diff --git a/.gitignore b/.gitignore
new file mode 100644
index 0000000..7002ac4
--- /dev/null
+++ b/.gitignore
@@ -0,0 +1,2 @@
+openmrg_env/
+*.nc
\ No newline at end of file
diff --git a/Download_PWS_data.ipynb b/Download_PWS_data.ipynb
new file mode 100644
index 0000000..b2cad94
--- /dev/null
+++ b/Download_PWS_data.ipynb
@@ -0,0 +1,59 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "76810b6a-0c6b-4d1e-8bb0-cf00f48167e4",
+ "metadata": {
+ "editable": true,
+ "slideshow": {
+ "slide_type": ""
+ },
+ "tags": []
+ },
+ "source": [
+ "# Download OpenMRG Personal Weather Stations data"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "7d7a3037-8632-4195-a19d-4eb56cfe4034",
+ "metadata": {},
+ "source": [
+ "The OpenMRG data set consist of 30 Personal Weather Stations located in the surrounding of Gothenburg, Sweden, for the period 2015-06-01 to 2015-09-01.\n",
+ "\n",
+ "The data set is available at **XX**. By running the cell below, the data will be downloaded to your current repository (if your machine is connected to the internet)."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "62fe83a9-8c23-4dbc-8782-4a89272e7f1c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "!curl -OL https://drive.google.com/file/d/1-RxWDvkstJ4IBCIeSby2feXCRV3R1OQd/view?usp=sharing"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/environment.yml b/environment.yml
index b467fed..06c261d 100644
--- a/environment.yml
+++ b/environment.yml
@@ -22,3 +22,4 @@ dependencies:
- bottleneck
- pytest
- wradlib
+ - folium
diff --git a/mean_resample_QC_PWS.ipynb b/mean_resample_QC_PWS.ipynb
new file mode 100644
index 0000000..a01c62d
--- /dev/null
+++ b/mean_resample_QC_PWS.ipynb
@@ -0,0 +1,2220 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "aa01ec32-6c31-4aa9-947e-f721ab81570f",
+ "metadata": {},
+ "source": [
+ "# Rainfall QC protocol for Personal Weather Stations"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "97eeb5d0-6973-48bc-809e-e39e6e935659",
+ "metadata": {},
+ "source": [
+ "This notebook presents how to use the _flagging_-functions in the Python package `pypwsqc`, a quality assurance protocol developed for rainfall data from automated personal weather stations (PWS). \n",
+ "\n",
+ "The package is based on the original R code available at https://github.com/LottedeVos/PWSQC/.\n",
+ "\n",
+ "[Publication: de Vos, L. W., Leijnse, H., Overeem, A., & Uijlenhoet, R. (2019). Quality control for crowdsourced personal weather stations to enable operational rainfall monitoring. Geophysical Research Letters, 46(15), 8820-8829](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)\n",
+ "\n",
+ "`pypwsqc` depends on the `poligrain`, `xarray`, `pandas` and `numpy` packages. Make sure to install and import the required packages first."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "715030c7-af19-479e-92f0-915069d3afe3",
+ "metadata": {},
+ "source": [
+ "**Note that I am now placing the py module in the dir as the updated pypwsqc is not on pip. Please adjust when you have a working environment to distribute with the data. /L**"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "1348ea45-b43c-4b5a-a733-9bad811f8bb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import poligrain as plg\n",
+ "import xarray as xr\n",
+ "import matplotlib.pyplot as plt\n",
+ "import folium\n",
+ "import flagging # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "835db7fb-5276-4f54-938e-a1aa1cce53a6",
+ "metadata": {},
+ "source": [
+ "## Read data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "0d0ac8b3-b2e0-4d10-84e7-2092c15a7ee3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "
\n",
+ "
<xarray.Dataset> Size: 2MB\n",
+ "Dimensions: (id: 30, time: 8833)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 71kB 2015-06-01T00:15:00 ... 2015-09-01T...\n",
+ " * id (id) <U16 2kB 'Netatmo_SE000012' ... 'Netatmo_SE000400'\n",
+ " latitude (id) float64 240B ...\n",
+ " longitude (id) float64 240B ...\n",
+ " x (id) float64 240B ...\n",
+ " y (id) float64 240B ...\n",
+ "Data variables:\n",
+ " rainfall (id, time) float64 2MB ...\n",
+ "Attributes:\n",
+ " title: OpenMRG PWS data\n",
+ " file author: Louise Petersson Wårdh\n",
+ " institution: Swedish Meteorological and Hydrological Institute\n",
+ " date: 2025-10-24\n",
+ " source: Netamo PWS\n",
+ " history: Data derived and reformatted from data received by...\n",
+ " naming convention: OpenSense-0.1\n",
+ " license restrictions: CC-BY 4.0 https://creativecommons.org/licenses/by/...\n",
+ " reference: link to be added to Zenodo\n",
+ " comment: The projected x and y coordinates are in CRS SWERE...
PandasIndex
PandasIndex(DatetimeIndex(['2015-06-01 00:15:00', '2015-06-01 00:30:00',\n",
+ " '2015-06-01 00:45:00', '2015-06-01 01:00:00',\n",
+ " '2015-06-01 01:15:00', '2015-06-01 01:30:00',\n",
+ " '2015-06-01 01:45:00', '2015-06-01 02:00:00',\n",
+ " '2015-06-01 02:15:00', '2015-06-01 02:30:00',\n",
+ " ...\n",
+ " '2015-08-31 22:00:00', '2015-08-31 22:15:00',\n",
+ " '2015-08-31 22:30:00', '2015-08-31 22:45:00',\n",
+ " '2015-08-31 23:00:00', '2015-08-31 23:15:00',\n",
+ " '2015-08-31 23:30:00', '2015-08-31 23:45:00',\n",
+ " '2015-09-01 00:00:00', '2015-09-01 00:15:00'],\n",
+ " dtype='datetime64[ns]', name='time', length=8833, freq=None))
PandasIndex
PandasIndex(Index(['Netatmo_SE000012', 'Netatmo_SE000021', 'Netatmo_SE000025',\n",
+ " 'Netatmo_SE000058', 'Netatmo_SE000059', 'Netatmo_SE000060',\n",
+ " 'Netatmo_SE000069', 'Netatmo_SE000089', 'Netatmo_SE000093',\n",
+ " 'Netatmo_SE000094', 'Netatmo_SE000098', 'Netatmo_SE000111',\n",
+ " 'Netatmo_SE000112', 'Netatmo_SE000119', 'Netatmo_SE000140',\n",
+ " 'Netatmo_SE000155', 'Netatmo_SE000159', 'Netatmo_SE000165',\n",
+ " 'Netatmo_SE000167', 'Netatmo_SE000198', 'Netatmo_SE000216',\n",
+ " 'Netatmo_SE000232', 'Netatmo_SE000267', 'Netatmo_SE000277',\n",
+ " 'Netatmo_SE000298', 'Netatmo_SE000325', 'Netatmo_SE000352',\n",
+ " 'Netatmo_SE000357', 'Netatmo_SE000371', 'Netatmo_SE000400'],\n",
+ " dtype='object', name='id'))
- title :
- OpenMRG PWS data
- file author :
- Louise Petersson Wårdh
- institution :
- Swedish Meteorological and Hydrological Institute
- date :
- 2025-10-24
- source :
- Netamo PWS
- history :
- Data derived and reformatted from data received by Netatmo
- naming convention :
- OpenSense-0.1
- license restrictions :
- CC-BY 4.0 https://creativecommons.org/licenses/by/4.0/
- reference :
- link to be added to Zenodo
- comment :
- The projected x and y coordinates are in CRS SWEREF99TM (EPSG:3006)
"
+ ],
+ "text/plain": [
+ " Size: 2MB\n",
+ "Dimensions: (id: 30, time: 8833)\n",
+ "Coordinates:\n",
+ " * time (time) datetime64[ns] 71kB 2015-06-01T00:15:00 ... 2015-09-01T...\n",
+ " * id (id) Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 3,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lat = ds_pws.latitude.values\n",
+ "lon = ds_pws.longitude.values \n",
+ "station_names = ds_pws.id.values\n",
+ "OpenMRG_map = folium.Map(location=[ds_pws.latitude.mean().item(), ds_pws.longitude.mean().item()], width = '75%', height = '75%', zoom_start=8)\n",
+ "\n",
+ "for la, lo, station in zip(lat, lon, station_names):\n",
+ " folium.CircleMarker(\n",
+ " location=[la, lo],\n",
+ " popup=station,\n",
+ " tooltip=f\"{station} ({la:.2f}, {lo:.2f})\",\n",
+ " radius=5,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6\n",
+ " ).add_to(OpenMRG_map)\n",
+ "\n",
+ "# Display\n",
+ "OpenMRG_map"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "74bcd404-6978-40d5-9d13-da5ed4239090",
+ "metadata": {},
+ "source": [
+ "### Create distance matrix\n",
+ "\n",
+ "Calculate the distances between all stations in your data set. If your data set has a large number of stations this can take some time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "d21770d0-9a37-42a5-a6ec-4bae465639bd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "distance_matrix = plg.spatial.calc_point_to_point_distances(ds_pws, ds_pws)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9121a41c-752e-4bd2-a56b-87c995ab0c0c",
+ "metadata": {},
+ "source": [
+ "### Select range for neighbouring checks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d7b02796-9534-46b9-aaf3-3341311df891",
+ "metadata": {},
+ "source": [
+ "The quality control is performed by comparing time series of each station with the time series of neighbouring stations within a specificed range `max_distance`. The selected range depends on the use case and area of interest. In this example, we use 10'000 meters. `max_distance` is called `d` in the [original publication](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a1cf6d71-3b73-4579-ba14-74045b76b94e",
+ "metadata": {},
+ "source": [
+ "### Select considered range around each station"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 5,
+ "id": "46e1315d-bab9-43bd-90cb-b89640065655",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "max_distance = 10e3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9b3407-2ca7-4435-bb4d-d09b866562cd",
+ "metadata": {},
+ "source": [
+ "## Quality control"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3898305-3286-470c-a6be-41b74a1fca06",
+ "metadata": {},
+ "source": [
+ "Now the data set is prepared to run the quality control."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "76242acf-e71b-4375-b15c-f09356a86579",
+ "metadata": {},
+ "source": [
+ "### Faulty Zeros filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "13e07601-585c-45c6-9f0d-83b91b4ac069",
+ "metadata": {},
+ "source": [
+ "Conditions for raising Faulty Zeros flag:\n",
+ "\n",
+ "* Median rainfall of neighbouring stations within range max_distance is larger than zero for at least nint time intervals while the station itself reports zero rainfall.\n",
+ "* The FZ flag remains 1 until the station reports nonzero rainfall.\n",
+ "* Filter cannot be applied if less than `n_stat` neighbours are reporting data (FZ flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a Faulty Zero issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter `nint` and `n_stat`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "22395142-a5f9-41f0-8891-b4bcd4d715fe",
+ "metadata": {},
+ "source": [
+ "#### Set FZ parameters\n",
+ "\n",
+ "Note that we must set a lower value of `n_stat` than in the original publication, as the network density is lower in the Gothenburg area than in Amsterdam."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 6,
+ "id": "803d9f3d-3583-466c-a10f-141dfc2b1bac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "048ab387-ef52-4d6d-98c3-170e52dc478f",
+ "metadata": {},
+ "source": [
+ "#### Run FZ filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 7,
+ "id": "c4ba7ad4-c541-4e9b-9078-f4a41b9b6972",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 6.75 s\n",
+ "Wall time: 7.16 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.fz_filter(ds_pws, nint, n_stat, distance_matrix, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cb86dae-2de1-4c9e-9c35-f2836e6a5564",
+ "metadata": {},
+ "source": [
+ "#### Inspect FZ flags for 9 example stations\n",
+ "Here we multiply the flag value with 10 for better visibility. The FZ filter cannot be applied (FZ flag == -1) for the whole period for Netatmo 111 and 112. This means that these stations have less than 3 neighbouring stations within 10 km distance. Netatmo 98 reports an erroneuos dry period in late July, and Netatmo 165 has intermittent FZ-flags throughout the whole evaluation period. Netatmo 167 reports faulty zeroes for more than 2 months, suggesting that this PWS was turned on but not installed properly during this period. After the installation, the station has no FZ flags."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 8,
+ "id": "8178332c-a2d8-427a-8fd6-a75781bfbfe3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.fz_flag.isel(id=i) * 10).plot(ax=ax, label=\"FZ flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43261014-6eb0-4bba-a965-2a355087a86b",
+ "metadata": {},
+ "source": [
+ "#### Filter rainfall data based on FZ results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c30cc9cb-98a7-482b-8827-5c8867f73704",
+ "metadata": {},
+ "source": [
+ "With this command we create a new variable called `flagged_rainfall` in the `xarray` dataset and remove all timesteps in the rainfall data that did not pass the filter. The resulting rainfall time series for Netatmo 167 is visualized as an example."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 9,
+ "id": "5e7ef0f6-d9f6-48fc-a2b7-f4110919b29b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged[\"flagged_rainfall\"] = ds_pws_flagged[\"rainfall\"].where(ds_pws_flagged[\"fz_flag\"] != 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 10,
+ "id": "533b7c45-3275-4644-8e35-1a2674ca4a42",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "ds_pws_flagged.flagged_rainfall.sel(id = 'Netatmo_SE000167', time = slice('2015-06-01','2015-09-01')).plot(label=\"flagged rainfall (mm/h)\")\n",
+ "ds_pws_flagged.fz_flag.sel(id = 'Netatmo_SE000167').plot(label=\"FZ flag\")\n",
+ "plt.title('FZ-flagged rainfall Netatmo_SE000167')\n",
+ "plt.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "83ca533e-0f3c-4396-8148-bd9401937851",
+ "metadata": {},
+ "source": [
+ "## High Influx filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c3d73b3b-f08b-4c81-9fce-02732b9ab846",
+ "metadata": {},
+ "source": [
+ "Conditions for raising High Influx flag:\n",
+ "\n",
+ "* If median rainfall of neighbours is below threshold ϕA, then high influx if rainfall above threshold ϕB\n",
+ "* If median rainfall of neighbours is above ϕA, then high influx if rainfall exceeds median times ϕB/ϕA\n",
+ "* Filter cannot be applied if less than n_stat neighbours are reporting data (HI flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a High Influx issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter ϕA, ϕB and n_stat, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f940668a-b562-4907-8513-3dbd34c52531",
+ "metadata": {},
+ "source": [
+ "#### Set HI parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "id": "8c8caa0c-77d6-4385-9a52-f2c31e0e728c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hi_thres_a=0.4\n",
+ "hi_thres_b=10\n",
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "94ffaa2b-6fa4-4824-890c-795533fd2a21",
+ "metadata": {},
+ "source": [
+ "#### Run HI filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 12,
+ "id": "fa0a141d-9626-4ac3-94a1-97968f80ae7a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 62.5 ms\n",
+ "Wall time: 61.7 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.hi_filter(ds_pws, hi_thres_a, hi_thres_b, nint, n_stat, distance_matrix, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c2f9beb3-b26f-41fc-8ac3-7e6d281d8b5a",
+ "metadata": {},
+ "source": [
+ "#### Inspect HI flags for 9 example stations\n",
+ "We multiply the flag value with 10 for better visibility. Here we see that there are few high influx flags. Only Netatmo 155 gets one HI flag for 1 timestep on June 7. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 13,
+ "id": "52348314-4bff-45e3-85d2-b75130ed099f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.hi_flag.isel(id=i) * 10).plot(ax=ax, label=\"HI flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9d6a9d73-8a86-4879-9b2e-9276671373d2",
+ "metadata": {
+ "scrolled": true
+ },
+ "source": [
+ "If we look at the overview map at the top of the notebook, we see that Netatmo 155 is in the vincinity of Netatmo 12, 25 and 277. Hover over the points on the map to see the station names and coordinates. Let's have a closer look at the rainfall time series of these stations on June 7. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 14,
+ "id": "5bcaff35-902d-4ec2-a474-4552d47a6c64",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[,\n",
+ " ,\n",
+ " ,\n",
+ " ]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "hi_stations = ['Netatmo_SE000012', 'Netatmo_SE000025', 'Netatmo_SE000155','Netatmo_SE000277']\n",
+ "plt.figure()\n",
+ "ds_pws.rainfall.sel(id=hi_stations, time = slice('2015-06-07','2015-06-08')).plot.line(x='time')"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "10bd2e99-a3c1-49e3-946a-7627c97cc65f",
+ "metadata": {},
+ "source": [
+ "We see that the observations by Netatmo 155 exceeds 10 mm/5min in the afternoon of June 7, which raises a high influx flag as the neighbours report no rainfall at that time. "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d00c2b28-a82e-4c31-8e8b-2b3ae755a7f8",
+ "metadata": {},
+ "source": [
+ "## Station Outlier filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6101e6b1-d86a-49ed-9b2d-2a0acba2f84e",
+ "metadata": {},
+ "source": [
+ "#### Set SO parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 25,
+ "id": "7f9d56e6-20d1-4ef8-8fff-7cffa6b84ef6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "evaluation_period = 4032\n",
+ "mmatch = 200\n",
+ "gamma = 0.15\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f4ab8f7-bd61-48d1-bf5c-1346dae78f7a",
+ "metadata": {},
+ "source": [
+ "#### Run SO filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 26,
+ "id": "bc91ece9-4a6c-4007-81ec-6fea2a406049",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: total: 2.89 s\n",
+ "Wall time: 3.03 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.so_filter(\n",
+ " ds_pws,\n",
+ " evaluation_period,\n",
+ " mmatch,\n",
+ " gamma,\n",
+ " n_stat,\n",
+ " distance_matrix,\n",
+ " max_distance\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1a124c11-ec79-4a58-88a7-a26a90b17344",
+ "metadata": {},
+ "source": [
+ "#### Inspect SO flags for 9 example stations\n",
+ "\n",
+ "Here we multiply the flag value with 10 for better visibility. The SO filter cannot be applied (SO flag == -1) for the first month, as this is the warm-up period of the filter. The filter can then not be applied after July 15 for some stations because of dry time steps in the rolling evaluation period - refer to [de Vos et al., 2019](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)\n",
+ "for details. We see that Netatmo 165 is flagged as Station Outlier whenever the filter can be applied. This station also got a lot of Faulty Zeroes flags and should probably be removed from any further analysis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 28,
+ "id": "50f07fc3-aa0d-4881-9a48-a1e7d827f478",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.so_flag.isel(id=i) * 10).plot(ax=ax, label=\"SO flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a26ea1b2-2e41-48e4-b472-80c951e07df4",
+ "metadata": {},
+ "source": [
+ "## Save output\n",
+ "\n",
+ "Run the cell below to save the flagged data as NetCDF-file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 18,
+ "id": "1b5d57c8-c69c-4062-a704-39267a718e36",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged.to_netcdf(\"flagged_dataset.nc\")"
+ ]
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "Python 3 (ipykernel)",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
+ "codemirror_mode": {
+ "name": "ipython",
+ "version": 3
+ },
+ "file_extension": ".py",
+ "mimetype": "text/x-python",
+ "name": "python",
+ "nbconvert_exporter": "python",
+ "pygments_lexer": "ipython3",
+ "version": "3.12.3"
+ }
+ },
+ "nbformat": 4,
+ "nbformat_minor": 5
+}
diff --git a/pypwsqc b/pypwsqc
index f47b848..971b596 160000
--- a/pypwsqc
+++ b/pypwsqc
@@ -1 +1 @@
-Subproject commit f47b84870f3135493475fa76b410ba35da8702ec
+Subproject commit 971b596b0cad54304d9af4ce0fd3a197c9b4ef6f
diff --git a/sum_resample_QC_PWS.ipynb b/sum_resample_QC_PWS.ipynb
new file mode 100644
index 0000000..0e5ce98
--- /dev/null
+++ b/sum_resample_QC_PWS.ipynb
@@ -0,0 +1,3376 @@
+{
+ "cells": [
+ {
+ "cell_type": "markdown",
+ "id": "aa01ec32-6c31-4aa9-947e-f721ab81570f",
+ "metadata": {},
+ "source": [
+ "# Rainfall QC protocol for Personal Weather Stations"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "97eeb5d0-6973-48bc-809e-e39e6e935659",
+ "metadata": {},
+ "source": [
+ "This notebook presents how to use the _flagging_-functions in the Python package `pypwsqc`, a quality assurance protocol developed for rainfall data from automated personal weather stations (PWS). \n",
+ "\n",
+ "The package is based on the original R code available at https://github.com/LottedeVos/PWSQC/.\n",
+ "\n",
+ "[Publication: de Vos, L. W., Leijnse, H., Overeem, A., & Uijlenhoet, R. (2019). Quality control for crowdsourced personal weather stations to enable operational rainfall monitoring. Geophysical Research Letters, 46(15), 8820-8829](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)\n",
+ "\n",
+ "`pypwsqc` depends on the `poligrain`, `xarray`, `pandas` and `numpy` packages. Make sure to install and import the required packages first."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "715030c7-af19-479e-92f0-915069d3afe3",
+ "metadata": {},
+ "source": [
+ "~~**Note that I am now placing the py module in the dir as the updated pypwsqc is not on pip. Please adjust when you have a working environment to distribute with the data. /L**~~\n",
+ "\n",
+ "Update by Christian: Now using `pypwsqc` from the git submodule. Need to see if the commit that I am using is the same as the one that Louise was using, or at least that no relevant code changes happened."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 1,
+ "id": "f2785920",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import sys\n",
+ "import os\n",
+ "\n",
+ "# # Add submodules needed for data preparation\n",
+ "sys.path.insert(0, os.path.abspath(\"./poligrain/src\"))\n",
+ "sys.path.insert(0, os.path.abspath(\"./pypwsqc/src\"))"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 2,
+ "id": "1348ea45-b43c-4b5a-a733-9bad811f8bb6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "import numpy as np\n",
+ "import poligrain as plg\n",
+ "import xarray as xr\n",
+ "import matplotlib.pyplot as plt\n",
+ "import folium\n",
+ "#import flagging # TODO: update\n",
+ "from pypwsqc import flagging"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a915a6b8",
+ "metadata": {},
+ "source": [
+ "## Downlaod data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 3,
+ "id": "f2743fc0",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " % Total % Received % Xferd Average Speed Time Time Time Current\n",
+ " Dload Upload Total Spent Left Speed\n",
+ " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n",
+ "100 328k 100 328k 0 0 233k 0 0:00:01 0:00:01 --:--:-- 4530k\n"
+ ]
+ }
+ ],
+ "source": [
+ "!curl -L -o OpenMRGplus_rain.nc \"https://drive.google.com/uc?export=download&id=1hjJq5sdHBDjNvw5oeLMXVjkdH-P36cpC\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 56,
+ "id": "38f513ba",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " % Total % Received % Xferd Average Speed Time Time Time Current\n",
+ " Dload Upload Total Spent Left Speed\n",
+ "100 57227 0 57227 0 0 155k 0 --:--:-- --:--:-- --:--:-- 155k\n"
+ ]
+ }
+ ],
+ "source": [
+ "!curl -L -o smhi_gauges.nc https://drive.google.com/file/d/1j7MdStiY1xdWeJrrsEXgHCqMoT9Qy67z/view?usp=drive_link"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 57,
+ "id": "d8998827",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " % Total % Received % Xferd Average Speed Time Time Time Current\n",
+ " Dload Upload Total Spent Left Speed\n",
+ " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n",
+ "100 11.1M 100 11.1M 0 0 3965k 0 0:00:02 0:00:02 --:--:-- 6485k\n"
+ ]
+ }
+ ],
+ "source": [
+ "!curl -L -o city_gauges.nc \"https://drive.google.com/uc?export=download&id=1190fQu3ie_93e7iJpZEC-p92h9y8XtOW\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 58,
+ "id": "add79337",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ " % Total % Received % Xferd Average Speed Time Time Time Current\n",
+ " Dload Upload Total Spent Left Speed\n",
+ " 0 0 0 0 0 0 0 0 --:--:-- --:--:-- --:--:-- 0\n",
+ "100 148k 100 148k 0 0 97086 0 0:00:01 0:00:01 --:--:-- 01 --:--:-- 109k\n"
+ ]
+ }
+ ],
+ "source": [
+ "!curl -L -o smhi_gauges.nc \"https://drive.google.com/uc?export=download&id=1j7MdStiY1xdWeJrrsEXgHCqMoT9Qy67z\""
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "835db7fb-5276-4f54-938e-a1aa1cce53a6",
+ "metadata": {},
+ "source": [
+ "## Read data"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "id": "0d0ac8b3-b2e0-4d10-84e7-2092c15a7ee3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
<xarray.Dataset> Size: 7MB\n",
+ "Dimensions: (id: 30, time: 26497)\n",
+ "Coordinates:\n",
+ " * id (id) <U2 240B '0' '1' '2' '3' '4' ... '25' '26' '27' '28' '29'\n",
+ " latitude (id) float64 240B ...\n",
+ " longitude (id) float64 240B ...\n",
+ " * time (time) datetime64[ns] 212kB 2015-06-01 ... 2015-09-01\n",
+ "Data variables:\n",
+ " rainfall (id, time) float64 6MB ...\n",
+ "Attributes:\n",
+ " title: NetAtmo data from Gothenburg for OpenMRG+\n",
+ " file author: Remco van de Beek\n",
+ " institution: Swedish Meteorological and Hydrologcial Institute\n",
+ " date: 2025-10-29 09:01:00\n",
+ " source: Netamo PWS\n",
+ " history: Data derived and reformated from original dataset ...\n",
+ " naming convention: OpenSense-0.1\n",
+ " license restrictions: CC-BY 4.0 https://creativecommons.org/licenses/by/...\n",
+ " reference: https://doi.org/10.1029/2019GL083731\n",
+ " comment:
"
+ ],
+ "text/plain": [
+ " Size: 7MB\n",
+ "Dimensions: (id: 30, time: 26497)\n",
+ "Coordinates:\n",
+ " * id (id) Make this Notebook Trusted to load map: File -> Trust Notebook
"
+ ],
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 63,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "lat = ds_pws.latitude.values\n",
+ "lon = ds_pws.longitude.values \n",
+ "station_names = ds_pws.id.values\n",
+ "OpenMRG_map = folium.Map(location=[ds_pws.latitude.mean().item(), ds_pws.longitude.mean().item()], width = '75%', height = '75%', zoom_start=8)\n",
+ "\n",
+ "for la, lo, station in zip(lat, lon, station_names):\n",
+ " folium.CircleMarker(\n",
+ " location=[la, lo],\n",
+ " popup=station,\n",
+ " tooltip=f\"{station} ({la:.2f}, {lo:.2f})\",\n",
+ " radius=5,\n",
+ " color='blue',\n",
+ " fill=True,\n",
+ " fill_opacity=0.6\n",
+ " ).add_to(OpenMRG_map)\n",
+ "\n",
+ "# Display\n",
+ "OpenMRG_map"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "12d97250-2f41-42da-8736-d8f450038dd8",
+ "metadata": {},
+ "source": [
+ "### Reproject coordinates "
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "52b7c814-349b-4731-820c-75be75969971",
+ "metadata": {},
+ "source": [
+ "First we reproject the coordinates to a local metric coordinate reference system to allow for distance calculations.For Gothenburg we use EPSG:3006 and the function `spatial.project_point_coordinates` in the `poligrain`package."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 64,
+ "id": "11d7f12e-461c-4d3a-95ed-1f191091b376",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "for ds in [ds_pws, ds_gauges_smhi, ds_gauges_city]:\n",
+ " ds.coords[\"x\"], ds.coords[\"y\"] = plg.spatial.project_point_coordinates(\n",
+ " x=ds.longitude, y=ds.latitude, target_projection=\"EPSG:3006\"\n",
+ " )"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "74bcd404-6978-40d5-9d13-da5ed4239090",
+ "metadata": {},
+ "source": [
+ "### Create distance matrix\n",
+ "\n",
+ "Calculate the distances between all stations in your data set. If your data set has a large number of stations this can take some time."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 65,
+ "id": "d21770d0-9a37-42a5-a6ec-4bae465639bd",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "distance_matrix_pws_pws = plg.spatial.calc_point_to_point_distances(ds_pws, ds_pws)\n",
+ "distance_matrix_pws_gauges_city = plg.spatial.calc_point_to_point_distances(ds_pws, ds_gauges_city)"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "9121a41c-752e-4bd2-a56b-87c995ab0c0c",
+ "metadata": {},
+ "source": [
+ "### Select range for neighbouring checks"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d7b02796-9534-46b9-aaf3-3341311df891",
+ "metadata": {},
+ "source": [
+ "The quality control is performed by comparing time series of each station with the time series of neighbouring stations within a specificed range `max_distance`. The selected range depends on the use case and area of interest. In this example, we use 10'000 meters. `max_distance` is called `d` in the [original publication](https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731)."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a1cf6d71-3b73-4579-ba14-74045b76b94e",
+ "metadata": {},
+ "source": [
+ "### Select considered range around each station"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 66,
+ "id": "46e1315d-bab9-43bd-90cb-b89640065655",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "max_distance = 10e3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "0b9b3407-2ca7-4435-bb4d-d09b866562cd",
+ "metadata": {},
+ "source": [
+ "## Quality control"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f3898305-3286-470c-a6be-41b74a1fca06",
+ "metadata": {},
+ "source": [
+ "Now the data set is prepared to run the quality control."
