_run.py --in_dir ./simulations``` + + will load all files in the simulations folder into the program. + + Output files, including maps, charts and csv files will be generated and placed in the output folder. + + **Note**: that you can use absolute references or relative, where the root folder is this folder. ## Other versions + Several LDAR-Sim advances are not publicly available at this time, including more advanced equivalence scenario modeling, specific method modules, and cost-effectiveness comparisons. ## Contributions and collaboration -The Included python code follows strict PEP8 Standards for formatting with the a modification to the Line Length rule, where lines cannot exceed 100 characters. Contributed code will be rejected if it does not meet this standard. We suggest using PEP8 autoformatters and Linting (Flake8 , Black) when making contributions. -The authors welcome all contributions and collaborations. Please reach out - we would love to hear from you and/or work with you! +The included python code follows strict PEP8 Standards for formatting with a modification to the Line Length rule, where lines cannot exceed 100 characters. Contributed code will be rejected if it does not meet this standard. We require using Black for code formatting when making contributions. Using a PEP8 compliant linter(ex.Flake8) of your choice is also strongly recommended. + +Example command to run black in cmd: ```black --line-length 100 LDAR_Sim``` + +When submitting Issues, Commits and Pull Requests, please use the provided templates to ensure consistent format. For instructions on how to setup the LDAR-Sim commit message template please see the [Setup Instructions](LDAR_Sim/install/SetupInstructions.md) + +The authors welcome all contributions and collaborations. Please reach out - we would love to hear from you and/or work with you! diff --git a/USER_MANUAL.md b/USER_MANUAL.md index 7bacd1695..48836f4d5 100644 --- a/USER_MANUAL.md +++ b/USER_MANUAL.md @@ -1,27 +1,72 @@ # LDAR-Sim Documentation for Input Parameters and Data -Github Repository: IM3S +Github Repository: LDAR-Sim -Version: 2.0 +Version: 4.0 Branch: Master -Document Custodian: Thomas Fox +Document Custodian: Sally Jang -Email: thomas@highwoodemissions.com +Email: -------------------------------------------------------------------------------- -## 1\. Read This First +## Table of Contents + +- [LDAR-Sim Documentation for Input Parameters and Data](#ldar-sim-documentation-for-input-parameters-and-data) + - [Table of Contents](#table-of-contents) + - [1. Read this first](#1-read-this-first) + - [Notes for Developers](#notes-for-developers) + - [2. Introduction](#2-introduction) + - [3. File Structure](#3-file-structure) + - [4. Introducing Parameter Files](#4-introducing-parameter-files) + - [5. Simulation Settings](#5-simulation-settings) + - [6. Output Settings](#6-output-settings) + - [7. Virtual World Setting](#7-virtual-world-setting) + - [8. Program Inputs](#8-program-inputs) + - [9. Method Inputs](#9-method-inputs) + - [10. Virtual World Defining Files](#10-virtual-world-defining-files) + - [Sites File](#sites-file) + - [Site Type File](#site-type-file) + - [Equipment File](#equipment-file) + - [Source File](#source-file) + - [Emissions File](#emissions-file) + - [11. Legacy Inputs](#11-legacy-inputs) + - [Legacy Simulation Settings Parameters](#legacy-simulation-settings-parameters) + - [Legacy Virtual World Settings Parameters](#legacy-virtual-world-settings-parameters) + - [12. Data sources, modelling confidence and model sensitivity](#12-data-sources-modelling-confidence-and-model-sensitivity) + - [13. References](#13-references) + +-------------------------------------------------------------------------------- + +## 1\. Read this first Please note the following before reading, using, or modifying this document: - The purpose of this document is to introduce LDAR-Sim, provide guidance for use, and catalogue input parameters, files, data, and arguments required to run the LDAR-Sim model. - The document you are now reading will _always_ be associated with a specific version or branch of LDAR-Sim. Multiple versions of this document therefore exist, as multiple versions and sub-versions of LDAR-Sim exist. - **If you are submitting a pull request to the public LDAR-Sim repo**, please update this documentation alongside modifications to code. Your pull request will not be approved without updating this document with relevant changes to inputs, how they work, and their implications for outputs. -- Within each category, please maintain alphabetic ordering on contents. -- For more information on LDAR-Sim, including code, instructions, and additional resources, please visit the Github page by [clicking this link](https://github.com/tarcadius/LDAR_Sim). -- If you find any errors or inaccuracies in this documentation or in LDAR-Sim, please contact the document custodian (email included above). +- For more information on LDAR-Sim, including code, instructions, and additional resources, please visit the Github page by [clicking this link](https://github.com/LDAR-Sim/LDAR_Sim). +- If you find any errors or inaccuracies in this documentation or in LDAR-Sim, please contact the document custodian (email included above) or leave a ticket in the Git Issues [link](https://github.com/LDAR-Sim/LDAR_Sim/issues). +- The parameter descriptions in this document are provided in an order matching that of parameters in the default parameter files. When updating this document to add new parameters descriptions, ensure the ordering is correct. +- _**Useful tip for searching the document:**_ If searching for the entry describing as specific parameter as opposed to to searching for mentions of that parameter, search for to uniquely match the entry describing the parameter, instead of any mention of it. + +-------------------------------------------------------------------------------- + +### Notes for Developers + +If you are developing in LDAR-Sim, please adhere to the following rules: + +1. All parameters must be documented, refer to the examples below on the precise format. + +2. All parameters must sit in a key-value hierarchy that semantically makes sense and can be understood by the diversity of users that use LDAR-Sim. + +3. All parameter files require `parameter_level` to define the position within the hierarchy. + +4. If adding new functionality - The version change associated with the change in functionality must be a Major or Minor version change, accompanied by a software release. This allows for users to download and run the version compatible with legacy parameters if required in the future. Any parameters changed or removed must be documented in Legacy Parameters in the user manual. Developers should aim to support backwards compatibility wherever reasonable. + +5. Please do not modify parameters in the program during simulation - consider parameters as 'read only' throughout the simulation. -------------------------------------------------------------------------------- @@ -42,1473 +87,2711 @@ By detailing the model inputs, this report creates the technical foundation for The LDAR-Sim software is organized using the following structure: - Root - - - inputs + - Benchmarking + - doc-images + - Guides + - Feature Guides + - Version Migration Guides - install - - outputs - - src - - simulations + - LDAR_Sim + - inputs + - outputs + - simulations + - src + - default_parameters + - ldar_sim_run.py + - ldar_sim_sensitivity_analysis.py + - testing + + - CHANGELOG.md + - INSTALL_GUIDE.md + - LICENSE.txt + - ParameterMigrationGuide.md + - README.md + - USER_MANUAL.md + +The **Root** folder includes all LDAR-Sim related content. + +The **Benchmarking** folder is a dev specific folder for benchmarking results. + +The **doc-images** folder contains all images used in the different documents and guides for LDAR-Sim. + +The **Guides** folder contains all other guides and documents and guides for LDAR-Sim. -- CHANGELOG.md +The **Feature Guides** folder contains guides and documentation on specific features. -- LICENSE.txt -- README.md -- USER_MANUAL.md +The **Version Migration Guides** folder contains guides for version migrations. -The **Root** folder includes all code, inputs, and outputs necessary to run LDAR-Sim. From a software perspective, the root folder is the parent to the src folder (folder containing LDAR_sim_main). This folder will be always be the root folder when making relative references in LDAR-Sim. For example, if input_directory is specified as_ ./inputs _from anywhere in the code, the targeted folder will be_ {absolute_path_to} / Root / inputs_. +The **install** folder contains the YAML files necessary for setting up the Conda environment required to run LDAR-Sim. -The **inputs** folder contains input files required to run LDAR-Sim. These include airport files, empirical leak and vent data, facility lists, facility type defaults, and other inputs. +The **LDAR-Sim** folder contains all the files related to the simulation, including the actual source code and various parameter/input files. -The **outputs** folder stores all output data files produced by LDAR-Sim. The folder is cleaned, and added if required each time ldar_sim_main is run. +The **inputs** folder is the default folder that contains virtual world defining files required to run LDAR-Sim. These include weather files, empirical emission data, facility lists, and more. -The **src** folder stores the python source code. The main code of LDAR-Sim, LDAR_sim_main.py is stored in the base folder of src. +The **outputs** folder is the default folder that stores all output data files produced by LDAR-Sim. The folder is cleaned, and added if required each time the ldar_sim_run script is executed. Users can set the [outputs](#output_directory) to change the location. -The **simulations** stores >V2 input parameter files. +The **simulations** stores sample input parameter files. + +The **src** folder stores the python source code. The main script to run LDAR-Sim, ldar_sim_run.py is stored in the base folder of src, in addition to the script to run the sensitivity analysis, ldar_sim_sensitivity_analysis.py. + +The **default_paramters** file contained within the _src_ folder contains all the default parameters utilized by LDAR-Sim. + +The **testing** folder is a development-specific directory that contains resources for end-to-end testing as well as all unit tests. -------------------------------------------------------------------------------- -## 4\. Running the Model +To set up the model, follow the [installation guide](INSTALL_GUIDE.md) provided. + +-------------------------------------------------------------------------------- -To run the model, supply one or more input parameter files as arguments to the program. The main function is called `ldar_sim_main.py` and is the main entrypoint to the model. File paths can be relative to the root directory (e.g., `./parameter_file1.yaml`) or absolute (e.g., `D://parameter_files//parameter_file1.yaml`). File paths are positional arguments and should be seperated by a single space. +To run the model, supply one or more input parameter files as arguments to the program. The main function is called `ldar_sim_run.py` and is the main entrypoint to the model. File paths can be relative to the root directory (e.g., `./parameter_file1.yaml`) or absolute (e.g., `D://parameter_files//parameter_file1.yaml`). File paths are positional arguments and should be separated by a single space. ```buildoutcfg -python ldar_sim_main.py parameter_file1.yaml parameter_file2.yaml +python ldar_sim_run.py parameter_file1.yaml parameter_file2.yaml ``` -Alternatively, a single folder name (absolute or relative to root) can be passed by flagged argument _-P_ or _--in_dir_. All json or yaml files within that folder will be added as parameter_files. For example the following will use all parameter files within the sample simulation folder: +Alternatively, a single folder name (absolute or relative to root) can be passed by flagged argument _-P_ or _--in_dir_. All json or yaml files within that folder will be added as parameter_files. For example, the following will use all parameter files within the sample simulation folder: ```buildoutcfg -python ldar_sim_main.py --in_dir ./simulations +python ldar_sim_run.py --in_dir ./simulations ``` We recommend running the model with a working directory set to /LDAR_Sim/src. -### Parameter File Structure +Optionally, a single folder name (absolute or relative to root) can be passed by flagged argument _-X_ or _--out_dir_. All output files will be added as outputs in that directory. For example, the following will save all output files within the "out" folder: + +```buildoutcfg +python ldar_sim_run.py --in_dir ./simulations --out_dir ./out +``` + +-------------------------------------------------------------------------------- + +## 4\. Introducing Parameter Files -Parameter files are all key-value pairs (i.e., Python dictionary), with multiple levels of nesting. The model runs with 3 main levels in a hierarchy: +Parameter files are all key-value pairs (i.e., Python dictionary), with multiple levels of nesting. The model runs with 4 main levels in a hierarchy: -- `global`: global parameters that are common across all programs in a simulation or set of simulations such as system parameters, etc. -- `program`: program parameters that relate to a specific emissions reduction program (or lack thereof), of which there could be multiple within a given simulation. Commonly, an 'alternative' custom program is compared to a defined regulatory program. Many programs can be compared at once. +- `simulation setting`: global simulation setting parameters that are common across all programs in a simulation or set of simulations such as system parameters, etc. +- `virtual world`: virtual world parameters that are used to create the virtual world which the different emissions reduction programs are applied to. +- `program`: program parameters that are used to define a specific emissions reduction program (or lack thereof). Commonly, an 'alternative' custom program is compared to a defined regulatory program. Many programs can be compared at once. - `method`: emissions reduction methods (e.g., specific LDAR technologies and work practices and/or LDAR service provider companies) that are deployed within a program. Methods are specified in a given program for deployment and multiple methods may be used at once (e.g., satellite + aircraft + OGI follow-up + routine AVO) -Although a single program can be evaluated on its own, a typical simulation would compare at least two programs: a reference program and one or more test programs. Including a baseline program is also common. +A typical simulation would compare at least two programs: a baseline program and one or more test programs. -- `baseline program`: The program against which mitigation is estimated for reference and test programs (mitigation = baseline emissions - LDAR emissions). Typically involves running LDAR-Sim in the absence of a formal LDAR program (commonly denoted as 'P_none'). Even without a formal LDAR program, leaks are eventually removed from the simulation due to operator rounds (e.g., AVO), routine maintenance, refits and retrofits, or other factors. -- `reference program`: The program against which test programs are compared (e.g., to establish equivalency). The reference program is often defined by regulations that require the use of OGI (commonly denoted 'P_OGI'). -- `test program`: A custom alternative program that the user wants to evaluate. Commonly denoted using 'P_' + program name (e.g., 'P_aircraft', 'P_GasCompanyX', 'P_drone', etc.). +- `baseline program`: The program against which mitigation is estimated for test programs (mitigation = baseline emissions - LDAR emissions). Typically involves running LDAR-Sim in the absence of a formal LDAR program (commonly denoted as 'P_none'). Even without a formal LDAR program, emissions are eventually removed from the simulation due to operator rounds (e.g., AVO), routine maintenance, refits and retrofits, or other factors. +- `test programs`: A custom alternative program that the user wants to evaluate. Commonly denoted using 'P_' + program name (e.g., 'P_aircraft', 'P_GasCompanyX', 'P_drone', etc.). -A simulation can consist of any number of programs and each program can consist of any number of methods. For example, the reference program could deploy one method (OGI). The test program could deploy two new LDAR methods (magical helicopter and unmagical binoculars). Each program would be run on the asset base multiple times through time to create a statistical representation of the emissions and cost data. Finally, the statistical emissions and cost distributions of the reference program can be compared to those of the test program. It is often the differences between the programs that represents the important information that is of interest to users of LDAR-Sim. +A simulation can consist of any number of programs and each program can consist of any number of methods. For example, the test program 1 could deploy one method (OGI). The test program 2 could deploy two new LDAR methods (magical helicopter and un-magical binoculars). Each program would be run on the asset base multiple times through time to create a statistical representation of the emissions and cost data. Finally, the statistical emissions and cost distributions of the baseline program can be compared to those of the test program. It is often the differences between the programs that represents the important information that is of interest to users of LDAR-Sim. In this example, the hierarchy looks like: ```yaml -Global parameters +Simulation setting parameters +Virtual world parameters Programs: Baseline program - Reference program: - Reference LDAR method (OGI) Test program: New LDAR method 1 (Magical Helicopter) - New LDAR method 2 (Unmagical Binoculars) + New LDAR method 2 (Un-magical Binoculars) ``` +-------------------------------------------------------------------------------- + ### Parameter file usage We recommend supplying LDAR-Sim with a full set of parameters, copied from the default parameters in the `default_parameters` folder and modified for your purposes. This will ensure you are familiar with the parameters you have chosen to run the model. -However, it may be more convenient once you are familiar with how parameter files update each other to use multiple parameter files to create your simulations and rely upon the default parameters. +-------------------------------------------------------------------------------- -All simulations using multiple parameter files are created the following way: +### Parameter Hierarchy -1. Default parameters in the `inputs` folder are read into the model. -2. Each parameter file is read on top of the respective parameter set, updating only the keys that are supplied. +As noted previously, LDAR-Sim uses a 4 level hierarchy of simulations, virtual world, programs and methods parameters. To tell LDAR_Sim what level in the hierarchy your parameter file is destined for, you must specify a `parameter\_level` parameter that will specify what level your parameter file is aimed at. -Parameter files are read on top of each other, starting with the default set of parameters. How does this work? Here is an example `parameter_file1.yaml`: +The `parameter_level` parameter can be one of three values: -```yaml -version: 2.0 -n_simulations: 30 -LPR: 0.0065 -``` +- `simulation_settings`: parameters are aimed at the simulation setting level. +- `virtual_world`: parameters are used to define the virtual world. +- `program`: parameters are used to define a program. +- `method`: parameters are used to define a method and update a given method by name. -This will revise the `n_simulations` key to 30, from whatever was default, and the `LPR` key to 0.0065, from whatever was default. Next, `parameter_file2.yaml` is read, which looks like this: +In addition to the parameter hierarchy, LDAR-Sim requires several csv files to provide the properties of the virtual world, such as the individual site's ID, latitude, and longitude values. These files will be covered in further detail in the [virtual world defining files](#10-virtual-world-defining-files). -```yaml -version: 2.0 -n_simulations: 3 -``` +-------------------------------------------------------------------------------- -This will replace the `n_simulations` key with 3 (instead of 30), but leave the `LPR` key, and all other parameters in the model untouched. The model will now run with parameters that look like this: +### Versioning of Parameter Files -```yaml -version: 2.0 -n_simulations: 3 -LPR: 0.0065 -.... ALL OTHER PARAMETERS RUN WITH DEFAULT VALUES .... -``` +All parameter files must specify a version to enable mapping. This versioning is used to allow code to verify that a compatible version of the parameters is being used. If the parameter version is incompatible, the software will output an error message with further instructions on where to find guidance on input parameter mapping to the latest version. + +Refer to `input_mapper_v1.py` for a template file and discussion document on input parameter mapping from V1.0 to V2.0. + +Refer to [ParameterMigrationGuide](ParameterMigrationGuide.md) for instructions on how to migrate parameters from v2.x.x to V3.0 and from V3.0 to V4.0. Reverse compatibility mapping only exists for minor parameter versions within the same major LDAR-Sim version (For example LDAR_Sim version 3.0 is not compatible with version 2.x.x parameters). + +-------------------------------------------------------------------------------- + +### Parameter File Formats + +LDAR-Sim includes a flexible input parameter mapper that accepts a variety of input parameter formats. Choose the one that you like the best. [YAML](https://en.wikipedia.org/wiki/YAML) is the easiest to read for humans, allows inline comments, and is recommended. -Keep in mind that only 2 parameters have been changed with these parameter files - all other parameters run with the default values. We have attempted to choose representative defaults, but be aware the default values may not be what is appropriate for your use case - _it is your responsibility to verify the default parameters are appropriate_. +The following formats are accepted: -In this example, changing the `n_simulations` key to 3 makes the model run faster and provides a way to test the model without waiting for it to complete 30 simulations. A reasonable workflow with these parameters would be something like running the model in a test configuration with: +- yaml files (extension = '.yaml' or '.yml') +- json files (extension = '.json') + +For example, here is a program definition in yaml: ```buildoutcfg -python ldar_sim_main.py parameter_file1.yaml parameter_file2.yaml +version: '4.0' +parameter_level: program +name: awesome_program ``` -Then, when comfortable understanding the outputs and ready to run the model for longer to get more statistically valid results, run: +Here is the same program definition in json: ```buildoutcfg -python ldar_sim_main.py parameter_file1.yaml +{ + "version": "4.0", + "parameter_level": "program", + "name": "awesome_program" +} ``` -The model will now run for the full 30 simulations because we did not load `parameter_file2.yaml` and the `n_simulations` key did not get overwritten to 3\. Essentially `parameter_file2.yaml` is a run configuration for testing, it is something you could add onto any simulation you like to test out the configuration, then drop it when you are ready to get more robust results. +Note that programs are interpreted as a flat list of parameters that are incorporated into a list where methods have one parameter (the method name), and other method parameters nested below. + +-------------------------------------------------------------------------------- + +## 5\. Simulation Settings -To ensure reproducibility, the full set of parameters (all defaults plus any that are specified and overwritten) are written to the output directory so the model run can be transparently reproduced or interrogated. +### <parameter_level> (simulation_settings) -Keep in mind that the **order matters** because LDAR-Sim reads in parameter files in the order that they are provided - if you change around the order of parameter files, the outcome will be different. +**Data Type:** String -The example above focused on demonstrating a run configuration, but the parameter file functionality is designed to be used to enable modularization. For example, parameter files can be modularized into categories like: +**Default input:** 'simulation_settings' -- specific asset bases and infrastructure types -- specific program definitions -- specific method definitions -- specific run configurations (e.g., as example above) -- specific scheduling configurations -- specific computer systems +**Description:** A string indicating the parameters in file are at the simulation settings level -For example, running an existing program with an existing collection of methods in a new jurisdiction could be as simple as just revising the asset parameter file to the new set of sites, leaving the other parameter files untouched. +**Notes on acquisition:** No data acquisition required. -While global parameters are straightforward to specify this way (and the above example shows how to do this), a few extra parameters are required to directly specify programs or methods, which are at different levels in the hierarchy. +**Notes of caution:** Must be set to ```parameter_level: simulation_settings``` for a simulation setting parameter file. -### LDAR-Sim Parameter Hierarchy +### <version> (simulation_settings) -As noted above, LDAR-Sim uses a 3 level hierarchy of simulations, programs, and methods. To tell LDAR-Sim what level in the hierarchy your parameter file is destined for, you must specify a `parameter\_level` parameter that will specify what level your parameter file is aimed at - otherwise LDAR-Sim will interpret it as global. +**Data type:** String -The `parameter_level` parameter can be one of three values: +**Default input:** 4.0 -- `global`: parameters are aimed at the global level. -- `program`: parameters are used to define a program. -- `method`: parameters are used to define a method and update a given method by name. +**Description:** Specify version of LDAR-Sim. See section _[Versioning of Parameter Files](#versioning-of-parameter-files)_ for more information. -There are special considerations for methods: +**Notes on acquisition:** N/A -- All methods require a unique `label`. This is use internally as a unique id, and is required to utilize `_RS` and `_time` variables from the facility file. -- All methods require a `deployment_type`. This can be custom coded following the `template_crew` and `template_company` modules or one of the prebuilt methods can be used: +**Notes of caution:** Improper versioning will prevent simulator from executing. - - `mobile`: Agent moves between sites. Surveys occur when a site is "ready" for a survey and a crew is available to survey. - - `stationary`: Each site has one or more _fixed_ sensors. Surveys are carried out daily. - - `orbit`: Agent 'orbits' site and performs surveys at regular intervals. +### <input_directory> -- All methods require a `measurement_scale`. This can be one of: +**Data type:** String - - `site`: Sensor measures the aggregate of all leaks at site. - - `equipment`: Sensor measures the aggregate of all leaks at within a single equipment group. - - `component`: Sensor measures each individual leak. +**Default input:** "./inputs" -- All methods require a `sensor` This can can either be custom built or one of the following can be used: +**Description:** Specifies the folder/directory containing virtual world defining files like the[emissions_file](#emissions_file), [sites_file](#sites_file), etc. Accepts either an absolute path or a relative path from the root folder. - - `default`: Uses a simple threashold where the leak rate is based on the measurement scale, for example if `measurement_scale = site` then the site's total emissions will be considered measured if greater than the sensors MDL. -`OGI_camera`: Uses detection curve based on Ravikumar, 2018.Requires measurement_scale = 'component'. +**Notes on acquisition:** N/A -- Follow up technologies need to be set explicitly. `is_follow_up = True`. The default value is false -- Third, because methods are often carefully designed and used in treatment / control experiments, it is helpful to allow reuse of specific methods by referring to methods by their `label`. +**Notes of caution:** N/A -Consider the following simulation: +### <output_directory> -```yaml -Global parameters -Programs: - Reference program: - Reference LDAR method - Test program 1: - New LDAR method 1 - Test program 2: - New LDAR method 1 - New LDAR method 2 -``` +**Data type:** String -Here, there is a situation where `New LDAR method 1` is used in both `Test program` and `Test program 2`. The definition for `New LDAR method 1` can and should be specified only once and reused as it is common among two test programs. However, the two programs may differ in _how_ they implement the same method (e.g., different basins). +**Default input:** './outputs' -To specify this, we can refer to the program by name in the program definitions with the addition of the `method_labels` parameter to our program. Note, we leave the `methods` key empty as the specified `new_LDAR_method_1` will be injected in at runtime. +**Description:** Specifies the folder/directory to generate output files into. Accepts either an absolute path or a relative path from the root folder. -```yaml -test_program_1: - version: '2.0' - parameter_level: program - method_labels: [new_LDAR_method_1] - methods: [] - .... OTHER PROGRAM PARAMETERS .... -``` +**Notes on acquisition:** It is recommended for the `output_directory` be specified for each simulation that is ran. -This `new_LDAR_method_1` has to be defined elsewhere in a separate parameter file to be called by name. +**Notes of caution:** The contents of the existing folder is **removed** and **overwritten**. Rename folders to ensure that old output files are not lost. -```yaml -new_LDAR_method_1: - version: '2.0' - parameter_level: method - label: new_LDAR_method_1 - .... OTHER OGI METHOD PARAMETERS .... -``` +### <baseline_program> -When the simulation is put together, the program will be assembled to look like this: +**Data type:** String -```yaml -test_program: - version': '2.0', - parameter_level: program, - method_names: [new_LDAR_method_1], - methods: [ - new_LDAR_method_1: { - parameter_level: method, - label: OGI, - .... OTHER OGI METHOD PARAMETERS .... - .... OTHER PROGRAM PARAMETERS .... -``` +**Default input:** 'P_none' -To review, the following parameters are necessary to enable this modularization and reproducibility within the parameter suites: +**Description:** Refers to a [name of a program](#program_name) that is a part of the simulation. Results requiring a reference point for comparison, such as mitigation efforts, will be derived by comparing the output values from this program. -`parameter_level`: `global`, `program`, or `method`, this defines the target level in the hierarchy. Without specification, LDAR-Sim interprets the parameters as global. +**Notes on acquisition:** Typically a program that represents a scenario where there is no formal LDAR or that has no LDAR method is recommended as the baseline program. Simply put, create a program with no methods. -`label`: in method definitions `label` provides a unique name to refer to each method. +**Notes of caution:** A baseline program is required to successfully run the simulation. -`type`: in method definitions `type` provides a lookup for checking parameters and allows lookup of default parameters, which enables partial parameter specification and out of the box reverse compatibility. +**Notes on acquisition:** N/A -`method_labels`: shorthand method to specify methods by their labels, and include them in more than one program or simulation easily and reliably. Used only in programs. +**Notes of caution:** N/A -### Parameter File Formats +### <processes_count> -LDAR-Sim includes a flexible input parameter mapper that accepts a variety of input parameter formats. Choose the one that you like the best. [YAML](https://en.wikipedia.org/wiki/YAML) is the easiest to read for humans, allows inline comments, and is recommended. The following formats are accepted: +**Data type:** Numeric (Integer) -- yaml files (extension = '.yaml' or '.yml') -- json files (extension = '.json') +**Default input:** 6 -For example, here is a program definition in yaml: +**Description:** The maximum number of parallel tasks or processes that the simulator can use simultaneously. To simplify, this is the limit of how many different tasks the simulator can handle at a given time. -```buildoutcfg -version: '2.0' -parameter_level: program -``` +**Notes on acquisition:** In general, many modern computers can effectively handle around 6 concurrent processes without significant performance issues. This number is influenced by factors such as the computer's hardware specifications, operating system efficiency, and the resource demands of the individual processes. -Here is a method definition in yaml: +**Notes of caution:** Python is limited and cannot achieve true simultaneous execution of Python code. Therefore, generating too many processes may cause slower performance due to excessive context switching between the different processes. -```buildoutcfg -version: '2.0' -parameter_level: method -awesome_method: - label: awesome_method -``` +A minimum of a single process is required for the simulation to run. -Note that programs are interpreted as a flat list of parameters that are incorporated into a list where methods have one parameter (the method name), and other method parameters nested below. +### <simulation_count> -### Versioning of Parameter Files +**Data type:** Numeric (Integer) -All parameter files must specify a version to enable mapping and reverse compatibility. This versioning is used to call code that modifies a different version of the code to run properly. In cases this is simple mapping of parameters, in other cases, this involves calculations. Refer to `input_mapper_v1.py` for a template file and discussion document on input parameter mapping. Reverse compatibility mapping only exists for v2 forwards. +**Default input:** 2 -### Notes for Developers +**Description:** The number of simulation rounds to execute for the given programs. -If you are developing in LDAR-Sim, please adhere to the following rules: +**Notes on acquisition:** Increasing the number of simulations improves result accuracy but extends the runtime. -1. All parameters must be documented, refer to the examples below on the precise format. +**Notes of caution:** For critical scenarios that are intended to guide decision-making, we recommend running a significant number of simulations for each modeled scenario. A minimum of 50 simulations is advised to ensure a robust comparison of different LDAR programs. -2. All parameters must sit in a key-value hierarchy that semantically makes sense and can be understood by the diversity of users that use LDAR-Sim. +To generate meaningful and reliable data output from the simulator, it's important to aim for a substantial number of annual data points. We recommend aiming for at least 400 annual data points. This can be achieved by adjusting the number of simulation iterations and the duration of the simulations. For instance, you could run 100 iterations of a 4-year-long simulation. Alternatively, you can employ any combination that suits your specific needs, as long as it results in a sufficient number of data points. -3. All parameter files require `parameter_level` to define the position within the hierarchy. +### <preseed_random> + +**Data type:** Boolean + +**Default input:** False -4. If adding new functionality - please set the default to be 'off' or otherwise reverse compatible with existing functionality - this allows test simulations to run properly. Keep in mind older parameter files will use this default without realizing it, and if the behaviour of LDAR-Sim changes, you must add appropriate mapping hooks to the input mapper such that upon detecting an older parameter file, parameters are set to run identical to the old model. +**Description:** If enabled, a series of random integers, acting as the 'seed', will be generated. These integers guarantee the reproducibility of all randomly generated values. For instance, future simulations utilizing the same virtual world parameters alongside the specified 'seed' will produce identical emission sets. -5. Please do not modify parameters in the program during simulation - consider parameters as 'read only' throughout the simulation. +**Notes on acquisition:** N/A + +**Notes of caution:** It is advisable to set `preseed_random: True` for any simulation results that will require referencing and duplication in the future. + +-------------------------------------------------------------------------------- + +## 6\. Output Settings + +The output parameter file is a configuration file used to manage the activation (`true`) or deactivation (`false`) of specific outputs. By modifying this file, users can control which outputs are generated based on their particular needs. This is particularly useful when users only require specific outputs, allowing them to streamline the process and potentially improve performance by disabling unnecessary outputs. + +It is strongly recommended to use the default settings provided. These settings are optimized for general use and ensure that all necessary outputs are correctly generated without any issues. + +It is important to understand that certain outputs are interdependent. Disabling an output that serves as a dependency for another may cause errors or unexpected behavior. Therefore, users should be cautious and ensure they have a thorough understanding of these dependencies before making changes. + +### Output Settings of Note + +#### Keep All Program Outputs + +By default, LDAR-Sim only keep the results of the first 5 simulations for each program. Changing this setting to true will result in LDAR-Sim keeping program results for all simulations. + +**Warning** It is not recommended to run a large number of simulations with this setting set to true as this will result in a significant amount of output files being kept, potentially filling up a users filesystem. -------------------------------------------------------------------------------- -## 5\. Global Inputs +## 7\. Virtual World Setting + +### <parameter_level> (virtual_world) + +**Data Type:** String + +**Default input:** 'virtual_world' + +**Description:** A string indicating the parameters in file are at the virtual world level -### baseline_program +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Must be set to ```parameter_level: virtual_world``` for a virtual world parameter file. + +### <version> (virtual world) **Data type:** String -**Default input:** 'P_none' +**Default input:** 4.0 -**Description:** A program that represents a scenario where there is no formal LDAR, or that has no LDAR methods. This is currently used for economic functions. +**Description:** Specify version of LDAR-Sim. See section _[Versioning of Parameter Files](#versioning-of-parameter-files)_ for more information. **Notes on acquisition:** N/A -**Notes of caution:** N/A +**Notes of caution:** Improper versioning will prevent simulator from executing. + +### <start_date> + +**Data type:** List of integers [year, month, day] -### end_date +**Default input:** [2023,1,1] + +**Description:** The date at which the simulations begins. + +**Notes on acquisition:** We recommend running the simulation for several years due to the stochastic nature of LDAR systems and the periods of time over which leaks arise and are repaired. + +**Notes of caution:** A start date not on January 1st of a given year may cause error with the calculation of annual summary statistics. + +### <end_date> **Data type:** List of integers [year, month, day] -**Default input:** [2020,12,31] +**Default input:** [2027,12,31] **Description:** The date at which the simulations ends. -**Notes on acquisition:** No data acquisition required. +**Notes on acquisition:** We recommend running the simulation for several years due to the stochastic nature of LDAR systems and the periods of time over which leaks arise and are repaired. + +**Notes of caution:** An end date not on December 31st of a given year may cause error with the calculation of annual summary statistics. + +### <infrastructure> -**Notes of caution:** We recommend running the simulation for several years due to the stochastic nature of LDAR systems and the periods of time over which leaks arise and are repaired. +**Description:** This parameter does not require user input. It serves to provide a more comprehensive categorization for parameters that specify the files used to construct the virtual world. -### input_directory +#### <sites_file> + +**Data Type:** String + +**Default input:** None + +**Description:** This parameter is defined by a string specifying the name of the CSV file containing data on the sites participating in the simulation. It is a **mandatory** file that must, at a minimum, include unique site IDs, latitude and longitude values, along with corresponding site types for each row. + +**Notes on acquisition:** Refer to the section [Virtual World Defining Files](#10-virtual-world-defining-files) for comprehensive instructions on setting up this file. + +**Notes of caution:** The number of unique sites provided in this file must be equal or greater than the [site_samples](#site_samples) parameter. + +#### <site_type_file> **Data type:** String -**Default input:** "./inputs" +**Default input:** None -**Description:** Specify location containing input files like infrastructure and weather. Can be an absolute path, or relative path to the root folder. +**Description:** This parameter is defined by a string that specifies the name of the CSV file containing data on the site types involved in the simulator. It's optional and aims to minimize the redundancy of repeatedly defining site types. -**Notes on acquisition:** N/A +**Notes on acquisition:** Refer to the section [Virtual World Defining Files](#10-virtual-world-defining-files) for comprehensive instructions on setting up this file. -**Notes of caution:** N/A +**Notes of caution:** The site types defined in this file must correspond to the values in the [sites_file](#sites_file). Refer to the [Virtual World Defining Files](#10-virtual-world-defining-files) for more details. -### n_processes +#### <equipment_group_file> -**Data type:** Integer or None +**Data Type:** String **Default input:** None -**Description:** The number of parallel processes to use. None = all available processes, 1 = one virtual core, and so on. We recommend using None to greatly reduce simulation run time. +**Description:** This parameter is defined by a string specifying the name of the CSV file containing data on the equipment in the simulation. It's an _optional_ file intended to refine site characteristics and minimize the need for redundant definitions of similar equipment. In simpler terms, the equipment file streamlines the process of defining granular sites by reducing the manual repetition required to define similar equipment multiple times. -**Notes on acquisition:** No data acquisition required. +**Notes on acquisition:** Refer to the section [Virtual World Defining Files](#10-virtual-world-defining-files) for comprehensive instructions on setting up this file. + +**Notes of caution:** The equipment defined in this file must correspond to equipment defined in the [sites_file](#sites_file). Refer to the [Virtual World Defining Files](#10-virtual-world-defining-files) for more details. + +#### <sources_file> + +**Data Type:** String + +**Default input:** None + +**Description:** This parameter is determined by a string indicating the name of the CSV file containing information about the components and sources in the simulation. It's an _optional_ file that enables users to provide more detailed data regarding individual components and the types of sources associated with each component. -**Notes of caution:** Using None will require almost all of your computer's total processor utilization across all cores. If background tasks require CPU (e.g., OneDrive, internet browser) your computer may crash. +**Notes on acquisition:** Refer to the section [Virtual World Defining Files](#10-virtual-world-defining-files) for comprehensive instructions on setting up this file. -### n_simulations +**Notes of caution:** The component and sources must correspond to the values found in the [equipment_group_file](#equipment_group_file) and [emissions_file](#emissions_file). Refer to the [Virtual World Defining Files](#10-virtual-world-defining-files) for more details. -**Data type:** Integer +### <site_samples> -**Default input:** 3 (much more required to constrain uncertainty) +**Data Type:** Numeric (Integer) + +**Default input:** None -**Description:** The number of repeat simulations to perform for each program. +**Description:** This variable is an integer indicating the number of sites to be selected as a subset. It allows users to specify how many sites they want to include in their analysis or simulation. **Notes on acquisition:** No data acquisition required. -**Notes of caution:** Using more simulations leads to better-constrained results but requires greater run time. For high-consequence scenarios that are meant to inform decision-making, we recommend using 10+ simulations for each scenario modeled. A minimum of two simulations is required to compare a set of different LDAR programs. +**Notes of caution:** The number of site sampled must be equal to or less than the number of unique sites provided in the [sites_file](#sites_file). -### output_directory +### <consider_weather> -**Data type:** String +**Data type:** Boolean -**Default input:** './outputs' +**Default input:** False -**Description:** Specify folder location to generate output files into. Can be an absolute path, or relative path to the root folder. +**Description:** Specify whether weather envelopes will influence the selection of potential deployment sites for each method. If the weather on a given day falls outside the valid [weather envelopes](#weather_envelopes), crews for the respective method will not be deployed to the site on that day. **Notes on acquisition:** N/A -**Notes of caution:** N/A +**Notes of caution:** Even if weather is considered false, [weather_file](#weather_file) must be present and valid. -### reference_program +### <weather_file> **Data type:** String -**Default input:** 'P_OGI' +**Default input:** None + +**Description:** Specifies the name of the ERA5 NetCDF4 file that contains all weather data to be used in the analysis. Generally, at a minimum, OGI requires wind, temperature, and precipitation data. LDAR-Sim reads in temperature data in degrees Celsius at 2 meters above ground, wind in meters per second at 10 meters above ground, and total precipitation in millimeters accumulated per hour. Other weather variables are freely available for download. + +**Notes on acquisition:** Raw data are available from the European Centre for Medium-Range Weather Forecasts. Pre-processed and ready to use weather data have been prepared and are available for download on AWS for Alberta, Colorado, and New Mexico. LDAR-Sim will access these files directly if the file names are specified correctly in the program file. Currently available files are: + +- Alberta: "ERA5_AB_1x1_hourly_2015_2019.nc" +- Colorado: "ERA5_CO_1x1_hourly_2015_2019.nc" +- New Mexico: "ERA5_NM_1x1_hourly_2015_2019.nc" + +_TODO_ check if these work + +In addition, the following files are included in the GitHub repository for generic weather data covering Canada or the United States, as well as specific data for Alberta, the Marcellus shale, and the Permian basin: + +- "weather_alberta.nc" +- "weather_marcellus.nc" +- "weather_permian.nc" +- "ERA5_2020_2020_Canada_2xRes.nc" +- "ERA5_2020_2020_US_2xRes.nc" + +Each of these files provides hourly weather (wind, temp, precipitation) data spanning the years specified at a spatial resolution of 1 degree latitude and 1 degree longitude. If custom configurations are needed for different regions, spatial resolutions, temporal resolutions, dates, or weather variables (e.g., clouds, snow cover, etc.), they must be downloaded manually from the ERA5 database. The 'ERA5_downloader' python file in the model code folder provides code and guidance for accessing custom weather data. + +See [weather_readme](LDAR_Sim/src/weather/weather_readme.md) documentation for further details regarding weather in LDAR-Sim. + +**Notes of caution:** + +Weather file sizes can become quite large, especially when spatial and temporal resolution increase (maximum resolutions of 1.25 degrees and 1 hour, respectively). Modelers must decide how to navigate these tradeoffs, and understand the implications of the resolutions chosen. + +### <Repairs> + +**Description:** This parameter doesn't necessitate user-defined input. Its purpose is to offer a broader categorization for parameters that define the repair characteristics of the virtual world. + +### <cost>(repairs) + +**Description:** This parameter doesn't necessitate user-defined input. Its purpose is to offer a broader categorization for parameters that define the repair cost characteristics of the virtual world. + +**Note:** The repair cost parameter can be specifically set at a more granular level through the [virtual world defining files](#10-virtual-world-defining-files). -**Description:** The program against which alternative or test programs are compared, which is used to create relative emissions and cost output graphs. Often this is regulatory OGI. +#### <values> (cost) _(propagating parameter)_ + +**Data Type:** List of floats/numerics + +**Default input:** [200] + +**Description:** The cost associated with repairing repairable emissions. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#repairable_repair_cost-sites-file) +- [Site type File](#repairable_repair_cost-site-type-file) +- [Equipment File](#repairable_repair_cost-equipment-file) +- [Source File](#repair_cost-source-file) + +**Notes on acquisition:** The duty holder should have data on cost of repairs. + +**Notes of caution:** +Cost of repair is highly variable and not well characterized by a single value. For example, a percentage of leaks will have near-zero repair costs if it is just a matter of tightening a valve. Other repairs, especially if specialized equipment is involved, could be extremely expensive – especially if a shutdown is required and production declines, leading to indirect costs. + +When specified in the virtual world parameter file, repair costs are independent of emission size or infrastructure. Moreover, these costs are still applicable even when emissions are terminated based on their maximum duration([duration](#duration-propagating-parameter)). + +#### <file> (cost) + +**Data Type:** String + +**Default input:** None + +**Description:** The string name of the csv file in which the repair cost values are stored, if it exists. **Notes on acquisition:** N/A -**Notes of caution:** N/A +**Notes of caution:** It is assumed that this file is located in the same folder as the [infrastructure](#infrastructure) files. -### pregen_leaks +### <delay>(repairs) -**Data type:** Boolean +**Description:** This parameter doesn't necessitate user-defined input. Its purpose is to offer a broader categorization for parameters that define the repair delay characteristics of the virtual world. -**Default input:** True +**Note:** The repair delay parameter can be specifically set at a more granular level through the [virtual world defining files](#10-virtual-world-defining-files) + +#### <values> (delay)_(propagating parameter)_ + +**Data Type:** List of integers/numerics, or string + +**Default input:** [14] + +**Description:** The number of days that pass between the end of a survey when a site is tagged for repairs and when the repairable emission(s) are fixed. This value can also be a column header in the [repair delays file](#file-delay) for sampling purposes. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#repairable_repair_delay-sites-file) +- [Site type File](#repairable_repair_delay-site-type-file) +- [Equipment File](#repairable_repair_delay-equipment-file) +- [Source File](#repair_delay-source-file) -**Description:** If set to True, leaks will be generated prior to running the simulations. This can be used to test a set of program simulations with the same leaks and the same sites. This can reduce modelling uncertainty when comparing two programs with a limited number of simulations, especially from very large leaks. +**Notes on acquisition:** Get this information from the service provider. + +**Notes of caution:** When specified in the virtual world parameter file, repair delays are independent of emission size or infrastructure. + +#### <file> (delay) + +**Data Type:** String -If enabled, the leaks will be stored locally in /inputs/generation after running (this also enables users to share leaks used to test programs, which enhances transparency and reproducibility). On subsequent simulations the user will be prompted to use the stored data or to regenerate. At this time, input parameters are not checked, therefore the user should generate new leaks after changing input parameters. +**Default input:** None + +**Description:** The string name of the file containing sample repair delays, if it exists. **Notes on acquisition:** N/A -**Notes of caution:** N/A +**Notes of caution:** It is assumed that this file is located in the same folder as the [infrastructure](#infrastructure) files. -### preseed_random +### <emissions> -**Data type:** Boolean +**Description:** This parameter doesn't necessitate user-defined input. Its purpose is to offer a broader categorization for parameters that define the emission characteristics of the virtual world. -**Default input:** False +#### <emissions_file> + +**Data Type:** String + +**Default input:** None -**Description:** If set to True, a timeseries of daily random integers will be created, and passed into each program, where each program within a simulation set receives the same timeseries. Then within each day of the simulation, the numpy and random seeds are set using the daily integer. This ensures that the output values will be the same in identical programs regardless of the stocastic nature of the software. +**Description:** This parameter specifies the name of the CSV file used to describe the emissions rate characteristics, such as the actual emission rates and the units. Please refer to the section [Virtual World Defining Files](#10-virtual-world-defining-files) for comprehensive instructions on setting up this file. **Notes on acquisition:** N/A -**Notes of caution:** This should only be used for QC and testing. +**Notes of caution:** N/A -### print_from_simulations +#### <Pre-Simulation Emissions> -**Data type:** Boolean +**Data Type:** Boolean **Default input:** True -**Description:** A binary True/False to indicate whether to print informational messages from within the simulations. These messages can have value when debugging or troubleshooting. +**Description:** This parameter specifies if LDAR-Sim should generate emissions existing before the start date of the simulation. When set to 'False,' emissions are not generated before the simulation's start date. By default, emissions are produced leading up to this date, based on their durations, enabling the system to model a state without LDAR. -**Notes on acquisition:** No data acquisition required. +**Notes on acquisition:** N/A **Notes of caution:** N/A -### start_date +### repairable_emissions / non_repairable_emissions -**Data type:** List of integers [year, month, day] +**Description:** These parameters do not require user-defined input. Its purpose is to provide a broader categorization for parameters that define the emission characteristics of the virtual world. The following sub-parameters: `emissions_production_rate`, `emissions_rate_source`, `duration` and `multiple_emissions_per_source`, can be set for either repairable emissions and/or non-repairable emissions. -**Default input:** [2017,1,1] +**Note:** Ensure to use the correct category before defining the emission characteristics. -**Description:** The date at which the simulations begins. +**Notes of caution:** The following parameters for defining emissions can be specified at multiple levels of granularity. However, the values set will always be overwritten by the most granular level. For further details and a flowchart, please refer to the section[Virtual World Defining Files](#10-virtual-world-defining-files). -**Notes on acquisition:** No data acquisition required. +#### <emissions_rate_source> _(propagating parameter)_ + +**Data Type:** String -**Notes of caution:** The NetCDF file should encompass the start date and end date. +**Default input:** None -### version +**Description:** The name of a column in the [emissions file](#emissions_file) that is used to define the row that parameterize the emissions characteristics of all the corresponding repairable or non-repairable emissions. This parameter will be overwritten by the equivalent value, when provided at a more granular scale in one of the [Virtual world defining files](#10-virtual-world-defining-files). -**Data type:** String +See the following files for examples on setting this value at a more granular level: + +Repairable emissions: + +- [Sites File](#repairable_emissions_rate_source-sites-file) +- [Site type File](#repairable_emissions_rate_source-site-type-file) +- [Equipment File](#repairable_emissions_rate_source-equipment-file) +- [Sources File](#emissions_rate_source-source-file) -**Default input:** 2.0 +Non-Repairable emissions: -**Description:** Specify version of LDAR-Sim. See section _Versioning of Parameter Files_ for more information. +- [Sites File](#non_repairable_emissions_rate_source-sites-file) +- [Site type File](#non_repairable_emissions_rate_source-site-type-file) +- [Equipment File](#non_repairable_emissions_rate_source-equipment-file) +- [Sources File](#emissions_rate_source-source-file) **Notes on acquisition:** N/A -**Notes of caution:** N/A +**Notes of caution:** The column headers are case sensitive. -### write_data +Both [emissions production rate](#emissions_production_rate-propagating-parameter) and [emissions rate source](#emissions_rate_source-propagating-parameter) must be set for a given repairable or non-repairable emission. The simulator will error out if only one of the two values are provided. -**Data type:** Boolean +#### <emissions_production_rate> _(propagating parameter)_ -**Default input:** True +**Data Type:** Float (Numeric) -**Description:** A binary True/False to activate the export of simulation data to csv files. Generally recommended that this remains set to True unless it is desired to reduce time/storage requirements during sensitivity analyses. +**Default input:** None -**Notes on acquisition:** No data acquisition required. +**Description:** A numeric scalar representing the emissions production rate, for repairable or non-repairable emissions. New emissions are generated using a site-level empirical production rate if not specified at a more granular level. The emission production rate, if set at the virtual world setting parameter file only, is the probability that a new emission will arise, each day, for each site. The emission production rate encapsulates various factors contributing to emission occurrences, such as facility age, management practices, predictive maintenance, and random chance. By setting the emission production rate in the virtual world parameter file, a uniform production rate is applied across all facility types, production types, facility ages, etc., unless specified otherwise at a more detailed level. This parameter replaces the old leak production rate (LPR) from previous versions of LDAR-Sim, and for an extended discussion on this topic, see Fox et al. (2021). -**Notes of caution:** Must be True to make automated maps and plots. +See the following files for examples on setting this value at a more granular level: --------------------------------------------------------------------------------- +Repairable emissions: -## 6\. Program Inputs +- [Sites File](#repairable_emissions_production_rate-sites-file) +- [Site type File](#repairable_emissions_production_rate-site-type-file) +- [Equipment File](#repairable_emissions_production_rate-equipment-file) +- [Sources File](#emissions_production_rate-source-file) -### economics +Non-Repairable emissions: -#### carbon_price_tonnesCO2e +- [Sites File](#non_repairable_emissions_production_rate-sites-file) +- [Site type File](#non_repairable_emissions_production_rate-site-type-file) +- [Equipment File](#non_repairable_emissions_production_rate-equipment-file) +- [Sources File](#emissions_production_rate-source-file) -**Data type:** Numeric +**Notes on acquisition:** While the "true" emissions production rate is elusive, it can be estimated by dividing the number of emissions found during an LDAR survey at a facility by the number of days that have passed since the previous LDAR survey at the same facility. If this is done for a large number of survey intervals at a large number of facilities, one should eventually converge on a representative estimate. When LDAR-Sim is used, operator-specific emissions production rate values should be estimated if sufficient data exist to do so. -**Default input:** 40.0 +**Notes of caution:** Available techniques for estimating emissions production rate make a number of problematic assumptions. Ultimately, we have relatively poor data on the emissions production rate and the relationship between the _emission production rate_ and the [maximum duration](#duration-propagating-parameter) of emissions. Modeling results are extremely sensitive to the production rate. Given that the emissions production rate is elusive, we strongly recommend that a broad range of the emissions production rate value is evaluated in LDAR-Sim before any decisions are made. For more information, refer to discussions in the main text and supplementary information of Fox et al. (2021). -**Description:** The current federal price on carbon in Canada of $40/tonne CO2e is input as a default metric to compare the cost to mitigation ratios of LDAR programs to. +When the parameter [multiple emissions per source](#multiple_emissions_per_source-propagating-parameter) is set to False, it will affect the emission production rate observed in the simulation. In this scenario, new emissions won't be generated if there's already an existing emission for the specified [emission source](#emissions_rate_source-propagating-parameter). -**Notes on acquisition:** The fuel charge rates for Canada can be found here: . +Both [emissions production rate](#emissions_production_rate-propagating-parameter) and [emissions rate source](#emissions_rate_source-propagating-parameter) must be set for a given repairable or non-repairable emission. The simulator will error out if only one of the two values are provided. -**Notes of caution:** This rate rises by $10/tonne CO2e annaually and should be updated in the model to reflect changes in the price. +#### <duration> _(propagating parameter)_ -#### cost_CCUS +**Data Type:** Integer (Numeric) -**Data type:** Numeric +**Default input:** 365 -**Default input:** 20 +**Description:** The maximum duration of each emission in number of days. Represents emission removal from the emission pool due to routine maintenance, refits, retrofits, and other reasons. -**Description:** The cost of pure stream CCUS at natural gas processing sites that are producing concentrated CO2 streams. This value offers another metric to compare the cost/mitigation ratios of LDAR programs to. +See the following files for examples on setting this value at a more granular level: -**Notes on acquisition:** See the International Energy Agency's (IEA's) report here for a more detailed breakdown on the potential costs of CCUS: . +Repairable emissions: -**Notes of caution:** This value may not be representative of the costs of CCUS for produced CO2 at oil and gas production sites and firm specific estimates should be used if available. +- [Sites File](#repairable_duration-sites-file) +- [Site type File](#repairable_duration-site-type-file) +- [Equipment File](#repairable_duration-equipment-file) +- [Sources File](#duration-source-file) -#### GWP_CH4 +Non-Repairable emissions: -**Data type:** Numeric +- [Sites File](#non_repairable_duration-sites-file) +- [Site type File](#non_repairable_duration-site-type-file) +- [Equipment File](#non_repairable_duration-equipment-file) +- [Sources File](#duration-source-file) -**Default input:** 28.0 +**Notes on acquisition:** Estimate from empirical data or use previously