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "76242acf-e71b-4375-b15c-f09356a86579",
+ "metadata": {},
+ "source": [
+ "### Faulty Zeros filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "13e07601-585c-45c6-9f0d-83b91b4ac069",
+ "metadata": {},
+ "source": [
+ "Conditions for raising Faulty Zeros flag:\n",
+ "\n",
+ "* Median rainfall of neighbouring stations within range max_distance is larger than zero for at least nint time intervals while the station itself reports zero rainfall.\n",
+ "* The FZ flag remains 1 until the station reports nonzero rainfall.\n",
+ "* Filter cannot be applied if less than `n_stat` neighbours are reporting data (FZ flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a Faulty Zero issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter `nint` and `n_stat`, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "22395142-a5f9-41f0-8891-b4bcd4d715fe",
+ "metadata": {},
+ "source": [
+ "#### Set FZ parameters\n",
+ "\n",
+ "Note that we must set a lower value of `n_stat` than in the original publication, as the network density is lower in the Gothenburg area than in Amsterdam."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 67,
+ "id": "803d9f3d-3583-466c-a10f-141dfc2b1bac",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "048ab387-ef52-4d6d-98c3-170e52dc478f",
+ "metadata": {},
+ "source": [
+ "#### Run FZ filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 69,
+ "id": "c4ba7ad4-c541-4e9b-9078-f4a41b9b6972",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 1.55 s, sys: 17.4 ms, total: 1.56 s\n",
+ "Wall time: 1.57 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.fz_filter(ds_pws, nint, n_stat, distance_matrix_pws_pws, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "2cb86dae-2de1-4c9e-9c35-f2836e6a5564",
+ "metadata": {},
+ "source": [
+ "#### Inspect FZ flags for 9 example stations\n",
+ "Here we multiply the flag value with 10 for better visibility. The FZ filter cannot be applied (FZ flag == -1) for the whole period for Netatmo 111 and 112. This means that these stations have less than 3 neighbouring stations within 10 km distance. Netatmo 98 reports an erroneuos dry period in late July, and Netatmo 165 has intermittent FZ-flags throughout the whole evaluation period. Netatmo 167 reports faulty zeroes for more than 2 months, suggesting that this PWS was turned on but not installed properly during this period. After the installation, the station has no FZ flags."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 70,
+ "id": "8178332c-a2d8-427a-8fd6-a75781bfbfe3",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.fz_flag.isel(id=i) * 10).plot(ax=ax, label=\"FZ flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "43261014-6eb0-4bba-a965-2a355087a86b",
+ "metadata": {},
+ "source": [
+ "#### Filter rainfall data based on FZ results"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c30cc9cb-98a7-482b-8827-5c8867f73704",
+ "metadata": {},
+ "source": [
+ "With this command we create a new variable called `flagged_rainfall` in the `xarray` dataset and remove all timesteps in the rainfall data that did not pass the filter. The resulting rainfall time series for station 18 is visualized as an example."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 71,
+ "id": "5e7ef0f6-d9f6-48fc-a2b7-f4110919b29b",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged[\"flagged_rainfall\"] = ds_pws_flagged[\"rainfall\"].where(ds_pws_flagged[\"fz_flag\"] != 1)"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 72,
+ "id": "533b7c45-3275-4644-8e35-1a2674ca4a42",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 72,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "plt.figure()\n",
+ "ds_pws_flagged.flagged_rainfall.sel(id = '18', time = slice('2015-06-01','2015-09-01')).plot(label=\"flagged rainfall (mm/h)\")\n",
+ "ds_pws_flagged.fz_flag.sel(id = '18').plot(label=\"FZ flag\")\n",
+ "plt.title('FZ-flagged rainfall station 18')\n",
+ "plt.legend()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "83ca533e-0f3c-4396-8148-bd9401937851",
+ "metadata": {},
+ "source": [
+ "## High Influx filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c3d73b3b-f08b-4c81-9fce-02732b9ab846",
+ "metadata": {},
+ "source": [
+ "Conditions for raising High Influx flag:\n",
+ "\n",
+ "* If median rainfall of neighbours is below threshold ϕA, then high influx if rainfall above threshold ϕB\n",
+ "* If median rainfall of neighbours is above ϕA, then high influx if rainfall exceeds median times ϕB/ϕA\n",
+ "* Filter cannot be applied if less than n_stat neighbours are reporting data (HI flag is set to -1)\n",
+ "* NOTE! The filter cannot be applied if the station has reported NaN data in the last `nint` time steps. This gives more -1 flags than in the original R-implementation that does not use this condition. This choice was done to ensure that timesteps without data at the evaluated station is not mistakenly being interpreted as timesteps who have passed the quality control (if they would have been flagged with 0) or as time steps with a High Influx issue (if they would have been flagged with 1).\n",
+ " \n",
+ "For settings for parameter ϕA, ϕB and n_stat, see table 1 in https://agupubs.onlinelibrary.wiley.com/doi/full/10.1029/2019GL083731"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "f940668a-b562-4907-8513-3dbd34c52531",
+ "metadata": {},
+ "source": [
+ "#### Set HI parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 73,
+ "id": "8c8caa0c-77d6-4385-9a52-f2c31e0e728c",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "hi_thres_a=0.4\n",
+ "hi_thres_b=10\n",
+ "nint = 6\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "94ffaa2b-6fa4-4824-890c-795533fd2a21",
+ "metadata": {},
+ "source": [
+ "#### Run HI filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 74,
+ "id": "fa0a141d-9626-4ac3-94a1-97968f80ae7a",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 20.7 ms, sys: 10.9 ms, total: 31.7 ms\n",
+ "Wall time: 34.1 ms\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.hi_filter(ds_pws, hi_thres_a, hi_thres_b, nint, n_stat, distance_matrix_pws_pws, max_distance) # TODO: update"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "c2f9beb3-b26f-41fc-8ac3-7e6d281d8b5a",
+ "metadata": {},
+ "source": [
+ "#### Inspect HI flags for 9 example stations\n",
+ "We multiply the flag value with 10 for better visibility. No high influx flags are triggered during the 3-month period. "
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 75,
+ "id": "52348314-4bff-45e3-85d2-b75130ed099f",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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SJIc0k/7GG2/IZ599JkOHDg1qa9WuXTvg2k5u27Ztk86dO0vr1q2lQYMGYds7b775pnTr1k1atmwp0aJ3HubNmyfXXXddwK+5/fbb5ZVXXglruQCgrIgd4UfsAOA0xI7Yjh0kpYAIcrlckpGTF5VJ3zsY1apVk0aNGknTpk2ld+/ecsstt8j8+fM9z+vQn0OGDJFWrVpJXFyctG3b1tQ8KqkJRs+ePeWBBx6QESNGSN26dc36tamdmyaI5syZI2+//bbJzOvr1cSJE+Wcc84xTfqaNWtmkmPHjh0rx54QmTVrllx77bU+87R8999/vwwbNkzq1KkjDRs2lKlTp8rx48fNSTkhIUFOO+00+fLLLz2vWbRokSnr119/baq46ra49NJLJTk52Sx35plnSq1ateTWW2+VjAzfDp+XL18uFStWlK5du3rmbd++XS655BIzNHeHDh3k+++/93mNlnnVqlVmOQCxgdhB7PBG7ABA7OC6o5ODrjsq85UGIiczN1/OevLrqGzyzU9fIfFVy/aV1xPRV199JVWqVPHJtmvC6oMPPpCTTz5ZVqxYYfpnaty4sdx8883FrmvGjBkyfPhw+eGHH8yJTxNPF154oelHavXq1XLbbbeZk6kmuPREq/QE+vLLL5uk1Y4dO0xSShNbr732Wpk+jzZD3Lhxo3Tp0sVv+XTdegKePXu2abb48ccfyw033GCa+mnzwoEDB8ru3bvNCdxNk2uTJ0828/Tz66SJPa3yqgk0fb3eaXj00Uc9r/n000+lb9++5vO5jRo1Sv7zn/+YmmL6WIPK77//bppRqhYtWpgaZEuXLpVTTz21TJ8fgL0QO4gdxA4AxA6uO5x63UFNKQDFdm5Xs2ZNkxjS2kGbN2/2ObFpgmrMmDFy3nnnmdpSAwYMMAkmTVKVpH379vLUU0+Zk58moDQx9O2335rn6tevb06o+p5ai0qb/ymtuaRZfH0fvRvwzDPPlPo+Jdm1a5epedCkSZMiz+ldgn/961+mfCNHjjRl0aTbnXfeaeY9+eSTcvjwYfn55599Xjd27FiTXNO7FlqDbPHixTJlyhTz98UXXyw33XSTLFy40Oc1GhwKV6F95JFH5Oqrr5Y2bdqY7atl1eDg7ZRTTjHNKgHAaogdxA4AIHb8ieuO0lFTCoiguCqVTI2laL13MDQJpEkVrfqpfUppp+PatM3b66+/bp7Tk21mZqbk5OSUOuqdJqW8ac0qrXJaEk3mjBs3ziTG0tLSJC8vT7KyskyzOm3SFywtq6pevXqJ5atUqZLUq1fPNB100yZ9qnCZvV+ny+idC+87CjpPa1+5bdmyRfbs2SOXX355sevRbeN+rzPOOMMzXxNlhavkAnAuYgexw43YgVgVXCcUUMQOYoddYgc1pYAI0r6HtAldNCZ972Bosuf00083JyttOpednW1q7rhpTaWHHnpI/vGPf5i+pnS0PO13SRNTJfFuAujeJiUNNaoJr6uuukratWtn+ptau3atvPrqq+a53NxcKQut+aT8jSbor3ze89zbsXCZCy9T2ufUWlLaZNHdRLG49fh7ryNHjphaZQBiA7GD2OFG7ABA7OC6o4rDrjtISgEIiDa50zbH+/btM39r2+Lu3bub/p20iZomsHTkvFBbs2aNqRn1wgsvyAUXXGCatbnLUFbaHFH7rdKaV9HyySefFOloPRBaQ0y3s25zALA6YkdoETsAxAJiR2zFDpJSAAKiI9OdffbZphmd0iSUJox01Dlt2vfEE0+YjspDTRNImpTSzvq0w/V33nnHNBssD+3gT6uvLlu2TKJBq8XqtrrmmmuCfu3KlStNv1vdunULS9kAIJSIHaFD7AAQK4gdsRU7SEo5WJCttYBS6ah506ZNk8TERLn77rulX79+csstt5ihRbXzb601FWraR9XEiRPl+eefN0343nvvPRk/fny516sjBc6aNavEpoPh8tlnn5ltpqNZBOv99983ncp7j/wHAFZG7AgNYgeAWELsiJ3YUcGlQ1A5mHaKrCN4paammuY6sWTj3lS55pUTNUF2Pnd1tIsTk7TK444dO8yocf461Ub06KlPmwPqyH46/GkkafXZiy66SEaMGBHU6w4ePGg6HtQaanpMleW4i+VzYjDYTuXX8rF55v8593SXzi3qhGCNsYPYYV2xGDs4HwaObRU+rUbOE/dVK9c1/hE7rMupsSMrRNcc1JQCEJO0M7+pU6eapoGRpoGhLAFJT/qvvfZaiRcVAIDwIXYAAIgdoVU5xOsDANvo0KGDmSIt2DsVbueff76ZAADRQ+wAABA7QoeaUgAAWxk9erSpreA9NWrUyKeKtC7TpEkTM/Stdpa5adOmqJYZAACUnbM7nAFiG0kpAIDt6EiQSUlJnmnDhg2e5yZMmGA6x588ebIZbUQTVr169ZL09PSolhkAAACAL5JSAADbqVy5skk2uaf69et7aklNmjRJRo0aZUaH1BEbZ8yYIRkZGTJz5sxoFxsAAACAF5JSAADb+e2330zzPO30/W9/+5ts377d0xn8/v37pXfv3p5lq1WrJj169JAVK1YUu77s7GwzSoj3BAAA4DQFBS7Zdfi4HDmeE+2iAAZJKQCArXTt2lXefvtt+frrr2XatGkmCdW9e3c5fPiweawaNmzo8xr92/2cP+PHjzfD1rqnZs2ahf1zAAAih/4IgROOZORIamau7EnJYJPAEkhKAQBspU+fPnLjjTfKOeecI5dffrnMmzfPzNdmem7a+bk3bdZXeJ63kSNHSmpqqmdKTEwM4ycAAEQD/RECIvkF9BoPayEpBQCwtRo1apgElTbpc4/CV7hWVHJycpHaU960iV+tWrV8JgCAs4S6P0KafgNA+ZGUAhBWmhzQkc80cXDSSSeZeVpj5eOPP2bLIyT0omDLli3SuHFj08eUXmgsWLDA83xOTo4sXrzYNPEDYA/EDtihP0KafgPWQuywJ5JSAIoYPHiwXH/99UXmL1q0yCSUjh496vdvf1588UVJSkqS9evXy6+//srWRrk98sgjJsmkFxE//PCD3HTTTaZj8kGDBpnjcdiwYTJu3DiZO3eubNy40RzP8fHx0r9/f7Y+EEbEDsRaf4Q0/QbKj9iBymwCAOG0bds26dy5s7Ru3ZoNjZDYs2eP3HrrrXLo0CHT9OKCCy6QlStXSosWLczzI0aMkMzMTBk6dKikpKSYC5H58+dLQkICewCwCWIHwtEfoZs2+e7WrZucdtppppmexpGy9Eeotal0AmANxA57oqYUEEkul0jO8ehM+t4R1rJlS5kzZ465M6k/6vROiD+PPvqotGnTxtRmOfXUU+WJJ56Q3Nxcn2XGjh0rDRo0MImFO+64Qx577DHp2LFjhD4JrGTWrFmyb98+0yxv79695hg766yzPM/rsaajLGkNvaysLFOrSvsHAWyL2OF3sxA7EO3+CAFbxo7c41IhN8NMXHdw3WEF1JQCIklP/uOaRGebP75PpGqNiL7l6tWr5bbbbjOdRr/00ksSFxfndzlNNE2fPt3087Bhwwa58847zTyt8aLee+89efbZZ+W1116TCy+80CQlXnjhBdMnBAA4HrHD72YhdiAU/RFefPHFPv0RdurUyac/wueff54NDXsqJnZomjXsqVauOxAEklIA/Pr888+lZs2aPvPy8/OD2lratEqrtWsyyn0X0p9//etfPrWrHn74YZk9e7YnKfXKK6/IkCFD5Pbbbzd/P/nkk6Y51rFjx9h7AGAhxA5YuT/Cvn37SvPmzU0NKK2B7a8/Qu1uQCd9TH+EQGQQO2IbSSkgkqrEn7hzEK33DsIll1wiU6ZM8ZmnnUr//e9/D3HBRD788EMzFPPvv/9uEk15eXmmdpXb1q1bTf9A3s4//3z57rvvQl4WALAcYodfxA4Eg/4IEXOKiR0H0rMkOS3bPD7nlNrhe+8gcN0R20hKAZGknWVGuAldefpaOP3004v8oAs17aBah2UeM2aMXHHFFVK7dm1P8zxv/jofBYCYQOwogtiBYOlvi5K/Zif6I9QJcHLscFWpZCbDItclXHfENst0dD5+/HhP1Vnvi04NDNrPjDb/6dmzp2zatCmq5QQQWsuXLzejpo0aNUq6dOliqszv2rXLZ5m2bdvKqlWrfOatWbOGXQEAMYrYAQAgdjiDJWpKaWfIU6dOlfbt2/vMnzBhgkycONF0gKwjc2nb7169epmmPAztDTiD1sbavXu3uYN53nnnybx582Tu3Lk+y9x///2m83NNWnXv3t30N/Xzzz+bkfoAALGH2AEAIHY4Q9RrSmn/MQMGDJBp06ZJnTp1fGpJaR8zWnuiX79+ZjjvGTNmSEZGhsycOTOqZQYQOtddd5089NBDct9990nHjh1lxYoV8sQTT/gso+eIkSNHmk5Kzz33XNmxY4cMHjxYqlevzq4AgBhE7AAAEDucoYIryh2z6IgXdevWlRdffNE0z9OLUk1Gbd++XU477TT58ccfPUOzun+EnHTSSSZBVdzwrjq56agazZo1k9TUVJ+Ok2PBxr2pcs0ry8zjnc9dHe3ixKSsrCyTQNGhhkmghJbWmtQR/d55550Qr9nZx52eE7Xfrlg8JwaD7VR+LR+bZ/6fc0936dziz5tOKB2xI3yIHcEfd5wPA8e2Cn9MUVzXlC927E/Tjs6zzOP2TU8K+b5yImJHeK85otp8T5vraNJJm+8Vtn//fvN/w4YNfebr34X7myncN5V2mAzAObSG5Ouvv246Qq9UqZK8//778s0338iCBQuiXTQAgEUROwAAxA7ri1rzvcTERHnwwQfl3XffLTGT62/ErcLzvGkTH83GuSd9n1hVwmYCbEW/81988YVcfPHF0rlzZ/nss89kzpw5cvnll0e7aAAAiyJ2AIAfDGBN7LCYqNWUWrt2rSQnJ5sLTLf8/HxZsmSJTJ482XRm7q4x1bhxY88y+prCtae8VatWzUzQBB5bAc6go29qzSgAAIgdAACuO5wjajWlLrvsMtmwYYOsX7/eM+nIWtqhsT7WUbW0vxjv5jk5OTmyePFiM/oWAAAAAAAA7CtqNaUSEhLMiHreatSoIfXq1fPMHzZsmIwbN05at25tJn0cHx8v/fv3j1KpgbIpKChg0yFiON4AZ+C7DI43AMGK8jhmiCGuEB1rUe3ovDQjRoyQzMxMGTp0qKSkpEjXrl1l/vz5JqEF2EHVqlWlYsWKsm/fPqlfv775u6Q+0YDyBgatUXrw4EFz3OnxBkQfP46DRexAJBE7AGeoUqWKuc7Q34F63VHcNUduTra48nI8o6cBZY0deqzpcabHnmOSUosWLfL5Wz/g6NGjzQTYkSYGdIjMpKQkk5gCIkFrlDZv3twcfwDsh9iBaCB2APamI1Q3bdpU9uzZIzt37ix2ubTMXEnLyjOPq2bGRbCEcJoKFSqYY06PPcckpQCn3vHWBEFeXp7pzB8IJw0KlStXpkYeLITaoWVB7EAkETsAZ6hZs6bp9iY3N7fYZd5atkPe/eHEzfJvH+4ZwdLBaapUqVLuhJQiKQVEgLtaY3mrNgIAYgexAwAQLE0SlJQoyCioKHvTT9wor169OhsYUUfbDgAAAAAAAEQcSSkAAAAAAABEHEkpAAAAAAAARBxJKQAAAAAAYoDLFe0SAL5ISjlYBQY8AgAAIZaVmy+5+QWlLncs+8SQ4wAAAMUhKQUAAICA5OQVSPvR8+WCcd+Kq4Tb7VOXbJN2T30tc9buYcsCAIBikZQCAABAQHYfOS45+QVy+HhOicuN++IX8//D//uJLQsAAIpFUgoAYFvjx4+XChUqyLBhwzzztPbG6NGjpUmTJhIXFyc9e/aUTZs2RbWcAAAAAIoiKQUAsKXVq1fL1KlTpX379j7zJ0yYIBMnTpTJkyebZRo1aiS9evWS9PT0qJUVAADAClxCT+ewFpJSAADbOXbsmAwYMECmTZsmderU8aklNWnSJBk1apT069dP2rVrJzNmzJCMjAyZOXNmsevLzs6WtLQ0nwkAAABAeJGUAgDYzr333itXX321XH755T7zd+zYIfv375fevXt75lWrVk169OghK1asKLEZYO3atT1Ts2bNwlr+2MIdWQDWQtNvALAOklIAAFuZNWuW/Pjjj+aiojBNSKmGDRv6zNe/3c/5M3LkSElNTfVMiYmJYSg5ACDaaPoNANZCUipGlDRsMwDYhSaLHnzwQXn33XelevXqxS6nnZ8XPgcWnudNa1PVqlXLZ0KoFL/dASCSaPoNANZDUgoAYBtr166V5ORk6dy5s1SuXNlMixcvlpdfftk8dteQKlwrSl9TuPYUgPLhfhfshqbfAOduWA9JKQCAbVx22WWyYcMGWb9+vWfq0qWL6fRcH5966qlmtL0FCxZ4XpOTk2MSV927d49q2QFnoOYb7Imm3wBgTZWjXQAAAAKVkJBgRtTzVqNGDalXr55n/rBhw2TcuHHSunVrM+nj+Ph46d+/PxsaAGK46ff8+fND3vRbJwBA2ZGUcrAK3M0EEINGjBghmZmZMnToUElJSZGuXbuaCxFNaAEAYrvpt1t+fr4sWbJEJk+eLFu3bvU0/W7cuLFnGZp+A0D4kZQCANjaokWLfP7Wu9qjR482EwA4yc5Dx+Xzn/fJoO4tJaF6lWgXx3ZNv73dfvvtcsYZZ8ijjz7q0/S7U6dOPk2/n3/++SiVGgBiA0kpAAAAwAZ6T1oiOXkFsvNwhvznrx2iXRzboOk3AFgXSSkAAADABjQhpdbsPBLtojgOTb8RK1zRLgBQCEkpAAAABI0LG9gZTb8BwBoqRrsAAAAAsIcSBiIDAAAIGkkpAAAAAAAARBxJqRjhoo49AAAAAACwEJJSAAAAgI1wrxFAmc8fnEBgMSSlAAAAAAAAEHEkpQAAAAAAABBxJKUAAAAQNBdtQAAAQDmRlHIwhm0GAAAh/W3B5gQAACFEUgoAAAABoX9cALA3F2dyWAxJKQAAAAAAAEQcSSkHo6sHAAAA5+E3HgDAKUhKAQAAAAAAIOJISgEAAAAAACDiSErFCDomBQAA/LYAAABWEtWk1JQpU6R9+/ZSq1YtM3Xr1k2+/PJLz/Mul0tGjx4tTZo0kbi4OOnZs6ds2rQpmkUGAACIWRWiXQAAQPlQWwEWE9WkVNOmTeW5556TNWvWmOnSSy+V6667zpN4mjBhgkycOFEmT54sq1evlkaNGkmvXr0kPT09msUGAAAAAACwhazcfDmWnSdWFNWkVN++feWqq66SNm3amOnZZ5+VmjVrysqVK00tqUmTJsmoUaOkX79+0q5dO5kxY4ZkZGTIzJkzo1lsAAAAIGpcVHUAAASh09MLpN1TX0tmTr5YjWX6lMrPz5dZs2bJ8ePHTTO+HTt2yP79+6V3796eZapVqyY9evSQFStWFLue7OxsSUtL85kAAAAAAABiUWbuiWTUjkPHxWqinpTasGGDqR2lCae7775b5s6dK2eddZZJSKmGDRv6LK9/u5/zZ/z48VK7dm3P1KxZs7B/BgAAAAAAANgsKdW2bVtZv369abJ3zz33yKBBg2Tz5s2e5ytU8O1SU5v1FZ7nbeTIkZKamuqZEhMTJVaVsJkAAAAAAABiOylVtWpVOf3006VLly6mllOHDh3kpZdeMp2aq8K1opKTk4vUnvKmNa7co/m5JwCAczByK2ANLkZwipoKjIMIAHCIqCelCtOaUNovVKtWrUxiasGCBZ7ncnJyZPHixdK9e/eolhEAED2M3ApET0m11VE+K7cflhW/H2IzAgBiSuVovvnjjz8uffr0Mf0+paenm47OFy1aJF999ZX50TNs2DAZN26ctG7d2kz6OD4+Xvr37x/NYgMAojxyqzcduVVrT2kzcO2T0HvkVqUjt2oNWx259a677opSqQGgeNl5+fK3qSvN441jrpCa1aL6Ex0A4FAuC47eGtWaUgcOHJCBAweafqUuu+wy+eGHH0xCqlevXub5ESNGmMTU0KFDTfO+vXv3yvz58yUhISGaxQYAWAQjtwJwguy8As/jY1l5tryosDqafgOANUX1Nsybb75Z4vNaW2r06NFmAgDAe+TWbt26SVZWlhnB1T1y64oVK4oduXXXrl3FbkDt03DMmDFsYABweNNv7cvWXYv2uuuuk3Xr1snZZ58tEyZMkIkTJ8r06dOlTZs2MnbsWHOjfOvWrdwQh6OQ0obVWK5PKYSvry4AcApGbkW4pGbmyraDx9jAgAObfl911VUm4aSTNv3Wmxra9Ft/J3s3/W7Xrp1JWmVkZJim38XRfnDT0tJ8JgBAcEhKAUCIHc/OkyPHc9iuYcTIrQiXzs8skMteWCy/HUhnIyMqaJpnn6bfWsu2du3ankn7yQUABIekFACEWPsx8+XcZxZIakYu2zZCGLkVoZJXcKJm8ffbD7NRS/ve0QgkZBjTMHJNv7V2lCac7r77bk/Tb01IFdf02/2cPyNHjpTU1FTPlJiYGPbPAADlYcUGVAztAQAhlv/HRe2W/Wlywan12L4hxsitQPSQPIETmn4fPXpU5syZI4MGDZLFixf79Gdb+IZH4XneNLmlEwDY2cH0bBk2e53cen5zuaZ9k4i/P0kpAICtuEduTUpKMs0l2rdvX2Tk1szMTDNya0pKinTt2pWRWwE4ihXvdNup6bfSkb1Xr14tL730kjz66KNmntaKaty4sWf55OTkIrWnAMBpxn+xRZb/fthMtklK3XDDDX7vGui86tWrm5N9//79zd0IAIBzRSMeMHKr3XD1DMCa1xL+mn536tTJPJeTk2NqUT3//PPsPjgKA2ChsJSMHPv1KaV3pr/77jv58ccfPQFFh1PVeXl5eTJ79mzp0KGDLF++PNTlRRBKqG0MACFBPACA0IqFWlDRiB3a9Hvp0qWyc+dO07eUjrS3aNEiGTBggCnDsGHDZNy4caafqY0bN8rgwYMlPj7eJMcAABarKaV3EvQEPXnyZKlY8UReq6CgQB588EFJSEgwo1lo54FaFXbZsmWhLjMAwCKIBygdd0icJAbyJVFRUr9FThSN2EHTbwCwZmyvXNamE3rnwh1ElD6+//77pXv37uYuw3333ScXX3xxKMsKALAY4gEAwA6xg6bfAGBNZWq+p9Vqf/nllyLzdV5+fr55rO3BY+2uDwDEWhMM4gEQu2LhHIfwIHYAAMpVU0pHPRoyZIhpm33eeeeZ5NOqVavMXY3bbrvNLKMdA5599tllWT0AwCaIB0Bs4XZj+MVCro/YAUQPNxTgiKTUiy++aIZHnTBhgmmfrfTvhx56yDOkau/eveXKK68MbWlRZrHwAwdA5BEPACDyyT67X1QSOwDAOlwuGyalKlWqZEas0CktLc3Mq1Wrls8yzZs3D00JAQCWRTwAABA7AAARTUp5K5yMAgDEJuIBAIDYAQCISFLqww8/lA8++EB2794tOTk5Ps/9+OOPZV0tAMBmiAcAUD42b41XJsQOAECZR997+eWX5fbbb5cGDRrIunXr5Pzzz5d69erJ9u3bpU+fPmxZAIgRxAMACC1XtDv3iABiBxA9zj/DwG7HRJmSUq+99ppMnTpVJk+eLFWrVpURI0bIggUL5IEHHpDU1NTQlxIAbMgV9VN8+BEPACDyHZ1XsPkwiMQOAEC5klLaZK979+7mcVxcnKSnp3uGd33//ffLskoAgA0RD4DYYvdkiFPYvTIVsQMAUK6kVKNGjeTw4cPmcYsWLWTlypXm8Y4dO2KiyrFdVAj6vhsABId4AAAIFrEDAKLD5XJIUurSSy+Vzz77zDweMmSIPPTQQ9KrVy+55ZZb5IYbbgh1GQHAlpb9dkgenLVOjmb4DgbhNn/Tfhk+e71k5OSJXREP4I/vDSoL/voBEFXEDgCwDleUM1VlGn1P+5MqKCgwj++++26pW7euLFu2TPr27Wv+BgCIvLZom9kMcVUqyXM3ti+ySf75zlrzf7O68fJQrza23GTEAwAov1hrFknsAACUKylVsWJFM7ndfPPNZgIAFLX3aGaJmyU5Pdu2m414gNLF2NU2gFIRO4DosWLzLcS2gJNSP//8c8Arbd++aI0ARHfkL04+AEKFeAAAIHYAACKalOrYsaNUqFCh1PaGukx+fn4oygYAjqDnRSchHgBQ3PAKD6duV2IHyqqgwKFfCiDKFVdsl5TSkfUAACAeALGLkX3ZrmVF7EBZTV26nY0HOFjASSkdVe/bb7+VOnXqyNNPPy2PPPKIxMfHh7d0sJz7318nuXkFMuXv5zqu9geAwBAPAKj0rFzTQXf1KpXYICB2IGzeXEblCMDJ/uytvBRbtmyR48ePm8djxoyRY8eOhbNcsOiPz89+2idfbdpv646ZgUhzWvqWeABAnT/uWzlv7DdsDBA7ABuxYvMtxHaz8aD6lLr99tvloosuMv1K/ec//5GaNWv6XfbJJ58MZRlhES4LHbgAood4AMAtPTuPjQFiB4CAHPsjZtSsFnAaAjEg4KNh+vTp8tRTT8nnn39umm19+eWXUrly0ZfrcySlAMD7vOisrUE8AAAQOwAEIze/QNo99bV5/PuzfaRypYAbbcHhAk5KtW3bVmbNmmUeV6xY0fQv1aBBg3CWDQBgQcQDwNm0Rjz9RkaW025e+EPsQFnFwNcjJqQcz/E8Ts/Kkzo1qka1PLCOMqUnCwoKAkpIXX311ZKUlFSWt0AIMEIOgHCLRjwYP368nHfeeZKQkGDe+/rrr5etW7cWuagePXq0NGnSROLi4qRnz56yadOmkLw/4GT63bnlvytlyPTV0S4KStlPdsa1BABYhyvK/YyFtc7ckiVLJDMzM5xvAQCWxx2+0MaDxYsXy7333isrV66UBQsWSF5envTu3dszGIeaMGGCTJw4USZPniyrV6+WRo0aSa9evSQ9PT0kZQCcatfhDFm184h8+0uy5OQVRLs4iHGhih3czADCKy+/QAoK7J0sR/TQkBMAYCtfffWVDB48WM4++2zp0KGDvPXWW7J7925Zu3atpwbBpEmTZNSoUdKvXz9p166dzJgxQzIyMmTmzJl+15mdnS1paWk+ExCLXDHWpMwqvCs+2bwSlCVxMwMI3zkmKzdfuo77Vm56fUXAr+E0B28kpWJEtKvkAbGMvlnCKzU11fxft25d8/+OHTtk//79pvaUW7Vq1aRHjx6yYsWKYu+i165d2zM1a9YszKV2Ni6qATj9ZgYihwS5ta1PPCqHj+fIj7uPlrwgNzpQDJJSAADb0guJ4cOHy0UXXWQuIpQmpFTDhg19ltW/3c8VNnLkSJPcck+JiYkRKD2sjN/OJBfhXKG4maGoZQvACTcOXS6bjL4HAIDV3HffffLzzz/LsmXLSq2hVtKIYnrxoRPgOV5idFOQjIPTBXszY9euXcWuS2vZjhkzJswlBgBno6YUAMCW7r//fvn0009l4cKF0rRpU8987dRcFa4VlZycXOSCAwCshi4XInMz4/333y/XzQxFLVvA178+3hDxEURTjufIpf9ZJC998xu7w6ZNZMOalHr88cc91WL9YSQMAIgNpcWDYOgPGb2o+Oijj+S7776TVq1a+Tyvf2tiSkfmc8vJyTEd3Xbv3j0kZQBiAckROCl2hONmhtawrVWrls8ExBrvfMa7K3eXsFx4Mh//XbJdth86Li9+82tY1g8LNd/TE3ifPn2kSpUq5nFJrr32Ws/dg0BGwjjvvPPMkN7auaC25d68ebPUqFHDZ1jv6dOnS5s2bWTs2LFmWO+tW7dKQkJCoMVHiPFDFYhd4YgHwdC4oR3PfvLJJyYOuC8itIPyuLg4c1d72LBhMm7cOGndurWZ9HF8fLz0798/ZOVAbDmakWN++N547ilyegN+fwB2ih16M0MTUnPnzpVFixaVeDOjU6dOPjcznn/++ZCUAUB45OUXsGnLyTZ9Sl1//fXmh3+DBg3M4+LoxUB+fn7AI2F405EwdP06EsZf/vKXIiNhKB0JQ+9Y6AXJXXfdFWjxASBqnNZHSzjiQTCmTJli/u/Zs2eRGKKjK6kRI0ZIZmamDB06VFJSUqRr164yf/58bmagzEbN3SjzNiTJ64u3yY7xV8fElvR3VzvaVfxhX9GMHdzMAJwrVvuAdNL2CjgpVVBQ4PdxNEfC8JeU0lEwdHJLS0sLS1ljEb9DAUQqHpS3HwK9qBk9erSZgFANeX3i+GN7IrzC1cQllmMHNzOA8Cmp3zXf5f587NRQ+urC32XtrhT578DOUqUS3XeHffS9b7/91kza1to7sOhB+eabb0ZtJAxGwQBgNU6vWRDqeABYUSg7ZbULmuqz3Z0SO7iZYW9OTdTCef799Vbz/1cb90vfDk2iXRzbKFP6Toc+1dpLGkgOHTpkmka4pyNHjkR1JAxGwfDebmXaFQBCLDvPuW3dwxEPgFiUmpkrn6zfKxk5eVEtB78dEAnEDiC2b7KE8jLVAh/H9r/9XXbpU8rb66+/bjoeHzhwYEhHwliyZEmxI2E0btw4oJEwtHmfTgg9C37fAVtY+tshx367Qh0PAKsK97f0n2+vkR92HJEbOp0iL97SUezk1wPp0qYhnb9Hkn2jxgnEDgBAuWpK6WgUoRhWm2G97YtqtABCGQ+AWKcJKTV33V6x253TbcnHwl0UOAyxA4htdk+sW7E22ivf/iYTF/wqMZOUuuOOO8zod6EYCePdd98163IP662TjpikvIf11iFcN27caEZWYlhv+1XJA+BMoYoHgNXFShzlplP0xcKxRuxAMGhWDJRMm/6/sOBXefnb3+Rg+p+DvgWaMIt2H5IBN9/TTsjdtDPCqVOnyjfffCPt27eXKlWq+Cw7ceLEgNbJSBgAYD/hiAdwlhi4pnasaP8wRfFSjufYevMQOwAgPHLz/4zdufn26s8qqKTUunXrfP7u2PFEfwdae6ksQ0IqRsIAAPsJRzwArI5kTfH4qkfg+HO5pNMzC8TOiB2AM0U7BlgxPrsstj9cFq+CG3BSauHCheEtCQDEkA17UsWuiAeAc9F8D+FC7IBTac0U7cvnL63rS7fT6onVRSs94Z0rsXiOxNZy80reuFa8aVymPqUAAOXTd/IyNiEAoMidfq7VAF/Wu4T29c73u2TKom1y67SV0S5KTCLBJT6B490fdtluG5KUgmOqSQIAECsXQdbC1oq0aF9AAJFk9cN91+Hj0S4CrCaKB+3uwxklPm/FpnwkpQAAAAop/JPNgr/houLxuRuiXQQAgIVwWwLlRVIKAAAARmldTSz97RBbCgAQNO++jJze6mb5tujFyq827Re7ISkFAABQCmf/fAYA67J6TRwrdhxdEmr+ht8n6/dJNO09mmmr3zgkpRws1KdHe51uAQBAeXDhEh1W7O8DAIpTlpwcI72GlqtQWunIsRyxE5JSAAAApYiVPME7K4MftQeRtz8ti80OwFao4BA5rhLqPlnx5wxJKQAAABhTl2wPekvYrOUKgDLIyy+QLzckSXJ65BOidmseF6gjx3Nk3s9JkpNXIE6/aZN4JEMWbD7w52ssmRpxrrW7Uop9Lr/AJat2HJFoqhzVdwcAALCF2PsBzUUDALe3v98lT3++WU6KryLrn+xt6f5x7OKmKStk+6Hjct8lp8sjV7QVJ7t4wsKwrZsmz1JiYjA1I1duev37Yp9/5/udEm3UlAKAqHPmHUAAQPBiL/0JO/jul2Tz/9GM3GgXxTE0IaW+3JgkdubQimyOSVIdPp5d4rILtx6UaCMpBQAAUIpDXp2Gjv50k7R8bJ65+4gTafXMnHwZNXeDLP0t+j9uAYQeiQeEFNn3iHGJ9ZGUcjA7HIAAAOfxrUrvvGg0fcWJqu49/xO+5gh28/ribfLeD7tl4Jurol0UALCVSEdJEozOP4ZcYi8kpRAwux3cAACEU4rDa0oFM+JgYkpGOIsSU2gJA9iL3ZI8oS+uzTZAjHG5Sv7bCscvSSkAABBGFvi1AwAoF6eOgGcJ3Pln88U4klIAAMB2Pv95n/yw/XC0i4E/VCD5GDJcn8KKSEmVtG3stXWskGDkPBfi7ely2Xprk5QCANjKkiVLpG/fvtKkSRPzw+rjjz8uEphHjx5tno+Li5OePXvKpk2bolZehN7vycfkvpnr5JapK9m8YWT9n7GA86Vl5UpqZmBNhQ+kZUlufoFYxbHsPDma8ecgEShG9HNEQFSRlAIQFulZuZKVm8/WRcgdP35cOnToIJMnT/b7/IQJE2TixInm+dWrV0ujRo2kV69ekp6ezt5wiL1HM6NdBHjR5LAFbrw7WjD9e8E5NzTy8guk/ej50mHMfMnJKznZ9FPiUek67lu5acqKsJSlLN/xdk99LR2fXiDHs/PCUSTnsPn3O9rnf86PJdecKm37WCF8k5RyMCscYIhNGTl5cs7o+dJ+zPxoF8UmbP5rJML69OkjY8eOlX79+vkNwpMmTZJRo0aZ59u1ayczZsyQjIwMmTlzZlTKC3sihgLOYscbGlrTyO3I8ZJrHH24do/5/6c9qZY7J+44dFycLNpJGTtik8EbSakYQQYZkbQt+cSPj9Lu6sWK1g1qRrsIMWPHjh2yf/9+6d27t2detWrVpEePHrJiRfF3j7OzsyUtLc1nAmJdyX1UILTb2v9jhI7db2hEO/FhhX6IrMpu31kr7EqbbTLLc5XxOasgKYWAWeD8BdhS45Piol2EmKEJKdWwYUOf+fq3+zl/xo8fL7Vr1/ZMzZo1C3tZYW12+BFnFfw+gN054YaGFRINTknaIDjZudyEttp3zBWi9RYUuCJSyYCkFACEmYV/JzpW4Tu6ehe8pLu8I0eOlNTUVM+UmJgYgVKirPhOWQ/7BHZm1Rsa3qO6RbtfmPKs3+XwNL+VE4LhNnv1brl1WvCDjmzaF55mpghtUviG15abPu3C3S8cSSkAgGNoHyCq8EVEcnJykYsNb3pHvFatWj4TrMvZlzf2E8sXZHAWO9/QCHfzuvKsnppSpWwfsa9H52wo0+smffNbyMrg9KRnWbZBMN+5ks4d2kddZm6+rNmVIuFEUgoAIizxSAbbPExatWplElMLFizwzMvJyZHFixdL9+7d2e5AEIL5mU9iKpRcJhmSmpkb0rXCfjc0vC80o/8dK3sBnJ4yiPquKUcNvGghURnqDSolPOWy/DeSpBQARNjFExayzcvh2LFjsn79ejO5+wLRx7t37zZ3e4YNGybjxo2TuXPnysaNG2Xw4MESHx8v/fv3Z7s7hPfP6QWbD0SxJEB4PD53o2kysfz3Q2ziCOCGRngxaIK1RD/BCbupEOb1Vw7z+gEACKk1a9bIJZdc4vl7+PDh5v9BgwbJ9OnTZcSIEZKZmSlDhw6VlJQU6dq1q8yfP18SEhLYExESyXtw47/YIr3OKr4mA2LnzruTvL9qt/l/0je/yoWnnxzt4jjmhsbvv//u+dt9Q6Nu3brSvHlzzw2N1q1bm0kf2+mGRrgTDUczcoJaPjMn3/O4wHoVMyyFpF15t1+IdoSNucrxWitEb5JSAABb6dmzZ4k/4LS21OjRo80E5+O3aBi3LRs36tgHoeP0GxrhTgwH26fMZz/t8+m2oHOLOuJUdqt5ZIXi0g9UiLenq2zPWeUYJymFMuFHEgAAAOzCjjc0vItbwWaJkdyCP4eRr1TRYoWzmHB3Uo9Y5BI7oU8pAAgzfmsAYfx+hWm9P+w4IrFEm+ZcPnFxmV7LOa5k/128TS79zyJJTs8KaHty4w9l+h5aeLNVJilVolhsvheDHzlqNc9cNtjWJKUcjB+JgDVs3Z8e7SIAjhWu31rzfk6SWPLG0h3ye/Ix35k2+CFrB+O//EW2HzouL38buiHQERuc8hWkppR9rxE1Llz36nL5dguDiliZy1X2Za2QMyAphZgLjECkJaUGdnccQGCs8APKaXLy/2xqUxbsk9Ll5vFLCuGrQWO17+Bp9WtGuwi24bJwc8EH3l8nPyUelSEz1ohVcWYtyvvUEYr+u8LdZx1JqRgR6s7krBb4AACxww5V0WMJI+8Fho59ESyfU10Fe/VLFFelksQKq237UErNzI12EWwrks0yXWFef7gPcZJSAAAgKM9/9YtMnL+VrWYjBQUuGfHhT/LO9zvD8uPZwddkIRPoJg7HxYU2wfnn22tkw57UMKwdEVHKgWHlryD3EazFCscKN5fCvH3FXtua0fcAAEDADqZny5RF28zju3qcJjWqRf6nBAmQ4H37S7J8sGaPmQZ2a1nkeX8/WqnZ4xy3T18liUcyZf7mA7LzuaujXRyUqQmODTINXo7n5HkeZ/zxWP8f8eHPpmZRgcslz9/YXmqWEEM+Wb9XvtmSLHb2zeYD8tG6PTL+hvZSO76KWNnri7fJ/tQsearvWZ7aX3aIt3ZIuoSbq5iNkF/gkkf+95NYHUkpBMwG5yRYhB0CGICyyfXqeyivgF+CdpGeRRMMu/AOoaH6hmlCCvbjnRi224X3fxdv9zx+fdF2uaFTU5m2ZId87jWIRIu68TLiyjOKXceDs9aLHZT0s/eOt0/0xVS3RlUZe/05YmXPffmL+f/mLs3krCa1bHOtkJ2bL1ak39lIXRO5ijk/zN+0X34pNOBS0UWjf+FG8z0AIWe3H04AAufzA8sC3/VYHEq7LEr7YcxWDD+2McJ50Fitb7cDaX8O8nLwWLb5/9Af/3vmp/v+7WQH0iz0WUs5VDJz/6zlFi6hDN01q1PPpjhpIbohFe6zC0kpAABi1JcbkuSD1YlBvcZqFz5U1grfBcKkb36T49mBXpyE5rj4YE2iOS6dqKSLMFcxj919QJHQik2+x4V9jwJtquePfT9RaFn53kq4avqE8iNb61eJtVSwydaJalJqyZIl0rdvX2nSpIlpt/rxxx8Xufs5evRo83xcXJz07NlTNm3aFLXyAggetRgA67rnvR9lxJyfZe/RzDL9QLXCRdLuIxnRLoIjfphm+mn+MH3FTvn31wF0aB+i37z7jmaa/mb0uMQJOV7NZRFb9IbBtCXbA05cWK3rBO/y6kAL/hQ334l09/x38Tb535qiN4KCicGhKUuFgPdduJIaW5LSHD/6YSSPblehNyvpfFEhijWuLJmUOn78uHTo0EEmT57s9/kJEybIxIkTzfOrV6+WRo0aSa9evSQ93bddJABrsWhsAFCMoxk5jru7i+DUrOZ/+Paf9xyN2Hn/aAb9XgFuesPgjWU7PH+XdrqtYOX+sPzMU19sdGatSH92HDou47/8Rf7fhz/77Yw62nYf/vMGj3dp+E0P9cznWyScotoAs0+fPmYqrnbFpEmTZNSoUdKvXz8zb8aMGdKwYUOZOXOm3HXXXREuLXz3D9sDxeP4AJz7nQ2kS6lwnwPsUh3dToq70xzJO9C+nTq7LHv3u6ysULMQ9uCEWube5+niPk5WrkNqAgZwqkrNtHbSPdw1YcLJYaEi7PHFVYbtF+7afJbtU2rHjh2yf/9+6d27t2detWrVpEePHrJixYpiX5ednS1paWk+EwAAKF5p1z/a3GDGip0n/ijDjz+tbePuG8fKF/d5hZpKfb/tsCUuNPQCdeEvyaZ5W2E/bD8svyf71iD/7UC6/OfrrbInJUOycvPlq437fYZn96e43RrI7tZl9D1CeRz+FMLjxTJKOGwPe3UAXbjWRFJqptn/iO1zcmmJKqtdmPs09XZAkq28rLQF/B0rdt5FVr1RFcnj3lWk+d4fMyrYo/yWTUppQkppzShv+rf7OX/Gjx8vtWvX9kzNmjWT2GXNL6iVTPrmV7l16krJzovuUKLapv4f01fLM59vFqexc5ADYkVJSZ6MnDzT3OCpTzdJ4pGMQne/S/+Ca1Lk2snLpe/kZeaxlXk3lVG3Tlspx0rp6Pu2N38Ic6lEvtmSLLdPXy3dn/vOZ/6uw8fllqkr5fKJS3zm93pxiUxe+Ltc9PxCeeLjjXL3u2tl1NyNZfrJEMiF7r6jWXLkeNmagBbn+leXm2MvVlw5aann8dvf7/J5rtv47zzDysOZ1u1OkZ7/XigtH5sny3475Ldj8FL7lLLY7/6MnD/P91l5BTJ1yTbZlnw8qmXSfox0G89atTts76H9gJV2XRHtvrT8HSnex5xvn1LBC6Y5oibcP1m/V8rDaglZK0hKzZLpy3fIT4nFN8HftC9V3li6vdjjMZLXcJZNSrkVrrpdWnXukSNHSmpqqmdKTAxuVCGnIjHgn44s9P32w/L5T9Ft075q5xH57pdkebPQBZFdERyCw/cT0VbS78f0rD8TA78fPObzXCC/V7xf732RUh7huvj6/Od9QdeEikSNnuJqbP2e7Ls//Pnf2j3l2qaBbGtNjoWD97HjdN4dzc/fVP5aZ7CX35KPyc4/+vT5+5s/lGlUUav99vIehEKTFOO++MX85o6mPi+dSP4+9tGGkK7X+zz57Bdb5I2lRX/PH0zPLnU0QqcY90Xg/Q/pDZcHZ603NXvLqqLFjv1ocBX6e9js9TL6s83y3g/FJ2CvfnmZjJ23Rb61QE1cyyaltFNzVbhWVHJycpHaU960iV+tWrV8JsDqo9vk5DmkTf0fHB5rgZjic6HjKsuFz58nBKv/bqzk58NF+452pM61xe7XAHZauLaQ0y7cXDH6uVG6ioW+gGU5Bqx+fo0l60uonaKiHVZKi+Pex19Z+vZbuDX4JMehY2WvbWvV/gcjO/qeK/TrlMixbFKqVatWJjG1YMECz7ycnBxZvHixdO/ePaplAxA4floD1lfSjxnviyWtEeP90+9YADVZfJoBWPN3Y4k/bGMlP3CkuAsCV/T6nQjVhZvegS/cX1g0BLqdAv3YWotP+2vzXu/+1CzLN5NFUYGcGmPlXOQEpX3XrZ549r4ZE+7me+V5jZvFf1rYlitW+pQ6duyYrF+/3kzuzs318e7du80Pw2HDhsm4ceNk7ty5snHjRhk8eLDEx8dL//79o1lsIOSsHZqCZ/ULTwC+Svot+PG6P/t60Krg3v0u9fzPolI3pc/Q0hb/6ei381dxydGM0PaXFCre2/aDNYl+f0QGcj7OzS+Q2X+83l/zcrdIb4dQ1FLT/nm0b61Bb60SuziaEVjn+R3GzDf9tT0250RTpG0Hj8kF47+Vy15YHOYSItz89ilV2q/FCP74ygxRU+xoCmV/soX7v3OfuopLEAeSlFry60HZuLf8zcO1DBrHi+v3L/WP802e1/m2vKfevHzfkVSnLNpW6mvKlagLw6Gv20W32/FS+pW0gtTME2UNVKCbOmZqSq1Zs0Y6depkJjV8+HDz+MknnzR/jxgxwiSmhg4dKl26dJG9e/fK/PnzJSEhIZrFBmxDLzQAoDw/PbS/AW+B/Lj0WbNvVsp2tPybk6w5kq93Auqlb37zezFRIYR9N21JSi+mHBIS4bgpO+P7E6NGLv89un3ZhPMHvjuhOH/TgYgM3Y3QK9xfn7+kQOkdnUfO059vEru7bvLykK2r8OAE7gTLi9/86nf50pI+Ow8dl9v+b5Vc88qycpdt/BdbTP9C/aet9HuD6NIXTtxcem/lrqBHuNWOtEtLMM3bkCTPf/VLWG9C5Ob9+drSBicJ1D/fWWO22+Nzy97/WKQqGt39zlp5+bvfQ77etbtSJCaSUj179jQ/qApP06dPN89rbanRo0dLUlKSZGVlmaZ77dq1i2aRAdvQEZfOeOKrsHVAWxKL10q2HGqWIdrC+Z31/nFrx85I9cd1lUqW7e2gyHkkr6Ag6L42KlcKbMcUt/9KOnwSqlcOaN0n1uO7JmJJcIgl9vXbgcJJqeBPypUieIL9dH3RQSHs5pf9/pPsoeDefV9v9D9oQWn7d2cIf7trUqikz3v4jxpUS38/5FU+rwVKOKzeX5VY6udbvePP2rYlyS/HCd+71luoajb98Ee5P7HBsf59mAYQiJmkFOyLHz7Wb7P7zspdpn3264u3S6y0RwacwN/dwnB3tl2etZdWNn+ngPJ8Hn1toHdxQ0GLWtrFXmmfp7z7r7iY6/KznQv3y1HadaouXyHSQ48Xsz0Kzw5FvyuB9lMSiQ7twxkOC0rYj1burB/+j3WXn4ruLgslpRDY/izcgX1J+zdc/N2Y8FesCmXoUyq30E0QN++GGoF2Ql7MqoLGtyB0YqZPKQDORNISKBvtpPi8Z7+R8V/+2WRu075U6fj0fHmrmGryoVCe3x2nPv6FzFm7p9jnR3+6qUizhHPHLpCXvz3R3CwYX25IMu838M1VEesnRX+U/Xag5DvqWqbiPo92st157AJ5Yf7WkJRxzGeb/O43bbKlnXl79wtS2gVBcnqWnPb4F3LO6PkBjSZ1y9Q/m394O3Tsz6HOSxtRdsJXv0iXZ7/x28Ss8IX5npTyNUP7f//7Sb7zGur6Xa/mKd4270sz37E3vfpLsxvtX+r1xUWb1uoxcdXLS6NSJpQ9eeqv1kh+KVftlUlK+e0XaM3OI+b/tbsCq7ETCu7dV9zpV+P8yhJqtxTe+yu2HZJ5P5+o8RSsQA8L7wSa9lEUSAwprpsQ75gQ6DVBeWpKeb8yLcDm6CVx97NV2JakNNlXQvPowkmcwn2NWcWnP+0t9WaF1j6LZLN3klKOxp0xkCAC7OS/S7aZqvT/9arh+PhHG8yPrDGfbbbs3bCH//dTsc+5mwaY9xGRf3+91XTkPHGB/742SnLPez9KOPlr3qBlfuKT0vtPKe7zvDD/V0nJyJVXQtTfw1vLdxYq3Z9+PXBM8r06mC3tguS+mesCft/hH5wYlMafws0bdES44ry2aJvpcPflP/rA8la9ciWfv4vrjyVQ/yuULP3Xxxv9Lvevj098x575PHzfsXD/KkvPzjPHmb9jOpzNlBAaJ9es5vP3lEVFzxdXTio5ueh9jRnuERiPR6Cj81DU8Ovz0hK56fXvpcPT8+XGKd9LpLhr82476L8ZXk5+gfytmCT/Hyvw0Jsi/af9IPfO/FF+3B18c6pKfrJC3nHZX6zQvpQCkXQ0q9RlAh3gpDz72/sdLp9Y/oEe9HgpTJNRfV5aKt2f+67Y131WKHE46K3VYkXvrtxd7OAmbjqARriaBfpDUgplQosscHzA6l577TVp1aqVVK9eXTp37ixLl1q/toC/O92RaJIRydY9dmtiorV3qleuGNUBJyoEGIurVKpQ5G5zqEY8LGstjOLusheu0aUKN8ssqcZVKFWuWNGxzdkL94fWr9MpES+D3UQjdtxyXjOfv6ct3RHQd6a4mlTFjbRmJ+WpOeO2L7X0pEk4hPKr7p0YWPrrn/0+Baqin3O3v1qogTazCzaeB7paTdSVVSTOrL+WUmPaXZvb20+Jxd+gibaPfiy+hruaG8RofqFAUirA6vy7D2eIFWnQ0er3dqbbNtpDy0b7EsnJddoCHdUJCKXZs2eb0VtHjRol69atk4svvlj69Okju3fvtvSGruTn4jgSF8yR7KMp0E61rUIvLqoWqsFT1qGxw61ypYpB9ylVnmOzPAp3yO7vQi5SI8ja7Zgsz2fzd4GK6MeOUByD3gnISJ53UFR5+8Pzfn01r5siOfnBXy/569eqqp/BO4o7xZd0ZGaH8MZBeW5CRCLfH8hvMTvddMsN8hzRuHZ1CafAh0SJYVoNUPs++PS+C6V905PEKvSO27nPLDCPNz99hcRXLbw7//xiWDU0bdybaoY7bVK7uqwYeVnUymHV7RMK0Tg9ese/Ts8skJ3PXR2FUiCWTZw4UYYMGSJ33HGH+XvSpEny9ddfy5QpU2T8+PFFls/OzjaTW1paWpneV6vWD5sVWLV3f3Yf+fMGyF8mLCx2XqgN/r/V0qicPzi8y1ZckqvPpKU+fQmF6vOEa7sobWLh3b9GsOUoy/4rvJz3OryfLzz/5v9+X+Riw18zm+JeX1J5Al1W3fXOWs9j3Xb+Prc2+Vu3+2iJFyXa7CzU+zZU+6gsPv85SX7eE771e3N/joxC+99G10y2iB2hEuhF9aoSRjLbdvDPEfzW7Doi+9PCe9O6pLKEYj3+EteReu/y2nHoeNDr9l5e+/Bz237ozyaAP+9JDXq93n0guV+rfR0Wfu/EI761p/5ctujrA+Fe1vu4LG4Z9zVhw1pl+x1S+D1CvV91fb/s//N34Q/bD/utWab73d9rrWh7gPvFLdyjEJOUCoD7B/TXm/ZbKinlfTM0KTVLTqtfU+xGt2k0q9fGAjodR6zJycmRtWvXymOPPeYzv3fv3rJixQq/r9GLjTFjxpT7vbNzC4K6eC+Jv/WEat3+qs2Xd92BvL5w59bh3FahEmhCKpByBFrOsq7nYLpvh+PlLUdZly/cX0lxrw9kvaHet6HaR+F6/3C/z98vaBGR94+V2BGqGxretWFKoonnQAz/oPh+/kIl0LKEYz3RfO9AHEjLDnrdxS3v3cfk0t8OmamsinsPf/MDnRfsexW3zH+XbDeTFfdr4fUVN+hHJMoSKiV1CO+vzOW9cVkaklI27kcpGn0TAIDVHTp0SPLz86Vhw4Y+8/Xv/ftPJMILGzlypAwfPtznwqJZM98+PgLR7pRa8tHQ7lIeR47lSO34Kj7VwA+lZ0u9mlXL1OdDSbQzXK2dUiuuSonL6ag/OjJgz7b1TR0ovRuoza7r1agqbRolmE56CxctIzvfjFTTqflJpraGfp64qieawR0+liN14quUqSlRclq26TtJa9HoyDaXntEwpMn3DXtSTT8QPdrWl5Piq0pC9RM/lRKPZEhaZq5pxrbr8HHpempdmb/pgJzboo7Uia9a4ucJdP9pUql+gm+Hx97HhfaxUrdGVZ9jQ0cJmrV6t9zQ6RRp8Mdd5qycfNMPyV/a1DfL6np1H2n5dR9U9boA1tEQ9T21aYKO9KgJpVrVq8iBtCwz/9zmdaRalYqebZ+elSurdx6RdqfUNl0InNm4lllO76brKHZdWtSRujWrmt9M+rx+7sK/XXT/n1zM59TErt7Z103V8uQaUl4/bD8irU6ON9ve33Ea7u+Y+zMfOZ5bZFv4LnOi/xFtftm5ZR35/cAxk1hqWKua2cZb9qebfr12Hc4w+0D3bVyVSrJpX5qc36qu59jZlnxMmteL99nHx7PzzHqb1omT0xskhPzzxXLsCNUNjbOb1PL5u1Gt6n5rOp1av4TvhOvPWjUlLldG27067a4YwPfTe/mSlFRW9zq0Bqh3n0OBfr6SyqBxpFnd+IDWE+z7aDyoU6OqOdcFemPD5zMV2pfu9TerGxd0jZWDet7OzvN9D6/1u+drzPY+5tzL6rnF3RVH4e2usaa4igXuZbUZduFaWN7LuD/bqXo8lfX06+fzhGp/eh8nnrIWs35/2yMc38Wyfte86W8b9349uWZVOXQsx+9+cXvhrx0knEhKBYEUkHNRmx1wnsIXl3phWNwFZ7Vq1cxUXgnVq5iLeKcp62e6qPXJEi6Xnel74Rjuz+pvvibErOCSMxoUmdf99MC2vffn6nZavYBe89cuzfyu59oOTcRq7PR97NyiTrHl7tKyrt/XaHKquHUg/LEjVDc0dP10dQAgVpGUsrFw3M1DdIRzT4Zq5CXALk4++WSpVKlSkTvbycnJRe6AAwBQ1tgRqhsaABDLGH0vCFq1Wps6fP7zPkmxwFCrZWm+p1Xzv9/259Ci0UYLxPBzwrDA+JNWo9amVJEalcqOqlataobxXrDgxEAQbvp39+7la1oHAHAmYgcARAc1pYKgowlN+Gqr/N/yHXJGowT5athfxG6ufnmZ+X/lyMvC3mGZnTi5aea8DUnyarQLgZC55pWlpgPN/3dFW7n3ktPZssXQ5hQDBw6ULl26SLdu3WTq1KlmSO+7776bbQYAIHYAgEWQlArSZz/vM/9rB6t2TqToCEgkpQD70YSU+mbLAZJSJbjlllvk8OHD8vTTT0tSUpK0a9dOvvjiC2nRgpGnAADEDgCwCpJSwXBydZoYR69LgPMMHTrUTAAAEDsAwJroU8rGOalI98dEx+psW1gHiVQAAAAAdkdSyiEXglYtF2ITA0NGYhvzrQcAAABgbySlghzt7uCxE/25WKXj9bJyj9yln+n1xdtk6W8Hg3xv6/tgTaJ8vG5vkfkLNh+Qlo/Nk52HjotVhDK9oPv0tUW/h3CNCIWNe1NDuiHX7koJ6foAAAAAINJISlm8yVygftpztMg874oUmqjwNuazzeb/Rb8elOe+/EUGvrmq1PcovI5oJ9ZKknI8R0Z8+LMMm71esvPyfZ678+015v+e/1kkTjR/8wEzSmQ0VaDuXhHXvHJi5Es7nVcAAAAAIJxIStmY94Wse0SuQG1JSjP/70nJLNN7W73h0PGcPM/jvHx7XfGXN/mXeCRDoo2WZQAAAACA0pCUCoKVazOUtWxWTy6For8dC++2sBxn9DUEAAAAALADklJBsHJyo6zN4Jxao6VCmJsdhpO9SgsAAAAAQNmQlHKIsteUcmZWyqc/LbG+kvr/CnpdEn1OTXYCAAAAAEKncgjX5Sj7U7PkjrdXS9VKf+bt3ly2Q6zEO3ex6/DxiCYPfko8Kk1OihOr8k62BZLjiWQSRTteH/7BT9KjTX25uUszRyaEnJrsBAAAAACEDjWlipGbXyAb96bJ5j86BLeiNbuOeB5/sGZPqcvvPFQ0cVXW1ME97/0oVuaTmAkgKRXJFn6zVyfKvJ+TzOiA/uwsY4IRAAAAAAA7ISlVSlLDyt0RpWf9OcJcIDJz8y1ZqyYcfHNS1tqJqRm5JT6fmVNQrvU7dJcCAAAAAByGpFRxG+aPbI2Vk1L5BcEVzsqfJeR8+mgSSyktEZhvtQKXgVOTnQAAAACA0CEpVcpFdYGFEwTBls3f8tHu+ycSm9dlsSRKBT9v5r0fgk02BrL+SIt+CQAAAAAAVkdSqrSaUiKOSUr5XbyCvZIdZevo3Mp7sSi7lRcAAAAAgLJg9L1iuPMvJdVaSc/KlYTqVUpMLtw+fbVUqlBB3hjUJeRJnfwguh7ST5GeXXJfRje//r00ql1dXr61k0TKL/vTw7Je700dSIrHnQe659218uXG/TK8Vxt54LLWPsuM+WyTvLV8p9RPqCbXtG8s32w5IO8NuUCa14sPadm9j7lWI+eZsn33cA85tX7NgF7/1Kebiszbuj9d2jZKKFe59Hge8MYPUjuuikz5e+dyrStWtXxsXrSLAAAAAACWQU2pYgTSrO29H3aX+PyhYzmyaOtB+faXZEnNLDkhFI6aUoU/wfurEktcZtXOI/LpT/skkr77JTks6w02/bfzcIb5XxNSauKCX4ssowkpdTA92zxOPJIpL3/3W/BlK6Vw3nlQ9y6+9IXFUh7DP1gv5aXbaMW2w2Yb5ZWSEbVRpToAAAAAQJSQlCpuwwRwUR1M3z/haJEVbDOvbL+j7zkze+D9ubw3U3HbrKyb4cjxnODLVkrKrDz9mBX3+XLyyjeiX0nr9s+ZxxUAAAAAIHRIShUjFMka78RWODpMD6b5XnFlcGrqwPtzubwa8BW3GypYafS9cnR0XtxLQ338lb42+sUCAAAAAJSMpFRxG6ZCaBNb5RxQza/8IBMN/pIdDq0o5fu5XKUnZyI6+l4pz5cngVTca0ORk/I9nkk6AQAAAADKh6RUhGpKedfWKU/zqbSsP/umKggy05Xvstbob4X72SpPDaGSeK/VVUKTumC3Z1mV9ja6HXQ6lp0X9LqL24bp2XmSm18gGTnBr9PNJ8/nKno8htu+o5mycW+qpGbklulY00mbMWbmnGjGejw7r8S+scraD1xZvj8Zf5QJAAAAAGIJSaliBJKT+nJjUpn6NSqrO99eK+1Hz5df9qeZv8d9sSWo19eoWslPGQNPmoQyWfXqwt+lw5j5PvNOe/yLkK1/c9KJbaRmr/6zg/cP1+7xu/xvyelyagjfvyTPf/VLic8PmbFGbpyyQto99XXQ6y5uF2nn7OeM/lrOevLrMieSCh8rw2avN8fjut0ppb62vAm/eT8nSffnvpNrXlkmHZ6eL9/9ciDg17626MSxplObf30pZz75lSSnZ8nZT31dbAfy2tG9Lv9ZGTr+f3BW8J3K6wADOponAAAAAMQSklLFbZgAslIb9/6Z+PDHexWhaO70zZYTF+LvfL/L/J8dZOfV13VsElCn25GoKfXvr7eGdf2j5m70PPYeSW/kRxv8Lv/1psCTHJGwPvFoyJt0ZuWeOF7W7io9iVQaPZ4/WX8iYfPfxduLPF+4GMfKUUNL3TvzR5+/x39RcmLP24Svih5rs/8YiXL3kROjLhb28rcnRlV84pM/j6NAlXUEy5/3pJbpdQAAAABgVySlihHqLoZC2TKsrM3cqlauWK6aUnbi0K6yShVI8jM/0HacJSQwvd8mryB871ns+sp5kAb66lCXuySxeswCAAAAiF22SEq99tpr0qpVK6levbp07txZli5dGvb3DHXH16GsfVTWC/KCACtWFdf/lQNyVY7nCmAfB5JECqbmXyCJsNxAD74wdfJv9fcJtB+7SPX3ZmXPPvusdO/eXeLj4+Wkk07yu8zu3bulb9++UqNGDTn55JPlgQcekJycnIiXFQBgDcQOALAuyyelZs+eLcOGDZNRo0bJunXr5OKLL5Y+ffqYi45w8tesrTxCeS1Z5qSUn0L4uxB28nVvKEZVtLJAkiihaErqvYaAakqFuPpdXoRqMJU1gReuRLgTajGWlyaX/vrXv8o999zj9/n8/Hy5+uqr5fjx47Js2TKZNWuWzJkzRx5++OGIlxUAYA3EDgCwrspicRMnTpQhQ4bIHXfcYf6eNGmSfP311zJlyhQZP3582N63Qu5xubriylKXW/vF/mKf05G+rq54Inn228JESY6rUq4yXV1xp/m/1vaqsvaLtZ6/iyvL0YxcubriXvN44/x9ciw1U66ueNBn+fSkdLm64mGf1/30VZJUrlShxM/j7/3K8lkKK886vZ15ZKecWbHoevtU2BlwO6nCZfFX5jp7qsjaL34Oqmze63G/x5EU3Tcl92sVyLbJzM2Xqyv+2bG7PymrfpO1iQkSrPRM3+PJfSzE764ka7/YUOyxp7Z+u0f2VS/76abItk/T7bGjbK8VkUqbN8vVFU/0Cbdm3v4iCSHPawr0ffaF5NguzYHvd8jaX+JKTSheXfFEn3I55vR9tcSaMWPGmP+nT5/u9/n58+fL5s2bJTExUZo0OdGP3gsvvCCDBw82d8pr1aoV3gIeOyiyM/y1eQGgTOLqiJx2ScxtPMvHjpSdInt9+88EAMuodYpI866xmZTSuxpr166Vxx57zGd+7969ZcWKFX5fk52dbSa3tLSSOyMvToXMw/Jq1ZdLX3BVyU93q/rHA//9awels3td+vFWef1dQlkucy/zR5zr5/0aXYeIDCi8nrUBfJ5i3i9QRcoegnWWuP5VpbxvAGXx+9q84Mvssx53uUTk2tLKFuD7XFTaejRnVXLeqlg9vY6n7lUDPPZUcHm7Ivxu+1XleK3mYd3zV5fymvLs32Cc6Fu9VOf9sf5DLv2B/FQZ38y5vv/+e2nXrp3nokJdccUVJi5oPLnkkkvCGjvk4C8iH95ettcCQLg1OTcmk1KWjx07l4t8MrRsrwWAcDvr+thNSh06dMg0xWjYsKHPfP17/37/tUa09pT7bkh5VKsWLz+4ziqxH6bqVStK1Uolt4BMyzwx6lituPJvave6alavbJqhZebkS65XMyZ/71H4/d1/a6fn1atU9JlX0noKr69SxQpSo1qlMn8WHQlOa15pjSzvplih2E5K15j+R1n1c7o7edftpdutMN2mx7JK3g6Ft5NKiKscdENP7/V4v4e/9ZdUnkDWX571lLRuXUd6Vp5p6qnHgR4PJZWjvPtVm61575+4qpWkip/afP5k5eZLTp5vuzctT0nfTa1xlpvn8jl2AuXeLsEKdv/qefDk4N/G8TQ2FI4ZderUkapVqxYbN0IZO6R6bZGWF5d/PQAQDie3ZrtaMXbUbEjsAGBdDc4M6+otnZQqrt8j7ey3uE6BR44cKcOHD/e5Y9GsWbPg3zShoXQd833wrwMABGX06NGl/qhfvXq1dOnSJaD1+e8rr/i4EdLY0bi9yODPg38dACB2Y0fry09MABCDLJ2U0lGTKlWqVOQORXJycpG7GW7VqlUzEwDAHu677z7529/+VuIyLVu2DGhdjRo1kh9++MFnXkpKiuTm5hYbNxSxAwDshdgBAM5g6aSUVpnt3LmzLFiwQG644QbPfP37uuuui2rZAAChuwGhUyh069bNdEqblJQkjRs39nRgq0knjScAAGcgdgCAM1g6KaW0SuzAgQNN1Vu92Jg6dars3r1b7r777mgXDQAQYXr+P3LkiPlf+xxcv369mX/66adLzZo1zUAYZ511lokb//73v82yjzzyiNx5553hHz0JAGBJxA4AsC7LJ6VuueUWOXz4sDz99NPmzreOjPHFF19IixYtol00AECEPfnkkzJjxgzP3506dTL/L1y4UHr27GmafM+bN0+GDh0qF154ocTFxUn//v3lP//5D/sKAGIUsQMArKuCS3vwczDtcLB27dqSmprKXXIAMY9zIrEDAPgtzXUHAFjlmiO4sc4BAAAAAACAECApBQAAAAAAgIgjKQUAAAAAAICIs3xH5+Xl7jJL2zQCQKxznwsd3p1guRE7AOAE4gaxAwDCGTscn5RKT083/zdr1izaRQEAS50btfNBFL99FLEDAIgbwcRWYgcABHfN4fjR9woKCmTfvn2SkJAgFSpUCDq7pxckiYmJthm5z45ldtJnsWOZnfq57FjmSHw2PeVrcGjSpIlUrEgL7uIQO+zLjt99O5bZqZ/LjmUO92cjbgSO2GFfdvzu27HMTv1cdiyzlWKH42tK6QZo2rRpudahG99uB5cdy+ykz2LHMjv1c9mxzOH+bNSQKh2xw/7s+N23Y5md+rnsWOZwfjbiRmCIHfZnx+++Hcvs1M9lxzJbIXZwmxwAAAAAAAARR1IKAAAAAAAAEUdSqgTVqlWTp556yvxvF3Yss5M+ix3L7NTPZccyB8rJn80J7Lh/7FhmJ30WO5bZqZ/LjmUOlJM/mxPYcf/YscxO+ix2LLNTP5cdy2ylz+b4js4BAAAAAABgPdSUAgAAAAAAQMSRlAIAAAAAAEDEkZQCAAAAAABAxJGUAgAAAAAAQMSRlILtVKhQQT7++ONoFwMAYCPEDgAAsQOwnphNSg0ePFiuv/56saMlS5ZI3759pUmTJn5/ZOtn0/ne0wUXXCBWZcd94aR9sGLFCqlUqZJceeWVYkdO2hfJycly1113SfPmzc2wq40aNZIrrrhCvv/++2gXDTY+Xznxu2LXfeGkfUDssA5ih/XZ8XzlxPOWHfeF07Y/scMaki12zRGzSSk7O378uHTo0EEmT55c7DKaYEhKSvJMX3zxRUTL6HRO2gf/93//J/fff78sW7ZMdu/eLXbjpH1x4403yk8//SQzZsyQX3/9VT799FPp2bOnHDlyJNpFgwM46btiV07aB8QO6yB2IJycdN6yI6dtf2KHNdxotWsOV4waNGiQ67rrrjOPW7Ro4XrxxRd9nu/QoYPrqaee8vytm2ratGmu66+/3hUXF+c6/fTTXZ988okr2rRcc+fOLfazOXVfFP7M0WTnfXDs2DFXQkKC65dffnHdcsstrjFjxniee+utt1y1a9f2WV4/Z+HTxjPPPOOqX7++q2bNmq4hQ4a4Hn30UbPPosHO+yIlJcWUf9GiRcUuc/ToUdedd95ptrfut0suucS1fv16z/P6PdFt//rrr7uaNm1qzlU33XSTWTdCg9hhHcSO6CF2WAexwx6IHdZh59hh59+5ithhDSkWvOagplQQxowZIzfffLP8/PPPctVVV8mAAQMsW4Nh0aJF0qBBA2nTpo3ceeedpooe2AeFzZ49W9q2bWumv//97/LWW29pxingDfXee+/Js88+K88//7ysXbvWVAGdMmWK5Q41O3wfatasaSatlp2dnV3ked0vV199tezfv9/cAdPtfe6558pll13mcx76/fff5YMPPpDPPvtMvvrqK1m/fr3ce++9Ef408EbsgNPOV8QO6yB2OBexA06KG4rYYQ01LXjNQVIqCNpm99Zbb5XTTz9dxo0bZ6pTrlq1SqymT58+Jlnw3XffyQsvvCCrV6+WSy+91O9Bh9jeB2+++aZJRrmr/h47dky+/fbbgF//yiuvyJAhQ+T22283gfDJJ5+Uc845R6zELvuicuXKMn36dFON9qSTTpILL7xQHn/8cZMEVwsXLpQNGzbI//73P+nSpYu0bt1a/vOf/5hlP/zwQ896srKyzDo6duwof/nLX8w+mjVrlgksiA5iB5x2viJ2WAexw7mIHXBS3FDEDmuobMFrjsoh/YQO1759e8/jGjVqSEJCgiUz0bfccovncbt27czB1KJFC5k3b57069cvqmWLFXbYB1u3bjVJ1Y8++shzgtJya1vvyy+/POB1DB061Gfe+eefbwKjVdhhX3i379Y7E0uXLjUdDepdhwkTJsgbb7whBw8eNEnDevXq+bwmMzNTtm3b5vlba6s1bdrU83e3bt2koKDA7CvtxBCRR+yAk85XxA7r7As3YoczETvglLihiB3W2h83Wuyag6SUVherWLFIk6Xc3NwiG6tKlSo+f+voBrrhra5x48bm5PTbb7+JU/aF3VhxH+jdiry8PDnllFM883Tb63GekpIS8L7Q74G3YJr/RYMV94W36tWrS69evcykNc/uuOMOeeqpp0zyT8uuVbQL0zsXxXHvn8L7CeVH7LAOYkfkEDuIHSgfYod1ODF2WPV3LrHDWvvDatccNN8Tkfr165uRCtzS0tJkx44d4hSHDx+WxMREc3BZnVP3hdX2gSaj3n77bVPNV9v/uicdhUEDmVYD1n2Rnp5umqm66TLetC+qwk1Y16xZI1ZmtX1RmrPOOsvsA23LrdVhtUabNiH2nk4++WTP8jqC4r59+zx/690P/dGlzSsRWk49X9nxu+LUfWG1fUDssM6+KA2xw7qcer6y6nkr1vaFFbc/scNa+8OKcYOaUiKm3a22q+zbt6/UqVNHnnjiCalUqZJYlVan047F3PTkqcmCunXrmmn06NGmSp4e/Dt37jRtRPUAuuGGG8Tq7LIv7L4PPv/8c1MbSvuDql27ts9zN910k7mboX1LxcfHm7Lff//9Jvmk+8abztcOFbWqcPfu3U0Hhtoe+dRTT43YZ7H7vvD+EfHXv/5V/vGPf5gq+9o8WBN8WpX2uuuuM00qtVrs9ddfbzqW14SgBgLtgFDn6T5w3/UYNGiQafutP64eeOABM0ADTfdi93zltO+KnfeF3fcBscM6+8KN2GE/djlfOeW8Zfd94YTtT+yw1v44bMVrDleMGjhwoOvGG280j1NTU10333yzq1atWq5mzZq5pk+fHtBwoLVr13a99dZbES/7woULTXkKTzokaEZGhqt3795m+MYqVaq4mjdvbubv3r3b5eR9EWl23wfXXHON66qrrvL73Nq1a81n0f91O59++umu6tWrm9dMnTrVPOft6aefdp188smumjVruv7xj3+4HnjgAdcFF1wQoU9i/33hlpWV5Xrsscdc5557rjm3xMfHu9q2bev617/+ZT6HSktLc91///2uJk2amM+j35EBAwZ4Po97eNbXXnvNLKP7rV+/fq4jR45E+dM5B7HDOogdkUfsIHagbIgd1mG32OGE37nEDmvtjywLXnNU0H8kBulIY1oFbfLkydEuSsxjXziLtkvWDPk777wT7aLEHL1bpsO7Fm5midDhfGUd7AtnIXZED7Ej/DhfWQf7wlmIHc6IGzHXfE+bLK1YscJ03HX33XdHuzgxjX1hfxkZGfL666/LFVdcYao7v//++/LNN9/IggULol00IKQ4X1kH+8L+iB2IFZyvrIN9YX/EDueKuaSUtp1cvXq1PPzww6bNJNgXKDsdXUHbF48dO1ays7NNm+M5c+aYtsiAkxA7rIN9YX/EDsQKzlfWwb6wP2KHc8Vs8z0AAAAAAABET8UovjcAAAAAAABiFEkpAAAAAAAARBxJKQAAAAAAAEQcSSkAAAAAAABEHEkpoJwWLVpkRoM4evQo29Lixo8fL+edd54kJCRIgwYN5Prrr5etW7f6LKNjP4wePVqaNGkicXFx0rNnT9m0aZPPMlOnTjXza9WqVey+b9mypXnOe3rsscdKLeN///tf6dChg9SoUUNOOukk6dSpkzz//PMh+PQArITYYR/EDgBWQeywD2JH4EhKAUHSZMSwYcM8f3fv3l2SkpKkdu3abEuLW7x4sdx7772ycuVKWbBggeTl5Unv3r3l+PHjnmUmTJggEydOlMmTJ8vq1aulUaNG0qtXL0lPT/csk5GRIVdeeaU8/vjjJb7f008/bY4N9/Svf/2rxOXffPNNGT58uDzwwAPy008/yfLly2XEiBFy7NixEHx6ANFE7LAvYgeAaCF22BexIwguAEHp0aOH68EHH2SrOUBycrJLT4OLFy82fxcUFLgaNWrkeu655zzLZGVluWrXru16/fXXi7x+4cKF5vUpKSlFnmvRooXrxRdfDKo81113nWvw4MGlLvd///d/rjPOOMNVrVo1V9u2bV2vvvqq57kdO3aYMr3//vuubt26mWXOOussU1YA0UPscA5iB4BIIXY4B7GjeNSUAoIwePBgk/V+6aWXPE2ypk+f7tOES//WZleff/65tG3bVuLj4+Wmm24ytXFmzJhhmnXVqVNH7r//fsnPz/esOycnx9SKOeWUU0zTra5du5oqugif1NRU83/dunXN/zt27JD9+/eb2lNu1apVkx49esiKFSuCXr82u6tXr5507NhRnn32WbOPS6K1srQW165du4pdZtq0aTJq1Cizvi1btsi4cePkiSeeMMeWt//3//6fPPzww7Ju3TpTm+/aa6+Vw4cPB/0ZAJQfscNZiB0AIoHY4SzEjhKUkLACUMjRo0dN7ZM777zTlZSUZKZvvvnGp7bMW2+95apSpYqrV69erh9//NHUwqlXr56rd+/erptvvtm1adMm12effeaqWrWqa9asWZ519+/f39W9e3fXkiVLXL///rvr3//+t6nl8uuvv7IfwkBrRfXt29d10UUXeeYtX77c7Mu9e/f6LKv7W/dfMDWlJk6c6Fq0aJHrp59+ck2bNs118sknu4YMGVJimfbt2+e64IILzDrbtGnjGjRokGv27Nmu/Px8zzLNmjVzzZw50+d1zzzzjDkuvWtKedf2ys3NdTVt2tT1/PPPB7RtAIQWscM5iB0AIoXY4RzEjpKRlALKWY22cGJCk1L6tyaW3O666y5XfHy8Kz093TPviiuuMPOVLluhQoUiyZDLLrvMNXLkSPZRGAwdOtQ0sUtMTCySlNLkkLc77rjD7K9gklKFffjhh2bZQ4cOmb+1SV2NGjXMdOWVV/osu2HDBtfkyZNNorJ69eomwamJKXe137i4OM9rddLkZYMGDXySUu4miW7XX399QE0DAYQHscMZiB0AIonY4QzEjpJVLqkWFYCy0SZ7p512mufvhg0bmmZ7NWvW9JmXnJxsHv/4449m1Lc2bdr4rCc7O9s0/0JoadPJTz/9VJYsWSJNmzb1aT6ntAlf48aNPfN1P+n+Ko8LLrjA/P/777+bffrFF19Ibm6umaej/Hlr166dmbRT9mXLlsnFF19smo2eddZZniZ82rzTW6VKlUotgzYzBWBdxA5rI3YAsCJih7URO0pHUgoIgypVqhRJBvibV1BQYB7r/5pUWLt2bZHkgnciC+WjiT8NDHPnzjX9dbVq1crnef1bE1M6Ml+nTp3MPO0HShNC2j9UeWjfTsqd7GrRokVAr3MnorRPMk2MaZ9j27dvlwEDBpT4Ou2b6i9/+Yt5rKMM6rF13333leszAAgvYoc1ETuIHYCVETusidhxX8DbiqQUEKSqVav6dFAeCpoA0XVqjRytFYPw0JpHM2fOlE8++UQSEhJMjShVu3ZtU1tJE4XDhg0znYe3bt3aTPpY70D179/fsx59nU5a60lt2LDBrK958+am0/Tvv//eJIUuueQSs+7Vq1fLQw89ZDob12WKc88990iTJk3k0ksvNTW4kpKSZOzYsVK/fn3p1q2bWWb06NHywAMPSK1ataRPnz6mNt2aNWskJSVFhg8f7lnXq6++asp/5plnyosvvmie/8c//sGhBUQJscO+iB3EDiBaiB32Rez4R+Abq5TmfQAK0U6vzzvvPNN3z8GDB13ffvttkT6lateu7fOap556ytWhQwefedqJ9XXXXef5e8CAAa6WLVu65syZ49q+fbtr1apVprPqefPmsQ9CRPeTv0n3mXdHhLq/GjVqZPpq+stf/mL6eCq8P0taz9q1a11du3Y1x4H2CdW2bVvzmuPHj5fa79RVV13laty4sekIv0mTJq4bb7zR9fPPP/ss995777k6duxolqlTp44p40cffeTTp5R2hq5l0GXOPPNMc5wCiB5ih30ROwBEC7HDvogdgSMpBQRp69atZoQ07WzanYgIRVIqJyfH9eSTT5rElI7ep0mRG264oUhCAiiJOym1bt06NhRgIcQOWBmxA7AmYgdiIXZU0H/CWW0NABA5O3fuNH1jaR9WHTt2ZNMDAIgdAADLXndUDGmpAAAAAAAAgABQUwoAAAAAAAARR00pAAAAAAAARBxJKQAAAAAAAEQcSSkAAAAAAABEHEkpAAAAAAAARBxJKQAAAAAAAEQcSSkAAAAAAABEHEkpAAAAAAAARBxJKQAAAAAAAEQcSSkAAAAAAABEHEkpAAAAAAAARBxJKQAAAAAAAEQcSSkAAAAAAABEHEkpAAAAAAAARBxJKQAAAAAAAEQcSSkAAAAAAABEHEkp2NoPP/wgN9xwgzRv3lyqVasmDRs2lG7dusnDDz/ss9xrr70m06dPL9d7jRs3Tj7++OMi8xctWiQVKlQw/1vF559/Lrfddpucc845UqVKFVM+fxITE832O/XUU6VGjRpSu3Zt6dSpk0yePFny8vIiXm4ACDfiRvniRmHffPONWVanQ4cOhXRfAYBVEDvKFzt27tzpiRWFp1mzZoV138H6KrhcLle0CwGUxbx58+Taa6+Vnj17yp133imNGzeWpKQkWbNmjTm57dmzx7Nsu3bt5OSTTy5X4qhmzZpy0003FUlupaWlyebNm+Wss86SWrVqWWJnDhkyRJYuXWoSTNu2bZO1a9eKv6/6L7/8IuPHjzfbUBN7OTk58sUXX5iklK7jjTfeiEr5ASAciBvljxvejh07Zi5ENHbs27dPDh48aGItADgJsaP8sUOTUq1atZL7779f+vfv7/Nc69atpV69emHYc7ALklKwrR49esjevXtNYqVy5co+zxUUFEjFihUjkpSyIu/Pf99998mrr75a6sWFt1tuuUU++ugjc8GhNdAAwAmIG6GNG7rcihUr5Oqrr5axY8eSlALgSMSO8scOd1Lq3//+tzzyyCNh3FuwI5rvwbYOHz5sEk2FE1LKOyHVsmVL2bRpkyxevNhTTVTnqaysLNPUr2PHjqbpWt26dU3zv08++cRnffqa48ePy4wZMzzr0NpFJTXf+/TTT8264uPjJSEhQXr16iXff/+9zzKjR482r9Xy3XrrraYM2gTxH//4h6SmppZ523h//rKoX7++WUelSpXKtR4AsBLiRujiht4Znzp1qqlRS6wA4GTEjvBdcwDmOGIzwK404aPtux944AHzf25urt/l5s6da/pM0mqlmhTSSeep7OxsOXLkiMnYa39R77//vlx00UXSr18/efvttz3r0NfExcXJVVdd5VmH9lNVnJkzZ8p1111nmvPpOt98801JSUkxiaxly5YVWf7GG2+UNm3ayJw5c+Sxxx4zr3/ooYf8JrDC0XeV3tHQPqS0jLNnzza1wTRZ5y/hBwB2RdwIjczMTNNkY9iwYXLuueeGaK0AYE3EjtB57rnnpGrVquamvV5z6U18QC9GAVs6dOiQ66KLLtL6oWaqUqWKq3v37q7x48e70tPTfZY9++yzXT169Ch1nXl5ea7c3FzXkCFDXJ06dfJ5rkaNGq5BgwYVec3ChQvN++v/Kj8/39WkSRPXOeecYx67aZkaNGhgyuj21FNPmddOmDDBZ51Dhw51Va9e3VVQUOCZN2bMGFelSpVcixYtcgXj3nvvNe9REt1m7u1YoUIF16hRo4J6DwCwA+JGaOLGww8/7Dr11FNdGRkZPrHs4MGDIdpTAGAdxI7yx459+/a57rzzTtcHH3zgWrp0qeu9995zXXDBBWb5adOmhXR/wX6oKQXb0g7xtPnA6tWrTdZdayb9+uuvMnLkSNPxaqCjAP3vf/+TCy+80PQZpTWDdOQIrdm0ZcuWMpVr69atpsPXgQMH+lRp1fVrjaiVK1dKRkaGz2u0w3Zv7du3N00Lk5OTPfOefPJJU5tJ27WH2uDBg812/Prrr2XEiBGmvbd2RAgATkLcKL9Vq1bJpEmT5L///a+pQQwATkfsKD8dkEqbfP/1r381NaS0s/MlS5aYlizaSoRRv2MbSSnYXpcuXeTRRx81ySVNBmmzN+1Mb8KECaW+Vjvzvvnmm+WUU06Rd9991zTL0+SM9umkSaGytjt3n3wLa9KkiekQUJvJeSs84oS7c3FtIhEJjRo1Mtuxd+/eJsH39NNPmxH41q1bF5H3B4BIIm6UncZHbeKu2/Do0aNmcsdLHY02PT09ZPsJAKyE2BFaWhFAB1fSa6fffvstxGuHndBhDBxFT25PPfWUvPjii7Jx48ZSl9dElI4Eof0oaX9NbtrXVFm5E0xJSUlFntOkmdaeqlOnjljZ+eefb/7Xmmd6BwMAnIq4ERwdmEMnvRFU2GmnnSYdOnSQ9evXh2z/AIAVETtCwz1SHx2mxzZqSsG2/CV9lLvZndZK8q555K/WkSaitLM974TU/v37i4y+V9I6Cmvbtq2peaWdlXsPiaqj92lH5u4R+axs4cKF5v/TTz892kUBgJAhboQmPhSeBg0aZJ7TAUN0ND4AcBJiR3joIFVaMUBHU+eaI7ZRUwq2dcUVV0jTpk2lb9++csYZZ5hmcXp39oUXXjD9Nz344IOeZbWPqVmzZpkTn47EV716dTPvmmuuMU34hg4dKjfddJMkJibKM888Y5reFa5GqsvryHefffaZeT4hIcEkoArTTL82HRwwYIBZ/1133WVqXmk/TdrMQZvHlYU2qdPp22+/LbVfqV27dplmiGrbtm3m/w8//ND837JlS1P9WGmtsgMHDshf/vIXk0jT8n311Vcybdo00+a7c+fOZSorAFgRcaP8cUNHkS3MPSqs9s+oFxcA4CTEjvLHjuHDh5sklMYJ7TZEr7leeeUVc+321ltvSaVKlSKwJ2FZ0e5pHSir2bNnu/r37+9q3bq1q2bNmmb0vebNm7sGDhzo2rx5s8+yO3fudPXu3duVkJBgRnlo0aKF57nnnnvO1bJlS1e1atVcZ555phkBwj2SkLf169e7LrzwQld8fLx5zj2aX+HR99w+/vhjV9euXc0oejpy32WXXeZavny5zzLFjVj01ltvmfk7duwosmzh9/HH/Xp/k/cIgp9++qnr8ssvdzVs2NBVuXJlsx3PP/9818svv2xGIQQAJyFulD9u+MPoewCcjNhR/tjx5ptvmmuMunXrmmuOOnXquK644grX119/HZF9CGuroP9EOzEGAAAAAACA2EKfUgAAAAAAAIg4klIAAAAAAACIOJJSAAAAAAAAiDiSUgAAAAAAAIg4klIAAAAAAACIOJJSAAAAAAAAiLjK4nAFBQWyb98+SUhIkAoVKkS7OAAQVS6XS9LT06VJkyZSsSL3JYpD7AAA4kawiB0AEPw1h+OTUpqQatasWbSLAQCWkpiYKE2bNo12MSyL2AEAvogbxA4ACEfscHxSSmtIuTdGrVq1ol0cAIiqtLQ0k6h3nxvhH7EDAIgbwSJ2AEDw1xyOT0q5m+xpQoqkFAD4nhtB7ACAYH5Tg+sOAAhl7KBDEQAAAAAAAEQcSSkAAAAAAABEHEkpAAAAAAAARJzj+5QCrDIkZl5enuTn50e7KHC4SpUqSeXKlen7A3AAYgcihdgBOIdeb+Tm5ka7GIgBVapUMfGjvEhKAWGWk5MjSUlJkpGRwbZGRMTHx0vjxo2latWqbHHApogdiDRiB2B/x44dkz179pibGkAkOjFv2rSp1KxZs1zrISkFhFFBQYHs2LHDZJCbNGlikgSMXoNw0R8geiF78OBBc9y1bt1aKlaklTZgN8QORBKxA3BODSlNSGmCuX79+lxzIOyxQ6859JjTa47y1JgiKQWEkSYI9OKiWbNmJkBE42RBEiy2xMXFmaq0u3btMsdf9erVo10kAEEidiDSiB2A/WmTPf3trwkp/U5HkrtmFtcdsaV+/fqyc+dOc+yVJynFLXQgAqJRWyU7L1+27E+X5PSsiL83oovaUYAzROO7fDw7T7YkpcvRjJyIvzeii9gBOEM0EkO7DmfI78nHaDYYYyqE6FgjKQU41P7ULMnLLzD/AwAQiJ2HjkteQYHsPkI/iACAwKRl5Upmbr5k5TKoE4JHUgoAAAAGXePCqVq2bGnu6hee7r33Xk/zo9GjR5s+QLXpU8+ePWXTpk3RLjYAOB5JKQAAAACOtnr1ajMasntasGCBmf/Xv/7V/D9hwgSZOHGiTJ482SzbqFEj6dWrl6Snp0e55ADgbFFPSu3du1f+/ve/S7169UxH0B07dpS1a9d6nueuBWBfgwcPluuvvz6o1+zfv9/8CKxRo4acdNJJAb1m+vTpPsvqnU49l5TmiSeekH/+859iBdpJoN6xXb9+fbHLfP7559KpUyfTeT4AOBWxI3DEjuA65NVEk3vSmHraaadJjx49zPXGpEmTZNSoUdKvXz9p166dzJgxQzIyMmTmzJllOIoBRBqxw76xI6pJqZSUFLnwwgvNSFFffvmlbN68WV544QWfi0vuWgDROam7q7VXrlxZmjdvLvfcc4/5zgbjpZdeMgmjYLz44ovmDqaeJH/99VcJlwMHDpjyPf744xLtbf3YY48FtOw111xj9gk/kAFES0GBy3SCrn0WFkbsiBxiR/lHuHz33XflH//4h4mrO3bsMDfFevfu7VmmWrVqJmG1YsWKYteTnZ0taWlpPhOA4BA7IseqsaOyRNHzzz8vzZo1k7feesunvbdb4bsWSu9aNGzY0Gycu+66KyrlBspKj2ntBDASMnP+7GwwIydP4qpUCmqEhCuvvNJ8N/Py8kzCWH+4HT16VN5///2A11G7du2gy71t2zbp3LmztG7dWsLpzTfflG7duvmccyJN7zzMmzdPPv3004Bfc/vtt8srr7xiapgCiA2RjB0aNwr+GNrbX+zYn5Ylh45lS/UqlaRNw4Qiryd2hB+xo/w+/vhj85tGL9CUJqSUXmN407937dpV7HrGjx8vY8aMCUGJAPvHDnfc0AjCdYcvrjssnJTSC7ErrrjCtOVevHixnHLKKTJ06FC58847zfOl3bXwl5TSOxY6uXHHAlaigeGsJ7+OyntvfvoKia8a+Fdev2tavV01bdpUbrnlFp9aT/n5+abp23fffWe+p1qbSr+/Dz74oGcZ/bGnP/r0x5/STkPbt28v1atXlzfeeEOqVq0qd999t2lupzRB5P7x9/bbb8ugQYPMe2ofD5og2759u9StW1f69u1ralHWrFmzzNtj1qxZRc4hWr5zzjlHKlWqZBLgWr5nnnlGBgwYIPfdd598+OGH0qBBA9PfRJ8+fcxrFi1aJJdccol89dVX5s7DL7/8YpJdun5tijx8+HDTTPnqq682AUmbKbstX77cDMHdtWtX2b17t5mnn/Ghhx6SH374wSTmXn/9dbM+t2uvvVYeeOABs9ypp55a5s8PwD6sFDtSM3PN/8WNsETsIHbYgcZjjePaqbm3wjfv9KK+pBt6I0eONHHe+7pDb7gDVmCl2FEaYseMmL7uiGrzPf1wU6ZMMRvg66+/Nhen+qH1YrS0uxbu5/zdsdDaGe6JwACE5ruqJz9taut9p1aTVR988IGpSfXkk0+apnD6d0k02aP9RenJTxNLTz/9tKezUe1YVO+y33zzzaYJnzavU3oCffnll2Xjxo3m9ZoIGzFiRJk/jzZD1HV16dLFb/lOPvlkWbVqldx///2m2aImzrt37y4//vijSaQPHDjQ9DPhTRNrGjQ0YZ6YmGg+g9b01FqdWhtKP6PWcCqcmNcEm34+N60Z+sgjj5jmi23atJFbb73V1FZza9GihQlQS5cuLfPnB4BIIHYQO6xIb3598803cscdd3jmuW/CFb6+SE5OLnIdUvhCulatWj4TgPIhdvw19q47XFFUpUoVV7du3Xzm3X///a4LLrjAPF6+fLnW/nPt27fPZ5k77rjDdcUVV/hdZ1ZWlis1NdUzJSYmmnXoYyDSMjMzXZs3bzb/q4KCAtfx7NyITFv2pbp+2H7ITPq3vnegBg0a5KpUqZKrRo0arurVq5vvkE4TJ04s8XVDhw513XjjjT7rue666zx/9+jRw3XRRRf5vOa8885zPfroo56/dXl9XUk++OADV7169Tx/v/XWW67atWt7/n7qqadcHTp0KPb169atM59n9+7dPvMLly8vL89sg4EDB3rmJSUlmdd+//335u+FCxeav7/55hvPMuPHjzfztm3b5pl31113FTlvtWnTxvXpp5+axzt27DCveeONNzzPb9q0yczbsmWLz+s6derkGj16dMDHnTc9F3JOLB3bCbEaO1bvOFxi7Ni8L9X1U2KKmQojdjgzdjjtfKi/ERo1auTKzc31zNPjXOc9//zznnnZ2dnmt8Xrr78e8Lqdtq1gL9GMHe64cSg9k+uOGLruyAzRNUdUm+81btxYzjrrLJ95Z555psyZM6fIXQtdNpC7FnrHQifAirQKeHwQVVnLI65qJcn5oyPasrynVg3VmoyamdemdtrpuNYc8qZVPPU5veuYmZlpOg4tbdQ7bb7nTb/b+p0uycKFC2XcuHGmRpZWjdcMflZWlhw/ftzUugqWllVpM8KSyqfN+HRkUG3S5+Y+9xQus/frdBmtLutdzVXnae0rty1btsiePXvk8ssvL3Y97vOevtcZZ5zhmR8XF1fkjkms0arJjz76qBkkQ/en3t3RasraH5m7yYX28zF16lRTM06rKr/66qty9tlnR7vogKVjh/YV5e5Titjhi9hhf1rLW7sD0O4BdCAX7+/YsGHDzG8NbcGhkz7WWN6/f/+olhmwS+xQ+n5xXHf4IHZYvPmejry3detWn3l64avVxFSrVq1MYsrdtEfpRa/2P6VV2gCEjyZ7Tj/9dJMk0aZz2lebd2ee2kxP2yBrB+jz58831T61E279jpbEuwmgO2CWNNSoJryuuuoqMzyzJqy1vbQmF1Ru7om+TYKlzfOUv9EE/ZXPe567b4nCZS68TGmfU6vQ9urVyySYSlqPv/c6cuSIGdo6VjFyK2BdxI4TiB3WpM32tC8V/e1SmHYLoIkp7R9Tm/frzQ/9fZOQULRDfwChReyI7dgR1ZpSekGrySW9E6HtILUWgd7V1klx1wKwjqeeesp0sqd9LGnHoNq2WL+/+uPNe+S8UFuzZo2pGfXCCy942kCX1m9VaU477TTT74PWvNIaNtHwySef+PRnESitIabbuVOnThKrGLkVsA9iR2gRO8pHB0/SmrT+6HWH9tPiHnwFQPQQO2IrdkS1ptR5550nc+fONUPMay0I7W1eO+jSHufduGsBWIOOTKdNnzSJrLQWlSaMdJACreH4xBNPmI7KQ00TSJqU0s76tOPDd955xzQbLA9NbmmzuWXLlkk0aHM83VbXXHNN0K9duXKlaaLsPTJGrNG7PXoXWzug184XNVBOmzbN83xpI7f6ozUBtWmo9wTEouLHGSsbYkfoEDsAxApiR2zFjqgmpZRunA0bNpgsnPaxcuedd/q9a6Ejceky2nRPE1gAIk+HGdWLfx3lQUfL7Nevn9xyyy2mv57Dhw/71JoKFe2jauLEiaZ2jH7333vvPTPKZnn985//NMOnltR0MFw+++wzs800oRIsTeJr4t57iNdYw8itgL0QO0KD2AEglhA7Yid2VNDezsXB9G537dq1JTU1lWFaEXGaSNVaG9o/mr9OtcNp1+Hjkpp5os+l9k1Piuh724Ge+i644ALTf4QOfxpJ1157rVx00UWmJmgwDh48aDo81xpqekyV5bhzwjmxatWqpqaUd62nBx54wNwF+v7778187bNw3759PoNk6E0PTah+9dVXfmtK6eS9nZo1a2br7QT7imbs2LQ3VfL/+GnoL3ZsSUqT3D8G0YjF2BKLscMJcSNS2FaI1djx856j5v/WDWqWqaNzp3Nq7MgK0TVH1GtKAUA0aC1M7b9OmwZGmgaGsgQkPem/9tprJV5UxILiRm7VzmsLj9zqrbSRWzVgek8AUBixAwAQLGJHyUhjAjB3vStVrCAV/xh1IVZ06NDBTJEW7J0Kt/PPP99MsS6YkVvdHTO6R27VZqAAUB7EDgAAsSN0SEoBMS47N1+2HkiXqpUryhmNqB0C62PkVgAAAMAZSEoBMS4t60S/Uzl5ke/wGyjPyK0jR46Up59+2tSM8jdya2Zmpul8PyUlxXTwOH/+fElISGCjAwBiwrgvtkhCtcpy/2Wto10UACgWSSkAgO3oyK0lDW3rHrlVJwAAYk3ikQyZumS7eXzvJadLxYqx1UUDAPugo3MAAAAAcJDsvHzP4xjrMhSAzZCUAgAAAAAAQMSRlAIAAAAAAOXiYvuhDEhKAQir/fv3S69evaRGjRpy0kknefr7+fjjj9nyAABiBwCA644YRlIKQBGDBw+W66+/vsj8RYsWmYTS0aNH/f7tz4svvihJSUmyfv16+fXXX9naAOBQxA4AALEDwWL0PQBhtW3bNuncubO0bs1wxAAAYgcAgOsO/ImaUkAkuVwiOccjMlXIzfBMZp6+d4S1bNlS5syZI2+//bapUaV30f159NFHpU2bNhIfHy+nnnqqPPHEE5Kbm+uzzNixY6VBgwaSkJAgd9xxhzz22GPSsWPHCH0SAIgiYoffzULsAEo+bSDGRSF2eOZx3YEgUFMKiCQ9WY9rEpG3al54xuP7RKrWkEhavXq13HbbbVKrVi156aWXJC4uzu9ymmiaPn26NGnSRDZs2CB33nmnmTdixAjz/HvvvSfPPvusvPbaa3LhhRfKrFmz5IUXXpBWrVpF9PMAgNNjx1mFZxA7AMCeIhg7zik8g9iBIJCUAuDX559/LjVr1vSZl5+fH9TWql+/vlSrVs0koxo1alTscv/61798alc9/PDDMnv2bE9S6pVXXpEhQ4bI7bffbv5+8sknZf78+XLs2DH2HgBYCLEDAEDsQDBISgGRVCX+xJ2DCNh9JENSM080gTvnlNon3jsIl1xyiUyZMsVn3g8//CB///vfJdQ+/PBDmTRpkvz+++8m0ZSXl2dqV7lt3bpVhg4d6vOa888/X7777ruQlwUAYjl2bN6XJvl/NLsgdgCAjUUwdmzYm2r+P61+DYmvWpnrDgSFpBQQSRUqRKwJnauKiCvvj36ZyvCeNWrUkNNPP91n3p49eyTUVq5cKX/7299kzJgxcsUVV0jt2rU9zfO8aZ9U3lx0lgAgVkQ0duT9eX4ldgCAfUU0dnhdc2hSKkhcd8Q2OjoHEFXLly+XFi1ayKhRo6RLly5mlL5du3b5LNO2bVtZtWqVz7w1a9ZEuKQAAKsgdgAAiB3OQE0pAFGltbF2795takedd955Mm/ePJk7d67PMvfff7/p/FyTVt27dzf9Tf38889mpD4AQOwhdgAAiB3OQE0pAFF13XXXyUMPPST33XefdOzYUVasWCFPPPGEzzIDBgyQkSNHyiOPPCLnnnuu7NixQwYPHizVq1ePWrkBANFD7ECw9u7da/rFrFevnsTHx5vfHGvXrvU8r81WR48ebUYC1gFaevbsKZs2bbLthv6jES4AL8QOa6rgcnjHLGlpaaaPmtTUVJ+Ok4FIyMrKMgmUVq1aRTyBsuvwcU9H5+2bnlTscgfTsyQpNavU5aymV69eZkS/d955J9pFsdVxxzkxMGwnxGrs2LQ31dPRub+YsCUpTXLzC4p93uqIHcEfd044H6akpEinTp3MIC733HOPNGjQQLZt22ZG/D3ttNPMMs8//7w8++yzMn36dGnTpo2MHTtWlixZYgZbSUhICOh9rLStfj2QLr1fXGIe7xh/VZG+OeE80YwdP+85av4/vUHNEx2dOwyxI7zXHM47YgA4TkZGhrz++uumI/RKlSrJ+++/L998840sWLAg2kUDAGfR61aH3K4kdsBNE07NmjWTt956yzNPE1Jueo9eRwHW/i379etn5s2YMUMaNmwoM2fOlLvuuouNCcQIYkfk0XwPgOXp3b0vvvhCLr74YuncubN89tlnMmfOHLn88sujXTQAgEURO+D26aefmn4p//rXv5paUlpratq0aZ7n9U7//v37pXfv3p551apVkx49ephuBYqTnZ1tagN4TwDsjdgRedSUAmB52reD1owCAIDYgWBt375dpkyZIsOHD5fHH3/cjOj7wAMPmMTTbbfdZhJSSmtGedO/C48I7G38+PEyZswYdgjgIFx3RB41pQAAAAA4VkFBgRkoZdy4caaWlDbH01F9NVHlrXC/S9qsr6S+mHQQFu0vxT0lJiaG7TMAgFORlAIiwNrjCdDxpdNY+3gDECi+y4gkJx9vjRs3lrPOOstn3plnnim7d+82j3XgFOWuMeWWnJxcpPaUN61ppR34ek9AtDn5uwxnHmtRTUrpsKt698F7cgcFJw7NithTpUoVT4d5QKS4jzf38QfAXogdiAYnx44LL7zQjKLn7ddff5UWLVqYxzpylF6DeA+gkpOTI4sXL5bu3buLHZGXiD06GJD72AUiwX2suY892/YpdfbZZ/v0FeP9gSZMmCATJ070GZpVh2MMZmhWIJr0eD7ppJPMnTYVHx8fsSF583KyxZWX5xmuszi5OTniysspdTlYnyby9aJCjzc97sobIADEXuwoyMsRV4Gr2JhQkKvPFxT7POwnFmLHQw89ZJJL2nzv5ptvNn1KTZ061UxKv1/Dhg0zz7du3dpM+li/e/3794928YGAVK5c2RyzBw8eNMnlihUjV//EfS2RnZUlFQuinmJAhJpF67Gmx5wee+UR9SNGP4B37ajyDs2qo2Do5MYoGIg29/HtvriIlMPHciQzN988rpoZV+xy6Vl5kpqZW+pysA+9qPB3XgVgH9GKHclHM+WPnJTfmHAgNUvy/1iAmOEsTo4d5513nsydO9f0AfX000+bmlF6nTFgwADPMiNGjJDMzEwZOnSopKSkSNeuXWX+/PncCIdtaHJVm6rqaJIlddAfDskpmScepFeTqpXpIShWVKxYUZo3b17uG2dRT0r99ttvpnmetsnWk7/elTj11FNLHZq1uKQUo2DAqgFChyDOzT2R/ImEGZ9ukqW/HTSPv324Z7HLfbA6Uf67ZG+py8Ee9M6YE+9yA7EmWrHjwcnL5Hh2XrEx4bH/fi+Hjp24+UfMcI5YiB3XXHONmUr6zmm3IToBdlW1alVT0y/STfju+GiR+X/KgM7SqhEtmmLpeKsYghp5UU1KaRLq7bffNk3zDhw4YJrnadVa7TeqrEOz6h0QHe7Vu6ZUs2bNwvgpgMDoj71I/uBLzRHZm36iplT16tWLXS7bVSmg5QAAzo8dScfyJT2r+Jhw4HiB7CdmAIBlaZIg0r/p3dcSFSpX5XoCQYtq3bo+ffrIjTfeKOecc45cfvnlMm/ePE8zvbIOzcooGADgbAySAQAAYD0uYeQ/BM9SDT5r1KhhElTapK+sQ7MCAJxPB8lISkryTBs2bCgySMbkyZNl9erVJp7oIBnp6elRLTNgB5HpTh0AAMCCSSntoHzLli2mDwUnDs0KAAjtIBnuqX79+n4HyWjXrp2pfasjS+kgGSXFH23u7T0BAGBX1FgBYBdRTUo98sgjJsmknZr/8MMPctNNN5kLgUGDBvkMzaqjZWzcuFEGDx7M0KwAAM8gGXoD429/+5ts377dbJXSBskojg6SUbt2bc9EX4QAAABA+EW1o/M9e/bIrbfeKocOHTJ3uS+44AJZuXKltGjRwjzP0KwAgMIYJAMAAABwhqgmpWbNmlXi8wzNCoRfCeMGAJakg2S4aT+E3bp1k9NOO80009ObG2UdJEMnAAAAADHapxQAAMFikAwAAADAnkhKAQBsjUEyAAAAAHuKavM9AADKMkhG3759pXnz5pKcnCxjx471O0hG69atzaSP4+PjpX///mxsAAAAwEJISgEAbIVBMgAAAABnICkFALAVBskAAKBkLhdbCIA90KcUAAAAAAAoF5KhKAuSUgAAADC0XzYAAIBIISkFAAAAAACAiCMpBQAAAAAORZMqAFZGUgoAAAAAAAARR1IKAAAAAaHLKQAAEEokpQCH4sIBAAAgNtFkD4BdkJQCAAAAAABAxJGUAgAAAAAAQMSRlAIAAADgaKNHj5YKFSr4TI0aNfI873K5zDJNmjSRuLg46dmzp2zatCmqZQaAWEBSCgAAAIDjnX322ZKUlOSZNmzY4HluwoQJMnHiRJk8ebKsXr3aJKx69eol6enpUS0zADhd5WgXAAAAAADCrXLlyj61o7xrSU2aNElGjRol/fr1M/NmzJghDRs2lJkzZ8pdd93ld33Z2dlmcktLSwtj6QHAmagpBQAAAMDxfvvtN9M8r1WrVvK3v/1Ntm/fbubv2LFD9u/fL7179/YsW61aNenRo4esWLGi2PWNHz9eateu7ZmaNWsWkc8BWJUr2gWALZGUAgAAgFGhAhsCztS1a1d5++235euvv5Zp06aZJFT37t3l8OHD5rHSmlHe9G/3c/6MHDlSUlNTPVNiYqJYhYv0AACboPkeAAAAAEfr06eP5/E555wj3bp1k9NOO80007vgggvMfO38vHCzvsLzvGltKp0AAGVHTSkgxpX0YwsAAMCJatSoYZJT2qTP3c9U4VpRycnJRWpPAQBCi6QUAAAAgJiiHZRv2bJFGjdubPqY0sTUggULPM/n5OTI4sWLTRM/AED40HwPAAAAhstVvucBq3rkkUekb9++0rx5c1MDauzYsWa0vEGDBpla48OGDZNx48ZJ69atzaSP4+PjpX///tEuOgA4GkkpwKG4cAAAADhhz549cuutt8qhQ4ekfv36ph+plStXSosWLczzI0aMkMzMTBk6dKikpKSYjtHnz58vCQkJbEIACCOSUgAAAAAcbdasWSU+r7WlRo8ebSYAQOTQpxQAAAAAOAg15hENDJ8EWyelxo8f72nP7T0Mq96taNKkicTFxUnPnj1l06ZNUS0nAAAAAAAAHJKUWr16tUydOlXat2/vM3/ChAkyceJEmTx5sllGR8Xo1auXpKenR62sAAAAAAAAcEBS6tixYzJgwACZNm2a1KlTx6eW1KRJk2TUqFHSr18/adeuncyYMUMyMjJk5syZJQ7vqiNpeE8AAAAAECsq0I4KUcAArbBlUuree++Vq6++Wi6//HKf+Tt27JD9+/dL7969PfOqVasmPXr0kBUrVpTYDLB27dqeqVmzZmEtPwAAgFNwIQsAAGImKaWjYPz4448mkVSYJqRUw4YNfebr3+7n/Bk5cqSkpqZ6psTExDCUHHAObqTBzuiPEAAAALCvqCWlNFn04IMPyrvvvivVq1cvdjnt/NybNusrPM+b1qaqVauWzwQAcB76IwQAAADsLWpJqbVr10pycrJ07txZKleubKbFixfLyy+/bB67a0gVrhWlrylcewpAUTTBgJPRHyEAAMVz0bkPAJuIWlLqsssukw0bNsj69es9U5cuXUyn5/r41FNPNaPtLViwwPOanJwck7jq3r17tIoNOA6/WWBH9EcIAAAA2F/laL1xQkKCGVHPW40aNaRevXqe+cOGDZNx48ZJ69atzaSP4+PjpX///lEqNQAg2tz9EWrzvWD6I9y1a1eJ/REOHz7c87eO3MpAGQAAAIBDk1KBGDFihGRmZsrQoUMlJSVFunbtKvPnzzcJLQBA7HH3R6ixINT9EeoEAAAAIEaTUosWLfL5Wy8gRo8ebSYAALz7I3TLz8+XJUuWyOTJk2Xr1q2eGlONGzf2LEN/hAAAAID1RK1PKQAAgkV/hAAAAIBzWKqmFAAAJaE/QiC6GNkVAACEEkkpAICj0B8hAABA5GkfnkCwSEoBAGyN/giB0Cl+OAAAAIDQo08pIMZxARIdOw8dlzeX7ZCs3PwolQAAAAAAoouaUgAQBT3/c2K00YPp2fJYnzPYBwAAAABiDjWlACCKVu88wvYHAAAAEJNISgEAAAAAAMAezfduuOEGqeBnTGCdV716dTn99NOlf//+0rZt21CUEQDgAMQOAACxAwBQ7ppStWvXlu+++05+/PFHT3Jq3bp1Zl5eXp7Mnj1bOnToIMuXLy/L6gEADkTsAABYIXaMHz/erGvYsGE+Q9mPHj1amjRpInFxcdKzZ0/ZtGkTOwwArJiUatSokakJtX37dpkzZ4589NFHsm3bNvn73/8up512mmzZskUGDRokjz76aOhLDACwJWIHACDasWP16tUydepUad++vc/8CRMmyMSJE2Xy5MlmGX3fXr16SXp6ui13msvl9TiaBQGAcCSl3nzzTXNnoWLFP1+uj++//35zktc7D/fdd59s3LixLKsHgJihd2ZjBbEDABDN2HHs2DEZMGCATJs2TerUqeMTiydNmiSjRo2Sfv36Sbt27WTGjBmSkZEhM2fOLHZ92dnZkpaW5jMBACKQlNKqsr/88kuR+TovPz/fPNa+pfz1OwUAiE3EDgBANGPHvffeK1dffbVcfvnlPvN37Ngh+/fvl969e3vmVatWTXr06CErVqwosRmgNi90T82aNQvy0wEAytTR+cCBA2XIkCHy+OOPy3nnnWeCwKpVq2TcuHFy2223mWUWL14sZ599NlsYCNCSXw/Kut1H5f5LT5eKFUnownmIHQCAaMWOWbNmmX6ptGleYZqQUg0bNvSZr3/v2rWr2HWOHDlShg8f7vlba0qRmAKACCSlXnzxRXOS1rbXBw4cMPP074ceesjTnlvvNFx55ZVlWT0Qk277v1Xm/9Ma1JBr2jeJ2PtSoRGRQuwAAEQjdiQmJsqDDz4o8+fPN7WqilO4tpU26yupBpbWptIJwB/fGTYEIpWUqlSpkmlzrZO77XStWrV8lmnevHlZVg3EvL0pmTG/DeBMxA7A+uh6AU6MHWvXrpXk5GTp3LmzZ542/VuyZInp2Hzr1q2eGlONGzf2LKOvKVx7CgBggT6lvGlQKBwYAERfBaEJIKyL2AHY313vrJGlvx2MdjFiyhtLt8vjczfE1CAZoYgdl112mWzYsEHWr1/vmbp06WI6PdfHp556qhltb8GCBZ7X5OTkmGaB3bt3D/GnAACUu6aU+vDDD+WDDz6Q3bt3m5O2N22vDQAoXaxdVhA7AOf4etMBM+187upoFyVmjJ23xfx/Q6dT5LyWdSVWlDd2JCQkmBH1vNWoUUPq1avnma8j/Gk/Va1btzaTPo6Pj5f+/fuLHbli7hcGgJiqKfXyyy/L7bffLg0aNJB169bJ+eefb07q27dvlz59+oS+lAAA2yN2AEBoZOScGHUuFkQqdowYMcIkpoYOHWpqUe3du9f0QaUJLQCAxZJSr732mkydOtW0wa5atao5iWt11wceeEBSU1NDX0oghnBfC05F7AAAWCV2LFq0SCZNmuTTn9ro0aMlKSlJsrKyTNO9wrWrAAAWSUpp1Vl3++q4uDhJT0/3DNn6/vvvh7aEAABHIHYAAIgdAIByJ6W0I8DDhw+bxy1atJCVK1eaxzt27IjZjhcBACUjdgAAgkXsAABnK1NS6tJLL5XPPvvMPB4yZIg89NBD0qtXL7nlllvkhhtuCHUZAZRBfgEJYjuIpTw+sQMAQOwAAJR79D1t111QUGAe33333VK3bl1ZtmyZ9O3b1/wNIPq+2rQ/2kUAfBA7ACA0YqllArEDAJytTEmpihUrmsnt5ptvNhMA+6kQ7QIgZhA7AADEjsiIobwlgFhJSv38888Br7R9+/YBLTdlyhQz7dy50/x99tlny5NPPukZ3lXvAo0ZM8bcIUlJSZGuXbvKq6++apYDnIofEXCScMQOAICzETsAIHYEnJTq2LGjGSq1tOrCukx+fn5A62zatKk899xzcvrpp5u/Z8yYIdddd52sW7fOJJ4mTJggEydOlOnTp0ubNm1k7Nixpu+qrVu3SkJCQqBFBwBESThiB4DwofYsrIDYAQCxI+CklI6sF2raB5W3Z5991tSc0tH8zjrrLJk0aZKMGjVK+vXr50laNWzYUGbOnCl33XVXyMsDAAitcMQOAOGTnpXH5kXUETsAIHYEPPqejqpXq1YtadGihUkO1a9f3zz2N5WF3iGfNWuWHD9+XLp162aC0f79+6V3796eZapVqyY9evSQFStWFLue7OxsSUtL85kAwKqc3uVDOGKH3rzQpn66Xp00Znz55Zee57VW1ujRo6VJkyYSFxcnPXv2lE2bNoXpEwLOkpN/YiAbWBuxo3zXHQAAGyaltmzZYhJGSvt5OnbsWEgKsGHDBqlZs6ZJOOnIfXPnzjW1pDQhpbRmlDf92/2cP+PHj5fatWt7pmbNmoWknACA4IUjdribfq9Zs8ZMl156qWn67U48uZt+T548WVavXi2NGjUyTb/T09PZhUA50bwPkRCu6w4AgM37lLr99tvloosuMneh//Of/5hkkj/aWXmg2rZtK+vXr5ejR4/KnDlzZNCgQbJ48WKffka86XsXnudt5MiRMnz4cM/fWlOKxBTsxOX4+5+IJeGIHTT9BgBnC9d1BwDAxkkp7Wz8qaeeks8//9wkhbSpROXKRV+uzwUTHKpWrerp6LxLly7mrvZLL70kjz76qJmntaIaN27sWT45OblI7SlvWuNKJwBA9IUrdng3/f7f//4XcNPv4voj1KbfOrnR9BsAnBs7YgG3OAE4LimlNZq0zydVsWJF+fbbb6VBgwYhL5DeDdELg1atWpkmFwsWLJBOnTqZ53Jyckwtqueffz7k7wsACL1wxQ5t+q1JqKysLHP33N30293noL+m37t27Sqx6bc2EQEARF+krjsAADbqU8pbQUFBQIHh6quvlqSkpGKff/zxx2Xp0qWyc+dOc4GhI+0tWrRIBgwYYO58DBs2TMaNG2cuNjZu3CiDBw+W+Ph46d+/f1mKDQCIolDFDu+m3zpa6z333GOafm/evLlcTb9TU1M9U2JiYkCfCQBgn9gBALBxTamyWLJkiWRmZhb7/IEDB2TgwIEmgGin5Dqa0ldffWU6pFUjRowwrx86dKikpKRI165dZf78+ZKQkBDOYgNA5LioYB9s7FA0/QYQ0wgdZYodAIAYS0qV5s033yzxeb2rrcN66wQgPEqqPQLYBU2/AQAAAPuJalIKQFFUnAFKpk2/+/TpY0ZWTU9PN/2OaNNvrWnr3fS7devWZtLHNP0G4CjcTwJgQVzHoCxISgEAbIWm3wAAAIAzkJQCANgKTb8RTq8u/F1a1IuXa9o3YUMDsHWzdgCwA5JSAAAAIrJud4r8++utZluQlAIAAAi/iuHu96Nu3briJMez8+S6ycvklW9/i3ZRADgA9zFjI3bAHg4fy4l2EYDAEDyCjh1TpkwxI33XqlXLTN26dZMvv/zyz03qcpnBlZo0aSJxcXHSs2dP2bRpE0ckAFilptSnn35qOpatUqWKeVySa6+91vw/cuRIcZr3ftglP+1JNdP9l7WOdnEAwNKIHQAAK8SOpk2bynPPPSenn366+XvGjBly3XXXybp16+Tss8+WCRMmyMSJE2X69OnSpk0bGTt2rPTq1Uu2bt0qCQkJ7EQAiHZS6vrrr5f9+/dLgwYNzOPi6MhH+fn54lQ5eQXRLgIA2AaxAwBghdjRt29fn7+fffZZU3tq5cqVctZZZ8mkSZNk1KhR0q9fP0/SqmHDhjJz5ky566672IkAEO2kVEFBgd/HAAAQOwAAoRLu6w5NZP3vf/+T48ePm2Z8O3bsMEmw3r17e5apVq2a9OjRQ1asWFFsUio7O9tMbmlpaSEvKwA4XZk7Ov/222/NlJyc7BMs9I5FaSMjAQBiE7EDABCt2LFhwwaThMrKypKaNWvK3LlzTS0pTTwprRnlTf/etWtXsesbP368jBkzhh0KAJFOSunJ9+mnn5YuXbpI48aNTUAAYE98fREpxA4AQDRjR9u2bWX9+vVy9OhRmTNnjgwaNEgWL17seb7wurXz85LeT/uxGj58uE9NqWbNmokV0Bc+ALVxb6rUq1lVGteOE0clpV5//XXTCeDAgQMl1pCAQ7jpDyDEjlja3bEcOwAglFwxlHIIZeyoWrWqp6NzTXKtXr1aXnrpJXn00UfNPG3Cp4kvN62ZVbj2lDdt4qcTAFjRjkPH5ZpXlpnHO5+7WqyqYllelJOTI927dw99aQAAjkXsAABYKXbojUDtE6pVq1bSqFEjWbBggc/7ai0qrnkA2NXPe46KHZQpKXXHHXeYkSgAACB2AADCJVTXHY8//rgsXbpUdu7cafqW0pH2Fi1aJAMGDDAtIYYNGybjxo0z/Uxt3LhRBg8eLPHx8dK/f/+QfA4gNlp5xE4tTkSh+Z53e2ntYHDq1KnyzTffSPv27aVKlSo+y06cODGERQQA2BWxA3ZCH3uAc2PHgQMHTBPApKQkqV27tlnXV199Jb169TLPjxgxQjIzM2Xo0KGSkpIiXbt2lfnz50tCQkKIPx0AoExJqXXr1vn83bFjR/O/3knwRp9LAABiBwCgrMJx3fH/27sPMKmqs4Hj79LbskgHKaIiUVHUqAgWUAOKhohoNMEYiOXTgBgkhohYwAKCig3FYAE0AhoFBFGkg4B06R2WXhaW7cv2+Z5zcIaZ2ZnZmZ1yy/x/PMNOvXNumfve+95TyhqlT01r6NCh+mbPmiwMTAXA4kmphQsXRrckAADbIXYAAIgdsUcKCoBVlKtPKQDRE0+jsQEAgNBxrAAAsAuSUhHr1A0AAAAAjMdZCgCHRXYEJKVC5N50fd62lAivDgAAAPOyyPEtAACwCJJSYdh3MidyawIAAAAIAiNFAgDsEitISgFxvvOwyL4KAGACxAzAeqjhCMQnh0V+/CSlgDjeeeQWFHGgYjAHawAAYNMTDRiHBDIAq6hkdAGsjJNJWNmu41nS5a0lRhcDAEzDKtXcAQAA7IKaUiFK4LoDbOKTpclGFwEAAACATVCL01wcFmmRQVIKAAAgDCey8uXTpcmSnlvAcrSRlXtT5dv1h2P+vYfScmXItE0yaeUBcXCGh3KyxqkoANB8DwAAICx/m7BKNh/OlMU7T8jEh65ladrE/eNW6L9tGifKbxrXjtn33vnuUsk4Xajv161ZRW5v2zhm3w0AQFzVlBoxYoRcc801kpiYKA0bNpQePXrIjh07PN6jrhANHTpUmjZtKtWrV5fOnTvLli1bxAy4eAX49/mK/TJx+T4WEQDbUwkpRSWlYD9H0k/H9PucCSll0+H0mH43AABxlZRavHix9OvXT1asWCFz586VoqIi6dq1q+Tk5LjeM2rUKBk9erSMGTNGVq9eLY0bN5YuXbpIVlaWIWWmE1REmx2qW6tR/Z6fvllenLFFMnLPHlyjNJLbAIBQETtQFvdxG9heAJiZoUmp2bNnS58+feTSSy+Vdu3ayfjx4+XAgQOydu1aVy2pt99+W4YMGSI9e/aUtm3bysSJEyU3N1cmTZpkZNEBy4vmAUph0dmJ5xcVR++LEJesXssWgLVwQg8gGvIK7XeMTAUOWL6j84yMDP23bt26+m9ycrIcO3ZM155yqlq1qnTq1EmWL1/ucxr5+fmSmZnpcYsWO9RoAQCrsWItW1gDyQeYDdskYE+rkk/Jb56fLaNmbze6KIDhTJOUUle1Bw4cKDfccIOuEaWohJTSqFEjj/eqx87XfF1BT0pKct2aN28eg9Jb19GM01JUXGJ0MWCzKxlWGX4U1kQtW8CeVM3au8YslZdmbjW6KAAQVa/MOrOf+2DRHpY0JN4vbJgmKfXEE0/Ixo0bZfLkyaVeS/A6e1YJLO/nnAYPHqxrXDlvBw8ejGg5o3geb0iGvsOIBfKnX0eXAQArslotW5gXzQ6MNXvzMdlwKEM+XZYsZmKVg3rAHZstAKswRVKqf//+MmPGDFm4cKE0a9bM9bxqbqF414pKSUkpVXvK/cSjdu3aHjf4NnnVAf13zf40FpGJ2OHgN8FW6VuYGbVsAfsoLrFBAAQAANZJSqmTCVVDaurUqbJgwQJp1aqVx+vqsUpMqT5DnAoKCnR/Ih07dhSj2SF5AEQDzfdCWFbsR+Kili0AlIe/EEHoQEij77HFADCxSkZ+ueqoVo2i9+233+pRlJw1olRfUGq0JHXyMGDAABk+fLi0bt1a39T9GjVqSK9evYwsOmB5JENgdc5atkuWLPFby7ZJkyZB17JVNwDwRgIIAILD+QUsV1Nq7Nix+oq0GqpbnTg4b19++aXrPYMGDdKJqb59+8rVV18thw8fljlz5ugklhHs1N+EqjUARGfbYrkieqxeyxYwo8LiEpm9+aihZbDTMVa0/bD5qO4YHgAAqzO8+Z6vW58+fVzvUbWlhg4dKkePHpW8vDx9UuEcnQ9A+XHwD6tStWz/+9//6pq2zlq26nb69Gn9unst22nTpsnmzZt1XKGWLeDffxbvkcf/u45FZBFT1x2W0XN3Gl0My1Cjc19zzTU6ZjRs2FB69OghO3bs8HiPOgdR5xxNmzbVLTbURfMtW7YYVmYAiBem6OjcqmifDQSR8OLKNyLMirVsAbObvcVzUBkjUMs2tGXy3QZja7ZZibqorS5orFixQteiLSoq0iO05uTkuN4zatQoGT16tIwZM0ZWr16ta9x26dJFsrKyxOpW7j1ldBEAGMBhkdYrhvYpBWNZZBuNO3ZIdnrsAK0/O7Bg02NnLVt1AwDEt9mzZ3s8Hj9+vK4xtXbtWrnpppt0XHn77bdlyJAh0rNnT/2eiRMn6n4IVa3cxx57TKxs3YE0uemiBkYXAwB8oqZUHGQeARg3vPna/WlSUFTi9z3sRgCYgRmOaWhWHtoyoW/Q8lO1bZW6devqv8nJyboZuKo95aQGv+jUqZMsX77c73Ty8/MlMzPT42ZGZvh9A4A/JKVClODWFmnWRqpNw7pidoASx833Rv24Xe4Zu1z+9fUGo4sCIMQYD8CeVDJv4MCBcsMNN7j6qXWOAO49Qqt67HzNX19VatRw56158+ZRLj0ABM8q+WiSUmHYetScV0MAmMN/Fu/Vf79df8ToogBAQNRSMmeNJGq4RJ4avXXjxo0yefJkn02/PZe/o9Rz7gYPHqxrXTlvBw8eFDPi9w3AzOhTKo5xoBPfOEABAJjpmICaaoi2/v37y4wZM2TJkiXSrFkz1/OqU3NF1YpSA2c4paSklKo95U418VM3s+O3BcSnBLEGakoBJmOGEwMAAGLNDgN9xBJLK4Rl5XDoGlJTp06VBQsWSKtWrTxeV49VYkqNzOdUUFCgR+3r2LGjWB0XIoH45BBroKZUHO/U7TQvOCsnv0j+7/M1hi4Sq+wAjfLW3J2u+3RUCwDmZmRMI1EXGf369dOj6H377beSmJjo6idK9QNVvXp13URvwIABMnz4cGndurW+qfs1atSQXr16RagUAN6Zt0vq1KgsvTuex8KAC0kpwGYmLN8ny3anlvk+amQZ5535uwz8dgAA4svYsWP1386dO3s8P378eOnTp4++P2jQIDl9+rT07dtX0tLSpH379jJnzhydxAIQvv2pOfLWvDMXZklKwR1JqThGUsKesvOLjC6CZdovAwDMg35vSssrKPa7vDiOC14wtZJVbamhQ4fqm91wXIZYCfRLy8n3vz9DdFilRQZ9SgGIOGvs/gAAKJuRx/QTf95v3JcDQATRdQz8ISkFmIzdEjpc+QYA+1C1SWAOrAqwrQCwA5JSccxuyQ+Y82CWTloBWAb5FmMXP8s/JBZplQEAGvt4+ENSCgAAAIYzb5LFtAUD/KJWI8zMKn0dITZISgE2E+w+PlaxgOZ7AGB+nB8A9kWCCmZIIHFOEBsOCwZ0klIhYqcOACiPl2ZulWEzt7DwAMsxR7vCF7/dbHQRYCFWPDGF+SzakSJXvTxX5m49HtHpsnlGx7PTNkmn1xdJjglGYw8FSakgvL9wt9z65iJJzc4XOyFY2ZMZ2mubbdv6+Ke9cssbi+R4Zp7RRUGcysgtlE+XJcv4ZfskPbfA6OIApmSG+OWb8TFNxS/vkfjosxFAtPUZv1rScgvl0c/WRHQfb/xe1Z4mrTwgB07lyvT1hy21nElKBeH1H3fInhM58uHiPaY72YYN2WwbM8NJxiuztsnekzkyes5Oo4uCOFVUUuK6X1xir984gOgrLD67DwEAwE5ISoWgsNheJxI0RYxvZkgWxVqhW2IAMIq9IonNsHIAAFGimlTlFRbr+3F4GO6Bih5wR1IqjrEzQNS2LZMuWjN2sGizinHwg4sAgHWZYT/tqwxmKBesEXfi8UKk2ahk1KUv/iiXD5ujz8Hi8efLZgh/Kvl9BT5xYgGzW7s/zWSj78Fp1/GsUutnx/EsKSoukUoVuUYQLziRtL6UzDzJLyqR5nVrcIHHpk4XnKnNYAancgpkX2qO0cWAhZnxoly8OZSWq/8WFJXY7jjAfX6CHgU8aqWBYrVtjKQUYDOrkk8ZXQTT7giNvlLY5a0lPp+fvOqAPNjhvJiXB7HjvunF5/VRiwhyH3Ht8Pn674YXu0Z8RCKYw70fLhezUCNfAbBPgInXowCPjs7jdSHAJy7Nh4DmbogF9tHxZ92BdKOLAJsnRBEdh9NO66SyHRB7PG05ksmyAWympMQh6w6kSW5BkcEJmXjd43IwxBL3jaRUHIvX3SFiiyavgBd2vgCAKHNPfHBh5IxJqw5Izw+WS6+PVhpcY5r0DLXG4Y6kVAjYgdhHoCHZ42W49mgeoJg10HB9BgD7FfaPQLzh+OeMr9Yc1H/XHzS2hrrKF5rzSDm6SI7GjkOshaQU4s62o5lyyQuz5d35u0q99vOeVPnN8z/If1fsF7sfOMRLzeGv1x4SM9h4iCZ6OCNOfnqwGLZLwF6oqW7e9WHWi7exFC/nIUZLsEgm0NCk1JIlS6R79+7StGlTvcCmT59eqtrp0KFD9evVq1eXzp07y5YtWwwrrzVWaQjidGfw8ndb9ahJo+fuLPVa/8nrpLDYIc9N32xI2ezI6N/N0//bIGbANhXf3Ec+iscDMZWU7fvFWlm2+6T++8uB4EYJBczArL9ZkxYLJmSR89KoM3IxeDTfs9GPN6+w2OMC8P4AI4WyGcKUSamcnBxp166djBkzxufro0aNktGjR+vXV69eLY0bN5YuXbpIVlaWGMFG+w8gLn8sRh6U2ekAxGhWu6DhbcXeVIk3fxizTL7fdEwe+Hil/nv3B+YZ2SxcnOwBAOI1Vrw5Z4cM+maj6/G/vj57H7BEUqpbt27yyiuvSM+ePUu9pk4q3n77bRkyZIh+vW3btjJx4kTJzc2VSZMm+Z1mfn6+ZGZmetwiya47lHhi9uSAyYsHGM5qFzQ0t9iRlR/7UX8AlB/HfoBNGPhj9q4xbZdTynnbUmx5PmZ5jjML2CrbmWn7lEpOTpZjx45J165dXc9VrVpVOnXqJMuX+7/COmLECElKSnLdmjdvHrEy8eOxnyU7T8i4JXvcRiixyk8X4R4QxFqg/gNCGRq4qLhE3pu/S9buPyXxyooXNLwKGb1pI672K4gNs/5kzVoumA/7KXPlw0oc9ulVKpRjWKv0b4TYM21SSiWklEaNGnk8rx47X/Nl8ODBkpGR4bodPHhmlAXAyX1/+NdPV8nw77fLkl0nWUCwhCmrD8qbc3fKPWN/NroopmTGCxre+x27HIjaEYfLBi9/TliAqCgoLjHFkp286oBMXWeOAWiMxHGAyKncAr0sDqTmyms/bJeUzDyjVwsMZNqklL8DFJWNDXTQok4+ateu7XEDPLeh0svjSPppFhKiKtCFpFBOxHanZEemQDZlhQsaVqzdsO9kjizeecLoYgC2lpZTIBm5hVGZdn5Rcdwf61i9P8JwfLo02egiyMnsfBk8dZMM/GqDFJokSRZLHhenrHgg4Ecoc+J+tPvMr/1Q/fE/y+XDxXuk36R1ES8bxDLNz02blFJ9gCjeJxEpKSmlTjZiRVW0tMh6RYhsFBtgwR1zaFWfo1oU2+CCRuSoJqOd31gkvT9dJQu2Hy9XQgsIhllP1GLR0EaNYHXly3Ol3UtzojL9O99dKh1fWyCbD2dIvLJkf4QRkppzplaKkXLc+lNUzdfimZ3mPpRV6X4Mu/5Auv57PDNf/129j1F5o8Eq5w2mTUq1atVKB4O5c+e6nisoKJDFixdLx44dDS2blRUUlbiulNmnNXPkZOVF5wplKOwQp806C1bZMQdCvxDWu6BhddluJxKDyjGqzqId5esE1TJssF+B8U5knTkxixZnLdtZm45KvLJ8f4QWZ4bj2wSTXCyzU0fn5WWCzQEmYmhSKjs7W9avX69vzr5A1P0DBw7oH+6AAQNk+PDhMm3aNNm8ebP06dNHatSoIb169TKy2JZ20XM/6CtlK+NwSPJgrlLmF8VfdWIYL5Tme3ZIrMXjBY0EC9QG8afErbiVKoR+2GCtuS2b1dafleaLPqVgFLP2Rwj78Dh8c9gnNgZbyWHED9vknXm7ol6eeLbC6/z+g0W7ZdjMrWIFlYz88jVr1sjNN9/sejxw4ED9t3fv3jJhwgQZNGiQnD59Wvr27StpaWnSvn17mTNnjiQmJhpYanv4x5T1clXLOkYXw1T2nqCJCaInUud75KTOXNDYvXu3a5k4L2jUrVtXWrRo4bqg0bp1a31T9810QcNqB6LFblmpihVC3wJNkOsAwsI2HN/9Ee7fvz9gf4TO8xdF1ZQiMWVeRl7Y8xzwxBFX+8fjmXnyn8V7vT5nn2VgFn8at8Lj8ajZO8QqDE1KqQ4EA22Q6oqZ6nBQ3YBoslNwMAPiTKjLiz6l7H5Bw8o1QNz7/qhSybSt/g1j3TVrn200foV+7EJ8jnx/hOoG8Dv0L7+wdEsUzryiyyHWYmhSymp0+1+bHLSp2eDApPQygd0lWD442GUfFG8XNKzc2bd7TakqFUlKmYn6HaihtC89N0n+0K5p2NOCccqz+Fll0emPsEmTJq7n6Y8Q0egT1E57W/ZDiASOLk3WEWWoxi9LlrGL9oT8uaMZeVEpj5WZ5VzfbrW2vt9snk5VzbKOw+pTKqolQbQ88PFKyx7AuQ/dXT+xSsift9jslsl7/Rm5X1m4I0X+s2SvPDn5F7EDs+7fHDYaUc2scdBoZu2P0K7iadCWuVuPy+9GL5ZtRzM9a+AZWiqRCcuS5fa3lxh2bptbUGzI98aLn3adFCshKRXiQcmYhWf7MTHDSHqq87KRs7frtroITzwFyFgm1oZM22xoWawgpBoKbKaWlHHa+JE9I9HRefNzaoidWa0m4sks44d5j4fkj51YLSkeSQywZCwzbHpG7OEf/WyNHv1S/XVfFkYvj6Ezt8r2Y1kyeu7OsKZDLVvzJkOthOZ7FubepEKNHIfyi+eDNFgLyVMYGWsqlKujc3aw0WK3mrVANFmxP0LYR5FbLDVTWMznHBImQFLKJjhRjcAytNYFcpSDkas4UifmbKfWZ6Jj0dBH32MDNBUzndhEAmEY0WTF/ghhz9qw7s3ijRZuGLFZGLK1ouISqVSOvkHV9lo5yn2K0nwvxOZy8X6FVAVzVQVVbdSRcvBUruQWFIkRJ1juzBGm7MFuJ0pmwnZqbqrW6oHUXDmcfto2NYc8klLlqCkVLSpuxHJZqu86mV267w0uCsEs1DYay+MpoLzivZZnx9cWyMZDGUYXA3HmwiE/hHwO/5/Fe6T1kB/k5z2pEk0kpULw9dpDYlaxSvxPWX1Qd9bXP0Kdqu5OyZIbRy2U619bILGyat+pmH0XEGmrktl+zWzdgTS56fWF8rfxq8QuDpzKdd3fl2qOUQQ3HEyXS174UZ6NcJ91gZJcrQZ/L1e/Mk+GTKefvFjUHjBT8nZPSrZYweCpm/TvYuOhdL/vCfQa7MU8lxDMg2USeSbaVSMIgS6a+jLih+367+CpGyWaSErFsfLsRFS2VPlh87GIlGHh9hP6b1qu8Z0Am6RGry127madBbOs43Cs2Z9mdBEQQIVfNzI/FTIt6Qe3ETQX7TizzzZ6n/bu/F367+RVByTWvL/TyP2KjTYzbX/q2QSomUxYvk+sQF04VN5b4H9QnuVRvtoN87Db/gHREe4FgHiv9YbIICllYUYkL8zSFjvSzixKe84bzM+uv6v4Tko5bJN4DrcfKQ5YoyeS2xL7Ifuw2j4GZ7uzcK8tmJqdL2/O2SE/7Qr9YoBZpGTlSXY+TUrtjP1NaWv3n5IME1S48MWsXQ6QlEJIzLkZA9YOnGZqpoLwOLtcstMqLc+Ie4iNSCb8zLaW7fQbij0WntUs3J6iu7Po/ekq13HBb1+Zp2u9PfjJKlm++6RYjUqqXfvqfGn74o+ljnX4fceXeLo49e36w3LP2J+l3UtzxIzenrezXJ87kpEn0URSyg+143x22iYZs+BMEwEzcv95B3MhO9CJ77ytx+WRiat1AInnAwIzsMNuO96TLOrqyCMT1xhdDBggIYiaUlZDTiowu1R0tMt8gBN+K/rs530Bm1d+uGSvWM3mI5liNuznSrPP0Yo5PP2/DWJmU385bMoB30hK+bHlSKZMWnlA3phTvmyiGX2x8oDfrPUjn62RedtSZPj3Zzozi0evfr9NzCDaoxsg+t6ev1PmbTvu8ZyNchQIIoGj+sZxJme9r3Cnny4wfBk+NGF10InTfK8DEdWfUygjfFlp20/JzDf1yI7qQtmWI4FHbFLb3bgle0IeFMHXydp/V+yXWHIvw7Zj5juhjaYF2z1jRjgs9JODjS/2cUEjvrotwBk0hS8fklIBDv6sFKCC+QGk55Z9InQiXmtKmSjY22E453jfIZ/KMT7pAOMPzt6ae+aiRq+PV3q85/2FZwaMMMqeE9myYHuKTpzuD2I0vW/XH/F4PHruTnnTRhds3A36JvTRZdJyYtNvxIeL9+gLZXe+uzRg6FIDkagLTPf95+ew+5l4bvrmUjEp1JF7yst9PuPB0Jlb4zqBgcDc+5oK1o4IJ3ZLShwy/Pttsu1oZkz6I7SalXtT5VCaOQdrCCTc3UUwq/lkHJ1fxnq7Tz6Zo0d+tjqSUn5YYT/q0XwvQomCMg9kLLBcrM6sHdCFIt4PiH0FpHhqTx/P3JNSK0OsqRIrJ7LOHhymljOBGsqw8nbf8k/H6CKWqsEdzLJVB6iRrNUQ7Sr7iDy7/+bigfdh1Iq9ocWT/KJi+fc3myJapr9/sVbGLdkr3d75Kaj3HziVGzfH2Com3j9uhdwwcqHEm2CWqOpjKV5UjHEVwZvfWCQ9P1iuB0qwMpJSflk/MVBW9cry5A32nijfwa5RtQF2HMvSTWfMVvNtw8F0OZ6Z5/MKmDqQcG/K983aQxFP8qjlsXyv9TrNtEp/Uj/vDa8JZnGJQ5bvOWmLWnPxxhIXNNx2J1bNH5tpOceqLAnRbkrh53MlMdxGzHpRJt4vtCD6mp1TI6LTy8kvjvh+6sctoTUx3epVo8rOv6L1B4O/UGM38d46wizNVvecyBYrq2R0AcxKnRRa6sQiiPcHU7Uv0HGXlTKwKrFz65uLXY+7XtJIxv31ajGDrUcy5a73l+n7+167U/99+buz1fb3pZ5Zzmk5BfLnj1bo++fUrCy3/KZRxMrwxKR1cvBUbJpgmEksftW3vb1EjrklHMtj7KLdupnOta3qylePdYhY2RB9VuhbgRNsa65zn1/jI2iXOydlgu2FGqURWo7mP4SFlxta15fPV+yX37Y8JyrLxojIZIV4CHsnC+OhppRd9vvUlPLDvbaKaXlc7S57S/Tu9NRXsAh0QLj9WJZYRa7XFaI5WwNf3Ynl73jt/tJVsD/7uXRnsofSziaN5m+L7MiAqlP7aLL6jjEc4SaklMmrDuq/oXZUDONVsEBU9fx5Rv/Hauf9gRplMVbHn9E+wfN3HOHw6lPGihf0wi2XmWsC+Jo3c64FBPP7jtTIrXO3HjPVNszFEPPKyQ+vVr6vfgbVhfV4ZVRSqsTiB1sWOHw2hlmrkPtLIAWzHXpvrKGePFWMwtYSrRhp4uPHoA8MzDwPVmXkIg0lVrDu7RE7zHqVeHfK2SreO46Vr7r36n1ppqn98vv3guvfJFSr953yaJbr+7uXys7jsaky72tzKiw+u2yLfm0G7v62ab8cCrpJ94ZDGQH3XSr5cf6z3/udxjPfbJQrXprj0WeZGTqIVc3gL35+dsxHEoyV3zz/gyza4XmhiQSA9Ti3fGeOMZy9ZmZeYcT7kyqPmRvODpLhvZ807PzZnGHZUGrgk0h7csovEq+MSgA7rJ2TIillZe4bXzDZUe+3+PrRBJpMNH5kVv8BlYdJz1PjglU2N7MmMxBaLdu259Y25SJ7ddY21/2Rs7cbWpZI2Hw4siNMOf3zqw2u+99uOCxmvFjm3vm5r+TYU1+enYdgE3D+kopldVo8ZfVBycorkkkrD0h5Xdwk8r+Z/pPXSUFxiR5J0I5UYvLhiWuMLgbC5LpQHIED49MFpVt7GFF5w30gjaMZ8ddlRDz7aVf89ltbiZpS5UJNKQvLczv5yQ6i6qV3FW9fJ77L96QadqLc+fWFUa/p5u/q4QvfbilzmhOWJcvdHyzTV8xnbTwq3d9bGtRw6uVdju5v+yKMg/xQhxJWJxSqz6vUKA7fqobM/cOYpTL9l+BP9FKy8uSuMUtl8qrwloVRdrnVTimLv3hmiWbFcc59F5NYrbKYkTpBdyL/6Z/plk1C4FpozpPaSMdq5zadEIOacRUrmm2hm3Rb8OJ9YTIeL/hZnfPCbyRawPraXo1uAWKWi23mKAXszLA+pcTaSEr5YZJ9Z0BqVDanYK5Mtmmc6PE41N9MNH5j7svZ2cF3ZCbs++m95RwqWxk6c6v8ciBdPlyyR/pNWiebDmfIM+WoHh3sYozkAUQoiZxnp23SowO+NW+nRMvQGVtl46EMGfDl+qA/8+aPO3XzksFTja+SHm3+aiXOWH+2KjzMyWGCA5NQxOLk1aonyGY5iXLyWRpH6ZgR6WK7klLmWhwx3f7Mvg17l48O463H+fNSx5bhNr/8bsPRgBcjrLI/VRfTX/luq8zefKZ/rKy8Qnlu+ibT97cZzYu60bZm3ym9jFUTUFirptRjn68VKyMp5Uej2tXE7PIKSwJW1fVWrbLn6k6w+AF6eZTVSWsw3Jd1Vn5hTGpKhSs3iO2jrOGEje5UMZjagHbhb9W79x8Dc3I/mbBGUoptyh/3tWeGxeQrdhS7FSxaITrUBIcZlhVgNev2p3mMlh1O5/wvuY3oHC2qH7pQ1KxaMeT9yqxNR+Xjpcny+H/PnGy/OWen/HfFAbnvPz9LeZXVDDkShkyzblPhez/8WS/j12fvMLooluV+7McxVvBISvlRJRq9ekdRMH1KlZSEl2SyUlIqmkV138GU5+A72LJFch7Kc3ATzo60rI9aYYQyI/lb9xbIccQ9959aoP3y+oPpAZfVt+sPx+RqcGZe+ZO95z0zS8YvSxYjZJ6OfpI6nJq17j7+aa/8edwKvU/9eu0h3XTZ2Sl5uPsF901s+Pdn+wrzFwfUkPM7QhxJNzW7QD5dmiynAoymtOXI2U7SA70v1jYfzvDo16a8Mk5bq9YAiUHrOem2nablFJp+