published value. -**Description:** GWP of 28 over a 100-year time period was chosen as a default input. The model uses this value to convert between CH4 and CO2e when required. This value can be changed to 84-86 over 20 years to explore the impact that GWP has on mitigation costs. +**Notes of caution:** This value is highly uncertain and likely depends on context. Sensitivity analyses should be used to explore the impact of different _duration_ values. -**Notes on acquisition:** This value is from Chapter 8 in the IPCC's Assessment Report 5 from Working Group 1 page 714: +#### <multiple_emissions_per_source> _(propagating parameter)_ -**Notes of caution:** Using a GWP of CH4 for a 20-year time period may dramatically change results but all options should be explored. +**Data Type:** Boolean -#### repair_cost +**Default input:** True -**Data type:** Integer +**Description:** Specifies whether an emission source can generate multiple emissions simultaneously. For instance, a flare that's unlit can't produce additional unlit emissions simultaneously. -**Default input:** 200 $/repair +See the following files for examples on setting this value at a more granular level: -**Description:** The average cost of leak repair. This value is added to the total program cost each time a leak is repaired, whether as a result of an LDAR program or due to routine maintenance by the operator. +Repairable emissions: -**Notes on acquisition:** The duty holder should have data on cost of repairs. +- [Sites File](#repairable_multiple_emissions_per_source-sites-file) +- [Site type File](#repairable_multiple_emissions_per_source-site-type-file) +- [Equipment File](#repairable_multiple_emissions_per_source-equipment-file) +- [Sources File](#multiple_emissions_per_source-source-file) -**Notes of caution:** Cost of repair is highly variable and not well characterized by a single value. For example, a percentage of leaks will have near-zero repair costs if it is just a matter of tightening a valve. Other repairs, especially if specialized equipment is involved, could be extremely expensive – especially if a shutdown is required and production declines, leading to indirect costs. Those with good data and an intimate understanding of LDAR-Sim may opt to reprogram the model to accept a distribution of repair costs associated with different kinds of repairs – this could greatly improve LDAR cost estimates. +Non-Repairable emissions: + +- [Sites File](#non_repairable_multiple_emissions_per_source-sites-file) +- [Site type File](#non_repairable_multiple_emissions_per_source-site-type-file) +- [Equipment File](#non_repairable_multiple_emissions_per_source-equipment-file) +- [Sources File](#multiple_emissions_per_source-source-file) + +**Notes on acquisition:** Users are encouraged to undertake an exercise to assess whether it's logical for a particular source to generate multiple emissions simultaneously. + +**Notes of caution:** When set to false, it's possible to observe lower [emission production rates](#emissions_production_rate-propagating-parameter) than what has been parameterized, as existing emissions inhibit the generation of new emissions. + +-------------------------------------------------------------------------------- + +## 8\. Program Inputs + +### <parameter_level> (programs) + +**Data Type:** String + +**Default input:** 'programs' + +**Description:** A string indicating the parameters in file are at the program settings level + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Must be set to ```parameter_level: programs``` for an output setting parameter file. + +### <version> (programs) + +**Data type:** String + +**Default input:** 4.0 + +**Description:** Specify version of LDAR-Sim. See section _[Versioning of Parameter Files](#versioning-of-parameter-files)_ for more information. + +**Notes on acquisition:** N/A + +**Notes of caution:** Improper versioning will prevent simulator from executing. + +### <program_name> + +**Data Type:** String + +**Default input:** "default" + +**Description:** The name of the program. Typical naming convention is to include "P_" before a name. + +**Notes on acquisition:** N/A + +**Notes of caution:** Each program must have a unique program name. If names are duplicated, they will override each other. + +### <method_labels> + +**Data Type:** List[strings] + +**Default input:** [] + +**Description:** A list of the methods used within the program. For example, the following will use the aircraft and the OGI_FU methods: + +```yaml +method_labels: +- aircraft +- OGI_FU +``` + +The following is an alternative format for the same example: + +```yaml +method_labels: ["aircraft","OGI_FU"] +``` + +**Notes on acquisition:** N/A + +**Notes of caution:** The method labels that are referenced must be identical to an existing [method_name](#method_name), it is case sensitive. + +### <economics> + +**Description** Economic values that are used to generate cost related figures. + +#### <global_warming_potential_CH4> + +**Data Type:** Numeric + +**Default input:** 28.0 + +**Description:** GWP of 28 over a 100-year time period was chosen as a default input. The model uses this value to convert between CH4 and CO2e when required. This value can be changed to 84-86 over 20 years to explore the impact that GWP has on mitigation costs. + +**Notes of acquisition:** This value is from [Chapter 8](https://www.ipcc.ch/site/assets/uploads/2018/02/WG1AR5_Chapter08_FINAL.pdf) in the IPCC's Assessment Report 5 from Working Group 1 page 714, 2018. + +**Notes of caution:** Using a GWP of CH4 for a 20-year time period may dramatically change results but all options should be explored. + +#### <sale_price_of_natural_gas> + +**Data Type:** Numeric + +**Default input:** 3.0 + +**Description:** The sale price of natural gas per million Btu which is used to calculate the potential value of gas sold when captured as part of an LDAR program. LDAR-Sim takes the difference in emissions from a baseline scenario and multiplies this by the price of natural gas. + +**Notes of acquisition:** This value can be taken from local distribution companies or natural gas trading hubs (ex. [eia](https://www.eia.gov/dnav/ng/hist/rngwhhdm.htm)). + +**Notes of caution:** The default value of $3/MMbtu is a conservative estimate and users of LDAR-Sim will see different cost/benefit and cost/mitigation results if the price of natural gas is changed. + +It is important to note that LDAR-Sim internally converts KG of methane to MMBtu of natural gas equivalent based on assuming the natural composition of gas at 0.949, temperature of 15C, and 1 atm. + +### <duration_estimate> + +**Description:** The following parameters are used to estimate the total emission amount according to the specified program's work practices. + +#### <duration_factor> + +**Data Type:** Numeric + +**Default input:** 1.0 + +**Description:** A decimal number representing the ratio of time since the last survey or screening at a given site, used to estimate the duration of a given measurement. + +For example, a value of 0.6 means that 60% of the duration was assumed to be the greater emitting value, between the two measurement points, and 40% of the duration would be assuming the smaller of the measured emission. + +By default(1.0), it assumes that the greater measured value has been emitting since the last measurement. + +```txt +Scenario +- A given site was surveyed January 1st, and 31st. +- It recorded 0kg/day and 5kg/day for the respective dates. + +If duration_factor is set to 0.5: + - The estimated volume emitted would be calculated by the following + ((31 - 1) * 0.5)days * 5kg/day + ((31 - 1) * 0.5) * 0kg/day= 75 kg + +If duration_factor is set to 0.2: + - The estimated volume emitted would be calculated by the following + ((31 - 1) * 0.2)days * 5kg/day + ((31 - 1) * 0.8) * 0kg/day= 30 kg + +If the duration_factor is set to 1: + - The estimated volume emitted for the same period would be + ((31 - 1) * 1)days * 5kg/day = 150 kg + +``` + +**Notes of acquisition:** N/A + +**Notes of caution:** When using `duration_method: measurement-based` with a `stationary` method, the only valid duration factors are 0.0 and 1.0. Any values greater than 0.0 will be handled the same as setting the `duration_factor: 1.0` because LDAR-Sim operates at a day scale - any partial dates are rounded to the next date. + +#### <duration_method> + +**Data Type:** String + +**Default input:** "measurement-based" + +**Description:** A string that specifies how the program as a whole will estimate the total emissions measured. + +**`component-based`**- Only component level measurement work practices will be considered for estimating total emissions. + +For example, with a duration factor of 1, if a given program uses two mobile methods, `A` and `B`, where `A` is a component-level survey and `B` is a site-level screening: + +- `A` surveys `site_1` on January 1st and 30th, finding an emission on the 30th. +- `B` surveys `site_1` on January 15th. + +The emission would be estimated to have lasted since January 1st, as that is the last valid component-level measurement conducted. + +**`measurement-based`**- All methods are considered valid for estimating the total emissions measured. + +For example, with a duration factor of 1, if a given program uses two mobile methods, `A` and `B`, where `A` is a component-level survey and `B` is a site-level screening: + +- `A` surveys `site_1` on January 1st and 30th, finding an emission on the 30th. +- `B` surveys `site_1` on January 15th. + +The measured total site level emission rate on January 30th is assumed to have lasted since January 15th. + +**Notes of acquisition:** Currently the two valid duration estimation methods are `component-based` and `measurement-based`. + +**Notes of caution:** All emissions estimation in simulation is based on the assumption that technologies quantify emissions. + +If an emission estimation results in a negative value due to considerations of repairable emissions, the simulator will automatically set this value to 0 for reporting purposes. + +-------------------------------------------------------------------------------- + +## 9\. Method Inputs + +**Note of caution:** There are two sets of valid method default parameters based on the [deployment type](#deployment_type) of the parameterized method. These can be found in the following files: + +- m_default_mobile.yml - for `mobile` deployment +- m_default_stationary.yml - for `stationary` deployment + +Users should ensure they populate the correct set of parameters according to the method's [deployment type](#deployment_type). Parameters that are mobile or stationary deployment specific, will be labeled with _(mobile parameter)_ or _(stationary parameter)_ respectively. + +### <parameter_level> (methods) + +**Data Type:** String + +**Default input:** 'methods' + +**Description:** A string indicating the parameters in file are at the methods settings level + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Must be set to ```parameter_level: methods``` for a methods setting parameter file. + +### <version> (methods) + +**Data type:** String + +**Default input:** 4.0 + +**Description:** Specify version of LDAR-Sim. See section _[Versioning of Parameter Files](#versioning-of-parameter-files)_ for more information. + +**Notes on acquisition:** N/A + +**Notes of caution:** Improper versioning will prevent simulator from executing. + +### <method_name> + +**Data type:** String + +**Default input:** _placeholder_str_ (Required to be set for each method added to program) + +**Description:** A character string denoting the label of the method. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Must match the label name specified in the program input parameter file, and any supplementary files, such as the infrastructure file. This is a case sensitive parameter. It is important to note that different programs can call the same method files, provided that the work practices and technology involved are parameterized identically. + +### <measurement_scale> + +**Data type:** String + +**Default input:** _placeholder_str_ (Required to be set for each method added to program) + +**Description:** A character string describing the measurements scale. Possible inputs are `"component"`, `"equipment"`, and `"site"`. + +- `component` level measurement scale technologies are able to measure the sum of emissions at a given component +- `equipment` level measurement scale technologies are able to measure the sum of emissions at a given equipment of a site +- `site` level measurement scale technologies measure the sum of the emissions of a given site + +The following figure shows a graphical representation: + +![emissions_behavior](doc-images/emissions_behavior.png) + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Only component scale methods are able to tag emissions for repair. + +### <deployment_type> + +**Data type:** String + +**Default input:** _placeholder_str_ (Required to be set for each method added to program) + +**Description:** Methods are comprised of both a deployment type and a sensor type. The deployment type is a character string denoting the deployment type used in the method. For instance, `'mobile'` or `'stationary'`. Custom deployment types can be added and referenced here. + +Valid deployment types: + +- `mobile`: Agent moves between sites. Surveys occur when a site is "ready" for a survey and a crew is available to survey. +- `stationary`: Each site has one or more _fixed_ sensors. Surveys are carried out daily. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Certain parameters are mobile/stationary deployment specific, which will be labeled with the following _(mobile parameter)_ or _(stationary parameter)_. + +### <sensor> + +**Description:** The parameters within this section are for specifying the measurement technology utilized in the simulation. + +#### <type> + +**Data type:** String + +**Default input:** "default" + +**Description:** Methods are comprised of both a deployment type and a sensor type. the sensor type is a character string denoting the sensor used in the method. For instance, `'OGI_camera_zim'`,`'OGI_camera_rk'`, or `'default'`. The `'default'` sensor uses the minimum detection limit (MDL) as a threshold to detect emissions based on the measurement scale of the method. Custom sensors can be added and referenced here. Built in sensors are: + +- `default`: Uses a simple threshold where the emission rate is based on the [measurement_scale](#measurement_scale), for example if `measurement_scale = site` then the site's total emissions will be considered measured if greater than the sensors MDL. +- `OGI_camera_rk`: Uses detection curve based on Ravikumar, 2018. Requires [measurement_scale](#measurement_scale) = `'component'`. +- `OGI_camera_zim`: Uses detection curve based on Zimmerle 2020. Requires [measurement_scale](#measurement_scale) = `'component'`. +- `METEC_no_wind`: Uses a detection curve formula based on a typical METEC report where wind is normalized. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** N/A + +#### <quantification_error> + +**Data type:** Numeric + +**Default input:** 0 + +**Description:** The parameters within this section are for specifying the functionality of quantification error within the simulation. + +##### <quantification_parameters> + +**Data type:** List, either Numeric (List of Floats) or String (List of Strings) + +**Default input:** [0.0, 0.0] + +**Description:** Parameters informing how quantification error functionality model measurement of emissions rates. + +- With the `default` or `uniform` quantification types, the expected input is two numbers: the lower and upper bounds of a 95% confidence interval of possible signed quantification percent error values. +- With the `sample` quantification type, the expected input is two strings (text) the filename of the csv to use (including file extension), followed by the column in the file to use. The column specified of the file specified is expected to contain a list of possible signed quantification percent error values. + +_Illustrative Example:_ +For all quantification types, quantification error is applied as follows: + +- A quantification error of +60% will result in a rate at 100 kg/h being measured as 160 kg/h. +- A quantification error of -60% will result in a rate at 100 kg/h being measured as 40 kg/h + +**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates, distances, and conditions to establish quantification error 95% confidence intervals or using sample with all recorded possible quantification errors. Given the amount of work required to collect this information, we recommend using historical estimates where possible. + +**Notes of caution:** As facility-scale quantification error remains poorly constrained for LDAR screening methods, and likely depend on work practice, dispersion modeling, and environment, screening programs should be evaluated using a range of possible quantification errors. We recommend understanding exactly how quantification error works before making use of this functionality. + +##### <quantification_type> + +**Data type:** String + +**Default input:** "default" + +**Description:** The quantification module to use for determining quantification error. The shape of the [quantification_parameters](#quantification_parameters) must be support by the selected quantification types. + +Currently three quantification types are supported: + +- `default`: Quantification Error is drawn from a normal distribution centered on the midpoint between the upper and lower bounds of the 95% confidence interval of possible signed quantification percent error values provided through the [quantification_parameters](#quantification_parameters). The distribution will use a standard deviation also calculated from the 95% confidence interval assuming the empirical rule (95% percent of all observations lie within two standard deviations of the mean). +- `uniform`: Quantification Error is drawn from a uniform distribution bounded by the upper and lower bounds of the 95% confidence interval of possible signed quantification percent error values provided through the [quantification_parameters](#quantification_parameters). + + Both `default` and `uniform` types expect a list of 2 floating point numbers: the upper and lower bounds of the 95% confidence interval of possible quantification error values as input for [quantification_parameters](#quantification_parameters). + +- `sample`: Quantification Error is drawn randomly from a list of possible signed quantification percent error values read in from a column of a csv file specified through the [quantification_parameters](#quantification_parameters). + + **NOTE**: Users may develop and implement their own quantification modules. Further documentation to support this practice will be added in a later release. + +**Notes on acquisition:** The user must decide the most appropriate assumption on the distribution of quantification error. + +**Notes of caution:** Note that when providing a quantification_type of "default", the normal distribution will be centered on the midpoint between the upper and lower bounds of the 95% confidence interval of possible quantification error values provided through the [quantification_parameters](#quantification_parameters). This can lead to misrepresentation of the quantification bias if the shape of the range of quantification error is not perfectly normal. + +#### <minimum_detection_limit> (default) + +**Data type:** Numeric or List of integers + +**Default input:** [0.01] (Should be set for each Method) + +**Description:** Minimum detection limit of the screening method in grams per second. Probability curves or surfaces as a function of emission rate, wind speed, distance, etc. must be hard coded. + +**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates, distances, and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. + +**Notes of caution:** A single value for MDL is used here, although a parameter list could be used that defines a sigmoidal probability of detection curve. These are examples and with more experimental data, probability of detection surfaces can be generated that can estimate detection probabilities as a function of numerous relevant variables (e.g., distance, wind speed, emission rate, etc.) + +#### <minimum_detection_limit> (OGI_camera_rk) + +**Data type:** List of floats + +**Default input:** [0.01275, 0.00000278] + +**Description:** A list of parameters [_xₒ_, σ] that define the minimum detection limit of OGI. The two parameters define a sigmoidal Gaussian cumulative probability function as described in Ravikumar et al. (2018), where _xₒ_ is the emission rate (in grams per second) at which 50% of emissions are detected (i.e., median detection limit), and σ is one standard deviation of _xₒ_. The probability detection of an emission with OGI is calculated using a sigmoidal probability function: + +$$ +f = \frac{1}{(1+exp(-k(log(x)-log(x_0))))} +$$ + +where f = is the fraction of emissions detected, _x_ is the emission rate in grams of methane per hour, _xₒ_ is the median detection limit (f = 0.5) and _k_ is the steepness of the sigmoid curve. Ravikumar et al. (2018) found that at 3 m _k_ = 4.9 g/hr +/- 3, and _xₒ_ = 0.47 +/- 0.1. However, detection limits were found to be an order of magnitude higher in the Zimmerle study. As such, LDAR-Sim assumes an _xₒ_ of 0.01275 g/s. For reasons listed below, we note that this is likely a conservative estimate. Also, this approach assumes a constant distance of 3 meters from camera to source. + +**Notes on acquisition:** If no input is provided for the minimum detection limit (`minimum_detection_limit: []`), the values [0.01275, 0.00000278] will be used for the constants. + +We recommend extensive controlled release testing under a range of representative release rates and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. + +**Notes of caution:** Detection probabilities for OGI cameras have been shown to vary with operator experience, wind speed, scene background, and other variables. Estimates from Ravikumar et al. (2018) are experimentally derived but are likely low because (i) the OGI inspector knew where to look, (ii) measurements were performed over only 1 week of good conditions, (iii) OGI cameras were tripod mounted, and (iv) videos were analyzed by experts after data collection. Estimates from Zimmerle et al. (2020) are an order of magnitude higher, and likely closer to reality. However, this estimate applies only to experienced inspectors with over 700 site inspections under their belts, so the true median detection across all inspectors may be lower. Furthermore, the Zimmerle study for experienced inspectors could still represent an underestimate as (i) weather conditions were relatively good, (ii) OGI inspectors were participating in a formal study and were likely very focused, and (iii) many of the emissions were odorized. These results would therefore not include laziness, neglect, or missing of emissions from difficult to access areas. See [minimum_detection_limit(default)](#minimum_detection_limit-default) for more information on detection limits, including the use of single values or probability surfaces. + +#### <minimum_detection_limit> (OGI_camera_zim) + +**Data type:** List of floats + +**Default input:** [0.24, 0.39] + +**Description:** A list of parameters [a, b] that define the emissions rate based probability of detection of a emissions. The two parameters define power law cumulative probability function as described in Zimmerle (2020), where both a and b are empirical parameters that define the shape of the curve, and are based on the camera crew experience. The probability detection of an emission with OGI is calculated using the following function: + +$$ +p = a*x^{b} +$$ + +where p is the probability of detection, _x_ is the emission rate in grams of methane per second. The default +parameters used are that associated with the moderate ability to detect. + +**Notes on acquisition:** If not input is provided for the minimum detection limit (`minimum_detection_limit: []`), the values [0.24, 0.39] will be used. + +We recommend extensive controlled release testing under a range of representative release rates and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. + +**Notes of caution:** Detection probabilities for OGI cameras have been shown to vary with operator experience, wind speed, scene background, and other variables. Parameters are experimentally derived. The Zimmerle study for experienced inspectors could still represent an underestimate as (i) weather conditions were relatively good, (ii) OGI inspectors were participating in a formal study and were likely very focused, and (iii) many of the emissions were odorized. These results would therefore not include laziness, neglect, or missing of emissions from difficult to access areas. See Section 3.8 for more information on detection limits, including the use of single values or probability surfaces. + +#### <minimum_detection_limit> (METEC_no_wind) + +**Data type:** List of floats + +**Default input:** [] + +**Description:** A list of parameters [a, b, _, c] where a and b are constants in the following formula: + +$$ +p = \frac{1}{1 + e^{a - b * x}} +$$ + +and `c` represents the optional minimum threshold that the rate must exceed to be considered for detection and `x` represents the emission rate in kilograms of methane per hour. + +**Notes on acquisition:** N/A + +**Notes of caution:** Detection probabilities have been shown to vary with wind speed, scene background, and other variables. The METEC studies may still underestimate these probabilities, as not all variables can be accounted for in a controlled environment compared to real life working conditions. + +### <coverage> + +#### <spatial> _(propagating parameter)_ + +**Data type:** Numeric + +**Default input:** 1.0 + +**Description:** Probability (0-1) that a technology and work practice can locate an emission. Internally, each emission will be randomly assigned a True or False value based on this probability indicating whether or not the emission can be detected by the technology and work practice. This value is rolled only once for each emission and technology-work practice pair, and remains consistent for subsequent surveys. Spatial coverage is also not affected by emission size. + +`eg. coverage.spatial = 0.25`. The emission has a 25% chance of being detected regardless of the number of surveys. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#method_spatial-sites-file) +- [Site type File](#method_spatial-site-type-file) +- [Equipment File](#method_spatial-equipment-file) +- [Sources File](#method_spatial-source-file) + +**Notes on acquisition:** N/A + +**Notes of caution:** Future research is required! + +#### <temporal> + +**Data type:** Numeric + +**Default input:** 1.0 + +**Description:** Probability (0-1) that a crew can locate an emission during a survey. Internally, each emission will be randomly assigned a True or False based on this probability increasing survey will improve the chances of the emission being detected. + +`eg. coverage.temporal = 0.25`. The emission has a 25% chance of being detected **every time** it is surveyed. + +**Notes on acquisition:** N/A + +**Notes of caution:** Future research is required! + +### <cost> + +**Description:** The cost to deploy a given method. The type of currency is not considered, but it must be consistent across all cost inputs. + +#### <per_day> + +**Data type:** Numeric + +**Default input:** 0 + +**Description:** The daily cost charged by the service provider (per crew). It is charged each time a crew is deployed, regardless of how many sites they survey that day. + +For `stationary`, the cost per day is for each site the method is deployed on. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** `Stationary` deployment methods only use the `per_day` and `upfront` cost values. + +#### <per_site> _(propagating parameter)_ _(mobile parameter)_ + +**Data type:** Numeric + +**Default input:** 0 + +**Description:** The cost charged by the service provider (per crew per site). It is charged each time a crew is deployed at a site. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#method_survey_cost-sites-file) +- [Site type File](#method_survey_cost-site-type-file) + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** `Stationary` deployment methods only use the `per_day` and `upfront` cost values. + +#### <upfront> _(propagating parameter)_ + +_TODO_ Doesn't exist + +**Data type:** Numeric + +**Default input:** 0 + +**Description:** The initial up-front cost of each crew. This cost is only charged once. + +- For `mobile` deployment the total upfront cost will be upfront **times** the number of crews used. +- For `stationary` deployment the total upfront cost will be equal to the user input value. There is **no** scaling. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#sites_file) +- [Site type File](#site-type-file) + +**Notes on acquisition:** Consult service provider. + +**Notes of caution:** Does not account for maintenance activities or the cost of replacing devices at the end of their lifetime. + +`Stationary` deployment methods only use the `per_day` and `upfront` cost values. + +### <crew_count> _(mobile parameter)_ + +**Data type:** Numeric (Integer) + +**Default input:** 0 + +**Description:** The maximum number of distinct, independent crews that will be deployed using the same method. If the `crew_count` is not provided, LDAR-Sim will provide crews as needed. When explicitly stated, the maximum number of crews will be utilized for the given method. +Warning, for follow-up mobile methods, crew count will be defaulted to 1 if not explicitly stated, which may lead to crew shortage. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Unless explicitly evaluating labour constraints, ensure that sufficient crews are available to perform LDAR according to the requirements set out in the infrastructure_file. For example, if 2000 facilities require LDAR, and each takes an average of 300 minutes, ~10,000 work hours are required, or 3-4 crews working full time. + +### <consider_daylight> + +**Data type:** Boolean + +**Default input:** False + +**Description:** A binary True/False to indicate whether crews should only work during daylight hours. If False, crews work the number of hours specified by the [max_workday](#max_workday-mobile-parameter) input variable used for each method. If True, crews work the shorter of either [max_workday](#max_workday-mobile-parameter) or the number of daylight hours calculated using the PyEphem package in python using latitude, longitude of each site, for each day of the year. + +**Notes on acquisition:** Acquisition is automated using required latitude and longitude coordinates for each facility (see infrastructure_file input) at each time step. + +**Notes of caution:** In most cases, True and False will yield similar results. Use of daylight constraints should be considered for companies that do not wish to deploy crews in the dark for safety reasons, especially for locations at high latitudes during winter months (e.g., Northern Alberta). However, this functionality should not be used to determine whether sunlight is available for passive remote sensing methods or other technologies that require sunlight operate, as the sun has already set when civil twilight occurs (see obs.horizon). Solar flux will vary with topography and cloud cover (use ERA5 data). + +### <surveys_per_year> _(propagating parameter)_ _(mobile parameter)_ + +**Data type:** Numeric (Integer) + +**Default input:** N/A + +**Description:** An integer indicating the number of required surveys at each facility per calendar year. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#method_surveys_per_year-sites-file) +- [Site type File](#method_surveys_per_year-site-type-file) + +**Notes on acquisition:** Survey frequencies can be based on regulatory requirements, company policies, or can be fabricated by the modeler to explore different scenarios. + +**Notes of caution:** Note that just because a number of surveys is prescribed, it does not mean that this number of surveys will necessarily be performed. For example, if labour limitations exist (i.e., not enough crews are available to inspect the number of facilities in the program) or if environmental conditions are unsuitable (i.e., a particular facility is in a cloudy location that cannot be accessed by satellite), the performed number of surveys may be less than the prescribed number. This variable is not required for continuous measurement methods. + +**Note:** this parameter may also be set more granularly using the infrastructure files. + +### <survey_time> _(propagating parameter)_ _(mobile parameter)_ + +**Data type:** Numeric (Integer) + +**Default input:** N/A + +**Description:** The number in minutes required to complete a survey or screening at each facility. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#method_survey_time-sites-file) +- [Site type File](#method_survey_time-site-type-file) + +**Notes on acquisition:** In most cases, an estimate will be made as data will not exist for the specific combination of facility and unique method. However, as new methods and programs are implemented, data will become available to better refine modeling estimates and develop more intelligent programs. + +**Notes of caution:** This variable is an empirical estimate of how much time is required for a given mobile method to complete a survey at a given facility. This includes anything that happens onsite (e.g., calibrations, interfacing with the operator, etc.) but _does not include_ driving time between facilities or any other account of time spent offsite. This variable is simply the amount of time that passes from the start of a facility survey to the end. If a facility takes longer than there is time left in a day, then the agent/crew returns the following day to continue work, and so on and so forth, until the facility is completed. This variable is not required for continuous measurement methods. + +**Note:** this parameter may also be set more granularly using the infrastructure files. + +### <max_workday> _(mobile parameter)_ + +**Data type:** Numeric (Integer) + +**Default input:** 8 + +**Description:** The maximum number of hours a crew can work in day (includes travel time). + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** This can be overridden if [consider_daylight](#consider_daylight) is True and the valid daylight hours are shorter. + +### <reporting_delay> + +**Data type:** Numeric (Integer) + +**Default input:** 2 + +**Description:** The number of days that pass between the end of a survey (when a site is flagged or emissions are tagged) and when the duty holder is informed. The reporting delay is then followed by either the [repair delay](#repairs) or [follow-up delay](#delay-follow_up) based on the simulated work practice. + +**Notes on acquisition:** Get this information from the service provider. + +**Notes of caution:** Many service providers have automated systems for reporting emissions as soon as they are found and tagged. However, some companies still provide paper or pdf reports days or even weeks later. It is important to understand the expectations between the duty holder and the service provider. + +### <time_between_sites> + +**Description:** The following parameters specify the time required between surveys for planning, travel, setup, and takedown. This includes all the time not spent on the actual site survey, but the time needed between each site survey by a crew. + +#### file (time_between_sites) _(mobile parameter)_ + +**Data type:** String + +**Default input:** None + +**Description:** A string denoting the filename of a csv file containing travel times. The file should include one row, with a column header in row 1 of `time_between_sites` + +**Notes on acquisition:** Each value should represent not only driving time, but all time spent not conducting surveys (driving, breaks, meals, break downs, trains, etc.) This data should be scraped from historical GPS data associated with LDAR survey crews, ideally for the facilities under evaluation. + +**Notes of caution:** These data may be difficult to acquire and may lack representativeness. + +#### values (time_between_sites) _(mobile parameter)_ + +**Data type:** List of Integers + +**Default input:** [30] + +**Description:** The list of numbers denotes the time in minutes required to plan, travel, setup, take down, required in between surveys. A value is selected at random from the provided list. + +### <scheduling> + +#### <deployment_months> _(propagating parameter)_ + +**Data type:** List of integers + +**Default input:** [1,2,3,4,5,6,7,8,9,10,11,12] + +**Description:** A list of months used for scheduling. Methods can only be deployed during these months. For example, [8,9] indicates methods can only be deployed in August and September. If not defined, LDAR-Sim assumes methods can be deployed every month. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#method_deploy_months-sites-file) +- [Site type File](#method_deploy_months-site-type-file) + +**Notes on acquisition:** N/A + +**Notes of caution:** Only `mobile` [methods](#deployment_type) can use this functionality. + +#### <deployment_years> _(propagating parameter)_ + +**Data type:** List of integers + +**Default input:** N/A + +**Description:** A list of years used for scheduling. Methods can only be deployed during these years. For example, [2017,2018] indicates methods can only be deployed in 2017 and 2018\. If not defined, LDAR-Sim assumes methods can be deployed every year. + +See the following files for examples on setting this value at a more granular level: + +- [Sites File](#method_deploy_years-sites-file) +- [Site type File](#method_deploy_years-site-type-file) + +**Notes on acquisition:** N/A + +**Notes of caution:** Only `mobile` [methods](#deployment_type) can use this functionality. + +### <weather_envelopes> + +**Description:** The following parameters define the valid weather conditions for the given method. If the average weather condition for a given day falls outside of these valid conditions, the crews for the specified method will not be deployed and will attempt to conduct the survey the following day. + +#### <precipitation> + +**Data type:** List of floats + +**Default input:** [0, 0.5] + +**Description:** The range of precipitation accumulation allowed (mm) over one hour. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** N/A + +#### <temperature> + +**Data type:** List of floats + +**Default input:** [-40, 40] + +**Description:** The range of average hourly temperature (°C) between which crews will work. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Units are in degrees Celsius, not Fahrenheit. + +#### <wind> + +**Data type:** List of floats + +**Default input:** [0, 10] + +**Description:** The bounding range of maximum average hourly wind speed (m/s at 10m) between which crews will work. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** N/A + +### <is_follow_up> + +**Data type:** Boolean + +**Default input:** False (Required to be set for each method added to program) + +**Description:** A binary True/False to indicate whether the method is used to survey sites previously flagged by screening technologies. If true this method will only visit sites flagged. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** No data acquisition required. + +### <follow_up> + +**Description:** The following parameters are used to specify the work practices that enforce the scheduling of the relevant follow-up method . + +#### <preferred_method> + +**Data type:** String + +**Default input:** N/A + +**Description:** This parameter allows surveying methods to determine which follow-up method to trigger if multiples are present. If not set, LDAR-Sim will expect only one follow-up method to be present for a single program. Leveraging this parameter enables the use of alternative site or equipment level follow-up methods, facilitating subsequent rounds of screenings based on initial screening results. + +Moreover, this feature can model work practices involving multiple screenings to increase confidence in fugitive emissions, measurement accuracy, etc. Each method in the follow-up chain must have the preferred_method set to the corresponding method it triggers. + +**Notes on acquisition:** N/A + +**Notes of caution:** If a method within a program is set to have a preferred follow-up method, all methods requiring a follow-up in the program should also be set with a preferred method to avoid ambiguity regarding which follow-up method is being used. Moreover, the last follow-up method in a work practice must be at a component level for leaks to be tagged and repaired. The value of this parameter must be identical to an existing[method name](#method_name). + +#### <delay> (follow_up) + +**Data type:** Numeric (Integer) + +**Default input:** 0 + +**Description:** The number of days required to have passed since the first site added to the site candidate flagged pool before a site can be flagged. The company will hold all measurements in a site candidate flagged pool. + +The emissions rate for flagging mobile deployment methods is determined by the follow-up [threshold](#threshold-mobile-parameter) and the specified [proportion](#proportion), as outlined by the [redundancy filter](#redundancy_filter-mobile-parameter). + +For `Stationary` deployment methods, flagging is based on the [rolling-average](#rolling_average) parameters and specified [proportion](#proportion). + +**Notes on acquisition:** N/A + +**Notes of caution:** N/A + +#### <instant_threshold> + +**Data type:** Numeric (Float) + +**Default input:** 0.0 + +**Description:** The follow-up instant threshold in grams per second. Measured site-level emissions must be above this threshold if the site is to be immediately be flagged for follow-ups, instead of being added to the pool of candidate flagged sites. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** The instant threshold should be set above the [follow-up threshold](#threshold-mobile-parameter), as this is the minimum emission rate that a site must reach to be flagged. + +Follow-up thresholds are explored in detail in Fox et al. 2021\. Choosing follow-up rules is complex and work practices should be developed following extensive analysis of different scenarios. It is important to understand how follow-up thresholds and follow-up ratios interact, especially if both are to be used in the same program. Note that follow-up thresholds are similar to minimum detection limits but that the former is checked against the measured emission rate (which is a function of quantification error) while the latter is checked against the true emission rate. + +#### <interaction_priority> + +**Data type:** String + +**Default input:** "threshold" + +**Description:** Specifies which algorithm to run first on candidate sites when determining which to flag. The following are the valid options for this parameter: + +- `threshold`: The proportion of sites to follow up with will be taken from all sites over the threshold +- `proportion`: The proportion of sites will be taken from the candidate sites, then from those sites follow-up will occur at sites above the threshold. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** N/A + +#### <proportion> + +**Data type:** Numeric + +**Default input:** 1.0 + +**Description:** A ratio (0 to 1.0) defines the proportion or percentage of flagged sites that will receive follow-ups. For example, if the follow-up ratio is 0.5, the top 50% of flagged sites (ranked by measured emission rate) will receive follow-up. Candidate flagged sites have already been checked against the minimum detection limit. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Specifies which measured emission rates to use when identifying flagged candidate sites for follow-up. This is relevant for individual sites that have had multiple independent measurements during the given period, resulting in the sites being added to a candidate pool of potentially flagged sites. The following are the three options available for this parameter: + +#### <redundancy_filter> _(mobile parameter)_ + +**Data type:** String + +**Default input:** "recent" + +**Description:** Specifies which measured emission rates to utilize when identifying flagged candidate sites for follow-up. This is relevant for individual sites that have had multiple independent measurements in the given period where the candidate flagged site pool has been accumulating. The following are the 3 options available for this parameter: + +- `recent`(default): The most recent measurement for a given site in the "flagged pool" will be used to check the follow-up threshold and proportion. +- `max`: The highest measured emission rates will be used. +- `average`: The average emission from all surveys for a given site will be used. + +**Notes on acquisition:** N/A + +**Notes of caution:** If the [follow\_up.delay](#delay-follow_up) is not zero, crews may survey a given site multiple times, adding to the candidate flagged site pool. This parameter becomes especially relevant in any methods involving frequent deployments. + +#### <sort_by_rate> + +**Data type:** Boolean + +**Default input:** True + +**Description:** Indicates whether the schedule of the follow-ups for the sites flagged will be sorted by their emission rates. If set to True, follow-up schedules will be sorted based on the observed site emission rates, prioritizing the largest emitting sites first. If set to False, the follow-ups will be scheduled based on the a first flagged basis. + +**Notes on acquisition:** Based on operator work practices. + +**Notes of caution:** For the intended follow-up `interaction_priority:proportion` use case, it's advisable to enable sorting by setting `sort_by_rate: True`. This ensures that the original purpose of using `interaction_priority:proportion` is maintained. + +#### <threshold> _(mobile parameter)_ + +**Data type:** Float + +**Default input:** 0.0 + +**Description:** The follow-up threshold in grams per second. Measured site-level emissions must be above the follow-up threshold before a site can be flagged. + +The follow-up [delay](#delay-follow_up) parameter can be set to require multiple measurements for a site above threshold before a site is flagged. + +**Notes on acquisition:** No data acquisition required. + +**Notes of caution:** Follow-up thresholds are explored in detail in Fox et al. 2021\. Choosing follow-up rules is complex and work practices should be developed following extensive analysis of different scenarios. It is important to understand how follow-up thresholds and follow-up ratios interact, especially if both are to be used in the same program. Note that follow-up thresholds are similar to minimum detection limits but that the former is checked against to the measured emission rate (which is a function of quantification error) while the latter is checked against the true emission rate. + +### rolling_average + +**Description:** This parameter provides the overarching heading for the nested parameters related to rolling averages. The following parameters are only relevant when [deployment type](#deployment_type) is set to `stationary`. + +#### small_window _(stationary parameter)_ + +**Data Type:** Numeric(Integer) + +**Default input:** 7 + +**Description:** The number of days to consider when taking the rolling average for the [small threshold](#small_window_threshold-stationary-parameter). + +**Notes of acquisition:** N/A + +**Notes of caution:** N/A -#### sale_price_natgas +#### large_window _(stationary parameter)_ -**Data type:** Numeric +**Data Type:** Numeric(Integer) -**Default input:** 3.0 +**Default input:** 30 -**Description:** The sale price of natural gas per thousand cubic foot (mcf) which is used to calculate the potential value of gas sold when captured as part of an LDAR program. LDAR-Sim takes the difference in emissions from a baseline scenario and multiplies this by the price of natural gas. +**Description:** The number of days to consider when taking the rolling average for the [large threshold](#large_window_threshold-stationary-parameter). -**Notes on acquisition:** This value can be taken from local distribution companies or natural gas trading hubs. The U.S. Energy Information Administration is a good source for this information but units need to be converted to mcf before input into the model. +**Notes of acquisition:** N/A -**Notes of caution:** The default value of $3/mcf is a conservative estimate and users of LDAR-Sim will see different cost/benefit and cost/mitigation results if the price of natural gas is changed. +**Notes of caution:** N/A -#### verification_cost +#### small_window_threshold _(stationary parameter)_ -**Data type:** Integer +**Data Type:** Numeric(Float) -**Default input:** 0 +**Default input:** 0.0 -**Description:** The average cost of repair verification. This value is added to the total program cost each time a repair is verified. Some regulations require verification of successful repair within a certain number of days following repair. If the operator is already onsite and can easily verify the repair with readily available instruments (e.g., FID), the cost of verification could be negligible. If the operator has to drive long distances or engage an independent service provider to verify repairs, costs could be high. +**Description:** The threshold in grams per second to consider when triggering follow-up work practices, based on the smaller window rolling average. -**Notes on acquisition:** The duty holder should have data on cost of verification. +**Notes of acquisition:** N/A -**Notes of caution:** Cost of verification is likely to be facility specific. Modelers with good data and an intimate understanding of LDAR-Sim may opt to reprogram the model to accept a distribution of site-level verification cost estimates. +**Notes of caution:** When using the [stationary deployment type](#deployment_type),only the `small_window_threshold` is used by default. To enable two different rolling average considerations for the method, users will need to set the [large_window_threshold](#large_window_threshold-stationary-parameter). -**Notes on acquisition (economics):** The default values for these parameters represent generic costs of mitigation options and a conservative price for natural gas. Firms may have unique costs for carbon taxes based on the regulatory jurisdiction where their operations are located, CCUS, or low bleed retrofits that they want to input into the model. If not, default parameters can be used, or information from the IEA and RFF report from Munnings and Krupnick (2017) can be used to derive alternative values. Provinicial/State or Federal government websites should have carbon pricing scenarios available online. +#### large_window_threshold _(stationary parameter)_ -**Notes of caution (economics):** The value used for the cost of low bleed retrofits from Munnings and Krupnick (2017) is based on a national marginal abatement cost curve for methane abatement technologies in the U.S. O&G sector. As a result, this cost may not be truly representative of the costs for low bleed retrofits at sites in the O&G sector under LDAR regulations. +**Data Type:** Numeric(Float) -### emissions +**Default input:** _placeholder_float_ -#### consider_venting +**Description:** The threshold in grams per second to consider when triggering follow-up work practices, based on the larger window rolling average. This is an optional second threshold value; if not set, the method will only consider the [small_window_threshold](#small_window_threshold-stationary-parameter) for triggering follow-up work practices. -**Data type:** Boolean +**Notes of acquisition:** N/A -**Default input:** N/A +**Notes of caution:** When using the [stationary deployment type](#deployment_type),only the [small_window_threshold](#small_window_threshold-stationary-parameter) is used by default. To enable two different rolling average considerations for the method, users will need to set the `large_window_threshold`. -**Description:** A binary True/False to activate the presence of vented emissions. We do not recommend a default, as the importance of vented emissions varies by LDAR program. With only close-range methods (e.g., OGI), the presence of vented emissions should not matter, as technicians operating close-range instruments should be able to perform the classification. For screening technologies, which cannot distinguish vented from fugitive emissions, including vented emissions will result in a more realistic depiction of program performance, especially if only fugitive emissions are being targeted. +-------------------------------------------------------------------------------- -**Notes on acquisition:** No data acquisition required. +## 10\. Virtual World Defining Files -**Notes of caution:** Screening technology performance will typically suffer if only fugitive emissions are being targeted due to the confounding presence of design (e.g., vented) emissions. Results from simulations of screening technologies that do not consider venting are therefore optimistic and unlikely to be representative of true reductions. When vented emissions are considered, it will change what facilities are selected for follow-up by screening technologies. +In LDAR-Sim, the virtual world is defined by a combination of the virtual world parameter file and corresponding CSV files that contain the specific properties, as discussed in the [virtual world parameters](#7-virtual-world-setting). -#### leak_dist_params +The following figure offers a visual guideline for the various parameters that can be propagated and set at more granular levels to define a virtual world, outlining the lowest adjustable property level for each parameter. -**Data type:** List +![data structure](doc-images/input_data_structure.png) -**Default input:** [-2.776, 1.462] +**Note:** It is important to understand that for all the virtual world defining files, all optional columns have their values internally propagated down and set at the most granular level based on the provided higher-level values where relevant. For example, if the user sets the required surveys per year for a given site only in the method parameter file, the simulator will internally set the _required surveys per year_ for each individual site. -**Description:** A list describing the empirical leak function from which leak emission rates are drawn. The first term is the distribution scale and and any subsequent terms are the the distribution shape. These are used in conjunction with the leak_dist_type. See scipy documentation for more uses. Because the Lognormal distribution is often used in literature, it is considered a special case where the scale is the mu value , or the log of the scale used by the scipy function `eg. scale = exp(leak_dist_params)[0]`. The default value is a lognormal fit of the clearstone dataset, which were taken from OGI measurements of leaks from Canadian gas facilities. +-------------------------------------------------------------------------------- -**Notes on acquisition:** N/A +### Sites File -**Notes of caution:** None +This file defines the individual sites that are simulated by LDAR-Sim. Each row in this file defines a single site. -#### leak_dist_type +At a minimum it must contain the following columns: -**Data type:** string +- [site_ID](#site_id) +- [lat](#lat) +- [lon](#lon) +- [site_type](#site_type-sites-file) -**Default input:** 'lognorm' +Other optional columns consist of the following: -**Description:** The name of a distribution from the scipy library, used in conjunction with leak_dist_params. See scipy documentation for more details. +- [equipment](#equipment-sites-file) +- [repairable_repair_delay](#repairable_repair_delay-sites-file) +- [repairable_repair_cost](#repairable_repair_cost-sites-file) +- [repairable_emissions_rate_source](#repairable_emissions_rate_source-sites-file) +- [repairable_emissions_production_rate](#repairable_emissions_production_rate-sites-file) +- [repairable_duration](#repairable_duration-sites-file) +- [repairable_multiple_emissions_per_source](#repairable_multiple_emissions_per_source-sites-file) +- [non_repairable_emissions_rate_source](#non_repairable_emissions_rate_source-sites-file) +- [non_repairable_emissions_production_rate](#non_repairable_emissions_production_rate-sites-file) +- [non_repairable_duration](#non_repairable_duration-sites-file) +- [non_repairable_multiple_emissions_per_source](#non_repairable_multiple_emissions_per_source-sites-file) -**Notes on acquisition:** N/A +Method-specific columns are values that can be defined for a particular method. To use them, replace the `{method}` placeholder with the relevant [method_name](#method_name) that the user is parameterizing. The following method-specific columns are available for the Sites file: -**Notes of caution:** None +- {method}_[surveys_per_year](#method_surveys_per_year-sites-file) +- {method}_[deploy_year](#method_deploy_years-sites-file) +- {method}_[deploy_month](#method_deploy_months-sites-file) +- {method}_[spatial](#method_spatial-sites-file) +- {method}_[survey_time](#method_survey_time-sites-file) +- {method}_[survey_cost](#method_survey_cost-sites-file) +- {method}_[site_deployment](#method_site_deployment-sites-file) -#### leak_file +**Note:** As with most name-related parameters in LDAR-Sim, the values in the `site_type` and `equipment` columns are case-sensitive and must be consistent across all related files. Any method specific parameters also require the same care with the case-sensitivity and consistency in all relevant files with the method name. -**Data type:** String +See [sites file](#sites-file) for details on how to set the parameter for simulation. -**Default input:** None +-------------------------------------------------------------------------------- -**Description:** The leak\_file specifies the leak rates and relevant characteristics of empirical leaks, forming the basis of the leak-rate distribution that is sampled once for each new leak that is generated. At the bare minimum, the csv contains a single column with the heading name _gpersec_. Each cell contains a numeric value representing the emission rate of a real, previously detected, and quantified leak, in grams per second. For many applications, this single column may be sufficient. Additional columns can be included if 'intelligent' sampling of leak rates is to be used. These fields must have matching fields in the infrastructure_file. Examples include facility type, production type, company, and so on. Beyond column A, any column headings can be used, and all data contents are treated as character strings (category labels). +Below is an example _Sites file_: -**Notes on acquisition:** It is important that leak rate data are collected using the same instrument that is used to estimate the leak production rate (i.e., both collected using M21 or both collected using OGI). Ideally, LPR and leak data would be collected at the same time and for the same sites. +|site_ID|lat|lon|site_type|equipment|OGI_site_deployment|repairable_emissions_rate_source|repairable_emissions_production_rate| +|----|----|----|----|----|----|----|----| +|1|55|-110|well pad|equipment2|FALSE|Bottom-Up Fugitive Emissions Rates|0.0001| +|2|45|-100|compressor station|equipment1, equipment2, equipment3|TRUE|Top-Down Fugitive Emission Rates|0.0064| +|3|56|-100|well pad|equipment1|TRUE|Bottom-Up Fugitive Emissions Rates|0.005| +|4|55|-109|compressor station|equipment1, equipment2, equipment3|TRUE|Top-Down Fugitive Emission Rates|0.0064| -**Notes of caution:** For non-mandatory columns (columns B onward), the number of leaks required for the distribution should increase exponentially for each new column, because leak rate sampling will become increasingly specific. Categories must also be sufficiently exhaustive to be representative. +-------------------------------------------------------------------------------- -#### leak_use +#### site_ID -**Data type:** String +**Description:** A unique identifier, defined by the user-defined, for each given site. -**Default input:** "sample" +#### lat -**Description:** If a leak file is provided, this variable determines how to use it. It can either be set as `sample` or `fit`. If set to `sample`, leaks will be sampled from the file. If set to `fit`, The leaks will be used to generate a distribution specified by the `leak_dist_type`, from which leak rates are generated by pulling from the distribution. +**Description:** The latitude of the given site. -**Notes on acquisition:** N/A +**Note of caution:** The latitude of the given site must be within the boundaries of the given weather file. -**Notes of caution:** N/A +#### lon -#### LPR +**Description:** The longitude of the given site. -**Data type:** Numeric +**Note of caution:** The longitude of the given site must be within the boundaries of the given weather file. -**Default input:** 0.0065 +#### site_type (Sites file) -**Description:** A numeric scalar that denotes the leak production rate (LPR). New leaks are generated using a site-level empirical LPR that is independent of the number of leaks already present on site. LPR is the probability that a new leak will arise, each day, for each site. The LPR is an empirical representation of all conditions that lead to the occurrence of leaks, including facility age, management practices, predictive maintenance, and random chance. Currently, a single LPR is used for all facility types, production types, facility ages, and so on. In the future, as more LDAR data becomes available, LPRs could be calculated that are specific to each of these or other variables, or distributions of LPRs could be generated. For an extended discussion on LPR, see Fox et al. (2020). +**Description:** A user-defined value that identifies and groups a particular site type. -**Notes on acquisition:** While the "true" LPR is elusive, it can be estimated by dividing the number of leaks found during an LDAR survey at a facility by the number of days that have passed since the previous LDAR survey at the same facility. If this is done for a large number of survey intervals at a large number of facilities, one should eventually converge on a representative estimate. When LDAR-Sim is used, operator-specific LPR values should be estimated if sufficient data exist to do so. +**Note:** It is case-sensitive and must remain consistent if provided in the [site type file](#site-type-file). -**Notes of caution:** Available techniques for estimating LPR make a number of problematic assumptions. Ultimately, we have relatively poor data on LPR and the relationship between LPR and NRR. Modeling results are extremely sensitive to LPR. Given that LPR is elusive, we strongly recommend that a broad range of LPR values is evaluated in LDAR-Sim before any decisions are made. For more information, refer to discussions in the main text and supplementary information of Fox et al. (2020). +#### equipment (Sites file) -#### max_leak_rate +**Description:** Equipment in LDAR-Sim allows users to group emissions at a more granular level than an entire site, suitable for technologies with higher resolution than a generic site but lower than individual emission sources. -**Data type:** Numeric +Equipment in LDAR-Sim can be defined in two different ways: as a single integer or as a string of user-defined values. -**Default input:** 100000.0 (g/second) +- Numeric value: Defines the number of placeholder equipment items to create and populate. This **must** be a **single** number. For example setting the value to 5 will create `5` placeholder_equipments. +- One or more equipment identifier: Each value provided becomes an equipment group. Users can specify a list of equipment groups that define the given site by separating each item with a comma (,). For example setting this to `well, flare` will produce 2 equipments, one called _well_ and another called _flare_. -**Description:** The maximum possible leak rate that can be sampled from a distribution. +**Note:** When using a user-defined value, it is case-sensitive and must remain consistent with the [equipment file](#equipment-file). -**Notes on acquisition:** No data acquisition required. +**Note of caution:** Using a numeric value for equipment is a legacy feature from LDAR-Sim V3. It is recommended to use user-defined values or sets of values if your data permits. -**Notes of caution:** N/A +#### repairable_repair_delay (Sites file) -#### subtype_leak_dist_file +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair delay](#values-delaypropagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value in days. -**Data type:** String +This parameter can also be set in the following files: -**Default input:** None +- [Virtual World Parameter file](#values-delaypropagating-parameter) +- [Site type File](#repairable_repair_delay-site-type-file) +- [Equipment File](#repairable_repair_delay-equipment-file) +- [Source File](#repair_delay-source-file) -**Description:** Name of file containing distributions for subtypes. Requires 3 or columns: subtype_code, dist_type, followed by scipy defined shape parameters, followed by the scipy scale. For example if dist_type is lognormal , their will be only one shape parameter (3rd column) and the the size parameter will be placed in the 4th column. Note: loc parameters are always set to zero. If this parameter is set to None, or left blank, distributions are set are set at a program level with the leak_dist_params, and leak_dist_type parameters. +#### repairable_repair_cost (Sites file) -**Notes on acquisition:** +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair cost](#values-cost-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing cost to repair emissions. -**Notes of caution:** If True, will overwrite global leak distribution. +This parameter can also be set in the following files: -#### units +- [Virtual World Parameter file](#values-cost-propagating-parameter) +- [Site type File](#repairable_repair_cost-site-type-file) +- [Equipment File](#repairable_repair_cost-equipment-file) +- [Source File](#repair_cost-source-file) -**Data type:** List of Strings +#### repairable_emissions_rate_source (Sites file) -**Default input:** ['kilogram', 'hour'] +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the repairable emissions for the given site. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given repairable emissions rate source. -**Description:** Units used for inputs of leak and vent samples / distributions. Consists of two terms, an amount and an increment. the amount can be one of: +This parameter can also be set in the following files: -- gram -- kilogram -- cubic meter -- tonne -- pound -- cubic feet -- liter -- mscf +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Site type File](#repairable_emissions_rate_source-site-type-file) +- [Equipment File](#repairable_emissions_rate_source-equipment-file) +- [Source File](#emissions_rate_source-source-file) -The increment can be one of: +#### repairable_emissions_production_rate (Sites file) -- second -- minute -- hour -- day -- year +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of a repairable emissions occurring at the given site at any given day. -**Notes on acquisition:** N/A +This parameter can also be set in the following files: -**Notes of caution:** N/A +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Site type File](#repairable_emissions_production_rate-site-type-file) +- [Equipment File](#repairable_emissions_production_rate-equipment-file) +- [Source File](#emissions_production_rate-source-file) -#### vent_file +#### repairable_duration (Sites file) -**Data type:** String +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the maximum emissions duration in days for repairable emissions. -**Default input:** "site_rates.csv" +This parameter can also be set in the following files: -**Description:** The vent\_file specifies the facility-scale emission rates that are resampled alongside leak rate data to generate distributions of design (vented + incomplete combustion) emissions at each site. The csv contains a single column with the heading name _gpersec_. Each cell contains a numeric value representing the emission rate of a real, previously detected, and quantified facility-scale emission rate in grams per second. +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Site type File](#repairable_duration-site-type-file) +- [Equipment File](#repairable_duration-equipment-file) +- [Source File](#duration-source-file) -**Notes on acquisition:** Established methods should be used, when possible, and data should be representative of the region and facilities of study. Recommended approaches for facility-scale estimates include the tracer-release method, OTM33A, and aerial mass balance, among others. +#### repairable_multiple_emissions_per_source (Sites file) -**Notes of caution:** N/A +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if there can be multiple repairable emissions produced by the component-sources at the given site at a single point in time. -### infrastructure_file +This parameter can also be set in the following files: -**Data type:** String +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Site type File](#repairable_multiple_emissions_per_source-site-type-file) +- [Equipment File](#repairable_multiple_emissions_per_source-equipment-file) +- [Source File](#multiple_emissions_per_source-source-file) -**Default input:**"facility_list_template.csv" +#### non_repairable_emissions_rate_source (Sites file) -**Description:** Character string that specifies the name of the csv file that contains all of the required data on the facilities that comprise the LDAR program. At a bare minimum, the csv must contain the following columns: 'facility_ID', 'lat', 'lon'. For each mobile measurement company used as part of the LDAR program, the number of annual surveys (survey frequency) must be indicated and the inspection time for each method indicated (in minutes). The number of fixed sensors used at each site must also be indicated. Subsections 1.7.X describe individual columns in greater detail. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the non-repairable emissions for the given site. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given non-repairable emissions rate source. -**Notes on acquisition:** See subsections. +This parameter can also be set in the following files: -**Notes of caution:** Although facility-specific inputs provide flexibility, in most cases the appropriate data will not be available, and the same survey time or survey frequency may be used for all facilities. In general, LDAR-Sim does not hard-code methods, facility types, production types, and so on. These are provided by the user as categorical variables and can be anything. However, categorical variables must be consistent among different input files or errors will occur. +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Site type File](#non_repairable_emissions_rate_source-site-type-file) +- [Equipment File](#non_repairable_emissions_rate_source-equipment-file) +- [Source File](#emissions_rate_source-source-file) -#### facility_ID +#### non_repairable_emissions_production_rate (Sites file) -**Data type:** String +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of a non-repairable emissions occurring at the given site at any given day. -**Default input:** N/A +This parameter can also be set in the following files: -**Description:** A character string indicating the unique facility code. +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Site type File](#non_repairable_emissions_production_rate-site-type-file) +- [Equipment File](#non_repairable_emissions_production_rate-equipment-file) +- [Source File](#emissions_production_rate-source-file) -**Notes on acquisition:** Should be available from the facility operator or can be made up. +#### non_repairable_duration (Sites file) -**Notes of caution:** Must be a unique identifier. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the maximum emissions duration in days for non-repairable emissions. -#### lat +This parameter can also be set in the following files: -**Data type:** Numeric +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Site type File](#non_repairable_duration-site-type-file) +- [Equipment File](#non_repairable_duration-equipment-file) +- [Source File](#duration-source-file) -**Default input:** N/A +#### non_repairable_multiple_emissions_per_source (Sites file) -**Description:** A numeric scalar indicating facility latitude in decimal degrees. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if there can be multiple non-repairable emissions produced by the component-sources at the given site at a single point in time. -**Notes on acquisition:** N/A +This parameter can also be set in the following files: -**Notes of caution:** Should range between -90 (South Pole) and 90 (North Pole). Will be negative for facilities south of the equator. Fewer decimal places or offsets can be used to anonymize location. +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Site type File](#non_repairable_multiple_emissions_per_source-site-type-file) +- [Equipment File](#non_repairable_multiple_emissions_per_source-equipment-file) +- [Source File](#multiple_emissions_per_source-source-file) -#### lon +#### {method}_surveys_per_year (Sites file) -**Data type:** Numeric +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[surveys_per_year](#surveys_per_year-propagating-parameter-mobile-parameter) for more details on what this parameter represents. In this file, this is a single integer representing the number of surveys to be conducted in a given year for the specified site for the specified method. -**Default input:** N/A +This parameter can also be set in the following files: -**Description:** A numeric scalar indicating facility longitude in decimal degrees. +- [Method Parameter file](#surveys_per_year-propagating-parameter-mobile-parameter) +- [Site type File](#method_surveys_per_year-site-type-file) -**Notes on acquisition:** N/A +#### {method}_deploy_years (Sites file) -**Notes of caution:** Should be between -180 and 180 (both correspond to the 180th meridian). Will be negative for facilities west of the Prime Meridian and positive for facilities east of it. Fewer decimal places can be used to anonymize location. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [deploy_year](#deployment_years--propagating-parameter) for more details on what this parameter represents. In this file, this is a list of integers representing which years the specified method can be deployed on for the given site. -#### \*\*\__RS +This parameter can also be set in the following files: -**Data type:** Integer +- [Method Parameter file](#deployment_years--propagating-parameter) +- [Site type File](#method_deploy_years-site-type-file) -**Default input:** N/A +#### {method}_deploy_months (Sites file) -**Description:** For each method, an integer indicating the number of required surveys at each facility per calendar year. The three asterisks indicate the interchangeable method name (e.g., OGI_RS, truck_RS). +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[deploy_month](#deployment_months--propagating-parameter) for more details on what this parameter represents. In this file, this is a list of integers representing which months the specified method can be deployed on for the given site. -**Notes on acquisition:** Survey frequencies can be based on regulatory requirements, company policies, or can be fabricated by the modeler to explore different scenarios. +This parameter can also be set in the following files: -**Notes of caution:** Note that just because a number of surveys is prescribed, it does not mean that this number of surveys will necessarily be performed. For example, if labour limitations exist (i.e., not enough crews are available to inspect the number of facilities in the program) or if environmental conditions are unsuitable (i.e., a particular facility is in a cloudy location that cannot be accessed by satellite), the performed number of surveys may be less than the prescribed number. This variable is not required for continuous measurement methods. +- [Method Parameter file](#deployment_months--propagating-parameter) +- [Site type File](#method_deploy_months-site-type-file) -#### \*\*\_time +#### {method}_spatial (Sites file) -**Data type:** Integer +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[spatial](#spatial-propagating-parameter) for more details on what this parameter represents. In this file, this is a single value, representing the chance in which the given method can detect each emissions at the given site. -**Default input:** N/A +This parameter can also be set in the following files: -**Description:** For each mobile method, the number of minutes required to complete a survey at each facility. Three asterisks indicate the interchangeable method name (e.g., OGI_time). +- [Method Parameter file](#spatial-propagating-parameter) +- [Site type file](#method_spatial-site-type-file) +- [Equipment file](#method_spatial-equipment-file) +- [Source file](#method_spatial-source-file) -**Notes on acquisition:** In most cases, an estimate will be made as data will not exist for the specific combination of facility and unique method. However, as new methods and programs and implemented, data will become available to better refine modeling estimates and develop more intelligent programs. +#### {method}_survey_time (Sites file) -**Notes of caution:** This variable is an empirical estimate of how much time is required for a given mobile method to complete a survey at a given facility. This includes anything that happens onsite (e.g., calibrations, interfacing with the operator, etc.) but _does not include_ driving time between facilities or any other account of time spent offsite. This variable is simply the amount of time that passes from the start of a facility survey to the end. If a facility takes longer than there is time left in a day, then the agent/crew returns the following day to continue work, and so on and so forth, until the facility is completed. This variable is not required for continuous measurement methods. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [survey_time](#survey_time-propagating-parameter-mobile-parameter) for more details on what this parameter represents. In this file, this is a single value, representing how long in minutes it takes for the specified method to survey the given site. -#### fixed_sensors +This parameter can also be set in the following files: -**Data type:** Integer +- [Method Parameter file](#survey_time-propagating-parameter-mobile-parameter) +- [Site type file](#method_survey_time-site-type-file) -**Default input:** N/A +#### {method}_survey_cost (Sites file) -**Description:** An integer indicating the number of fixed sensors installed at each facility. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [survey_cost](#per_site--propagating-parameter-mobile-parameter) for more details on what this parameter represents. In this file, this is a single value, representing the cost of the specified method to survey the given site. -**Notes on acquisition:** Can be based on regulatory requirements, company policies, or can be fabricated by the modeler to explore different scenarios. +This parameter can also be set in the following files: -**Notes of caution:** None +- [Method Parameter file](#per_site--propagating-parameter-mobile-parameter) +- [Site type file](#method_survey_cost-site-type-file) -#### additional categories +#### {method}_site_deployment (Sites file) -**Data type:** String +**Description:** A True/False column that indicates whether the specified method will be deployed at the given site. For example, if the value is set to `FALSE`, the emissions at the site will be simulated, but the method will not be deployed at that site. This is similar to setting the[surveys per year](#surveys_per_year-propagating-parameter-mobile-parameter) to 0 for the site. -**Default input:** N/A +This parameter can also be set in the following file: -**Description:** Any column heading that helps to refine the numerical sampling process (i.e., 'intelligent' sampling). Common examples include facility type, production type, facility age, etc. +- [Site type file](#method_site_deployment-site-type-file) -**Notes on acquisition:** Specific to the category chosen and up to the user to define. +**Note:** If site deployment is set to False for a site/site(s) in the sites file for all non-follow-up methods that make up a program, that site will be functionally not measured by the program. In this case, estimated emissions are computed using the annual average of all estimated emissions from all measured sites of the same type or, if not possible, the annual average of all measured sites. -**Notes of caution:** Categories used here must correspond with any categories used elsewhere in the model. In particular, when sampling from the leak_file, LDAR-Sim will match the additional categories specified in all files to refine the sampling process and generate emissions information that is representative of the facility for which sampling is being performed. Note that the number of leak rates required for the custom empirical distribution should increase exponentially for each new additional category used, because sampling will become increasingly specific. Categories must also be sufficiently exhaustive to be representative. +-------------------------------------------------------------------------------- -### make_plots +### Site Type File -**Data type:** Boolean +This is an optional file that is used to define groups of sites. It must contain the [site_type](#site_type-site-type-file) column. All other columns are optional and based on the user's needs. -**Default input:** True +Possible column headers: -**Description:** A binary True/False to control whether output plots are generated for each individual run of a simulation. Automatically generating plots provides a broad range of insights into individual simulation runs that can be extremely useful for interpretation. When dozens, 100s, or 1000s of simulation runs are being performed in succession (i.e., for sensitivity analysis or when comparing multiple different programs), plots from individual runs may not be needed and this variable can be turned to False (in these cases, the target information is in the aggregate results, so individual runs can be ignored). Turning this variable to False will reduce the run time of each simulation by a few seconds, which can be significant if the required number of simulations is high. +- [equipment](#equipment-site-type-file) +- [repairable_repair_delay](#repairable_repair_delay-site-type-file) +- [repairable_repair_cost](#repairable_repair_cost-site-type-file) +- [repairable_emissions_rate_source](#repairable_emissions_rate_source-site-type-file) +- [repairable_emissions_production_rate](#repairable_emissions_production_rate-site-type-file) +- [repairable_duration](#repairable_duration-site-type-file) +- [repairable_multiple_emissions_per_source](#repairable_multiple_emissions_per_source-site-type-file) +- [non_repairable_emissions_rate_source](#non_repairable_emissions_rate_source-site-type-file) +- [non_repairable_emissions_production_rate](#non_repairable_emissions_production_rate-site-type-file) +- [non_repairable_duration](#non_repairable_duration-site-type-file) +- [non_repairable_multiple_emissions_per_source](#non_repairable_multiple_emissions_per_source-site-type-file) -**Notes on acquisition:** No data acquisition required. +Method-specific columns are values that can be defined for a particular method. To use them, replace the `{method}` placeholder with the relevant [method_name](#method_name) that the user is parameterizing. The following method-specific columns are available for the site type file: -**Notes of caution:** N/A +- {method}_[surveys_per_year](#method_surveys_per_year-site-type-file) +- {method}_[deploy_years](#method_deploy_years-site-type-file) +- {method}_[deploy_months](#method_deploy_months-site-type-file) +- {method}_[spatial](#method_spatial-site-type-file) +- {method}_[survey_time](#method_survey_time-site-type-file) +- {method}_[survey_cost](#method_survey_cost-site-type-file) +- {method}_[site_deployment](#method_site_deployment-site-type-file) -### method_labels +**Note:** As with most name-related parameters in LDAR-Sim, the values in the `site_type` and `equipment` columns are case-sensitive and must be consistent across all related files. Any method specific parameters also require the same care with the case-sensitivity and consistency in all relevant files with the method name. -**Data type:** List of methods +See [site type file](#site-type-file) for details on how to set the parameter for simulation. -**Default input:** None +-------------------------------------------------------------------------------- +Below is an example _Site type file_: -**Description:** List of modules used within the program referenced by the method label (see method inputs section - labels for more info). For example, the following will use the aircraft and the OGI_FU methods: +|site_type|equipment|OGI_site_deployment|repairable_emissions_rate_source|repairable_emissions_production_rate| +|----|----|----|----|----| +|well pad|equipment1|FALSE|Bottom-Up Fugitive Emissions Rates|0.0001| +|compressor station|equipment1, equipment2, equipment3|TRUE|Top-Down Fugitive Emission Rates|0.0064| -```yaml -method_labels: -- aircraft -- OGI_FU -``` +-------------------------------------------------------------------------------- -**Notes on acquisition:** No data acquisition required. +#### site_type (Site type file) -**Notes of caution:** N/A +**Description:** A unique user defined value that defines a particular site type. -### NRD +**Note:** It is case-sensitive and must remain consistent when provided in the [sites file](#sites-file). -**Data type:** Integer +#### equipment (Site type file) -**Default input:** 365 +**Description:** Equipment in LDAR-Sim allows users to group emissions at a more granular level than an entire site, suitable for technologies with higher resolution than a generic site but lower than individual emission sources. -**Description:** The natural kill date of each leak in number of days. Represents leak removal from the leak pool due to routine maintenance, refits, retrofits, and other unintentional leak repairs. +Equipment in LDAR-Sim can be defined in two different ways: as a single integer or as a string of user-defined values. -**Notes on acquisition:** Estimate from empirical data or use previously published value. +- Numeric value: Defines the number of placeholder equipment items to create and populate. +- User-defined value or set of values: Each value provided becomes an equipment group. Users can specify a list of equipment groups that define the given site by separating each item with a comma (,). -**Notes of caution:** This value is highly uncertain and likely depends on context. Sensitivity analyses should be used to explore the impact of different NRd values. +**Note:** When using a user-defined value, it is case-sensitive and must remain consistent with the [equipment file](#equipment-file). -### program_name +**Note of caution:** Using a numeric value for equipment is a legacy feature from LDAR-Sim V3. It is recommended to use user-defined values or sets of values if your data permits. -**Data type:** String +#### repairable_repair_delay (Site type file) -**Default input:** N/A; Common programs include 'P_none', 'P_OGI', etc. +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair delay](#values-delaypropagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value in days. -**Description:** The name of the program. Typical naming convention is 'P_' + some name. +This parameter can also be set in the following files: -**Notes on acquisition:** No data acquisition required. +- [Virtual World Parameter file](#values-delaypropagating-parameter) +- [Sites File](#repairable_repair_delay-sites-file) +- [Equipment File](#repairable_repair_delay-equipment-file) +- [Source File](#repair_delay-source-file) -**Notes of caution:** N/A +#### repairable_repair_cost (Site type file) -### site_samples +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair cost](#values-cost-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing cost to repair emissions. -**Data type:** Integer +This parameter can also be set in the following files: -**Default input:** 500 +- [Virtual World Parameter file](#values-cost-propagating-parameter) +- [Sites File](#repairable_repair_cost-sites-file) +- [Equipment File](#repairable_repair_cost-equipment-file) +- [Source File](#repair_cost-source-file) -**Description:** The user can randomly subset/bootstrap all of the sites for a smaller or larger sample of sites. Teis variable is a integer indicating the number of sites to subset. +#### repairable_emissions_rate_source (Site type file) -**Notes on acquisition:** No data acquisition required. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the repairable emissions for the given site type. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given repairable emissions rate source. -**Notes of caution:** This functionality could be used to 'increase' the number of sites in a program, as sampling occurs with replacement. For example, if a program only had 5 sites, sampling of 100 sites would create the illusion of more sites in the program. However, the sites will only represent 5 locations, so if simulations include geographical considerations (e.g. road networks), this may not be advisable as travel times might not be meaningful. +This parameter can also be set in the following files: -### subtype_times_file +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Sites File](#repairable_emissions_rate_source-sites-file) +- [Equipment File](#repairable_emissions_rate_source-equipment-file) +- [Source File](#emissions_rate_source-source-file) -**Data type:** string +#### repairable_emissions_production_rate (Site type file) -**Default input:** None +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of a repairable emissions occurring at any site of the given site type at any given day. -**Description:** Imports a lookup table that allows the modeler to set the survey time per facility according to facility type. This functionality can be used when survey times are not known for each individual site, but can be approximately estimated by facility subtype. Each row represents a facility type and each column represents a method. Times are the number of minutes that pass between arrival at a facility and completion of the inspection at that facility (exclusive of time between workdays and travel time if a site is too large to finish in any given day). If this parameter is set to None, or left blank, times are set at a site level. +This parameter can also be set in the following files: -**Notes on acquisition:** Ideally, empirical data for similar facilities are used to inform the lookup table and that each value represents a representative average based on a reasonable number of surveys +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Sites File](#repairable_emissions_production_rate-sites-file) +- [Equipment File](#repairable_emissions_production_rate-equipment-file) +- [Source File](#emissions_production_rate-source-file) -**Notes of caution:** Facility types must match those used in infrastructure_file. When used, subtype_times_file overwrites any facility-specific times present in infrastructure_file. +#### repairable_duration (Site type file) -### version (program level) +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the maximum emissions duration in days for repairable emissions. -**Data type:** String +This parameter can also be set in the following files: -**Default input:** 2.0 +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Sites File](#repairable_duration-sites-file) +- [Equipment File](#repairable_duration-equipment-file) +- [Source File](#duration-source-file) -**Description:** Specify version of LDAR-Sim. See section _Versioning of Parameter Files_ for more information. +#### repairable_multiple_emissions_per_source (Site type file) -**Notes on acquisition:** N/A +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if there can be multiple repairable emissions produced by the component-sources at the given site type at a single point in time. -**Notes of caution:** N/A +This parameter can also be set in the following files: -### weather_file +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Sites File](#repairable_multiple_emissions_per_source-sites-file) +- [Equipment File](#repairable_multiple_emissions_per_source-equipment-file) +- [Source File](#multiple_emissions_per_source-source-file) -**Data type:** String +#### non_repairable_emissions_rate_source (Site type file) -**Default input:** "ERA5_2017_2020_AB.nc" (hourly weather file in Alberta) +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the non-repairable emissions for the given site type. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given non-repairable emissions rate source. -**Description:** Specifies the name of the ERA5 NetCDF4 file that contains all weather data to be used in the analysis. Generally, at a minimum, OGI requires wind, temperature, and precipitation data. LDAR-Sim reads in temperature data in degrees Celsius at 2 meters above ground, wind in meters per second at 10 meters above ground, and total precipitation in millimeters accumulated per hour. Other weather variables are freely available for download. +This parameter can also be set in the following files: -**Notes on acquisition:** Raw data are available from the European Centre for Medium-Range Weather Forecasts. Pre-processed and ready to use weather data have been prepared and are available for download on AWS for Alberta, Colorado, and New Mexico. LDAR-Sim will access these files directly if the file names are specified correctly in the program file. Currently available files are: +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Sites File](#non_repairable_emissions_rate_source-sites-file) +- [Equipment File](#non_repairable_emissions_rate_source-equipment-file) +- [Source File](#emissions_rate_source-source-file) -- Alberta: "ERA5_AB_1x1_hourly_2015_2019.nc" -- Colorado: "ERA5_CO_1x1_hourly_2015_2019.nc" -- New Mexico: "ERA5_NM_1x1_hourly_2015_2019.nc" +#### non_repairable_emissions_production_rate (Site type file) -Each of these files provides hourly weather (wind, temp, precip) data spanning the years specified at a spatial resolution of 1 degree latitude and 1 degree longitude. If custom configurations are needed for different regions, spatial resolutions, temporal resolutions, dates, or weather variables (e.g., clouds, snow cover, etc.), they must be downloaded manually from the ERA5 database. The 'ERA5_downloader' python file in the model code folder provides code and guidance for accessing custom weather data. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of a non-repairable emissions occurring at any site of the given site type at any given day. -**Notes of caution:** +This parameter can also be set in the following files: -Weather file sizes can become quite large, especially when spatial and temporal resolution increase (maximum resolutions of 1.25 degrees and 1 hour, respectively). Modelers must decide how to navigate these tradeoffs, and understand the implications of the resolutions chosen. +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Sites File](#non_repairable_emissions_production_rate-sites-file) +- [Equipment File](#non_repairable_emissions_production_rate-equipment-file) +- [Source File](#emissions_production_rate-source-file) -If using different weather files for different programs (e.g., when comparing different regions), weather data must be downloaded manually and saved to the inputs folder before beginning simulations, as the automatic downloader built into LDAR-Sim will only download one file at a time. +#### non_repairable_duration (Site type file) -### weather_is_hourly +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the maximum emissions duration in days for non-repairable emissions. -**Data type:** Boolean +This parameter can also be set in the following files: -**Default input:** False +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Sites File](#non_repairable_duration-sites-file) +- [Equipment File](#non_repairable_duration-equipment-file) +- [Source File](#duration-source-file) -**Description:** Specify if the weather file is ERA5 reanalysis hourly data downloaded directly from ERA5 copernicus database or API. If false, the weather file is assumed to be daily average data generated using the /weather/ERA5_hourly_to_daily.py script. +#### non_repairable_multiple_emissions_per_source (Site type file) -**Notes on acquisition:** N/A +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if there can be multiple non-repairable emissions produced by the component-sources at the given site type at a single point in time. -**Notes of caution:** N/A +This parameter can also be set in the following files: --------------------------------------------------------------------------------- +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Sites File](#non_repairable_multiple_emissions_per_source-sites-file) +- [Equipment File](#non_repairable_multiple_emissions_per_source-equipment-file) +- [Source File](#multiple_emissions_per_source-source-file) -## 7. Method Inputs +#### {method}_surveys_per_year (Site type file) -### consider_daylight +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[surveys_per_year](#surveys_per_year-propagating-parameter-mobile-parameter) for more details on what this parameter represents. In this file, this is a single numeric value representing the number of required surveys per year for the specified method for every site of the given site type. -**Data type:** Boolean +This parameter can also be set in the following files: -**Default input:** False +- [Methods Parameter file](#surveys_per_year-propagating-parameter-mobile-parameter) +- [Sites file](#method_surveys_per_year-sites-file) -**Description:** A binary True/False to indicate whether crews should only work during daylight hours. If False, crews work the number of hours specified by the 'max_workday' input variable used for each method. If True, crews work the shorter of either 'max_workday' or the number of daylight hours calculated using the PyEphem package in python using latitude, longitude of each site, for each day of the year. PyEphem accepts two arguments: obs.horizon and obs.pressure. +#### {method}_deploy_years (Site type file) -**Notes on acquisition:** Acquisition is automated using required lat and lon coordinates for each facility (see infrastructure_file input) at each timestep. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [deploy_year](#deployment_years--propagating-parameter) for more details on what this parameter represents. In this file, this is a list of integers representing which years the specified method can be deployed on for every site of the given site type. -**Notes of caution:** In most cases, True and False will yield similar results. Use of daylight constraints should be considered for companies that do not wish to deploy crews in the dark for safety reasons, especially for locations at high latitudes during winter months (e.g., Northern Alberta). However, this functionality should not be used to determine whether sunlight is available for passive remote sensing methods or other technologies that require sunlight operate, as the sun has already set when civil twilight occurs (see obs.horizon). Solar flux will vary with topography and cloud cover (use ERA5 data). +This parameter can also be set in the following files: -### cost +- [Methods Parameter file](#deployment_years--propagating-parameter) +- [Sites file](#method_deploy_years-sites-file) -Method costs. Currency is not important but must be consistent across all inputs. +#### {method}_deploy_months (Site type file) -#### per_day +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[deploy_month](#deployment_months--propagating-parameter) for more details on what this parameter represents. In this file, this is a list of integers representing which months the specified method can be deployed on for every site of the given site type. -**Data type:** Integer +This parameter can also be set in the following files: -**Default input:** 0 +- [Methods Parameter file](#deployment_months--propagating-parameter) +- [Sites file](#method_deploy_months-sites-file) -**Description:** The daily cost charged by the service provider (per crew). It is charged each time a crew is deployed, regardless of how many sites they survey that day. +#### {method}_spatial (Site type file) -**Notes on acquisition:** No data acquisition required. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[spatial](#spatial-propagating-parameter) for more details on what this parameter represents. In this file, this is a single value, representing the chance in which the given method can detect emissions at the given site type. -**Notes of caution:** N/A +This parameter can also be set in the following files: -#### per_hour +- [Methods Parameter file](#spatial-propagating-parameter) +- [Sites file](#method_spatial-sites-file) +- [Equipment file](method_spatial-equipment-file) +- [Source file](#method_spatial-source-file) -**Data type:** Integer +#### {method}_survey_time (Site type file) -**Default input:** 0 +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [survey_time](#survey_time-propagating-parameter-mobile-parameter) for more details on what this parameter represents. In this file, this is a single value, representing how long in minutes it takes for the specified method to survey a site of the given site type. -**Description:** The cost charged by the service provider (per crew per hour). The cost includes travel time. +This parameter can also be set in the following files: -**Notes on acquisition:** No data acquisition required. +- [Methods Parameter file](#survey_time-propagating-parameter-mobile-parameter) +- [Sites file](#method_survey_time-sites-file) -**Notes of caution:** N/A +#### {method}_survey_cost (Site type file) -#### per_site +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [survey_cost](#per_site--propagating-parameter-mobile-parameter) for more details on what this parameter represents. In this file, this is a single value, representing the cost of the specified method to survey a site of the given site type. -**Data type:** Integer +This parameter can also be set in the following files: -**Default input:** 0 +- [Methods Parameter file](#per_site--propagating-parameter-mobile-parameter) +- [Sites file](#method_survey_cost-sites-file) -**Description:** The cost charged by the service provider (per crew per site). It is charged each time a crew is deployed at a site. +#### {method}_site_deployment (Site type file) -**Notes on acquisition:** No data acquisition required. +**Description:** A True/False column that indicates whether the specified method will be deployed at the given site type. For example, if the value is set to `FALSE`, the emissions at the site will be simulated, but the method will no be deployed at any sites of that site type. This is similar to setting the[surveys per year](#surveys_per_year-propagating-parameter-mobile-parameter) to 0 for the site. -**Notes of caution:** N/A +This parameter can also be set in the following file: -#### upfront +- [Sites file](#method_site_deployment-sites-file) -**Data type:** Integer +**Note:** If site_type deployment is set to False for a site_type in the sites file for all non-follow-up methods that make up a program, that site_type will be functionally not measured by the program. In this case, estimated emissions are computed using the annual average of all estimated emissions from all measured sites. -**Default input:** 0 +-------------------------------------------------------------------------------- -**Description:** The initial up-front cost of each crew. This cost is only charged once. +### Equipment File -**Notes on acquisition:** Consult service provider. +This optional file enables **users to define _equipment_ or equipment groups** for the simulation. -**Notes of caution:** Does not account for maintenance activities or the cost of replacing devices after at the end of their lifetime. +Only the [equipment](#equipment-equipment-file) column is mandatory. -### coverage +Potential columns are: -#### spatial +- [{component}](#component-equipment-file) +- [repairable_repair_delay](#repairable_repair_delay-equipment-file) +- [repairable_repair_cost](#repairable_repair_cost-equipment-file) +- [repairable_emissions_rate_source](#repairable_emissions_rate_source-equipment-file) +- [repairable_emissions_production_rate](#repairable_emissions_production_rate-equipment-file) +- [repairable_duration](#repairable_duration-equipment-file) +- [repairable_multiple_emissions_per_source](#repairable_multiple_emissions_per_source-equipment-file) +- [non_repairable_emissions_rate_source](#non_repairable_emissions_rate_source-equipment-file) +- [non_repairable_emissions_production_rate](#non_repairable_emissions_production_rate-equipment-file) +- [non_repairable_duration](#non_repairable_duration-equipment-file) +- [non_repairable_multiple_emissions_per_source](#non_repairable_multiple_emissions_per_source-equipment-file) -**Data type:** Numeric +Method-specific columns are values that can be defined for a particular method. To use them, replace the `{method}` placeholder with the relevant [method_name](#method_name) that the user is parameterizing. The following method-specific column is available for the equipment file: -**Default input:** 1.0 +- {method}_[spatial](#method_spatial-equipment-file) -**Description:** Probability (0-1) that an agent can locate a leak. Internally, each leak will be randomly assigned a True or False based on this probability indicating whether or not they are covered on the first pass. The leak will be checked if the value is true for the first and all subsequent surveys. +**Note:** As with most name-related parameters in LDAR-Sim, the values in the `equipment` and the user defined _component_ columns are case-sensitive and must be consistent across all related files. Any method specific parameters also require the same care with the case-sensitivity and consistency in all relevant files with the method name. -`eg. coverage.spatial = 0.25`. The leak has a 25% chance of being detected regardless of the number of surveys. +See [equipment file](#equipment-file) for details on how to set the parameter for simulation. -**Notes on acquisition:** N/A +-------------------------------------------------------------------------------- -**Notes of caution:** Future research is required! +Below is an example of an _equipment file_ that defines 3 different groups: -#### temporal +| equipment |component1|component2|component3| +|----|----|----|----| +|group1|1|1|0| +|group2|0|0|2| +|group3|3|0|0| -**Data type:** Numeric +-------------------------------------------------------------------------------- -**Default input:** 1.0 +### equipment (Equipment File) -**Description:** Probability (0-1) that an agent can locate a leak during a survey. Internally, each leak will be randomly assigned a True or False based on this probability increasing survey will improve the chances of the leak being detected. +**Description:** A user-defined value that defines a specific equipment group identifier for the simulation. These equipment groups influence how `equipment level` [measurement scale](#measurement_scale) methods detect and measure emissions. Each row must define a unique equipment identifier. -`eg. coverage.temporal = 0.25`. The leak has a 25% chance of being detected **every time** it is surveyed. +**Note:** It is case-sensitive and must remain consistent when provided in other infrastructure files, such as the [sites file](#sites-file) or the [site type file](#site-type-file) -**Notes on acquisition:** N/A +### {component} (Equipment File) -**Notes of caution:** Future research is required! +**Description:** The column header is a user defined value corresponding to the identifier of a specific component defined as part of the simulation. The values in each column and row indicate how many counts of the given component(column) exists for the given equipment(row). These _equipment_ groups can serve as building blocks for constructing complex sites. -### deployment_type +**Note:**The column headers are case-sensitive and must be consistent with the [Source](#component-source-file) where they are defined. -**Data type:** String +### repairable_repair_delay (Equipment file) -**Default input:** None (Required to be set for each method added to program) +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair delay](#values-delaypropagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value in days. -**Description:** Methods are comprised of both a deployment type and a sensor type. The deployment type is a character string denoting the deployment type used in the method. For instance, 'mobile', 'stationary', or 'orbit'. Custom deployment types can be added and referenced here. +This parameter can also be set in the following files: -- `mobile`: Agent moves between sites. Surveys occur when a site is "ready" for a survey and a crew is available to survey. -- `stationary`: Each site has one or more _fixed_ sensors. Surveys are carried out daily. -- `orbit`: Agent 'orbits' site and performs surveys at regular intervals. +- [Virtual World Parameter file](#values-delaypropagating-parameter) +- [Site File](#repairable_repair_delay-sites-file) +- [Site type File](#repairable_repair_delay-site-type-file) +- [Source File](#repair_delay-source-file) -**Notes on acquisition:** No data acquisition required. +### repairable_repair_cost (Equipment file) -**Notes of caution:** N/A +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair cost](#values-cost-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing cost to repair emissions. -### follow_up +This parameter can also be set in the following files: -#### delay +- [Virtual World Parameter file](#values-cost-propagating-parameter) +- [Sites File](#repairable_repair_cost-sites-file) +- [Site type File](#repairable_repair_cost-site-type-file) +- [Source File](#repair_cost-source-file) -**Data type:** Integer +### repairable_emissions_rate_source (Equipment file) -**Default input:** 0 +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the repairable emissions for the given equipment. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given repairable emissions rate source. -**Description:** The number of days required to have passed since the first site added to the site watchlist before a site can be flagged. The company will hold all measurements in a site_watchlist. The emissons rate used to triage flagging based on followup threshold and proportion are specified with follow_up.redundancy +This parameter can also be set in the following files: -**Notes on acquisition:** No data acquisition required. +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Sites File](#repairable_emissions_rate_source-sites-file) +- [Site type File](#repairable_emissions_rate_source-site-type-file) +- [Source File](#emissions_rate_source-source-file) -**Notes of caution:** N/A +### repairable_emissions_production_rate (Equipment file) -#### instant_threshold +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of a repairable emissions occurring at the given equipment at any given day. -**Data type:** Float +This parameter can also be set in the following files: -**Default input:** 0.0 +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Sites File](#repairable_emissions_production_rate-sites-file) +- [Site type File](#repairable_emissions_production_rate-site-type-file) +- [Source File](#emissions_production_rate-source-file) -**Description:** The follow-up instant threshold in grams per second. Measured site-level emissions must be above the follow-up threshold before a candidate site becomes immediately available for flagging. If _follow_up.instant_threshold_type_ is "absolute", the numeric value indicates the follow-up threshold in grams per second. If "relative", the numeric value is passed to a function that calculates emission rate that corresponds to a desired proportion of total emissions for a given leak size distribution. The function estimates the MDL needed to find the top X percent of sources for a given leak size distribution. For example, given a proportion of 0.01 and a leak-size distribution, this function will return an estimate of the follow-up threshold that will ensure that all leaks in the top 1% of leak sizes are found. +### repairable_duration (Equipment file) -**Notes on acquisition:** No data acquisition required. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the maximum emissions duration in days for repairable emissions. -**Notes of caution:** Follow-up thresholds are explored in detail in Fox et al. 2021\. Choosing follow-up rules is complex and work practices should be developed following extensive analysis of different scenarios. It is important to understand how follow-up thresholds and follow-up ratios interact, especially if both are to be used in the same program. Note that follow-up thresholds are similar to minimum detection limits but that the former is checked against to the measured emission rate (which is a function of quantification error) while the latter is checked against the true emission rate. +This parameter can also be set in the following files: -#### instant_threshold_type +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Sites File](#repairable_duration-sites-file) +- [Site type File](#repairable_duration-site-type-file) +- [Source File](#duration-source-file) -**Data type:** String +#### repairable_multiple_emissions_per_source (Equipment file) -**Default input:** "absolute" +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if there can be multiple repairable emissions produced by the component-sources at the given equipment at a single point in time. -**Description:** How to establish the follow-up threshold for the instand threshold. Can be "absolute" or "relative". See _follow_up.instant_threshold_ and _follow_up.threshold_ for more information. +This parameter can also be set in the following files: -**Notes on acquisition:** No data acquisition required. +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Sites File](#repairable_multiple_emissions_per_source-sites-file) +- [Site type File](#repairable_multiple_emissions_per_source-site-type-file) +- [Source File](#multiple_emissions_per_source-source-file) -**Notes of caution:** See _follow_up.threshold_ for more information. +#### non_repairable_emissions_rate_source (Equipment file) -#### interaction_priority +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the non-repairable emissions for the given equipment. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given non-repairable emissions rate source. -**Data type:** String +This parameter can also be set in the following files: -**Default input:** "threshold" +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Sites File](#non_repairable_emissions_rate_source-sites-file) +- [Site type File](#non_repairable_emissions_rate_source-site-type-file) +- [Source File](#emissions_rate_source-source-file) -**Description:** Specifies which algorithm to run first on candidate sites when determining which to flag. If the value is _threshold_ the proportion of sites to follow up with will be taken from all sites over the threshold. If the value is _proportion_ the proportion of sites will be taken from the candidate sites, then from those sites followup will occur at sites above the threshold. +#### non_repairable_emissions_production_rate (Equipment file) -**Notes on acquisition:** No data acquisition required. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of a non-repairable emissions occurring at the given equipment at any given day. -**Notes of caution:** N/A +This parameter can also be set in the following files: -#### min_followups +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Sites File](#non_repairable_emissions_production_rate-sites-file) +- [Site type File](#non_repairable_emissions_production_rate-site-type-file) +- [Source File](#emissions_production_rate-source-file) -**Data type:** array of Numerics +#### non_repairable_duration (Equipment file) -**Default input:** [] +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the maximum emissions duration in days for non-repairable emissions. -**Description:** The percentage (0.0-1.0) of sites that must be flagged per survey. IF a screening technology flags 10% of sites during a campaign and the minimum_followup for the campaign, is 0.5, then 40% of all sites will be selected at random and flagged prior to the end of the campaing. If min_followup_type is 'campaign' then each value corresponds to the current survey within the year, for example if RS=2 each set of site surveys require a value. If min_followup_type is 'annual' then a single value (in the array) is expected for the entire year, regardless of RS value. Surveys will be performed n days prior to the end of a campaign / year based on min_followup_days_to_end. Note: Not enabled by default (empty string) +This parameter can also be set in the following files: -**Notes on acquisition:** Often based on standards, ie. EPA proposed 6 screenings with minimum_followup of 1 were min_followup_type is annual. -**Notes of caution:** +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Sites File](#non_repairable_duration-sites-file) +- [Site type File](#non_repairable_duration-site-type-file) +- [Source File](#duration-source-file) -#### min_followup_type +#### non_repairable_multiple_emissions_per_source (Equipment file) -**Data type:** string - 'annual' or 'campaign +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if there can be multiple non-repairable emissions produced by the component-sources at the given equipment at a single point in time. -**Default input:** 'annual' +This parameter can also be set in the following files: -**Description:** see `min_followups` +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Sites File](#non_repairable_multiple_emissions_per_source-sites-file) +- [Site type File](#non_repairable_multiple_emissions_per_source-site-type-file) +- [Source File](#multiple_emissions_per_source-source-file) -**Notes on acquisition:** +#### {method}_spatial (Equipment file) -**Notes of caution:** +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[spatial](#spatial-propagating-parameter) for more details on what this parameter represents. In this file, this is a single value, representing the chance in which the given method can detect emissions at the given equipment. -#### min_followup_days_to_end +This parameter can also be set in the following files: -**Data type:** Integer +- [Methods Parameter file](#spatial-propagating-parameter) +- [Sites file](#method_spatial-sites-file) +- [Site type file](method_spatial-site-type-file) +- [Source file](#method_spatial-source-file) -**Default input:** 0 +-------------------------------------------------------------------------------- -**Description:** Number of days before the end of the campaign, year to schedule makeup Followup surveys. +### Source File -**Notes on acquisition:** +This is an optional file that allows users to define individual components and the different sources a component may have. -**Notes of caution:** Check outputs to make sure that all scheduled makeup surveys are completed on time. +The sources file has a few mandatory predefined column headers: -#### proportion +- [component](#component-source-file) +- [source](#source-source-file) +- [repairable](#repairable-source-file) -**Data type:** Numeric +**Note of caution:** The `component` and `source` columns together act as a compound key. In simple terms, each component/source pair must be unique and exist only once. -**Default input:** 1.0 +And optional column headers that define the emissions: -**Description:** A single value that defines the proportion of candidate flags to receive follow-up. For example, if the follow-up ratio is 0.5, the top 50% of candidate flags (ranked by measured emission rate) will receive follow-up. Candidate flags have already been checked against the minimum detection limit. +- [persistent](#persistent-source-file) +- [active_duration](#active_duration-source-file) +- [inactive_duration](#inactive_duration-source-file) +- [repair_delay](#repair_delay-source-file) +- [repair_cost](#repair_cost-source-file) +- [emissions_production_rate](#emissions_production_rate-source-file) +- [emissions_rate_source](#emissions_rate_source-source-file) +- [duration](#duration-source-file) +- [multiple_emissions_per_source](#multiple_emissions_per_source-source-file) -**Notes on acquisition:** No data acquisition required. +Method-specific columns are values that can be defined for a particular method. To use them, replace the `{method}` placeholder with the relevant [method_name](#method_name) that the user is parameterizing. The following method-specific columns are available for the Sites file: -**Notes of caution:** The follow-up proportion ranks sites based on their measured emission rate, which may differ from the true emission rate if quantification error is used. The effect of follow_up.proportion will depend on the temporal interval over which sites accumulate in the candidate flags pool. +- {method}_[spatial](#method_spatial-source-file) + +As mentioned above, if the optional columns are not provided, they will be populated with any existing higher-level values. For example, if the duration column is missing but is provided in the virtual world parameter file, LDAR-Sim will populate the durations of the specified component-source with the relevant durations from the virtual world parameter file. -#### redundancy_filter +**Note:** As with most name-related parameters in LDAR-Sim, the values in the `component` and `emissions_rate_source` columns are case-sensitive and must be consistent across all related files. Any method specific parameters also require the same care with the case-sensitivity and consistency in all relevant files with the method name. -**Data type:** String +See [source file](#source-file) for details on how to set the parameter for simulation. -**Default input:** "recent" +-------------------------------------------------------------------------------- -**Description:** Specifies which measured emissions rate to use to identify which candidate sites to follow up at if individual sites have multiple independent measurements that have accumulated in the candidate flag pool. If the _follow\_up.delay_ is not zero, crews can survey the site several times before flagging the site. If this value is set to _recent_, the most recent site measurement will be used to check followup threshold and proportion. If the value is set to _max_, the highest emissions rate wil be used. If the value is set to _average_ the average emissions from all surveys will be used. +Below is an example of a _source file_ that defines two different components and their relevant sources. -**Notes on acquisition:** No data acquisition required. +|component|source|emissions_rate_source|repairable| +|----------|----------|----------|----------| +|component1|fugitive|Bottom-Up Fugitive Emissions Rates|TRUE| +|component1|non-repairable|Top-Down Fugitive Emission Rates|FALSE| +|component2|fugitive|Bottom-Up Fugitive Emissions Rates|TRUE| -**Notes of caution:** N/A +-------------------------------------------------------------------------------- -#### threshold +#### component (Source File) -**Data type:** Float +**Description:** A user-defined component represents the smallest item that the highest resolution technology would be able to decipher and detect emissions from in real life. -**Default input:** 0.0 +**Note:** A `component`can have multiple emission sources, each potentially producing emissions at the same time. A _component level_ [measurement strategy](#measurement_scale) measures the total sum of all emissions from these sources at any given moment. -**Description:** The follow-up threshold in grams per second. Measured site-level emissions must be above the follow-up threshold before a site can be flagged. If _follow_up.threshold_type_ is "absolute", the numeric value indicates the follow-up threshold in grams per second. If "relative", the numeric value is passed to a function that calculates an emission rate that corresponds to a desired proportion of total emissions for a given leak size distribution. The function estimates the MDL needed to find the top X percent of sources for a given leak size distribution. For example, given a proportion of 0.01 and a leak-size distribution, this function will return an estimate of the follow-up threshold that will ensure that all leaks in the top 1% of leak sizes are found. +**Note of caution:** The `component` and `source` columns together act as a compound key. In simple terms, each component/source pair must be unique and exist only once. -The follow-up delay parameter can be set to require multiple measurements for a site above threshold before a site is flagged. +This column is case-sensitive and must match the corresponding columns provided in other infrastructure files. -**Notes on acquisition:** No data acquisition required. +#### source (Source File) -**Notes of caution:** Follow-up thresholds are explored in detail in Fox et al. 2021\. Choosing follow-up rules is complex and work practices should be developed following extensive analysis of different scenarios. It is important to understand how follow-up thresholds and follow-up ratios interact, especially if both are to be used in the same program. Note that follow-up thresholds are similar to minimum detection limits but that the former is checked against to the measured emission rate (which is a function of quantification error) while the latter is checked against the true emission rate. +**Description:** A user-defined source represents a potential emission source for a given component. It is the smallest granular level considered for emission production. -#### threshold_type +**Note of caution:** The `source` column is often an identical value to the `emissions_rate_source` column; however, these two columns serve different purposes. The `source` column allow users to apply the same [emission_rate_sources](#header) for different `sources`. Additionally, the `source` column, in conjunction with the `component` column, forms a compound key. In simple terms, each component/source pair must be unique and exist only once. -**Data type:** String +#### repairable (Source File) -**Default input:** "absolute" +**Description:** A True/False column that defines if the given emission source produces repairable(`TRUE`) or non-repairable(`FALSE`) emission. -**Description:** Can be "absolute" or "relative". See _follow_up.threshold_ for more information. +#### persistent (Source File) -**Notes on acquisition:** No data acquisition required. +**Description:** A True/False column that defines if the given emission source produces persistent(`TRUE`) or non-persistent(`FALSE`) emission. Non-persistent emissions have a total active duration of the user set parameter [duration](#duration-propagating-parameter). However each active and inactive period is defined by the following parameters respectively, [active_duration](#active_duration-source-file) and [inactive_duration](#inactive_duration-source-file). -**Notes of caution:** See _follow_up.threshold_ for more information. +**Note** Non-persistent emissions start from their emitting state, and then cycle between emitting and not emitting states. -### is_follow_up +#### active_duration (Source File) -**Data type:** Boolean +**Description:** The number of days that the given non-persistent emission is emitting for at a given time. -**Default input:** False (Required to be set for each method added to program) +#### inactive_duration (Source File) -**Description:** A binary True/False to indicate whether the method is used to survey sites previously flagged by screening technologies. If true this method will only visit sites flagged. +**Description:** The number of days that the given non-persistent emission is not emitting. -**Notes on acquisition:** No data acquisition required. +#### repair_delay (Source file) -**Notes of caution:** No data acquisition required. +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair delay](#values-delaypropagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value in days. -### label +This parameter can also be set in the following files: -**Data type:** String +- [Virtual World Parameter file](#values-delaypropagating-parameter) +- [Site File](#repairable_repair_delay-sites-file) +- [Site type File](#repairable_repair_delay-site-type-file) +- [Equipment File](#repairable_repair_delay-equipment-file) -**Default input:** None (Required to be set for each method added to program) +#### repair_cost (Source file) -**Description:** A character string denoting the label of the method. +**Description:** This is a propagating parameter that can be set at multiple level of granularity. See [repair cost](#values-cost-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing cost. -**Notes on acquisition:** No data acquisition required. +This parameter can also be set in the following files: -**Notes of caution:** Must match the label name specified in the program input parameter file, and any supplimentary files, such as the infrastructure file. +- [Virtual World Parameter file](#values-cost-propagating-parameter) +- [Sites File](#repairable_repair_cost-sites-file) +- [Site type File](#repairable_repair_cost-site-type-file) +- [Equipment File](#repairable_repair_cost-equipment-file) -### max_workday +#### emissions_rate_source (Source file) -**Data type:** Integer +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_rate_source](#emissions_rate_source-propagating-parameter) for more details on what this parameter represents. In this file this is a user defined value, that corresponds to the [source](#header) of the emissions for the given emission component-source. This case-sensitive value specifies which of the potential emissions characteristics in the [emissions file](#emissions-file) should be used for the given emissions rate source. -**Default input:** 8 +This parameter can also be set in the following files: -**Description:** The maximum number of hours a crew can work in day (includes travel time). +Repairable Emissions: -**Notes on acquisition:** No data acquisition required. +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Sites File](#repairable_emissions_rate_source-sites-file) +- [Site type File](#repairable_emissions_rate_source-site-type-file) +- [Equipment File](#repairable_emissions_rate_source-equipment-file) -**Notes of caution:** Can be overwritten if consider_daylight is True and days are short. +Non-Repairable Emissions: -### measurement_scale +- [Virtual World Parameter file](#emissions_rate_source-propagating-parameter) +- [Sites File](#non_repairable_emissions_rate_source-sites-file) +- [Site type File](#non_repairable_emissions_rate_source-site-type-file) +- [Equipment File](#non_repairable_emissions_rate_source-equipment-file) -**Data type:** String +#### emissions_production_rate (Source file) -**Default input:** None (Required to be set for each method added to program) +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [emissions_production_rate](#emissions_production_rate-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value, representing the chance of an emissions arising from the given source at any given day. -**Description:** A character string describing the measurements scale. Possible inputs are "component", "equipment", and "site". +This parameter can also be set in the following files: -**Notes on acquisition:** No data acquisition required. +Repairable Emissions: -**Notes of caution:** N/A +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Sites File](#repairable_emissions_production_rate-sites-file) +- [Site type File](#repairable_emissions_production_rate-site-type-file) +- [Equipment File](#repairable_emissions_production_rate-equipment-file) -### n_crews +Non-Repairable Emissions: -**Data type:** Integer +- [Virtual World Parameter file](#emissions_production_rate-propagating-parameter) +- [Sites File](#non_repairable_emissions_production_rate-sites-file) +- [Site type File](#non_repairable_emissions_production_rate-site-type-file) +- [Equipment File](#non_repairable_emissions_production_rate-equipment-file) -**Default input:** None (Required to be set for each non-continuous monitoring method added to program) +#### duration (Source file) -**Description:** The number of distinct, independent crews that will be deployed using the same method. +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [duration](#duration-propagating-parameter) for more details on what this parameter represents. In this file, this is a single numeric value in days, representing the maximum duration of the given emission. -**Notes on acquisition:** No data acquisition required. +This parameter can also be set in the following files: -**Notes of caution:** Unless explicitly evaluating labour constraints, ensure that sufficient crews are available to perform LDAR according to the requirements set out in the infrastructure_file. For example, if 2000 facilities require LDAR, and each takes an saverage of 300 minutes, ~10,000 work hours are required, or 3-4 crews working full time. +Repairable emissions: -### parameter_level +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Sites File](#repairable_duration-sites-file) +- [Site type File](#repairable_duration-site-type-file) +- [Equipment File](#repairable_duration-equipment-file) -see Global Inputs - parameter_level +Non-Repairable emissions: -### reporting_delay +- [Virtual World Parameter file](#duration-propagating-parameter) +- [Sites File](#non_repairable_duration-sites-file) +- [Site type File](#non_repairable_duration-site-type-file) +- [Equipment File](#non_repairable_duration-equipment-file) -**Data type:** Integer +#### multiple_emissions_per_source (Source file) -**Default input:** 2 +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See [multiple_emissions_per_source](#multiple_emissions_per_source-propagating-parameter) for more details on what this parameter represents. In this file, this is a `TRUE`/`FALSE` value, representing if the given source can produce multiple emissions at a given time. -**Description:** The number of days that pass between the end of a survey (when a site is flagged or leaks are tagged) and when the duty holder is informed. The reporting delay is then followed by repair_delay. +This parameter can also be set in the following files: -**Notes on acquisition:** Get this information from the service provider. +Repairable emissions: -**Notes of caution:** Many service providers have automated systems for reporting leaks as soon as they are found and tagged. However, some companies still provide paper or pdf reports days or even weeks later. It is important to understand the expectations between the duty holder and the service provider. +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Sites File](#repairable_multiple_emissions_per_source-sites-file) +- [Site type File](#repairable_multiple_emissions_per_source-site-type-file) +- [Equipment File](#repairable_multiple_emissions_per_source-equipment-file) -### scheduling +Non-Repairable emissions: -#### deployment_months +- [Virtual World Parameter file](#multiple_emissions_per_source-propagating-parameter) +- [Sites File](#non_repairable_multiple_emissions_per_source-sites-file) +- [Site type File](#non_repairable_multiple_emissions_per_source-site-type-file) +- [Equipment File](#non_repairable_multiple_emissions_per_source-equipment-file) -**Data type:** List of integers +#### {method}_spatial (Source file) -**Default input:** N/A +**Description:** This is a propagating parameter that can be set at multiple levels of granularity. See[spatial](#spatial-propagating-parameter) for more details on what this parameter represents. In this file, this is a single value, representing the chance in which the given method can detect the emissions coming from the given source. -**Description:** A list of months used for scheduling. Methods can only be deployed during these months. For example, [8,9] indicates methods can only be deployed in August and Septamber. If not defined, LDAR-Sim aussmes methods can be depolyed every month. +This parameter can also be set in the following files: -**Notes on acquisition:** N/A +- [Methods Parameter file](#spatial-propagating-parameter) +- [Sites file](#method_spatial-sites-file) +- [Site type file](method_spatial-site-type-file) +- [Equipment file](#method_spatial-equipment-file) -**Notes of caution:** Only mobile methods can use this functionality. +-------------------------------------------------------------------------------- -#### deployment_years +### Emissions File -**Data type:** List of integers +This is a mandatory file that describes emission rate characteristics. See [emissions file](#emissions-file) for details on how to set the parameter for simulation. -**Default input:** N/A +Each column in the emissions file represents a single emissions source. Each row represents a specific value, in the following order: -**Description:** A list of years used for scheduling. Methods can only be deployed during these years. For example, [2017,2018] indicates methods can only be deployed in 2017 and 2018\. If not defined, LDAR-Sim aussmes methods can be depolyed every year. +- [Header](#header) +- [Data Use](#data-use) +- [Distribution type](#distribution-type) +- [Maximum emission rate](#maximum-emission-rate) +- [Units (amount)](#units-amount) +- [Units (time)](#units-time) +- [Source](#source-emission-file) -**Notes on acquisition:** N/A +-------------------------------------------------------------------------------- -**Notes of caution:** Only mobile methods can use this functionality. +Below is an example of an Emissions file: -#### LDAR_crew_init_location (mobile only) +| Bottom-Up Fugitive Emissions Rates | Top-Down Fugitive Emission Rates | +|----------|----------| +| dist | sample | +| lognormal | n/a | +| 100000 | 100000 | +| kilogram | gram | +| hour | second | +| -1.79 | 10 | +| 2.17 | 4 | +| | 1.2| +| | 2.2| -**Data type:** List of floats +-------------------------------------------------------------------------------- -**Default input:** [-114.062, 51.044] (Calgary Alberta) +#### Header -**Description:** A list of coordinates [longitude, latitude] that define the initial location of the LDAR crew. It is only required if route_planning is activated. +**Description:** A user defined unique identifier, that corresponds to the [emissions rate source](#emissions_rate_source-propagating-parameter) references used in the virtual world parameters or in the infrastructure files. -**Notes on acquisition:** N/A +**Notes on acquisition:** User defined -**Notes of caution:** Only mobile methods can use this functionality. +#### Data Use -#### home_bases_files (mobile only) +**Description:** Describes way the numerical information in the column is utilized. Valid inputs are: -**Data type:** String +- `sample`: Sample random values as emission rates from the list provided +- `dist`: Generate random values to use as emissions based on the distribution shape and scale provided -**Default input:** 'Airport_AB_Coordinates.csv' +#### Distribution Type -**Description:** Specifies the name of the csv file that contains all of the required data on the home bases used for LDAR scheduling. At a bare minimum, the csv must contain the following columns: 'name', 'lat', and 'lon', where 'name' indicates the name of home bases (e.g., Calgary), and 'lat' and 'lon' are the coordinates of each home base. The home bases for the aircraft method should be airports and the home bases for all other mobile methods should be towns, cities, or hotels. +**Description:** The name of a distribution from the scipy library, only relevant if the [data use](#data-use) set to `dist`. -**Notes on acquisition:** It is only required if route_planning is activated. +**Notes on acquisition:** See [scipy documentation](https://docs.scipy.org/doc/scipy/reference/stats.html) for more details. -**Notes of caution:** Only mobile methods can use this functionality. +#### Maximum Emission Rate -#### route_planning (mobile only) +**Description:** The maximum possible emission rate that can be sampled from a distribution, in grams per second. -**Data type:** Boolean +#### Units (amount) -**Default input:** False +**Description:** Units of the amount measurement used for inputs of emissions. Can be one of: -**Description:** A binary True/False to activate the route planning. Route planning allows LDAR crews to choose the nearest facility and home bases to visit based on the shortest travelling cost. The travelling cost is travel time that is calculated using the Haversine distance metric and maximum speed limit of travelling. The maximum speed limit is sampled from travel_speeds. It also allows LDAR crews to depart from the home base (town, city, or airport) at the start of each day and return to the home base at the end of each day. This will be improved in the future, especially for OGI, drone, and trucks. +- gram +- kilogram +- cubic meter +- tonne +- pound +- cubic feet +- liter +- mscf -**Notes on acquisition:** It requires the user to also define an input for home_bases_files, travel_speeds, and LDAR_crew_init_location. +**Notes on acquisition:** User defined -**Notes of caution:** Only mobile methods can use this functionality. +**Notes of caution:** All units are converted into base grams per second. Conversions are based on standard atmospheric temperature and pressure conditions and may have slight variations. -#### travel_speeds (mobile only) +#### Units (time) -**Data type:** List of floats +**Description:** The time units for the inputs of emissions. Can be one of: -**Default input:** None (Is required to be defined if rout_planning is enaabled) +- second +- minute +- hour +- day +- week +- month +- year -**Description:** A list of speed limits that define the maximum travelling speed of technologies. A random speed is sampled from this list when calculating the travel time between two facilities or between the facility and a home base. This can also be a list with a single value. +**Notes on acquisition:** User defined -**Notes on acquisition:** It is only required if route_planning is activated. +**Notes of caution:** All units are converted into base grams per second. Conversions are based on standard atmospheric temperature and pressure conditions and may have slight variations. -**Notes of caution:** Only mobile methods can use this functionality. +#### Source (Emission file) -### sensor +**Description:** Each following row defines a single input. Depending on the [data use](#data-use) input, the values specify either individual emission rates (`sample`) or the shape and scale of the distribution (`dist`). -#### MDL (default) +- sample: Each row is a single emission value. LDAR-Sim randomly selects one of these values to generate a new emission. +- dist: Each row becomes an input to describe the distribution shape. LDAR-Sim generates a random number based on this distribution for each new emission. -**Data type:** List +**Notes of caution:** The sources of emissions should align with the [emission production rates](#emissions_production_rate-propagating-parameter). For instance, if the emission sources identified here originate from a screening that only detects emissions above a minimum threshold of 10 kg/hr and occurs infrequently, the [emission production rates](#emissions_production_rate-propagating-parameter) should also be derived from these specific screenings. They should not be based on surveys conducted at the same site that reported a significantly higher number of emissions, with different rates. -**Default input:** [0.01] (Should be set for each Method) +-------------------------------------------------------------------------------- -**Description:** Minimum detection limit of the screening method in grams per second. Probability curves or surfaces as a function of emission rate, wind speed, distance, etc. must be hard coded. +## 11\. Legacy Inputs -**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates, distances, and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. +As LDAR-Sim continues to advance, certain parameters may become obsolete and consequently removed from the current version. This section will comprehensively list such parameters, along with the version in which they were removed and, if applicable, their replacements. -**Notes of caution:** A single value for MDL is used here, although a parameter list could be used that defines a sigmoidal probability of detection curve. These are examples and with more experimental data, probability of detection surfaces can be generated that can estimate detection probabilities as a function of numerous relevant variables (e.g., distance, wind speed, emission rate, etc.) +-------------------------------------------------------------------------------- -#### MDL (ogi_camera_rk) +### Legacy Simulation Settings Parameters -**Data type:** List of floats +#### <reference_program> -**Default input:** [0.01275, 2.78e-6] +- Removed as of version 4.1.0 -**Description:** A list of parameters [_xₒ_, σ] that define the minimum detection limit of OGI. The two parameters define a sigmoidal Gaussian cumulative probability function as described in Ravikumar et al. (2018), where _xₒ_ is the emission rate (in grams per second) at which 50% of leaks are detected (i.e., median detection limit), and σ is one standard deviation of _xₒ_. The probability detection of a leak with OGI is calculated using a signmoidal probability function: +The reference program functionality has been temporarily removed to avoid confusion. It will be reinstated once it is re-implemented and becomes relevant. -$$ -f = 1/{(1+exp(-k(log(x)-log(x_0))))} -$$ +#### <pregenerate_leaks> -where f = is the fraction of leaks detected, _x_ is the emission rate in grams of methane per hour, _xₒ_ is the median detection limit (f = 0.5) and _k_ is the steepness of the sigmoid curve. Ravikumar et al. (2018) found that at 3 m _k_ = 4.9 g/hr +/- 3, and _xₒ_ = 0.47 +/- 0.1. However, detection limits were found to be an order of magnitude higher in the Zimmerle study. As such, LDAR-Sim assumes an _xₒ_ of 0.01275 g/s. For reasons listed below, we note that this is likely a conservative estimate. Also, this approach assumes a constant distance of 3 meters from camera to source. +- Removed as of version 4.0.0 -**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. +As of v4.0 to ensure a fair comparison of programs, the functionality to compare programs with differing emission levels has been omitted, ensuring a standardized evaluation across all programs. -**Notes of caution:** Detection probabilities for OGI cameras have been shown to vary with operator experience, wind speed, scene background, and other variables. Estimates from Ravikumar et al. (2018) are experimentally derived but are likely low because (i) the OGI inspector knew where to look, (ii) measurements were performed over only 1 week of good conditions, (iii) OGI cameras were tripod mounted, and (iv) videos were analyzed by experts after data collection. Estimates from Zimmerle et al. (2020) are an order of magnitude higher, and likely closer to reality. However, this estimate applies only to experienced inspectors with over 700 site inspections under their belts, so the true median detection across all inspectors may be lower. Furthermore, the Zimmerle study for experienced inspectors could still represent an underestimate as (i) weather conditions were relatively good, (ii) OGI inspectors were participating in a formal study and were likely very focused, and (iii) many of the leaks were odorized. These results would therefore not include laziness, neglect, or missing of leaks from difficult to access areas. See Section 3.8 for more information on detection limits, including the use of single values or probability surfaces. +#### <print_from_simulation> -#### MDL (ogi_camera_zim) +- Removed as of version 4.0.0 -**Data type:** List of floats +#### <outputs> -**Default input:** [0.24, 0.39] +- Removed as of version 4.0.0 -**Description:** A list of parameters [a, b] that define the leak rate based probability of detection of a leak. The two parameters define power law cumulative probability function as described in Zimmerle (2020), where both a and b are empirical parameters that define the shape of the curve, and are based on the camera crew experience.The probability detection of a leak with OGI is calculated using the following function: +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -$$ -p = a*x^{b} -$$ +#### <site_visits> -where p is the probability of detection, _x_ is the emission rate in grams of methane per second. The default -parameters used are that associated with the moderate ability to detect. +- Removed as of version 4.0.0 -**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Notes of caution:** Detection probabilities for OGI cameras have been shown to vary with operator experience, wind speed, scene background, and other variables Parameters are experimentally derived. The Zimmerle study for experienced inspectors could still represent an underestimate as (i) weather conditions were relatively good, (ii) OGI inspectors were participating in a formal study and were likely very focused, and (iii) many of the leaks were odorized. These results would therefore not include laziness, neglect, or missing of leaks from difficult to access areas. See Section 3.8 for more information on detection limits, including the use of single values or probability surfaces. +#### <leaks> -#### MDL (GHGSAT1) +- Removed as of version 4.0.0 -**Data type:** List of floats +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Default input:** [5.79, 1.39] +#### <sites> -**Description:** A list of parameters [x_0, wspd] that define the minimum detection limit of GHGSat1 sensor. The two parameters define a function of MDL of GHGSat1/D with the wind speed described in Table 2 of Jacob et al., 2016, where x__0 is the emission rate (in grams per second) at which leaks are detected and wspd is the wind speed (in meters per second) for x__0. Jacob et al., 2016 presented the detectability scales (MDL) of GHGSat are 0.25 ton/hour for a wind speed of 5 km/hour. They also indicated the MDL should be a proportional function of given MDL (0.25 ton/hour) and given wind speed (5 km/hour). In other words, the ratio between given MDL and wind speed is proportional to another ratio of different MDL and wind speed. Therefore, in the LDAR-Sim, we assume the MDL of satellite for any given site equals the ratio between the given MDL and wind speed times the wind speed from weather data at the location of sites. +- Removed as of version 4.0.0 -**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates, distances, and conditions to establish detection limits. Given the amount of work required to collect this information, we recommend using historical estimates. +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Notes of caution:** This group of values are only applicable for GHGSat1. Other values or metrics should be used if other satellites are used. +#### <timeseries> -#### QE +- Removed as of version 4.0.0 -**Data type:** Numeric +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Default input:** 0 +#### <plots> -**Description:** The standard deviation of a normal distribution with a mean of zero from which a quantification error multiplier is drawn each time an emission rate is estimated. For example, for a value of 2.2, ~35\% of measured emission rates will fall within a factor of two of the true emission rate. For a value of 7.5, ~82\% of measurements will fall within an order of magnitude of the true emission rate. When QE = 0, the measured emission rate equals the true emission rate. As QE increases, so does the average absolute difference between measured and true emission rates. See Fox et al. (2021) for more information and Ravikumar et al. (2019) for empirical quantification error estimates. +- Removed as of version 4.0.0 -**Notes on acquisition:** We recommend extensive controlled release testing under a range of representative release rates, distances, and conditions to establish quantification error. Given the amount of work required to collect this information, we recommend using historical estimates. +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Notes of caution:** As facility-scale quantification error remains poorly constrained for LDAR screening methods, and likely depends on work practice, dispersion modeling, and environment, screening programs should be evaluated using a range of possible quantification errors. We recommend understanding exactly how quantification error works before making use of this functionality. Alternatively, we suggest using literature values of 2.2 and 7.5. +#### <batch_reporting> -#### type +- Removed as of version 4.0.0 -**Data type:** String +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Default input:** "default" +#### <make_plots> -**Description:** Methods are comprised of both a deployment type and a sensor type. the sensor type is a character string denoting the sensor used in the method. For instance, 'OGI_camera', or 'default'. The 'default' sensor uses the MDL as a threshold to detect leaks based on the measurement scale of the method. Custom sensors can be added and referenced here. Built in sensors are: +- Removed as of version 3.2.0 -- `default`: Uses a simple threashold where the leak rate is based on the measurement scale, for example if `measurement_scale = site` then the site's total emissions will be considered measured if greater than the sensors MDL. -- `OGI_camera`: Uses detection curve based on Ravikumar, 2018.Requires measurement_scale = 'component'. -- `GHGSAT1` Uses a windspeed based method of detection from Jacob et al., 2016. +Version 4.0.0 introduces the new [Output Parameter defaults](#6-output-settings), offering a more detailed version of this feature. -**Notes on acquisition:** No data acquisition required. +-------------------------------------------------------------------------------- -**Notes of caution:** N/A +### Legacy Virtual World Settings Parameters -### t_btw_sites +#### <consider_venting> -#### file +- Removed as of version 4.0.0 -**Data type:** Character String +This feature has been removed due to the implementation of non-repairable emissions. -**Default input:** None +#### <weather_is_hourly> -**Description:** A string denoting the filename of a csv file containing travel times. The file should include one row, with a headcolumn in row 1 of `time_btw_sites` +- Removed as of version 4.0.0 -**Notes on acquisition:** Each value should represent not only driving time, but all time spent not conducting surveys (driving, breaks, meals, break downs, trains, etc.) This data should be scraped from historical GPS data associated with LDAR survey crews, ideally for the facilities under evaluation. +This feature may be re-implemented in the future, however with the initial update, all weather is averaged per day. -**Notes of caution:** These data may be difficult to acquire and may lack representativeness. An alternative is to use geospatial road data and route planning with LDAR-Sim. +#### <infrastructure_file> -#### vals +- Removed as of version 4.0.0 -**Data type:** List of Integers +This parameter has been replaced with [sites_file](#sites_file). -**Default input:** [30] +#### <subtype_file> -**Description:** Time between sites. denotes the time in minutes required to plan, travel, setup, take down, required in between surveys. A value is selected at random from the list +- Removed as of version 4.0.0 -### weather_envs +This parameter has been replaced with [site_type_file](#site_type_file). -Method weather envelopes +#### <leak_dist_params> -#### precip +- Removed as of version 4.0.0 -**Data type:** List of Integers +As of version 4.0.0, this parameter has been moved into the [emissions_file](#emissions_file). -**Default input:** [0, 0.5] +#### <leak_dist_type> -**Description:** The range of precipitation accumulation allowed (mm) over one hour. +- Removed as of version 4.0.0 -**Notes on acquisition:** No data acquisition required. +As of version 4.0.0, this parameter has been moved into the [emissions_file](#emissions_file). -**Notes of caution:** N/A +#### <leak_file> -#### temp +- Removed as of version 4.0.0 -**Data type:** List of Integers +As of version 4.0.0, the function of this file has been replaced by the [emissions_file](#emissions_file). -**Default input:** [-40, 40] +#### <leak_file_use> -**Description:** The range of average hourly temperature (°C) between which crews will work. +- Removed as of version 4.0.0 -**Notes on acquisition:** No data acquisition required. +As of version 4.0.0, this parameter has been moved into the [emissions_file](#emissions_file). -**Notes of caution:** Note that units are in degrees Celsius, not Fahrenheit. +#### <max_leak_rate> -#### wind +- Removed as of version 4.0.0 -**Data type:** List of Integers +As of version 4.0.0, this parameter has been moved into the [emissions_file](#emissions_file). -**Default input:** [0, 10] +#### <units> -**Description:** The bounding range of maximum average hourly wind speed (m/s at 10m) between which crews will work. +- Removed as of version 4.0.0 -**Notes on acquisition:** No data acquisition required. +As of version 4.0.0, this parameter has been moved into the [emissions_file](#emissions_file). -**Notes of caution:** N/A +#### <n_init_leaks_prob> -### TLE_file (satellite only) +- Removed as of version 4.0.0 -**Data type:** String +#### <n_init_days> -**Default input:** N/A +- Removed as of version 4.0.0 -**Description:** Specifies the name of the text file that contains orbit information of satellites. TLE stands for a two-line element set, which is a data format encoding a list of orbital elements of an Earth-orbiting object for a given point in time, the epoch. By using TLE of a satellite, LDAR-Sim can estimate the postion of satellite above earth at specific time. +#### <subtype_leak_dist_file> -**Notes on acquisition:** It is only required for satellite. +- Removed as of version 3.0.0 -**Notes of caution:** Please be sure the satellite is inlcuded in the TLE file +Version 4.0.0 revamped the organization of all emissions-related values, consolidating them within the [emissions_file](#emissions_file). -### TLE_label (satellite only) +#### <subtype_times_file> -**Data type:** Character string that specifies the TLE file tag. +- Removed as of version 2.4.0 -**Default input:** N/A +#### <vent_file> -**Description:** The name of satellite. The following are accepted: +- Removed as of Version 2.1.2 -- default -- GHGSAT-D -- GOSAT (IBUKI) -- SENTINEL-5(TROPOMI) -- TANSAT(CarbonSat) +### Legacy Program Parameters -**Notes on acquisition:** It is only required for satellite. +#### <verification_cost> -**Notes of caution:** Please be sure the satellite is included in the TLE file +- Removed as of version 4.0.0 -### version (method level) +#### <carbon_price_tonnes_CO2_equivalent> -see Global Inputs - version +- Removed as of version 4.0.0 -------------------------------------------------------------------------------- -## 8\. Data sources, modelling confidence and model sensitivity +## 12\. Data sources, modelling confidence and model sensitivity There are a broad range of inputs used in LDAR-Sim that must be derived from various sources. Each of these parameters should be carefully considered and understood before using LDAR-Sim to inform decision making. Like other models, the quality of simulation results will depend on the quality and representativeness of the inputs used. @@ -1522,32 +2805,30 @@ Below are some examples of common sources of LDAR-Sim data. Not all parameters a ### Duty Holder / Operator (historical LDAR data) -- leak_file* -- LPR* -- vent_file* +- [emissions_file](#emissions_file)* +- [emission production rate](#emissions_production_rate-propagating-parameter)* ### Duty Holder / Operator (organizational data) -- infrastructure_file (Id, lat, lng, OGI_RS, OG_time) -- repair_cost* -- repair_delay* -- t_offsite_file -- verification_cost +- [sites_file](#sites_file) (ID, lat, long) +- [repair_cost](#repairs)* +- [repair_delay](#repairs)* ### Technology / Solution Provider / Operator (if self-performing LDAR) +_TODO_ fill out later + - OGI – n_crews, min_temp_, max_wind_, max_precip_, min_interval, max_workday, cost_per_day_, reporting_delay, MDL* , consider_daylight - Screening Methods – n_crews, [various weather and operational envelopes]_, min_interval, max_workday, cost_per_day_, reporting_delay, MDL_, consider_daylight, follow_up_thresh, follow_up_ratio, QE_ - Fixed sensor – same as screening methods & up_front_cost, time to detection ### Modeling Expert -- weather_file -- consider_venting +- [weather_file](#weather_file) -------------------------------------------------------------------------------- -## 9\. References +## 13\. References Fox, Thomas A., Mozhou Gao, Thomas E. Barchyn, Yorwearth L. Jamin, and Chris H. Hugenholtz. 2021\. "An Agent-Based Model for Estimating Emissions Reduction Equivalence among Leak Detection and Repair Programs." _Journal of Cleaner Production_, 125237\. . diff --git a/changelog.md b/changelog.md index 7ab651c1f..78bf338b2 100644 --- a/changelog.md +++ b/changelog.md @@ -1,4 +1,226 @@ -# Change Log Version 2.0 (21/09) +# Change Log + +## 2025-09-18 - Version 4.2.4 + +1. Bugfix - Fixed the unit conversion for emissions sampling (previously always assumed g/s when sampling emission rates) + +## 2025-08-19 - Version 4.2.3 + +1. Bugfix - Updated Daylight Calculator to handle extreme daylight conditions. + +## 2025-07-28 - Version 4.2.2 + +1. Added Mac Environment file +2. Bugfix - updated use of numpy NaN in output processing. + +## 2025-07-08 - Version 4.2.1 + +1. Bugfix - Required surveys should now be able to take in 0. +2. Bugfix - spatial extrapolation + +## 2024-09-20 - Version 4.2 + +1. Runtime Optimizations +2. LDAR-Sim Run scripts were refactored to shared common behavior and be more modular +3. Added LDAR-Sim error logging functionality +4. Added parameter to keep all program outputs +5. Added parameter to disable pre-simulation emissions +6. Updated Stationary Rolling Average functionality +7. Various bugfixes: + - Fixed runtime error during emissions creation when duration is provided in infrastructure files + - Fixed METEC NoWind sensor + - Fixed runtime error occurring in scenarios with little detected emissions + - Fixed runtime error occurring when simulation duration was <= 1 year + +## 2024-07-31 - Version 4.1.1 + +1. Update and re-introduce the End to End test runner, creator and suite +2. Deprecate Reference program parameter +3. Update estimate default parameter values +4. Add documentation and support for long pathways (Windows OS) +5. Runtime and memory optimization +6. New quantification error module +7. Various bug fixes: + - quantification error module file read bug + - generate emissions can now generate emission on the last day of simulation + - error handling for missing survey frequency + - error handling for missing methods + +## 2024-07-11 - Version 4.1.0 + +1. Implemented duration estimation factor - See user manual for more details + +## 2024-07-11 - Version 4.0.5 + +1. Fixed crew count always being overwritten by estimated crew count +2. Update language around sensitivity analysis +3. Update language of stacked cost (now value) bar chart +4. Fix bug with sites considered for follow-ups and queue for follow-ups + +## 2024-07-07 - Version 4.0.4 + +1. Fixed per day costs +2. Fixed scaling with surveys at the equipment group level +3. Fixed error preventing users from setting parameters at the equipment group level +4. Updated default parameter data types +5. New unit tests added +6. Other various bugs/future exception warnings + +## 2024-07-02 - Version 4.0.3 + +1. Fixed potential crew shortage warning message +2. Fixed tick labels on output visualizations to show numbers between -1 to 1, specifically 0 when using metric prefixes +3. Added option to disable program specific visualizations +4. Fixed error that would sometimes occur with summary output generation + +## 2024-06-20 - Version 4.0.2 + +1. Mitigation related plots will automatically not be rendered when there are no mitigation in the simulation. +2. Updated the sensitivity analysis module script to be in line with the ldar_sim_run script + +## 2024-06-19 - Version 4.0.1 + +1. Fixed an Issue where users would encounter an error when trying to simulate only non-repairable emissions + +## 2024-06-17 - Version 4.0.0 + +The version bump to 4.0 of LDAR-Sim included a significant overhaul of the existing code base and functionality overhaul. + +1. Improved User Manual +2. Improved stationary deployment - continuous monitoring is now based on rolling averages +3. Improved quantification error +4. Refactored emissions, added granularity - see User Manual for more details +5. Refactored infrastructure, added granularity - see User Manual for more details +6. Refactored sensors, the following sensors are now built into ldar-sim: METEC_NoWind, OGI_Zim, and OGI_RK (See user manual for more details on how to use them) +7. Refactored scheduling, significant runtime improvement from v3 +8. New Output parameters to disable outputs +9. New uncertainty outputs +10. New Sensitivity Analysis Module +11. New debugging mode - enables benchmarking +12. _Removed routing functionality_ +13. New unit tests + +## 2024-03-18 - Version 3.3.6 + +1. **New Documentation** Added new installation guide documentation. + +## 2023-11-30 - Version 3.3.5 + +1. **Bug fix for METEC wind sensor** Fixed the wind factor units. Previously used km/hr, changed to m/s to properly reflect the METEC wind dependent curve. + +## 2023-11-23 - Version 3.3.4 + +1. **New External Sensor** Added new external sensor - METEC Wind normalized curve + +## 2023-11-21 - Version 3.3.3 + +1. **Bugfix for file input for repair cost** Resolved a bug where repair cost input as file was not working. + +## 2023-10-19 - Version 3.3.2 + +1. **Bugfix for concurrent mobile method survey times** Resolved a bug where previously survey time for concurrent mobile methods would be incorrect. + +## 2023-09-21 - Version 3.3.1 + +1. **Follow-up Watchlist sorting toggle** Sorting on the follow-up watch list can be turned off. + +## 2023-09-14 - Version 3.3.0 + +1. **Bugfix to Proportion** LDAR-Sim proportion has been fixed to properly proportion by top proportion % of emitting sites where previously proportioning was done by dropping sites with the longest time since last being surveyed. + +## 2023-08 - Version 3.2.3 + +1. **Splitting of natural repair cost** The cost of repair due to NRd was split from repair cost. + +## 2023-08 - Version 3.2.2 + +1. **Fix to update_tag** Fix applied to update tag to increment natural_n_tags when the natural company overwrites an existing tag and repairs the book. + +## 2023-08 - Version 3.2.1 + +1. **Performance Improvements** Runtime performance improvements have been made for LDAR-Sim initialization. + +## 2023-08 - Version 3.2.0 + +1. **Added outputs parameters to control files output from LDAR-Sim** New output parameters introduced to the LDAR-Sim simulation settings allow for users to select specific outputs to enable/disable. This can help reduce the memory load of simulations for users running large simulations if they do not care about every result. + +## 2023-08 - Version 3.1.1 + +1. **Added new E2E functionality** As part of the pass pass criteria for E2E tests, outputs must contain all the same files as expected outputs. + +## 2023-08 - Version 3.1.0 + +1. **Reworked n_init_leaks** The parameter n_init_leaks was reworked to n_init_leaks_prob. See the User Manual for details on how to use the parameter. + +## 2023-07 - Version 3.0.1 + +1. **Updated Output CSV file names** The output file names will now also contain program name. + +## 2023-07 - Version 3.0.0 + +1. **Refactored Parameter Structure** The LDAR-Sim parameter structure has been refactored. Many of the parameters previously in the program level can now be located in the new virtual_world parameters file. This will help make LDAR-Sim parameterization more intuitive. + +## 2023-07 - Version 2.4.0 + +1. **Removed Subtype_times_file** The ability to set survey times for sites on a per subtype basis using the "subtype_times_file" parameter has been removed. This functionality will be reintroduced in the subtype file at a later date. + +## 2023-07 - Version 2.3.1 + +1. **Added_End_to_end testing for program parameters** A new End-to_end test has been added to test previously untested program parameters. + +## 2023-07 - Version 2.3.0 + +1. **Added functionality for initializing pre-simulation leaks** Users can now utilize n_init_days and n_init_leaks to initialize pre-simulation leaks - leaks LDAR-Sim generates before the start date of the simulation. + +## 2023-07 - Version 2.2.1 + +1. **Cost bug fix** Specific bug was encountered when using per_site costs with methods that take multiple days to finish surveying. + +## 2023-07 - Version 2.2.0 + +1. **Added external sensors** Users have access to more technology sensors, documentation and guidance on how to create their own technology sensors. + +## 2023-06 - Version 2.1.4 + +1. **Added functionality for site level follow-ups** Users can now have measurement_scale "site" level follow ups by leveraging the follow-up: preferred_method parameter. This allows for modelling of multiple screenings based on the results of each prior screening (Which could increase confidence in fugitives, improve measurement accuracy, etc). + +## 2023-06 - Version 2.1.3 + +1. **Added documentation for subtype_file functionality** Added documentation to the user manual to describe subtype file functionality. +2. **Added ability to sample for leak rates, vent rates per subtype** Users can now specify vent rate and leak rate files to sample from on a per subtype basis in the subtype file. + +## 2023-06 - Version 2.1.2 + +1. **New Output added to track site-visits** A new output csv file has been added to LDAR-Sim containing information tracking the results of site-visits by methods. +2. **Site-Level Venting Rates** Venting rates can now be provided at a site level in the infrastructure file. This is a breaking change that removes previous venting behavior. + +## 2023-05 + +1. **Added Unit Testing** Unit testing can now be found under testing/unit_testing in the main LDAR-Sim folder +2. **Requirements update** Requirements have been updated to allow users to use newest versions of libraries and python 3.11 for the conda environment. + +## 2022-11 + +1. **Survey Scheduling bug fixes** Bug fixes made to survey scheduling for mobile methods. + 1. **_Changed logic for scheduling surveys for sites_** Changed site survey scheduling logic to begin counting time since a site was last surveyed from the starting date of the previous survey, not the end date. + 2. **_Changed rollover of mobile_crew to shared_** The rollover variable was for mobile crews was moved to a class variables so all crews now share a rollover list. This ensures survey progress is no longer reset if the crew surveying the site changes. + 3. **_Added scheduling fix to reduce schedule slipping_** Added scheduling to add sites to the survey pool if half the survey duration(campaign) has passed. This is intended to reduce the observed issue of schedule slipping. + 4. **_Bugfix for survey scheduling_** Fixed behavior where surveys completed on Jan 1 of any year would wrongly be considered as a survey done the previous year. +2. **Added new parameter min_time_bt_surveys** Added a new parameter for setting value of minimum time that must pass between surveys, this is now the value used for determining when to add sites to survey pool. + + **_\_min_time_bt_surveys_** can be set like **_\_RS_** or **_\_time_** in the infrastructure file. + +## 2022-09 + +1. **Subtype File addition** Programs: specify LPR, LDR for subtypes. Deprecates subtype-distribution. Will eventually also combine the subtype-times-file. +2. **Updated Default parameters** Methods/Programs: Several parameters were updated to support floats(from ints). +3. **Preferred Follow Up** - Methods: Ability to specify different followups for a single program having multiple non-component level surveys. +4. **Updated User Manual** Updated user manual with additions. +5. **Spatial coverage bug fix** +6. **Repair delay** Programs: can now be a single value, a list or a log normal distribution. +7. **Estimate emissions** Optionally allows for additional outputs related to estimating emissions based on survey frequency and leak rate. + +## Change Log Version 2.0 (21/09) 1. **External leak generator -** Optionally creates a single set of leaks that can be used across multiple simulations to enable "apples to apples" comparisons of different programs. Leak lists can also be saved and shared to improve reproducibility. 2. **Modularized methods -** Methods (e.g., aircraft) are now comprised of a deployment style (platform), a sensor type, the scale of measurement (equipment vs component vs site), and whether or not they perform follow-up inspections. Old method modules are now defunct. @@ -23,7 +245,7 @@ 21. **Removed leak count and spin up -** These two inputs were redundant and prone to error. Initial emissions are now estimated using leak generation and removal assumptions. 22. **Seed timeseries generator –** Useful for testing as each day will have the same seed for all programs in a simulation set. 23. **Code cleanup –** Removed unused or obsolete code, including defunct sensitivity analyses. -24. **Changed to YAML inputs -** Switched from text file inputs to YAML to improve readability. +24. **Changed to YAML inputs -** Switched from text file inputs to YAML to improve readability. 25. **Restructured software folder -** Improved folder structure for entire software to be more modular and follow current practices. 26. **Updated input data structure -** An object-orientated input data structure is now used. 27. **Package upgrades -** Updated Python packages, requirements file and, pipenv files to enable flexibility in package management diff --git a/doc-images/Enable Win 32 long paths.png b/doc-images/Enable Win 32 long paths.png new file mode 100644 index 000000000..4daec717a Binary files /dev/null and b/doc-images/Enable Win 32 long paths.png differ diff --git a/doc-images/Group Policy at Filesystem.png b/doc-images/Group Policy at Filesystem.png new file mode 100644 index 000000000..b5820d819 Binary files /dev/null and b/doc-images/Group Policy at Filesystem.png differ diff --git a/doc-images/Windows Run Dialog.png b/doc-images/Windows Run Dialog.png new file mode 100644 index 000000000..e8361b8bc Binary files /dev/null and b/doc-images/Windows Run Dialog.png differ diff --git a/doc-images/emissions_behavior.png b/doc-images/emissions_behavior.png new file mode 100644 index 000000000..ba2743205 Binary files /dev/null and b/doc-images/emissions_behavior.png differ diff --git a/doc-images/group policy editor.png b/doc-images/group policy editor.png new file mode 100644 index 000000000..bac2a416e Binary files /dev/null and b/doc-images/group policy editor.png differ diff --git a/doc-images/group policy enable long paths.png b/doc-images/group policy enable long paths.png new file mode 100644 index 000000000..9ceab12fc Binary files /dev/null and b/doc-images/group policy enable long paths.png differ diff --git a/doc-images/image.png b/doc-images/image.png new file mode 100644 index 000000000..4ff7d8e5a Binary files /dev/null and b/doc-images/image.png differ diff --git a/doc-images/image1.png b/doc-images/image1.png new file mode 100644 index 000000000..67338b66b Binary files /dev/null and b/doc-images/image1.png differ diff --git a/doc-images/image3.png b/doc-images/image3.png new file mode 100644 index 000000000..a324cd6be Binary files /dev/null and b/doc-images/image3.png differ diff --git a/doc-images/image4.png b/doc-images/image4.png new file mode 100644 index 000000000..41a465f8f Binary files /dev/null and b/doc-images/image4.png differ diff --git a/doc-images/image5.png b/doc-images/image5.png new file mode 100644 index 000000000..a42c8208d Binary files /dev/null and b/doc-images/image5.png differ diff --git a/doc-images/input_data_structure.png b/doc-images/input_data_structure.png new file mode 100644 index 000000000..f3b8bf730 Binary files /dev/null and b/doc-images/input_data_structure.png differ diff --git a/install/.gitmessage b/install/.gitmessage new file mode 100644 index 000000000..3443acd6a --- /dev/null +++ b/install/.gitmessage @@ -0,0 +1,21 @@ +: Short summary of change (limit 50 chars) +# Valid types are : +# feat - feature +# fix - bug fixes +# docs - changes to the documentation like README +# style - style or formatting change +# perf - improves code performance +# test - test a feature +# data - adding example data + +Reason for change: +# Describe the problem the change is attempting to solve. + +Resolution: +# Describe how the change solves the problem. + +Effect(s) of change: +# Describe how the resolution may affect existing functionality/code. + +# Include Co-authors if any +# Format: Co-authored-by: name diff --git a/install/dev_environment.yml b/install/dev_environment.yml new file mode 100644 index 000000000..21f391a3f --- /dev/null +++ b/install/dev_environment.yml @@ -0,0 +1,157 @@ +name: ldar_sim_dev_env +channels: + - conda-forge + - defaults +dependencies: + - attrs=23.2.0 + - backports.zoneinfo=0.2.1 + - black=24.4.2 + - blosc=1.21.5 + - boto3=1.34.125 + - botocore=1.34.125 + - brotli=1.1.0 + - brotli-bin=1.1.0 + - brotli-python=1.1.0 + - bzip2=1.0.8 + - ca-certificates=2024.6.2 + - cads-api-client=1.0.3 + - cdsapi=0.7.0 + - certifi=2024.6.2 + - cftime=1.6.4 + - charset-normalizer=3.3.2 + - click=8.1.7 + - colorama=0.4.6 + - contourpy=1.2.1 + - coverage=7.5.3 + - cycler=0.12.1 + - ephem=4.1.5 + - exceptiongroup=1.2.0 + - fonttools=4.53.0 + - freetype=2.12.1 + - glib=2.80.2 + - glib-tools=2.80.2 + - gst-plugins-base=1.24.4 + - gstreamer=1.24.4 + - hdf4=4.2.15 + - hdf5=1.14.3 + - hypothesis=6.103.1 + - icu=73.2 + - idna=3.7 + - iniconfig=2.0.0 + - intel-openmp=2024.1.0 + - jmespath=1.0.1 + - kiwisolver=1.4.5 + - krb5=1.21.2 + - lcms2=2.16 + - lerc=4.0.0 + - libaec=1.1.3 + - libblas=3.9.0 + - libbrotlicommon=1.1.0 + - libbrotlidec=1.1.0 + - libbrotlienc=1.1.0 + - libcblas=3.9.0 + - libclang13=18.1.7 + - libcurl=8.8.0 + - libdeflate=1.20 + - libexpat=2.6.2 + - libffi=3.4.2 + - libflang=5.0.0 + - libglib=2.80.2 + - libhwloc=2.10.0 + - libiconv=1.17 + - libintl=0.22.5 + - libintl-devel=0.22.5 + - libjpeg-turbo=3.0.0 + - liblapack=3.9.0 + - libnetcdf=4.9.2 + - libogg=1.3.4 + - libopenblas=0.3.27 + - libpng=1.6.43 + - libsqlite=3.46.0 + - libssh2=1.11.0 + - libtiff=4.6.0 + - libvorbis=1.3.7 + - libwebp-base=1.4.0 + - libxcb=1.15 + - libxml2=2.12.7 + - libzip=1.10.1 + - libzlib=1.3.1 + - llvm-meta=5.0.0 + - lz4-c=1.9.4 + - m2w64-gcc-libgfortran=5.3.0 + - m2w64-gcc-libs=5.3.0 + - m2w64-gcc-libs-core=5.3.0 + - m2w64-gmp=6.1.0 + - m2w64-libwinpthread-git=5.0.0.4634.697f757 + - matplotlib=3.8.4 + - matplotlib-base=3.8.4 + - mkl=2024.1.0 + - msys2-conda-epoch=20160418 + - multiurl=0.3.1 + - munkres=1.1.4 + - mypy_extensions=1.0.0 + - netcdf4=1.6.5 + - numpy=1.26.4 + - openjpeg=2.5.2 + - openmp=5.0.0 + - openssl=3.3.1 + - packaging=24.1 + - pandas=2.2.2 + - pathspec=0.12.1 + - patsy=0.5.6 + - pcre2=10.43 + - pillow=10.3.0 + - pip=24.0 + - platformdirs=4.2.2 + - pluggy=1.5.0 + - ply=3.11 + - pthread-stubs=0.4 + - pthreads-win32=2.9.1 + - pycodestyle=2.11.1 + - pyparsing=3.1.2 + - pyqt=5.15.9 + - pyqt5-sip=12.12.2 + - pysocks=1.7.1 + - pytest=8.2.2 + - pytest-cov=5.0.0 + - pytest-mock=3.14.0 + - python=3.12.3 + - python-dateutil=2.9.0 + - python-tzdata=2024.1 + - python_abi=3.12 + - pytz=2024.1 + - pyyaml=6.0.1 + - qt-main=5.15.8 + - requests=2.32.3 + - s3transfer=0.10.1 + - scipy=1.13.1 + - seaborn=0.13.2 + - seaborn-base=0.13.2 + - setuptools=70.0.0 + - sip=6.7.12 + - six=1.16.0 + - snappy=1.2.0 + - sortedcontainers=2.4.0 + - statsmodels=0.14.2 + - tbb=2021.12.0 + - tk=8.6.13 + - toml=0.10.2 + - tomli=2.0.1 + - tornado=6.4.1 + - tqdm=4.66.4 + - typing-extensions=4.12.2 + - typing_extensions=4.12.2 + - tzdata=2024a + - ucrt=10.0.22621.0 + - urllib3=2.2.1 + - vc=14.3 + - vc14_runtime=14.40.33810 + - vs2015_runtime=14.40.33810 + - wheel=0.43.0 + - win_inet_pton=1.1.0 + - xorg-libxau=1.0.11 + - xorg-libxdmcp=1.1.3 + - xz=5.2.6 + - yaml=0.2.5 + - zlib=1.3.1 + - zstd=1.5.6 diff --git a/install/environment.yml b/install/environment.yml new file mode 100644 index 000000000..e48860000 --- /dev/null +++ b/install/environment.yml @@ -0,0 +1,142 @@ +name: ldar_sim_env +channels: + - conda-forge + - defaults +dependencies: + - attrs=23.2.0 + - blosc=1.21.5 + - boto3=1.34.125 + - botocore=1.34.125 + - brotli=1.1.0 + - brotli-bin=1.1.0 + - brotli-python=1.1.0 + - bzip2=1.0.8 + - ca-certificates=2024.6.2 + - cads-api-client=1.0.3 + - cdsapi=0.7.0 + - certifi=2024.6.2 + - cftime=1.6.4 + - charset-normalizer=3.3.2 + - colorama=0.4.6 + - contourpy=1.2.1 + - cycler=0.12.1 + - ephem=4.1.5 + - fonttools=4.53.0 + - freetype=2.12.1 + - glib=2.80.2 + - glib-tools=2.80.2 + - gst-plugins-base=1.24.4 + - gstreamer=1.24.4 + - hdf4=4.2.15 + - hdf5=1.14.3 + - icu=73.2 + - idna=3.7 + - intel-openmp=2024.1.0 + - jmespath=1.0.1 + - kiwisolver=1.4.5 + - krb5=1.21.2 + - lcms2=2.16 + - lerc=4.0.0 + - libaec=1.1.3 + - libblas=3.9.0 + - libbrotlicommon=1.1.0 + - libbrotlidec=1.1.0 + - libbrotlienc=1.1.0 + - libcblas=3.9.0 + - libclang13=18.1.7 + - libcurl=8.8.0 + - libdeflate=1.20 + - libexpat=2.6.2 + - libffi=3.4.2 + - libflang=5.0.0 + - libglib=2.80.2 + - libhwloc=2.10.0 + - libiconv=1.17 + - libintl=0.22.5 + - libintl-devel=0.22.5 + - libjpeg-turbo=3.0.0 + - liblapack=3.9.0 + - libnetcdf=4.9.2 + - libogg=1.3.4 + - libopenblas=0.3.27 + - libpng=1.6.43 + - libsqlite=3.46.0 + - libssh2=1.11.0 + - libtiff=4.6.0 + - libvorbis=1.3.7 + - libwebp-base=1.4.0 + - libxcb=1.15 + - libxml2=2.12.7 + - libzip=1.10.1 + - libzlib=1.3.1 + - llvm-meta=5.0.0 + - lz4-c=1.9.4 + - m2w64-gcc-libgfortran=5.3.0 + - m2w64-gcc-libs=5.3.0 + - m2w64-gcc-libs-core=5.3.0 + - m2w64-gmp=6.1.0 + - m2w64-libwinpthread-git=5.0.0.4634.697f757 + - matplotlib=3.8.4 + - matplotlib-base=3.8.4 + - mkl=2024.1.0 + - msys2-conda-epoch=20160418 + - multiurl=0.3.1 + - munkres=1.1.4 + - netcdf4=1.6.5 + - numpy=1.26.4 + - openjpeg=2.5.2 + - openmp=5.0.0 + - openssl=3.3.1 + - packaging=24.1 + - pandas=2.2.2 + - patsy=0.5.6 + - pcre2=10.43 + - pillow=10.3.0 + - pip=24.0 + - ply=3.11 + - pthread-stubs=0.4 + - pthreads-win32=2.9.1 + - pyparsing=3.1.2 + - pyqt=5.15.9 + - pyqt5-sip=12.12.2 + - pysocks=1.7.1 + - python=3.12.3 + - python-dateutil=2.9.0 + - python-tzdata=2024.1 + - python_abi=3.12 + - pytz=2024.1 + - pyyaml=6.0.1 + - qt-main=5.15.8 + - requests=2.32.3 + - s3transfer=0.10.1 + - scipy=1.13.1 + - seaborn=0.13.2 + - seaborn-base=0.13.2 + - setuptools=70.0.0 + - sip=6.7.12 + - six=1.16.0 + - snappy=1.2.0 + - sortedcontainers=2.4.0 + - statsmodels=0.14.2 + - tbb=2021.12.0 + - tk=8.6.13 + - toml=0.10.2 + - tomli=2.0.1 + - tornado=6.4.1 + - tqdm=4.66.4 + - typing-extensions=4.12.2 + - typing_extensions=4.12.2 + - tzdata=2024a + - ucrt=10.0.22621.0 + - urllib3=2.2.1 + - vc=14.3 + - vc14_runtime=14.40.33810 + - vs2015_runtime=14.40.33810 + - wheel=0.43.0 + - win_inet_pton=1.1.0 + - xorg-libxau=1.0.11 + - xorg-libxdmcp=1.1.3 + - xz=5.2.6 + - yaml=0.2.5 + - zlib=1.3.1 + - zstd=1.5.6 diff --git a/install/linux_dev_environment.yml b/install/linux_dev_environment.yml new file mode 100644 index 000000000..1af9d1e76 --- /dev/null +++ b/install/linux_dev_environment.yml @@ -0,0 +1,155 @@ +name: ldar_sim_env +channels: + - conda-forge + - defaults +dependencies: + - _libgcc_mutex=0.1 + - _openmp_mutex=4.5 + - attrs=23.2.0 + - backports.zoneinfo=0.2.1 + - black=24.4.2 + - blas=1.0 + - boto3=1.34.82 + - botocore=1.34.82 + - bottleneck=1.3.7 + - brotli=1.0.9 + - brotli-bin=1.0.9 + - brotli-python=1.0.9 + - bzip2=1.0.8 + - c-ares=1.19.1 + - ca-certificates=2024.6.2 + - cads-api-client=1.0.3 + - cdsapi=0.7.0 + - certifi=2024.6.2 + - cftime=1.6.2 + - charset-normalizer=3.3.2 + - click=8.1.7 + - colorama=0.4.6 + - contourpy=1.2.0 + - coverage=7.5.3 + - cycler=0.11.0 + - cyrus-sasl=2.1.28 + - dbus=1.13.18 + - ephem=4.1.2 + - exceptiongroup=1.2.0 + - expat=2.6.2 + - fontconfig=2.14.1 + - fonttools=4.51.0 + - freetype=2.12.1 + - glib=2.78.4 + - glib-tools=2.78.4 + - gst-plugins-base=1.14.1 + - gstreamer=1.14.1 + - hdf4=4.2.13 + - hdf5=1.12.1 + - hypothesis=6.103.1 + - icu=73.1 + - idna=3.7 + - iniconfig=2.0.0 + - intel-openmp=2023.1.0 + - jmespath=1.0.1 + - jpeg=9e + - kiwisolver=1.4.4 + - krb5=1.20.1 + - lcms2=2.12 + - ld_impl_linux-64=2.38 + - lerc=3.0 + - libbrotlicommon=1.0.9 + - libbrotlidec=1.0.9 + - libbrotlienc=1.0.9 + - libclang=14.0.6 + - libclang13=14.0.6 + - libcups=2.4.2 + - libcurl=8.7.1 + - libdeflate=1.17 + - libedit=3.1.20230828 + - libev=4.33 + - libffi=3.4.4 + - libgcc-ng=13.2.0 + - libgfortran-ng=11.2.0 + - libgfortran5=11.2.0 + - libglib=2.78.4 + - libgomp=13.2.0 + - libiconv=1.16 + - libllvm14=14.0.6 + - libnetcdf=4.8.1 + - libnghttp2=1.57.0 + - libpng=1.6.39 + - libpq=12.17 + - libssh2=1.11.0 + - libstdcxx-ng=11.2.0 + - libtiff=4.5.1 + - libuuid=1.41.5 + - libwebp-base=1.3.2 + - libxcb=1.15 + - libxkbcommon=1.0.1 + - libxml2=2.10.4 + - libzip=1.8.0 + - lz4-c=1.9.4 + - matplotlib=3.8.4 + - matplotlib-base=3.8.4 + - mkl=2023.1.0 + - mkl-service=2.4.0 + - mkl_fft=1.3.8 + - mkl_random=1.2.4 + - multiurl=0.3.1 + - mypy_extensions=1.0.0 + - mysql=5.7.24 + - ncurses=6.4 + - netcdf4=1.6.2 + - numexpr=2.8.7 + - numpy=1.26.4 + - numpy-base=1.26.4 + - openjpeg=2.4.0 + - openssl=3.3.1 + - packaging=23.2 + - pandas=2.2.2 + - pathspec=0.12.1 + - pcre2=10.42 + - pillow=10.3.0 + - pip=24.0 + - platformdirs=4.2.2 + - pluggy=1.5.0 + - ply=3.11 + - pybind11-abi=4 + - pyparsing=3.0.9 + - pyqt=5.15.10 + - pyqt5-sip=12.13.0 + - pysocks=1.7.1 + - pytest=8.2.2 + - pytest-cov=5.0.0 + - pytest-mock=3.14.0 + - python=3.11.9 + - python-dateutil=2.9.0post0 + - python-tzdata=2023.3 + - python_abi=3.11 + - pytz=2024.1 + - pyyaml=6.0.1 + - qt-main=5.15.2 + - readline=8.2 + - requests=2.32.3 + - s3transfer=0.10.1 + - scipy=1.13.1 + - seaborn=0.13.2 + - setuptools=69.5.1 + - sip=6.7.12 + - six=1.16.0 + - sortedcontainers=2.4.0 + - sqlite=3.45.3 + - tbb=2021.8.0 + - tk=8.6.14 + - toml=0.10.2 + - tomli=2.0.1 + - tornado=6.3.3 + - tqdm=4.66.4 + - typing-extensions=4.12.2 + - typing_extensions=4.12.2 + - tzdata=2024a + - unicodedata2=15.1.0 + - urllib3=2.2.1 + - wheel=0.43.0 + - xz=5.4.6 + - yaml=0.2.5 + - zlib=1.2.13 + - zstd=1.5.5 +prefix: /home/thomas/miniconda3/envs/ldar_sim_env diff --git a/install/linux_environment.yml b/install/linux_environment.yml new file mode 100644 index 000000000..54db7e9f0 --- /dev/null +++ b/install/linux_environment.yml @@ -0,0 +1,137 @@ +name: ldar_sim_env +channels: + - conda-forge + - defaults +dependencies: + - _libgcc_mutex=0.1 + - _openmp_mutex=4.5 + - attrs=23.2.0 + - blas=1.0 + - boto3=1.34.82 + - botocore=1.34.82 + - bottleneck=1.3.7 + - brotli=1.0.9 + - brotli-bin=1.0.9 + - brotli-python=1.0.9 + - bzip2=1.0.8 + - c-ares=1.19.1 + - ca-certificates=2024.6.2 + - cads-api-client=1.0.3 + - cdsapi=0.7.0 + - certifi=2024.6.2 + - cftime=1.6.2 + - charset-normalizer=3.3.2 + - colorama=0.4.6 + - contourpy=1.2.0 + - cycler=0.11.0 + - cyrus-sasl=2.1.28 + - dbus=1.13.18 + - ephem=4.1.2 + - expat=2.6.2 + - fontconfig=2.14.1 + - fonttools=4.51.0 + - freetype=2.12.1 + - glib=2.78.4 + - glib-tools=2.78.4 + - gst-plugins-base=1.14.1 + - gstreamer=1.14.1 + - hdf4=4.2.13 + - hdf5=1.12.1 + - icu=73.1 + - idna=3.7 + - intel-openmp=2023.1.0 + - jmespath=1.0.1 + - jpeg=9e + - kiwisolver=1.4.4 + - krb5=1.20.1 + - lcms2=2.12 + - ld_impl_linux-64=2.38 + - lerc=3.0 + - libbrotlicommon=1.0.9 + - libbrotlidec=1.0.9 + - libbrotlienc=1.0.9 + - libclang=14.0.6 + - libclang13=14.0.6 + - libcups=2.4.2 + - libcurl=8.7.1 + - libdeflate=1.17 + - libedit=3.1.20230828 + - libev=4.33 + - libffi=3.4.4 + - libgcc-ng=13.2.0 + - libgfortran-ng=11.2.0 + - libgfortran5=11.2.0 + - libglib=2.78.4 + - libgomp=13.2.0 + - libiconv=1.16 + - libllvm14=14.0.6 + - libnetcdf=4.8.1 + - libnghttp2=1.57.0 + - libpng=1.6.39 + - libpq=12.17 + - libssh2=1.11.0 + - libstdcxx-ng=11.2.0 + - libtiff=4.5.1 + - libuuid=1.41.5 + - libwebp-base=1.3.2 + - libxcb=1.15 + - libxkbcommon=1.0.1 + - libxml2=2.10.4 + - libzip=1.8.0 + - lz4-c=1.9.4 + - matplotlib=3.8.4 + - matplotlib-base=3.8.4 + - mkl=2023.1.0 + - mkl-service=2.4.0 + - mkl_fft=1.3.8 + - mkl_random=1.2.4 + - multiurl=0.3.1 + - mysql=5.7.24 + - ncurses=6.4 + - netcdf4=1.6.2 + - numexpr=2.8.7 + - numpy=1.26.4 + - numpy-base=1.26.4 + - openjpeg=2.4.0 + - openssl=3.3.1 + - packaging=23.2 + - pandas=2.2.2 + - pcre2=10.42 + - pillow=10.3.0 + - pip=24.0 + - ply=3.11 + - pybind11-abi=4 + - pyparsing=3.0.9 + - pyqt=5.15.10 + - pyqt5-sip=12.13.0 + - pysocks=1.7.1 + - python=3.11.9 + - python-dateutil=2.9.0post0 + - python-tzdata=2023.3 + - pytz=2024.1 + - pyyaml=6.0.1 + - qt-main=5.15.2 + - readline=8.2 + - requests=2.32.3 + - s3transfer=0.10.1 + - scipy=1.13.1 + - seaborn=0.13.2 + - setuptools=69.5.1 + - sip=6.7.12 + - six=1.16.0 + - sortedcontainers=2.4.0 + - sqlite=3.45.3 + - tbb=2021.8.0 + - tk=8.6.14 + - tornado=6.3.3 + - tqdm=4.66.4 + - typing-extensions=4.12.2 + - typing_extensions=4.12.2 + - tzdata=2024a + - unicodedata2=15.1.0 + - urllib3=2.2.1 + - wheel=0.43.0 + - xz=5.4.6 + - yaml=0.2.5 + - zlib=1.2.13 + - zstd=1.5.5 diff --git a/install/mac_environment.yml b/install/mac_environment.yml new file mode 100644 index 000000000..124d7f0c4 --- /dev/null +++ b/install/mac_environment.yml @@ -0,0 +1,146 @@ +name: ldar_sim_env +channels: + - conda-forge + - defaults +dependencies: + - _libgcc_mutex=0.1=main + - attrs=25.3.0=pyh71513ae_0 + - blosc=1.21.6=hd145fbb_1 + - boto3=1.39.13=pyhd8ed1ab_0 + - botocore=1.39.14=pyge310_1234567_0 + - brotli=1.1.0=h6e16a3a_3 + - brotli-bin=1.1.0=h6e16a3a_3 + - brotli-python=1.1.0=py311hc356e98_3 + - bzip2=1.0.8=hfdf4475_7 + - c-ares=1.34.5=hf13058a_0 + - ca-certificates=2025.7.14=hbd8a1cb_0 + - certifi=2025.7.14=pyhd8ed1ab_0 + - cffi=1.17.1=py311h137bacd_0 + - cftime=1.6.4=py311h0034819_1 + - contourpy=1.3.3=py311hd4d69bb_0 + - cycler=0.12.1=pyhd8ed1ab_1 + - cyrus-sasl=2.1.28=h610c526_0 + - ephem=4.2=py311h4d7f069_0 + - fonttools=4.59.0=py311hfbe4617_0 + - freetype=2.13.3=h694c41f_1 + - glib=2.84.2=h489497d_0 + - glib-tools=2.84.2=hf8faeaf_0 + - gst-plugins-base=1.24.11=h09840cc_0 + - gstreamer=1.24.11=h7d1b200_0 + - h2=4.2.0=pyhd8ed1ab_0 + - hdf4=4.2.15=h8138101_7 + - hdf5=1.14.6=nompi_hc8237f9_102 + - hpack=4.1.0=pyhd8ed1ab_0 + - hyperframe=6.1.0=pyhd8ed1ab_0 + - icu=75.1=h120a0e1_0 + - jmespath=1.0.1=pyhd8ed1ab_1 + - kiwisolver=1.4.8=py311h4e34fa0_1 + - krb5=1.21.3=h37d8d59_0 + - lcms2=2.17=h72f5680_0 + - lerc=4.0.0=hcca01a6_1 + - libaec=1.1.4=ha6bc127_0 + - libblas=3.9.0=32_h7f60823_openblas + - libbrotlicommon=1.1.0=h6e16a3a_3 + - libbrotlidec=1.1.0=h6e16a3a_3 + - libbrotlienc=1.1.0=h6e16a3a_3 + - libcblas=3.9.0=32_hff6cab4_openblas + - libclang-cpp17=17.0.6=default_h3571c67_8 + - libclang13=20.1.8=default_ha0cc96f_0 + - libcurl=8.14.1=h5dec5d8_0 + - libcxx=20.1.8=h3d58e20_1 + - libdeflate=1.24=hcc1b750_0 + - libedit=3.1.20250104=pl5321ha958ccf_0 + - libev=4.33=h10d778d_2 + - libexpat=2.7.1=h21dd04a_0 + - libffi=3.4.6=h281671d_1 + - libfreetype=2.13.3=h694c41f_1 + - libfreetype6=2.13.3=h40dfd5c_1 + - libgfortran=5.0.0=14_2_0_h51e75f0_103 + - libgfortran5=14.2.0=h51e75f0_103 + - libglib=2.84.2=h3139dbc_0 + - libiconv=1.18=h4b5e92a_1 + - libintl=0.25.1=h3184127_1 + - libintl-devel=0.25.1=h3184127_1 + - libjpeg-turbo=3.1.0=h6e16a3a_0 + - liblapack=3.9.0=32_h236ab99_openblas + - libllvm17=17.0.6=hbedff68_1 + - libllvm20=20.1.8=h9b4ebcc_0 + - liblzma=5.8.1=hd471939_2 + - libnetcdf=4.9.2=nompi_h924628f_117 + - libnghttp2=1.64.0=hc7306c3_0 + - libntlm=1.8=h6e16a3a_0 + - libogg=1.3.5=he3325bb_1 + - libopenblas=0.3.30=openmp_hbf64a52_0 + - libopus=1.5.2=he3325bb_0 + - libpng=1.6.50=h3c4a55f_0 + - libpq=17.5=h9c5cfc2_0 + - libsqlite=3.50.3=h875aaf5_1 + - libssh2=1.11.1=hed3591d_0 + - libtiff=4.7.0=h1167cee_5 + - libvorbis=1.3.7=h046ec9c_0 + - libwebp-base=1.6.0=hb807250_0 + - libxcb=1.17.0=hf1f96e2_0 + - libxml2=2.13.8=h93c44a6_0 + - libzip=1.11.2=h31df5bb_0 + - libzlib=1.3.1=hd23fc13_2 + - llvm-openmp=20.1.8=hf4e0ed4_0 + - lz4-c=1.10.0=h240833e_1 + - matplotlib-base=3.10.3=py311h19a4563_0 + - munkres=1.1.4=pyhd8ed1ab_1 + - ncurses=6.5=h0622a9a_3 + - netcdf4=1.7.2=nompi_py311h24137f2_102 + - nspr=4.37=hbd2c7f0_0 + - nss=3.114=h630f822_0 + - numpy=2.3.2=py311h09fcace_0 + - openjpeg=2.5.3=h7fd6d84_0 + - openldap=2.6.10=hd8a590d_0 + - openssl=3.5.1=hc426f3f_0 + - packaging=25.0=pyh29332c3_1 + - pandas=2.3.1=py311hf4bc098_0 + - pathlib=1.0.1=py311h6eed73b_7 + - patsy=1.0.1=pyhd8ed1ab_1 + - pcre2=10.45=hf733adb_0 + - pillow=11.3.0=py311h25da234_0 + - pip=25.1.1=pyh8b19718_0 + - ply=3.11=pyhd8ed1ab_3 + - pthread-stubs=0.4=h00291cd_1002 + - pycparser=2.22=pyh29332c3_1 + - pyparsing=3.2.3=pyhd8ed1ab_1 + - pyqt=5.15.11=py311hc765f6a_1 + - pyqt5-sip=12.17.0=py311h74e74b8_1 + - pysocks=1.7.1=pyha55dd90_7 + - python=3.11.13=h9ccd52b_0_cpython + - python-dateutil=2.9.0.post0=pyhe01879c_2 + - python-tzdata=2025.2=pyhd8ed1ab_0 + - python_abi=3.11=8_cp311 + - pytz=2025.2=pyhd8ed1ab_0 + - pyyaml=6.0.2=py311ha3cf9ac_2 + - qhull=2020.2=h3c5361c_5 + - qt-main=5.15.15=h30a8c49_4 + - readline=8.2=h7cca4af_2 + - s3transfer=0.13.1=pyhd8ed1ab_0 + - scipy=1.16.0=py311hed73a19_0 + - seaborn=0.13.2=hd8ed1ab_3 + - seaborn-base=0.13.2=pyhd8ed1ab_3 + - setuptools=80.9.0=pyhff2d567_0 + - sip=6.10.0=py311hc356e98_0 + - six=1.17.0=pyhe01879c_1 + - snappy=1.2.2=h25c286d_0 + - sortedcontainers=2.4.0=pyhd8ed1ab_1 + - statsmodels=0.14.5=py311ha2d3830_0 + - tk=8.6.13=hf689a15_2 + - toml=0.10.2=pyhd8ed1ab_1 + - tomli=2.2.1=pyhd8ed1ab_1 + - typing-extensions=4.14.1=h4440ef1_0 + - typing_extensions=4.14.1=pyhe01879c_0 + - tzdata=2025b=h78e105d_0 + - unicodedata2=16.0.0=py311h4d7f069_0 + - urllib3=2.5.0=pyhd8ed1ab_0 + - wheel=0.45.1=pyhd8ed1ab_1 + - xorg-libxau=1.0.12=h6e16a3a_0 + - xorg-libxdmcp=1.1.5=h00291cd_0 + - yaml=0.2.5=h4132b18_3 + - zlib=1.3.1=hd23fc13_2 + - zstandard=0.23.0=py311h4d7f069_2 + - zstd=1.5.7=h8210216_2 +prefix: /Users/ajmbp/miniconda3/envs/ldar_sim_env diff --git a/pytest.ini b/pytest.ini new file mode 100644 index 000000000..20ffe2551 --- /dev/null +++ b/pytest.ini @@ -0,0 +1,4 @@ +[pytest] +python_files = test_*.py +pythonpath = LDAR_Sim/src/ +testpaths = LDAR_Sim/testing/unit_testing