JK1Qa15Vrlgh5O0yxWs04+QI7JMzY/Bb3nHcOqOV+xOJZR2v3JNSZh2R1ow4NQwzIbDW7cqGvysJ6uRCDY2pDgQXbD/ut6qnel8oVx5Sc/JDavrmfkVVmRpCfz6+TohVecs7yo6qbTR13SH57OfojIZT5KdGiXvtsrKc9FP9tsBt2qqT2VCTN/uDWFeq36pAzfcWbk8J6cTCeeK4fM/JoE90g11W6qBBbQvLdp+UXw6khZzg9PebcFq7/5R+j7piFgwVAL7beMTnELUpmeasUj19/RE5eCpXL0fVb9SeEzketftUH2bq9dlbPId4hvk0TKzquv/V6oOlDqqdery/zO80th3NlH9MWR/W1eBYGTZza5k1H6NxULYqQMfc0aCajZTXK7O2yc97U+X9hbvl6f9t0E2X//7FupCn4ysi1KxayXV/0Y4Tkp7rPwHz1ZqD8vz0zXLb20tC+l41wqCqefF/AZoG3PnuUtd9lfgqr6oRviCoyh6PvA9Lcgvip6axXWrymzwnJcUh1twuTxzwvhgeidrHsVisZk8oIrrct1vvc2/4R1LKjxpVPKuZ+nPP2OUBr3i+9sN2fXLR6+OV+kDwoQlr9JU7b3/+aIV+3+s/Bl9dcvKqg0FfdVeCTZ74e593MFDlDXRiFciwmVtk4FcbolaN9mU/VZf9Pe+L6tQ8mP6Zfvi1rXuwxizcXeZ7HvlsdanEqEpKOK9I/23Cap8nFv46ND+ZXaCH5u310cqgT3SDTYDc8e5Pelt44OOVcvcHy4NqIum+w1a/CdWHlS8qQXPP2J/1e4KlTryemPSL3DByQanX5m0LnAAz0o2jFurl+I/Jnv1szdx4RPdhpl5XJ50wt+Z1a3hcLDgVIEngzxEfCVUjDexyUcDXy0pK1a52NnFiNc54GImaMvO2nR12e+7W4xHpay6pumdn+qqc/mo1q2RYOMp7ESoUVSsHd+yFwLybRsVT83erKnI7dnrkszWy/Vimz9qpI37wXyNSXdjuM35VwN9wr49W6At34Vqx1//ASL6oAXTemb/L9fiSF34s8zPupx3qwme4OalPliZ7dGeh+k+KlCU7T3hcfHaONvhzgAGkAlHH82p9q1s4LRf2nMiWW95YpKejLnD6o5qMuvcjtXT3ybAHUnIe2wdaBr7m7Y0fd8iAKb/oC9J/Gvez6/zHCr5YuV+2u1Ua2BRm3I2WYLYtdT7Xf/IvEiskpfyoW7NK0Asxv8j/D/K7X3cA6sq301a3IZy9h3JWiYNoCfYihb/3Va1U+mDRV22UYMyI4nwq0/zUAgvl6vrBU6ejEpiDsXpfWqmr4s6qtNuOZpVrW5wfpYSMSnh5V+n2PiD23ul5H1i4D2sebh9KzhEkrXpxwjsZaPYOPRF5ZuuLKiGEkylfKlmsObw756xFoo/gcK+e+1oP3vmnQOvCwqsB4XZ8btF4GE8uaFDL47G6yOfLfxbv9TuNKasOBLx4NWr2dn2MpC7chas8tT1DPcep4BYL1YXPcLsR8b4wrfpPihT3iw7Ks78OyqMqHZTHj27HguE0pVPr2tkUXV3g9HeRoecHy2XkD9tDnv5Pu06UeXE/0DJwdmLvffFetSBQF6RX7D2laxhbhXd/YpHcxqLB3/mXsmZ/WlTzEt4scYjywQcfSKtWraRatWry29/+Vn766SfDRr/yJdBBoK8e+AO9P5ptT4M9IPZXhkoRHKrZbCdd4SjrhCyQQBlq703QuV4C1UQKtTp1NPjafryXkff6L/bu8Mz5vnIcgFS20bbl7IcB1okdkVDJZJ2ulVX9vKy4ZdRINJFQ9Ou+qbwJJff9dbjx3ddxSYKP7/NXViv1C4nweG8B9Gti/tjRtE74AyzlltEFiNX6Rkuw8D4sJcyape41kMOJHMf9dCHgq7uY8vQHmB1gUKRgQl4wff6FuyxRvpruOV7NvlcNuVWiyfR16r/88ksZMGCADhDXX3+9/Oc//5Fu3brJ1q1bpUWLFtH7Yn1QF9xuoLCoWBwlvqucn8njOHy83/sk/Mx7Cop9vea3kJ6Pyvhcoa5FU/Y8FauaLj7OiRL0Z0t/PvjyBl4uSklxSYQ6+PZXzhBHEfKYN9+fLSwMZZ15Tie/sFiqVqrge9r6qbPPF/y63RQWF7ue9/7e/KIiv+U8kwALPP/eyyi4+fK1fTtKzWclj6GsPD+ntk1f3+Vw+F5ngcp15vzXffmE9jsJX2QTg2d+isYnG63GLLHD+7cQzLZYIeHsZyK3T/T45qDK4aTKEGgbVE3Yg/1NhvK9gUXrd+053aKiEqlSIUHv14L9HbqXpcAt7qpphb5/dZ/w2e3C+VnvuHxmX+q9DZaU2pd4f3eg7bQ8yr0+vPb54a/XcLYTa8UO93in7ruXVx3XEUfMHTtCifX+tsWKZUzjzEU73/uA6PwmgjnmDP473WNjJMpf/umUPe2z53rlW6fu+2R1/Fz+farveOArpp3pjsbX/tf/PrmseSzr9Tyd+HAEfH9ByOdZRormNhb52HG6oMhv+byP/c5sk9GT4DD5WIXt27eXq666SsaOHet67uKLL5YePXrIiBEjSr0/Pz9f35wyMzOlefPmkpGRIbVr1w7+i9P2i7xzefgzAABRcNJRW+oPO9uvXLDUPjEpKSn0faLFGBY7kn8Smfj78GcAAKJgfcn5csVLoTXfipe4YWTs2DDzfWm39tkIzAEARN7p1t2l+gP/jVrsMFcbAS8FBQWydu1a6dq1q8fz6vHy5b7bWquAoWbeeVOBAQDsxjqV2GOP2AEAsFLsuLiJvZN9AKytapQHIjF1872TJ09KcXGxNGrUyON59fjYMd8jgw0ePFgGDhxY6opFyJKaScnTe/TwyqofB2cfDao9s+pjQj2qIAm6WUJZ/U+pzzrbQbvfD/S+YKmKbqo2XSh9NFWrXFG3JVbzob6vsKREKleooL9f9eETbH9a5Smv9+fPzMOZ5h2h9OMVDDV/Cepfgmc7dPW96jt1d9zO7/51XaplqfpPUX2g+Jo3tbzdy1neZeDrc6q8ahQL1aG8+/bifG+FIL9XldHZB4yaL9XpuPPz6nPOyttn7p9ZPnqe3da9Kkso/do4p6u/89dpOCth+luvznkoaxmq6TjLq7bTYKp2ek/TuS3Eqi8z529L3VT5i34tu/v61Nuhrk5fwbW8PV5z+107n1fTKixx6GHg61X1HHULJokdLa4Tx7/26L4ZPIYFLjnzuzyzjy27bwznbyrS+8XyqlypgpQUn5kHZz9Lvvav/iR49U0Vib5B1DItcpRI1YqRPVByzp93PFTPq3lQv1n11zlP6vudn/G333TfJ4W6f/U3HSfnPkaV1z12+Np+Au1v1bNn9lFn9j3q2EA9571vcsYO9R7371H3ncsnHAm/9kMYqf11OMvbGX9i1ZeN2qadA4VUqVhBDxyiyu489nAuf7Wuz2yDvo9xfJVXx9CKFeSKGuH3XWRXRsaOKu3+KIVtbpfMX/t9cv7eVBcPRcUq9gfex3ivf2c/Yup35H7sGoljd/fjk2Cot6ryqDI496NVKlQIKr65n39FovzO40H1O4t0/43Ofab3MbszPpw5jjs72I9zefgrh1pm0Tg/cnLus71jh5oP77gaqJzO2FFQUqKnpd6nyu6+jbiff7ifj6h5c+73nNN33++Gu76N4PyNBHt8FAkOr9+489zeee6gFDvj+6/HocH8jp3Lv3b1ylKxUvCDwNkuKeXk/WP0Tgy4q1q1qr6FrUJFqVCrvtT1HAzDNqobXQAAsGPsqFhZEmrWl3o1w58UACBOYkflalK5cjWplxj+pADAakzdfK9+/fpSsWLFUlcnUlJSSl3FAACA2AEA4LwDAKzD1EmpKlWq6KFY586d6/G8etyxY0fDygUAMC9iBwCA2AEA1mD65nuqnfaDDz4oV199tXTo0EHGjRsnBw4ckMcff9zoogEATIrYAQAgdgCA+Zk+KXX//fdLamqqvPTSS3L06FFp27atfP/999KyZUujiwYAMCliBwCA2AEA5pfgcHbJblNqFAw1RGtGRobUrs1wqwDiG/tElhMAEDeIsQBglnMOU/cpBQAAAAAAAHsiKQUAAAAAAICYM32fUuFytk5U1ccAIN4594U2b7kdNmIHAJxB3CB2AEA0Y4ftk1JZWVn6b/PmzY0uCgCYat+o2nnD//JRiB0AQNwIJbYSOwAgtHMO23d0XlJSIkeOHJHExERJSEgIObunTkgOHjxomU7SrVhmO82LFcts1/myYpljMW9ql6+CQ9OmTaVCBVpw+0PssC4r/vatWGa7zpcVyxzteSNuBI/YYV1W/O1bscx2nS8rltlMscP2NaXUAmjWrFlY01AL32oblxXLbKd5sWKZ7TpfVixztOeNGlJlI3ZYnxV/+1Yss13ny4pljua8ETeCQ+ywPiv+9q1YZrvOlxXLbIbYwWVyAAAAAAAAxBxJKQAAAAAAAMQcSakAqlatKi+++KL+axVWLLOd5sWKZbbrfFmxzMGy87zZgRXXjxXLbKd5sWKZ7TpfVixzsOw8b3ZgxfVjxTLbaV6sWGa7zpcVy2ymebN9R+cAAAAAAAAwH2pKAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKAQAAAAAAIOZISsFyEhISZPr06UYXAwBgIcQOAACxAzCfuE1K9enTR3r06CFWtGTJEunevbs0bdrU50G2mjf1vPvtuuuuE7Oy4rqw0zpYvny5VKxYUW6//XaxIjuti5SUFHnsscekRYsWetjVxo0by2233SY///yz0UWDhfdXdvytWHVd2GkdEDvMg9hhflbcX9lxv2XFdWG35U/sMIcUk51zxG1SyspycnKkXbt2MmbMGL/vUQmGo0ePum7ff/99TMtod3ZaB59++qn0799fli5dKgcOHBCrsdO6uOeee2TDhg0yceJE2blzp8yYMUM6d+4sp06dMrposAE7/Vasyk7rgNhhHsQORJOd9ltWZLflT+wwh3vMds7hiFO9e/d23HXXXfp+y5YtHW+99ZbH6+3atXO8+OKLrsdqUX300UeOHj16OKpXr+648MILHd9++63DaKpc06ZN8ztvdl0X3vNsJCuvg+zsbEdiYqJj+/btjvvvv98xbNgw12vjx493JCUlebxfzaf3buPll192NGjQwFGrVi3Hww8/7Pj3v/+t15kRrLwu0tLSdPkXLVrk9z3p6emORx99VC9vtd5uvvlmx/r1612vq9+JWvYffviho1mzZnpfde+99+ppIzKIHeZB7DAOscM8iB3WQOwwDyvHDisf5yrEDnNIM+E5BzWlQjBs2DC57777ZOPGjXLHHXfIAw88YNoaDIsWLZKGDRvKRRddJI8++qiuogfWgbcvv/xS2rRpo29/+ctfZPz48SrjFPSC+uKLL+TVV1+VkSNHytq1a3UV0LFjx5puU7PC76FWrVr6pqpl5+fnl3pdrZc777xTjh07pq+AqeV91VVXya233uqxH9q9e7d89dVXMnPmTJk9e7asX79e+vXrF+O5gTtiB+y2vyJ2mAexw76IHbBT3FCIHeZQy4TnHCSlQqDa7P75z3+WCy+8UIYPH66rU65atUrMplu3bjpZsGDBAnnzzTdl9erVcsstt/jc6BDf6+CTTz7RyShn1d/s7GyZP39+0J9/77335OGHH5a//e1vOhC+8MILctlll4mZWGVdVKpUSSZMmKCr0dapU0euv/56efbZZ3USXFm4cKFs2rRJ/ve//8nVV18trVu3ljfeeEO/9+uvv3ZNJy8vT0/jiiuukJtuukmvoylTpujAAmMQO2C3/RWxwzyIHfZF7ICd4oZC7DCHSiY856gU0Tm0ucsvv9x1v2bNmpKYmGjKTPT999/vut+2bVu9MbVs2VJmzZolPXv2NLRs8cIK62DHjh06qTp16lTXDkqVW7X1/t3vfhf0NPr27evx3LXXXqsDo1lYYV24t+9WVyZ++ukn3dGguuowatQo+fjjj+XEiRM6aVivXj2Pz5w+fVr27NnjeqxqqzVr1sz1uEOHDlJSUqLXlerEELFH7ICd9lfEDvOsCydihz0RO2CXuKEQO8y1Pu4x2TkHSSlVXaxChVJNlgoLC0strMqVK3s8VqMbqAVvdk2aNNE7p127dold1oXVmHEdqKsVRUVFcu6557qeU8tebedpaWlBrwv1O3AXSvM/I5hxXbirVq2adOnSRd9UzbNHHnlEXnzxRZ38U2VXVbS9qSsX/jjXj/d6QviIHeZB7IgdYgexA+EhdpiHHWOHWY9ziR3mWh9mO+eg+Z6INGjQQI9U4JSZmSnJycliF6mpqXLw4EG9cZmdXdeF2daBSkZ99tlnupqvav/rvKlRGFQgU9WA1brIysrSzVSd1Hvcqb6ovJuwrlmzRszMbOuiLJdccoleB6ott6oOq2q0qSbE7rf69eu73q9GUDxy5Ijrsbr6oQ66VPNKRJZd91dW/K3YdV2YbR0QO8yzLspC7DAvu+6vzLrfird1YcblT+ww1/owY9ygppSIbner2lV2795dzjnnHHn++eelYsWKYlaqOp3qWMxJ7TxVsqBu3br6NnToUF0lT238+/bt021E1QZ09913i9lZZV1YfR189913ujaU6g8qKSnJ47V7771XX81QfUvVqFFDl71///46+aTWjTv1vOpQUVUV7tixo+7AULVHPv/882M2L1ZfF+4HEX/84x/loYce0lX2VfNgleBTVWnvuusu3aRSVYvt0aOH7lheJQRVIFAdEKrn1DpwXvXo3bu3bvutDq6efPJJPUADTffid39lt9+KldeF1dcBscM868KJ2GE9Vtlf2WW/ZfV1YYflT+ww1/pINeM5hyNOPfjgg4577rlH38/IyHDcd999jtq1azuaN2/umDBhQlDDgSYlJTnGjx8f87IvXLhQl8f7poYEzc3NdXTt2lUP31i5cmVHixYt9PMHDhxw2HldxJrV18Hvf/97xx133OHztbVr1+p5UX/Vcr7wwgsd1apV058ZN26cfs3dSy+95Khfv76jVq1ajoceesjx5JNPOq677roYzYn114VTXl6e45lnnnFcddVVet9So0YNR5s2bRzPPfecng8lMzPT0b9/f0fTpk31/KjfyAMPPOCaH+fwrB988IF+j1pvPXv2dJw6dcrgubMPYod5EDtij9hB7ED5EDvMw2qxww7HucQOc62PPBOecySo/yQOqZHGVBW0MWPGGF2UuMe6sBfVLlllyD///HOjixJ31NUyNbyrdzNLRA77K/NgXdgLscM4xI7oY39lHqwLeyF22CNuxF3zPdVkafny5brjrscff9zo4sQ11oX15ebmyocffii33Xabru48efJkmTdvnsydO9foogERxf7KPFgX1kfsQLxgf2UerAvrI3bYV9wlpVTbydWrV8s///lP3WYSrAuUnxpdQbUvfuWVVyQ/P1+3Of7mm290W2TATogd5sG6sD5iB+IF+yvzYF1YH7HDvuK2+R4AAAAAAACMU8HA7wYAAAAAAECcIikFAAAAAACAmCMpBQAAAAAAgJgjKQUAAAAAAICYIykFIG6MGDFCrrnmGklMTJSGDRtKjx49ZMeOHR7vUWM/DB06VJo2bSrVq1eXzp07y5YtWzzeM27cOP187dq19Ugg6enppb7rvPPO06+535555pkyy/if//xH2rVrJzVr1pQ6derIlVdeKSNHjozA3AMAyoPYAQAgdkQPSSkgTIsWLfKbmIC5LF68WPr16ycrVqyQuXPnSlFRkXTt2lVycnJc7xk1apSMHj1axowZI6tXr5bGjRtLly5dJCsry/We3Nxcuf322+XZZ58N+H0vvfSSHD161HV77rnnAr7/k08+kYEDB8qTTz4pGzZskGXLlsmgQYMkOzs7AnMPwEyIHdZB7ABgFsQO6yB2hMABICSdOnVy/OMf/3A9zs/Pdxw9etRRUlLCkrSYlJQUh9oNLl68WD9W67Bx48aO1157zfWevLw8R1JSkuPDDz8s9fmFCxfqz6elpZV6rWXLlo633norpPLcddddjj59+pT5vk8//dTxm9/8xlG1alVHmzZtHO+//77rteTkZF2myZMnOzp06KDfc8kll+iyAjAOscM+iB0AYoXYYR/EDv+oKQWEqUqVKro2jaotBWvJyMjQf+vWrav/Jicny7Fjx3TtKaeqVatKp06dZPny5SFPXzW7q1evnlxxxRXy6quvSkFBQcD3q+1I1eLav3+/3/d89NFHMmTIED29bdu2yfDhw+X555+XiRMnerzvX//6l/zzn/+UX375RTp27Ch/+MMfJDU1NeR5ABAdxA7rInYAMAqxw7qIHQEESFgB8NK7d29dC8X9Nn78eI/aMuqxqlkzc+ZMx0UXXeSoXr2645577nFkZ2c7JkyYoGvQ1KlTx/HEE084ioqKPGpc/etf/3I0bdrUUaNGDce1115L7ZYoUrWiunfv7rjhhhtczy1btkyvy8OHD3u899FHH3V07do1pJpSo0ePdixatMixYcMGx0cffeSoX7++4+GHHw5YpiNHjjiuu+46PU217ajt7csvv3QUFxe73tO8eXPHpEmTPD738ssv61pR7jWl3Gt7FRYWOpo1a+YYOXJkUMsGQGQRO+yD2AEgVogd9kHsCIykFBCC9PR0ffKvkhSqyZ66zZs3r1RSqnLlyo4uXbo41q1bp5uG1atXTyc17rvvPseWLVt0wqpKlSqOKVOmuKbdq1cvR8eOHR1Llixx7N692/H666/rplc7d+5kHUVB3759dYLw4MGDpZJSKjnk7pFHHnHcdtttISWlvH399df6vSdPntSPVZO6mjVr6tvtt9/u8d5NmzY5xowZo7eJatWq6W1JJaac1X5VotP5WXVT20nDhg09klLOJolOPXr0CKppIIDII3bYB7EDQKwQO+yD2BFYpUC1qAB4SkpK0tVma9SooZtaKdu3by+1mAoLC2Xs2LFywQUX6Mf33nuvfP7553L8+HGpVauWXHLJJXLzzTfLwoUL5f7775c9e/bI5MmT5dChQ3rUN+Xpp5+W2bNny/jx43UTLURO//79ZcaMGbJkyRJp1qyZ63nnOlVN+Jo0aeJ6PiUlRRo1ahTWd1533XX67+7du3WTvu+//15vJ4oa5c9d27Zt9U11yr506VK58cYbdWeJartxNuFr3769x2cqVqxYZhloYgoYg9hhD8QOALFE7LAHYkfZSEoBUaCSVs6ElKISGuedd55OSLk/p5Idyrp161StRbnooos8ppOfn68TGIgMtYxVYJg2bZoevaRVq1Yer6vHKjGlRua78sor9XOqHyiVEFL9Q4VD9e2kOJNdLVu2DOpzzkSUGiFQbTPnnnuu7N27Vx544IGAn1N9U9100036vhplcO3atfLEE0+ENQ8AoovYYU7EDmIHYGbEDnMidjwR9LIiKQVEQeXKlUvVUPH1XElJib6v/qqaLipx4F3jxT2RhfComkeTJk2Sb7/9VhITE3WNKOeVKFVbSa2TAQMG6JpprVu31jd1XwX7Xr16uaajPqduqtaTsmnTJj29Fi1a6E7Tf/75Z50UUrXh1LRXr14tTz31lO5sXL3Hn7///e+6ptwtt9yia3AdPXpUXnnlFWnQoIF06NBBv2fo0KHy5JNPSu3ataVbt246cblmzRpJS0uTgQMHuqb1/vvv6/JffPHF8tZbb+nXH3roITYhwMSIHeZE7CB2AGZG7DAnYsdDwS+sMpr3AfCi+vdRnZT761fI2dG5uxdffNHRrl27Up0X3nXXXfr+jh079DRUf1KIHu9O6t07q3fviFCtr8aNG+u+mm666Sbdx5P3+gw0nbVr1zrat2+vtwPVJ1SbNm30Z3Jycsrsd+qOO+5wNGnSRPc5pjq9V53kb9y40eN9X3zxheOKK67Q7znnnHN0GadOnerRp5TqDF2VQb3n4osvdsyfPz+CSxJAqIgd1kXsAGAUYod1ETuCl6D+i2aGELCb//u//5P169fLV199pWsxbdy4UW699VZdE6VOnToyYcIEXdsmPT3d9RlVu2X69On6c059+vTR71HPK3/5y19k2bJl8uabb+qmYydPnpQFCxbIZZddJnfccYch8wrr2bdvn26GqJoLXnHFFUYXB8CviB0wM2IHYE7EDsRD7KgQ0VIBcUB1QK6a2Km+flSzqgMHDkRkuqpD87/+9a/yz3/+U9q0aaObeq1cuVKaN28ekekDAIxD7AAAEDuA0qgpBQA2wtVuAACxAwBglfMOklIAAAAAAACIOZrvAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKAQAAAAAAIOZISsHSVq5cKXfffbe0aNFCqlatKo0aNZIOHTrIP//5T4/3ffDBBzJhwoSwvmv48OEyffr0Us8vWrRIEhIS9F+z+O677+Svf/2rXHbZZVK5cmVdvkA2b94sf/zjH6VBgwZ6OZ533nnSt2/fmJUXAGKFuBFe3Bg6dKh+zd9typQpUV1/AGAEYkf45xy7d++WBx98UJ+3Va9eXS644AIZOHCgpKamRm29wRoSHA6Hw+hCAOUxa9Ys+cMf/iCdO3eWRx99VJo0aSJHjx6VNWvW6IPiQ4cOud7btm1bqV+/fliJo1q1asm9995bKrmVmZkpW7dulUsuuURq165tipX58MMPy08//SRXXnml7NmzR9auXSv+fuoLFy6UO++8U2688Ub5v//7P72cDhw4IL/88ouMHj065mUHgGghboQfN1RsdY+vTioOq88dOXJE6tSpE+E1BwDGIXaEHztOnDghF198sT5XevHFF3ViSp1rqPsXXnih/lyFCtSXiVckpWBZnTp1ksOHD8v27dulUqVKHq+VlJR47NiimZQyI/f5f+KJJ+T999/3GSByc3N1ILjqqqtk5syZZdaoAgArI26EHzd82bdvn5x//vnywAMPyOeffx6htQUA5kDsCD92fPzxx/rixbx58+TWW291PT9ixAh59tlnZd26dTqxhfhEOhKWpap6qkSTd0JKcU9IqaZoW7ZskcWLF7uaF6jnlLy8PN3U74orrpCkpCSpW7eubv737bffekxPfSYnJ0cmTpzomoaqoRWo+d6MGTP0tGrUqCGJiYnSpUsX+fnnn302g1Dl+/Of/6zLoJogPvTQQ5KRkVHuZRPslYb//e9/unbZv/71LxJSAGyPuOFfOFeoP/30U30S8sgjj5R7GgBgVsSO8GOHatqnqHMdd86atdWqVQtjDcHqSErBslTCR7XvfvLJJ/XfwsJCn++bNm2avoKrsu8qKaRu6jklPz9fTp06JU8//bTuL2ry5Mlyww03SM+ePeWzzz5zTUN9RrV9vuOOO1zTUP1U+TNp0iS56667dBVVNc1PPvlE0tLSdCJr6dKlpd5/zz33yEUXXSTffPONPPPMM/rzTz31lM8EViT7rlqyZIn+W1xcrOe7SpUqcs455+gEmWqCAQB2QtyIzlVyVYNY1bpVtQkAwG6IHeHr0aOHbrKnKgOoi/HZ2dn6POS1116T7t2766Z9iGOqTynAik6ePOm44YYbVP1QfatcubKjY8eOjhEjRjiysrI83nvppZc6OnXqVOY0i4qKHIWFhY6HH37YceWVV3q8VrNmTUfv3r1LfWbhwoX6+9Vfpbi42NG0aVPHZZddpu87qTI1bNhQl9HpxRdf1J8dNWqUxzT79u3rqFatmqOkpMT13LBhwxwVK1Z0LFq0yBGKfv366e/w5bbbbtOv1alTxzFo0CDHggULHB9++KGjXr16jgsvvNCRk5MT0ncBgJkRN8KPG95++OEH/V4VewHAjogdkYkdR44ccXTo0MF17qZuf/zjHx15eXkRW1ewJmpKwbLq1aunO9ZbvXq1zrKrmkk7d+6UwYMH6xEgTp48GXQTtuuvv173GaWaAqrqpapm07Zt28pVrh07duhaRmp0CfcqrWr6qkbUihUrdF9O7lSH7e4uv/xy3bQwJSXF9dwLL7wgRUVFEb0Sra5wK/fff7+MHDlSbr75Znnsscf0/KsRMlSNLQCwC+JG5Kl4oWJnnz59ojB1ADAesSN8qsWIOldTA0R98cUXupaUanWiWpCo8yB1joP4RVIKlnf11VfLv//9b51cUskg1exNdbo6atSoMj87depUue++++Tcc8+V//73v7pZnkpyqT6dVFKoPJzDmqrRAL01bdpUJ4LUjtk72LmrWrWq/nv69GmJJuf33nbbbR7Pq8eqqaDqdBAA7Ia4ERnq4o/qP1GN4Nq4ceMITRUAzInYUX7q4vf69etl7ty50qtXLz3q99///nedoJozZ47+i/hVuodowMJULSc1tOhbb70lmzdvLvP9KhHVqlUr+fLLLz06+lZ9TYWb6FEdiHtTSTNVe0r122QGqkbWlClT/L7O0KwA7I64UX5qpL2CggI6OAcQd4gdoVEJKVUJwPui/TXXXKP/BnPeBvuiphQsy1fSR3E2u1O1ktxrHvmqdaQSUapzb/eE1LFjx0qNvhdoGt7atGmjd7qq6Zv7kKhq9D7VkblzRD4zuPvuu/W8//DDDx7Pq8eq7Nddd51hZQOASCNuRL7pnoq13bp1i/CUAcA8iB3hU7Hi0KFDcvjwYY/nnSOTN2vWLALfAquiphQsSzUxUzswNWLDb37zG90sTmXh33zzTd1/0z/+8Q/Xe1UfU6pGkKoRpUbiU8OOqud+//vf6yZ8ffv2lXvvvVcOHjwoL7/8ss7i79q1y+P71PvVyHczZ87UrycmJuoElK/aRarp4AMPPKCnr/poUjWvXn/9dUlPT9f9X5XHSy+9pG/z588vs1+p/fv362aIyp49e/Tfr7/+Wv8977zzdPVjRS23fv366Tbdan7UiYXql+u5557ToxWqpo0AYBfEjfDjhpMa9VaNoPTss89KxYoVo7jWAMBYxI7wY4c631BN9Lp06aJHGm/evLmuHfXKK69Io0aN9HkT4pjRPa0D5fXll186evXq5WjdurWjVq1aevS9Fi1aOB588EHH1q1bPd67b98+R9euXR2JiYl6pIeWLVu6Xnvttdcc5513nqNq1aqOiy++2PHRRx+5RsVzt379esf111/vqFGjhn7NOZqf9+h7TtOnT3e0b99ej6KnRu679dZbHcuWLfN4j/N7Tpw44fH8+PHj9fPJycml3uv9Pb44P+/r5j2CoBpxUC0DNdqeWoZNmjRx/P3vf3ekpaWV+T0AYCXEjcjEDeXRRx91JCQkOPbs2RPVdQYARiN2RCZ2rFu3znH33Xc7mjVrps+7zj//fMcjjzziOHDgQNTXIcwtQf1ndGIMAAAAAAAA8YU+pQAAAAAAABBzJKUAAAAAAAAQcySlAAAAAAAAEHMkpQAAAAAAABBzJKUAAAAAAAAQc5XE5kpKSuTIkSOSmJgoCQkJRhcHAAylBlzNysqSpk2bSoUKXJfwh9gBAMSNUBE7ACD0cw7bJ6VUQqp58+ZGFwMATOXgwYPSrFkzo4thWsQOAPBE3CB2AEA0Yoftk1KqhpRzYdSuXdvo4gCAoTIzM3Wi3rlvhG/EDgAgboSK2AEAoZ9z2D4p5WyypxJSJKUAwHPfCGIHAIRyTA3OOwAgkrGDDkUAAAAAAAAQcySlAAAAAAAAEHMkpQAAAAAAABBztu9TCjCL4uJiKSwsNLoYsLnKlStLxYoVjS4GgAghdiAWiB2AfZSUlEhBQYHRxUAcqFKlilSoEH49J5JSQJQ5HA45duyYpKens6wRE3Xq1JHGjRvTKS1gYcQOxBqxA7A+lYxKTk7WiSkg2lRCqlWrVjo5FQ6SUkCUORNSDRs2lBo1apAoQFRPYnNzcyUlJUU/btKkCUsbsChiB2KF2AHY57d89OhRXWO+efPmEanBAvijEp9HjhzR21yLFi3COsclKQVEudmFMyFVr149ljWirnr16vqvSkyp7Y6mfID1EDsQa8QOwPqKior0xcmmTZvqC+FAtDVo0EAnptS2p5qBlxfpUyCKnH1IlTcw5BcWy+G0XCkoKo5wyWC0UzkFcjwzLyrTdm5v9GEGxGfssKrCohId8/IKiXlGIHYA1r+goYTblArWlHm6UI6mn9Y15mLFua05t73yIikFxEB5qzPuPZkjqTkFknwyN+JlgrEOpeXqpNTpKJx8hVN9FoB5xNtvef+pXB3zdqdkG12UuBRv2xtgV/yW49O+1Bw5kZ0v6acLLbetkZQCTKyw+EwnhfnUlLKtkpLYXc0AADNz1pAqieFVXgAA7Hj+aCUkpQAAAAAAABBzJKUARE2fPn2kR48eIY841aVLF6lZs6YenjoYEyZM8Hjv0KFD5Yorrijzc88//7z83//9n5jBvn37dBXY9evX+33Pd999J1deeSXD/AKwteef6kvsCBKxAwDO4LzDurGDpBQAnzt1taNSt0qVKulhPv/+979LWlpaSEvrnXfe0QmjULz11lt6aFG1k9y5c2fU1s7x48d1+Z599lkx0mOPPCTPPPNMUO/9/e9/r9fJpEmTol4uADAqdgwaNoLYEcSyJnYAsAPOO2LHrLGDpBQAn26//XadHFKZ9I8//lhmzpwpffv2DWlpJSUlBV3byWnPnj3y29/+Vlq3bi0NGzaM2tr55JNPpEOHDnLeeeeJUdSVh9mzf5C77ror6M/87W9/k/feey+q5QIAI2NHYm1iR1mxY9asWcQOALbBeUd8xw6SUkAMqSE6cwuKgr6pTl+dt1A+5+sW6vCgVatWlcaNG0uzZs2ka9eucv/998ucOXNcr6uhPx9++GFp1aqVVK9eXdq0aaNrHgWqRtu5c2d58sknZdCgQVK3bl09fdXUzkkliL755hv57LPPdGZefV4ZPXq0XHbZZbpJX/PmzfUJTnZ2eKMzTZkyRf7whz94PKfK179/fxkwYICcc8450qhRIxk3bpzk5OTonXJiYqJccMEF8sMPP7g+s2jRIl3WH3/8UVdxVcvilltukZSUFP2+iy++WGrXri1//vOfJTfXcxTF9atXSIUKFaR9+/au5/bu3Ss333yzHpq7Xbt28vPPP3t8RpV51apV+n0A4kOosSOSNyNih3fzPWKHZ+xYtmwZsQMAsYPzDnE/71i6cK70uLm9XHBuQ8vFjkr8noHYOV1YLJe88KMhi3zrS7dJjSrl+8mrHdHs2bOlcuXKHtl2ddLx1VdfSf369WX58uW6f6YmTZrIfffd53daEydOlIEDB8rKlSv1jk8lnq6//nrdj9Tq1avlr3/9q07iqECjdrSK2oG+++67OmmVnJysk1IqsfXBBx+Ua35UU5LNmzfL1Vdf7bN8atpqB/zll1/qpifTp0+Xu+++Wzf1U80LH3zwQTlw4IDegTup5NqYMWP0c2r+1U2dnKkqryqBpj6vrjT8+9//dn1m0dwf5I477tTz5zRkyBB54403dE0xdV8Fld27d+umMErLli11DbKffvpJzj///HLNPwBriZfYccn1t/mdFrHjbOyYMWOGdO/endgBIKB4iR2cd9ynl0GBo6KMeO8jqZ5QIA898CdLxQ5qSgHw27ldrVq1dGJI1Q7aunWrx45NBYphw4bJNddco694P/DAAzrBpIJFIJdffrm8+OKLeuenElAqMTR//nz9WoMGDXQiR32nutKumv8pquaSyuKr71FXA15++eUyvyeQ/fv366v/TZs2LfWaukrw3HPP6fINHjxYl0UFv0cffVQ/98ILL0hqaqps3LjR43OvvPKKTq6p2lKqFsDixYtl7Nix+vGNN94o9957ryxcuNDjM4vmzpY7u3vW1nr66aflzjvvlIsuukgvX1VWFRzcnXvuubppDACYDbEj+rFDnVh4N78gdgCwMmJH67Bjx3PD35SL214u13W8wXKxg5pSQAxVr1xRXzkI1ubDGa77bc9NCvu7Q6GSQOrAWFX9VP2CqE7HVdM2dx9++KF+Te3ATp8+LQUFBWWOeqeSUu7UFQ5V5TQQtVMdPny4ToxlZmZKUVGR5OXl6WZ1qklfqFRZlWrVqgUsX8WKFaVevXq66aCTatKneJfZ/XPqParGlPsVBfWcqn2lP5uZJ3t37ZDjR4/Izbfc6nc6atk4v+s3v/mN63kVsLyr5AKwr1BjR6S/OxTEjujFDmXbtm1y6NAh+d3vfud3OsQOAM79N7Ejfs47mrU8z7Kxg5pSQAypvodUVdZgb9UqV3TdQvmcr5v67lCone6FF16od1aq6Vx+fr7OoDupmkpPPfWUPPTQQ7q/EDVanup3SSWmAnGviutcJoGGGlUJrzvuuEPatm2r+5tau3atvP/++/q1wsJCKQ91BULxNSKUr/K5P+dcjt5l9n5PoPk8lpmnm+51uLGzq4miv+n4+q5Tp07pWmUA4kOosSOSN2KHeWKH80q3au5O7ABA7OC8wy6xg6QUgKCoJneqzfGRI0f0Y9W2uGPHjrp/J1V1VCWw1Mh5kbZmzRp9heLNN9+U6667TlcvdZahvFRzRNVvlboCYpRFc76XTl26hfw5daVGLWe1zOOV6r/LOey886aaezqpppnqPap5pgq+qpPkLVu2GFpmIF4ROyLr22+/LTVIRzCIHQCshNgRGeqY+FBarkz+3zdy1Q2/k+IAFQGMjB0kpQAERZ3YX3rppbo6q6KSUCphpEadU037nn/+ed1ReaSpBJJKSqnO+lTHh59//rluNhgO1cGfqr66dOlSMULqyROyZcMvctPvQm+Os2LFCt3vVocOHSSeqW1RDTvvvG3atMn12qhRo/SIjarjebVNqoSVujqUlZVlaJmBeETsiBzVpELt037/+9+H/FliBwArIXZERsbpQtm1/7A+77jxd7fJ8cx8U8YOklIAgqZGzfvoo4/k4MGD8vjjj0vPnj31cN9qaFHVCZ+qNRVpqo8qlWAYOXKkbsL3xRdfyIgRI8KerhqxY8qUKQGbDkbL4nmzpe2Vv5V69UOvCjt58mTdqbz7yH/xSI0KopJNzpuzWrG6IvT222/rEUTU9qm2GTVql2oLr0ZCBBB7xI7ImDlzpo63aiSkUBE7AFgNsSN8xSUOj/OOwuISU8aOBIc6grcx1TmZGsErIyNDN9cBYklVeUxOTtajxvnq3K4sGw+lu+5f3qxOhEsX39SuTzUHVCP7qeFPY6lzl25y5bXXyd/+/g+5oEEtqVk1uDEnTpw4oTseVDXU1DZVnu3ODvtE1TTv9ddf1/Ohrt6okzRVg091Dqxq06nadevWrfOoaqxGG6lTp45OUPmi+kxTN/fl1Lx5c0svJ8Rv7LAqNbhHya+HpWaNeUbGDtVs74YbbpBBgwaF9LlwY4cd4kassKxgpHiNHVYQi9ix8dfzxsZJ1aRh4pn1n5qdL/fc3cN13pFUvbK0rFczYrEjUucc1JQCEJdUP0Tjxo3TTQNjTQWGbnfdE/Ln1E7/gw8+CHhSEQ9UEuqzzz7TTUdVzb1jx47p/s1UbT113320Eif12PmaL6r2nQqczptKSAGAmWKHSkiV52SG2AEAxuK8I7DgLs8DgA21a9dO32JNXakoj2uvvVbf4l23bmc7iFfD5qp27qp2lKoFpa5CKd4jhqkrVIFGERs8eLCuJu5dUwoAzBI7Qq0h5UTsAADjcd7hHzWlAACWVrNmTZ2c2rVrl2sUPu9aUaqDYO/aU+5UM0BVtdj9BgAAACC6SEoBACxN9QW1bds2adKkiW7aqBJTc+fOdb1eUFAgixcv1k38AAAAAJgHSSnApgqKimXHsSxJzQlt6E/EVlZeIYs8RE8//bROMql+UlauXCn33nuvbm7Xu3dv3URPdSKpOj6fNm2abN68Wfr06aNHDenVqxfLGgAAADARQ5NSqmPZa665RhITE/Xwtj169JAdO3Z4vEedTKiTDPebs88QAP4dSc+T/KJiOZx2msVkYilZJA1DdejQId3Zb5s2baRnz55SpUoVWbFihbRs2dLV74pKTPXt21euvvpqOXz4sMyZM0fHGgAAAADmYWhH5+pKd79+/XRiSo1iMmTIEOnatats3bpV9xHidPvtt8v48eNdj9UJCIDAnMNqA3YzZcqUgK+rixdDhw7VNwAAAADmZWhSavbs2R6PVeJJ1Zhau3at3HTTTR4d0Do7rwUAAAAAAID1mapPqYyMDP23bt26Hs8vWrRIJ6suuugiefTRR/UoSoE6vFV9i7jfABhHjYLWpUsXXfuxTp06rpos06dPZ7UAAIgdAADOO+KYaZJSDodDBg4cKDfccIO0bdvW9Xy3bt3kiy++kAULFsibb74pq1evlltuuUUnn/z1U5WUlOS6NW/ePIZzAdiD6stN9fHmTSWIVUIpPT3d52Nf3nrrLTl69KisX79edu7cGdVyAwCMQ+wAABA7YKnme+6eeOIJ2bhxoyxdutTj+fvvv991XyWrVKe1qjPbWbNm6Q5uvQ0ePFgnt5xUTSkSU4Bx9uzZI7/97W+ldevWrAYAALEDAMB5B8xVU6p///4yY8YMWbhwoTRr1izge5s0aaKTUrt27fL5uup/qnbt2h43AMY477zz5JtvvpHPPvtM16hSV9F9+fe//62b59aoUUPOP/98ef7556WwsNDjPa+88opuxqtGUHvkkUfkmWeekSuuuCJGcwIAiJVuHS4ndgAAQsJ5h3VVMrrJnkpITZs2TTcDatWqVZmfSSuOH+QAAFnxSURBVE1NlYMHD+rkFGA5akS8wtyg357g/t6CyiF9lfpsQmHR2c9WrqE6c5JYUs1t//rXv+rk8DvvvCPVq1f3+T6VaJowYYI0bdpUNm3apPuOU88NGjRIv66a8L766qvywQcfyPXXX69HX1PNeYPZZwBAvMWOiDIgdnzx3QIZ+Ux/YgciRnXvMXXqVNm+fbs+FunYsaOMHDlS2rRp43FeMmzYMBk3bpykpaVJ+/bt5f3335dLL72UNQFrirPYwXmHdRmalOrXr59MmjRJvv32W30CqjpEVlRfUCpgZGdn6yG977nnHp2E2rdvnzz77LNSv359ufvuu40sOlA+KjAMbxr02y8LYzmXStc8e0SkSk2f71UHYqomk7vvvvtOatWq5fFccXFxSGVo0KCBrr2ofs+BRtB87rnnPK5y/POf/5Qvv/zSlZR677335OGHH5a//e1v+vELL7wgc+bM0fsIALC9EGNHRAWIHb5EInbUrVef2IGIWrx4sT7vuOaaa6SoqEiGDBkiXbt2la1bt+qBWJRRo0bJ6NGj9UUyVXtb1dBWA7Xs2LFDn6cAlhNnsYPzDusyNCk1duxY/bdz584ez48fP14386lYsaKuNaGa/qiOlFVi6uabb9YnqwQHIDJyC4pkd0q2NKpdTd+c1G/N+Rt1WrlypfzlL3+J+KL/+uuv5e2335bdu3frRJM6YHRveqsOCPv27evxmWuvvVYPgAAAMA9iB8xo9uzZpc41VJcAa9eulZtuuklfnFPHISpZ5eyzduLEidKoUSN9Af2xxx7zOV018JL74EuM+g2UD7EjvhnefC8QVbvixx9/jFl5gJhUZVVXDoK06XCG6/5l5yaF9FXJJ3MkO7/o7GfVd/twJD1P/z2emeeRlFJXDi+88EKP9x46dEgibcWKFfKnP/1JV5m/7bbbdE1JZ/M8d941ucrafwBAvMaOiH93CIgdsIKMjDPHV3Xr1tV/k5OTdYsNVXvKSdX07tSpkyxfvtxvUko1C1THL4ApETtK4bzDnEwz+h4QF1RiJYSqrI7Kbp19h/C5M591iKOkqFyfjaVly5bpwQvU1Umn/fv3e7xH9fmwatUqefDBB13PrVmzJqblBACrxI54QOxAeamLWmqk7htuuEGP7K04uxBRNaPcqcfexyTuGPUbpkbsKIXYYU4kpQAYStXGOnDggK4dpfp6mDVrlh78wJ0aEEF1fn711VfrzklVE96NGzfqkfoAAPGH2IHyeuKJJ/QxxNKlS0u95qtWtvdz7lRtKnUDYA3EDnOqYHQBAMS3u+66S5566il9kHjFFVfoavLPP/+8x3seeOABfTXy6aeflquuukpXs1f9zlWrdra5IQAgfhA7UB7qIteMGTNk4cKF0qxZM9fzzsFYnDWmnFJSUkrVngJgXcQOc0pw2LxjFtXhoOqjRrUdd+84GYiFvLw8nUBp1apVuRIoGw+lu+5f3qxOSJ/deyLb1adUoM+qTs5VZ+fl+Q4jqRFx1EHk559/Llbjvl6jsdwDbXfsE4PDcoKVY4dVbT6cISW/HpZGKx5ZOXYYtd3ZYX+oTndUQkrVxF60aJG0bt261OtNmzbVF8mcI/8WFBToztBHjhzpt08pb3ZYVrCueI0dsWCF2LHx1/OLxknVpGHimfWfmp0vh9NPu96TVL2ytKxX03TnHDTfA2B6ubm58uGHH+qO0NWonJMnT5Z58+bJ3LlzjS4aAMCkiB1w6tevnx5F79tvv9UjeDtrRKkTJjWwkmqiN2DAABk+fLhOWKmbul+jRg3p1asXCxKII8SO2CMpBcD01MHi999/L6+88ooeell1fP7NN9/I7373O6OLBgAwKWIHnMaOHav/du7c2WOhjB8/XncHoKgaUqdPn5a+fftKWlqatG/fXubMmaOTWADiB7Ej9khKATA9dRVT1YwCAIDYgVAF01uJOhEdOnSovgGIX5x3xB4dnQNxrLCoxOgiAAAAAADiFDWlgBgw43gCqTn5cjjtbMd3sA8zbm8AQhdvv+UEowsQ5+JtewPsit8yrLatUVMKiKLKlSu7Oswzm2MZeUYXAVHi3N6c2x8AazFz7IB9ETsAa1ODATlHjgRiwbmtObe98qKmFBBF6gdap04dSUlJ0Y/VKC6qz4JgOYoKPIbcDEVxYb44ior9frakqEAcJZ7Z7VC/A+Xjvl4judzV1Qp1UqG2N7XdhRsgAFgzdliVjku/XnUlHsUOsQOwh0qVKul4ceLECX1xo0IF6p/E4/lFYUGCOE8tCvILPM47igpKJC8vMucHJSUleltT25za9sJBUgqIssaNG+u/zpOLUKS4Na+rcrp6SJ89mZUveb/2GeXrsynpp8UrJxXyd6B83NdrNJa7Opl1bncA4i92WJV7XCIexR6xA7A2dfGiSZMmkpycLPv37ze6ODDo/CK/eiXJrHamxnVOfpGk5Ra63pNVuaIUpFeJ2HeqxGeLFi3CvnBGUgqIUYBo2LChFBae3SkE45Gpi1z35//Tcxjjsrz/v/Xyy4F0v5/9x5ilekflLtTvQPm4r9dIL3d1ZYwaUkB8xw6revK9pZJbcCYuEY9ii9gB2EOVKlWkdevWNOGL4/OLR248X/58cQt9f+aGw/L2wl2u99xwYQMZdlebiG5vkaiRR1IKiBGVKAg1WXA460zzO6VatWohfTYt/+znfX32WHaxZOadnX55vgPl475eWe4AIh07rOpodrFk5/uPWwCAsqkkAfvQ+D2/yCup6Fr/BVLJ47wjvcBhym2DhqYAAAAAAAA2kmCRcW1JSgEAAMBw1jh0BgAAkURSCgAAAAAAADFHUgqwoM2HM+REVn7A9/w6qjYMVFRcIquST0l+kWcfUgAAAAAQTQ6xxgkhSSnAYrYeyZTfv7dUrnl1ntFFQRlG/bhD7vvPzzLwqw0sKwAAAADwQlIKsJhVyakRG24c0TVuyV79d9bGoyxqAAAAAFGVYMFTPJJSAAAAAAAAFuewRos9DySlAAAAAAAAEHMkpQAAAAAAABBzJKUAAJY1YsQI3T/agAEDXM85HA4ZOnSoNG3aVKpXry6dO3eWLVu2GFpOAEGwYD8YAAAgPCSlAACWtHr1ahk3bpxcfvnlHs+PGjVKRo8eLWPGjNHvady4sXTp0kWysrIMKysAAACA0khKAQAsJzs7Wx544AH56KOP5JxzzvGoJfX222/LkCFDpGfPntK2bVuZOHGi5ObmyqRJk/xOLz8/XzIzMz1uQLyZsCxZur3zk5zMzje6KAAAIEwJFqmCTFIKsCkrjrwABKtfv35y5513yu9+9zuP55OTk+XYsWPStWtX13NVq1aVTp06yfLlywM2A0xKSnLdmjdvzspA3Bk6c6tsO5op78zbZXRRAABAnCApBQCwlClTpsi6det0IsmbSkgpjRo18nhePXa+5svgwYMlIyPDdTt48GAUSg5YQ35RsdFFAAAAcaKS0QUAEBrVqXMwHBK4qlSQkwFMRSWL/vGPf8icOXOkWrVqQf9OVLO+QL8dVZtK3QAAAADEDjWlACBKSPxF3tq1ayUlJUV++9vfSqVKlfRt8eLF8u677+r7zhpS3rWi1Ge8a08BAAAAiOOklGp6cc0110hiYqI0bNhQevToITt27PB4D0N7AwCcbr31Vtm0aZOsX7/edbv66qt1p+fq/vnnn69H25s7d67rMwUFBTpx1bFjRxYkYGJU4AUAIP4YmpRSJwmqs9oVK1boE4iioiLdOW1OTo7rPQztDQBwUhcx1Ih67reaNWtKvXr19H3VRG/AgAEyfPhwmTZtmmzevFn69OkjNWrUkF69erEgAQAAABMxtE+p2bNnezweP368rjGlmmfcdNNNpYb2VtTQ3qoJhhra+7HHHvM5rLe6OTGsNwDEl0GDBsnp06elb9++kpaWJu3bt9d9UKmEFgAAAADzMFWfUmrEI6Vu3brlHtqbYb0BIL4sWrRIX8BwUrWlhg4dKkePHpW8vDxdK1fVogIAAABgLqZJSqlaUQMHDpQbbrjBdfJQnqG9GdYbAAAgnGMylh4AAIiD5nvunnjiCdm4caMsXbo0rKG9GdYbcP5OWBIAIivjdKF8/NNeueuKpnJhQ5pDAgAAWGX0b4dJzw9NUVOqf//+MmPGDFm4cKE0a9bM9bwaQUlhaG8guB0NAETTsJlb5L0Fu+V3o5ewoAEAAEwswSLnjYYmpVSNJ1VDaurUqbJgwQJp1aqVx+vqMUN7m8uXqw/InC2+m07CWiyyj7I0s16NAMpr/YF0Fh4AAIBJOSx4/mFo871+/frpUfS+/fZbPSqSs0ZUUlKSVK9e3WNo79atW+ubus/Q3sY4kJor//5mk76/77U7DSoFAACwI39dMwAAAPsyNCk1duxY/bdz584ez48fP1769Omj7zO0t3mk5uQbXQQAAAAAAGATlYxuvlcW59De6gYggr8/FiYAAAAAIN47OgcAAAAAAEB8ISmFoNHXAwAAAAAAiBSSUgAAAHCheTcAAIgVklKAxTA2EQAAAADADkhKATbFlW4AAIAzlixZIt27d5emTZvqLimmT5/usWjUyN/qeffbddddx+IDYBsOMSeSUggaNXQAAABgRTk5OdKuXTsZM2aM3/fcfvvtcvToUdft+++/j2kZASAez98rGV0AAMawyk4KAAAgXN26ddO3QKpWrSqNGzcOepr5+fn65pSZmRlWGQEgHlFTCrAYs1a7BAAAsLJFixZJw4YN5aKLLpJHH31UUlJSAr5/xIgRkpSU5Lo1b948ZmUFALsgKYWgJVC1BgAAADakalF98cUXsmDBAnnzzTdl9erVcsstt3jUhPI2ePBgycjIcN0OHjwY0zIDgB3QfA8AACDOFZfYsx6uw+GQ3IJiqVmVQ14Edv/997vut23bVq6++mpp2bKlzJo1S3r27Om3uZ+6AQDKj5pSAAAAce4PY5a67jtslJ8aMn2zXPrij7J2/ymjiwKLadKkiU5K7dq1y+iiAICtWzeRlAIAAIhzW47Ys4PmSSsP6L9vzyOxgNCkpqbq5ngqOQUAVuQQa6AuM4KWwHhtpmDB5DcAALa8ugvryM7Olt27d7seJycny/r166Vu3br6NnToULnnnnt0Emrfvn3y7LPPSv369eXuu+82tNwAEAor1nYmKQXYlQV3SAAAANGwZs0aufnmm12PBw4cqP/27t1bxo4dK5s2bZLPPvtM0tPTdWJKvffLL7+UxMREVggARBFJKQAAALhQYwl21LlzZ93xvT8//vhjTMsDADiDPqUQNA5S7SWBFQoAAAAAccFh0pY0JKUAAAAAAABsJEGsgaQUAAAAAAAAYo6kFAAAAAAAAGKOpBQAAAAM73PCKs0MAABA5JCUAqyGDsoBAAAAADZAUgrlEmhIXQAAAAAAgLKQlELQqKADAAAAAAAihaQUgkblKGtxCLXZAAAAAADmVak8H7r77rslwUe1GfVctWrV5MILL5RevXpJmzZtIlFGmDRBRc0pAEbEjrFjx+rbvn379ONLL71UXnjhBenWrduv+yeHDBs2TMaNGydpaWnSvn17ef/99/X7AADWwnkHANhbuWpKJSUlyYIFC2TdunWuE4xffvlFP1dUVCRffvmltGvXTpYtWxbp8sJAJKHshVGOEGuRih3NmjWT1157TdasWaNvt9xyi9x1112yZcsW/fqoUaNk9OjRMmbMGFm9erU0btxYunTpIllZWTGZTwBA5HDeAQD2Vq6klDrAV1ez9+7dK998841MnTpV9uzZI3/5y1/kggsukG3btknv3r3l3//+d+RLDETQ89M3S7d3fpK8wmKWKxBlkYod3bt3lzvuuEMuuugifXv11VelVq1asmLFCl1L6u2335YhQ4ZIz549pW3btjJx4kTJzc2VSZMmsY4BwGI47wAAeytXUuqTTz6RAQMGSIUKZz+u7vfv3183l1BXwJ944gnZvHlzJMsKRNznK/bLtqOZMnfrcdstXfoAg9lEI3YUFxfLlClTJCcnRzp06CDJycly7Ngx6dq1q+s9VatWlU6dOsny5cv9Tic/P18yMzM9bkC8MqpPQl/NewHOOwAgeO6h1CphtVxJKdXMYvv27aWeV8+pEwRF9Q/CwYV92a0L7RIyOEDURTJ2bNq0SdeOUgmnxx9/XKZNmyaXXHKJTkgpjRo18ni/eux8zZcRI0boJiLOW/Pmzcsxh3HAIgc3AOyD8w4AsLdydXT+4IMPysMPPyzPPvusXHPNNfoEYtWqVTJ8+HD561//qt+zePFiOpW1mQTORkyBc0JYVSRjh+oMff369ZKenq6bAqpmf+qzTt6JLdWsL1Cya/DgwTJw4EDXY1VTisQUABiP8w4ACJ4V61qUKyn11ltv6avOqjPZ48fPNHtSj5966ilXXyCq6cTtt98ecDpLliyR119/XdauXStHjx7VV7p79Ojher1Pnz66LxB3ahQl1W8IgPBYcH8Fi4tU7FCqVKmiR+tTrr76at2h+TvvvOOajqoV1aRJE9f7U1JSStWecqdqXKkbAHuy4kE6Ih87AAA2SUpVrFhRdyKrbs5+N2rXru3xnhYtWpQ5HdUHiBpp6W9/+5vcc889Pt+jAsz48eM9TkRgPFXrgDo7AIyIHf72SapfqFatWulOcefOnStXXnmlfq2goEDXoho5ciQrDAAsJpqxAwBg0aSUO++gEIpu3brpWyDqyrU6wQiWOilRNyc6q40cq3SUhjO4KAwzCyd2qOZ/Knao5nVZWVm6o/NFixbJ7NmzdRM91Zm6ahLYunVrfVP3a9SooUf+AwDEZ+wAANgsKfX111/LV199JQcOHNBXod2tW7dOIkWdaDRs2FDq1KmjR09SQ3+rx4E6qx02bFjEvh8AEDmRiB2q+YbqY0Q1+1adkl9++eU6IdWlSxf9+qBBg+T06dPSt29fSUtL082+58yZI4mJiaxKALCgWJ13AAAsMvreu+++q5vcqeTQL7/8Itdee63Uq1dP9u7dW2bNp1CoaX3xxReyYMECefPNN3WfIbfccotHTShfndVmZGS4bgcPHoxYeQA7oeIbYi1SsUMND75v3z4dC1RfUfPmzXMlpBRVW2ro0KE6aZWXl6eb7rVt2zZKcwUgUohLMPK8AwAioaCoRE4XnBlVGlFMSn3wwQcybtw4GTNmjO7jSV2VVv13PPnkkzoRFCn333+/3Hnnnfpkonv37vLDDz/Izp07ZdasWQGb+6mqve43RB5Nw6KwTB0OyStkBwb7ilXsAADYB7EDgJV0fG2+XPzCbBJT0U5KqaqzHTt21PerV6+u+/RQVHOKyZMnS7SokZRatmwpu3btitp3wD/6lIquhyaslt88P1uOZ+axGcKWjIodAELElSeYCLEDgJWczD7TxHh3SrbRRbF3Ukp1PJ6amqrvqyTRihUr9P3k5ORfR2WLDvWdqjme+zDfgF0s3HFC/53+y2GjiwJEhVGxAwBgXcQOAFbkMOUVHofYJiml+nWaOXOmvv/www/LU089pfvzUM3t7r777qCnk52dLevXr9c354mJuq+uiKjXnn76afn555913yGqw3PVhK9+/fohfQeig/NHAEbFDgBA/CB2AED5JFikt8Zyjb6n+gQpKSnR9x9//HGpW7euLF26VCeN1ONgrVmzRm6++WbX44EDB+q/vXv3lrFjx8qmTZvks88+k/T0dF07Sr33yy+/ZAQlg1hlowZgTpGKHQCA+EHsAAB7K1dSqkKFCvrmdN999+lbqDp37hywycaPP/5YnuIBAEwoUrEDABA/iB0ArIiWRVFISm3cuDHoiV5++eUhFAFANNBHD8yA2AEAIHYAAMJOSl1xxRWSkJBQ5omuek9xMcPa2505O24DYDbEDsCCDGqtzyi/cCJ2ALA6zpajkJRSnZAjvnGwaC+sT8QCscNmOMICEAPEDgCIn3O8oJNSamSk+fPnyznnnCMvvfSSHhmvRo0a0S0dAMDSiB2ABZF8hMGIHQCsjq5Ugne2x9kybNu2TXJycvT9YcOGSXZ2dghfA7uh4zbjWCX7fSqnQNJzC4wuBgxG7AAAEDsAABHpU+pvf/ub3HDDDTrr98Ybb0itWrV8vveFF14IdrKwEIvkQmAC+UXFctXLc/X9PcPvkIoV2HriFbEDAEDsABAv50CxrnScnlsgVStVPPu9Efzi4hKHpGbnS8Pa1cQUSakJEybIiy++KN99953uzPyHH36QSpVKf1y9RlIKiG+p2WdrSJ0uLJZaVYPe1cBmiB0AAGIHgHjQadSimH5fRm6hXPHSXKle+WxSKpBQE1b/99kamb89Rf77cHu5oXV9iZagzxTbtGkjU6ZM0fcrVKig+5dq2LBh1AoGALA+YgcAgNgBIB4cy8yLaXc3m49kuCoBRINKSCnjlyVHNSkVdJ9S7kpKSoJKSN15551y9OjR8nwFEFP0kRXh5Rnh6cEeiB0AAGIHACDspFSwlixZIqdPn47mVwAwOXqTQqiIHUC8il7EcHC5xPaIHQBgTVFNSgEwbnQ9aisBAHBGYRFREQAAMyIphXKhuRuC3lZYVAAAg63ad8roIgAA4gpnQcEiKYWY1+CBWRJ+rFAAgI84xEKBTZv3de/eXZo2bapHC58+fbrH6w6HQ4YOHapfr169unTu3Fm2bNliWHkBIF6QlAIsJsFiySRrlRYAANhRTk6OtGvXTsaMGePz9VGjRsno0aP166tXr5bGjRtLly5dJCsrK+ZlBWB9saho4LDJVaRKRhcA1kSHoUBoTuUUSN2aVVhsAAAYoFu3bvrmi6ol9fbbb8uQIUOkZ8+e+rmJEydKo0aNZNKkSfLYY4/FuLQAED+iWlPq2Weflbp160bzKxBT9q3zYqamiWYqS3mpgzt4uvmNRSySIBE7AACxjB3Jycly7Ngx6dq1q+u5qlWrSqdOnWT58uV+P5efny+ZmZkeNwBQOBuKQk2pGTNm6KsLlStX1vcD+cMf/qD/Dh48OISiAMYhh4JoyzhdGJcLmdgBIJ4uysCasUMlpBRVM8qderx//36/nxsxYoQMGzas3N8LAAghKdWjRw+9w27YsKG+74/qOLC4uJhlC8RxgkztBwCF2AEAsErs8D5+UTW/Ax3TqETYwIEDXY9VTanmzZtHrDwArMuM53QOsXhSqqSkxOd9xCcz/shgHjTfgxOxAwBg9tihOjVXVCKsSZMmrudTUlJK1Z5yp5r4qRsAmMXC7Sny984XnHmQYPOOzufPn69vamftHizU1YRPPvkkUuWDiVD5xVrL2SyJQ7YbuCN2WJxFDm4A2Eu0Y0erVq10Ymru3Lly5ZVX6ucKCgpk8eLFMnLkyLCnDyD+xOIivcNH3adV+05Z7nyuXEkp1Xb6pZdekquvvlpfTaCpDgCA2AHYA7VdYSaROu/Izs6W3bt3e3Ruvn79et05eosWLWTAgAEyfPhwad26tb6p+zVq1JBevXpFcG4AwHocDhMmpT788EOZMGGCPPjgg5EvESzBJJVw4pIVah6ZpZYWzIXYAQAwKnasWbNGbr75ZtdjZ19QvXv31tMfNGiQnD59Wvr27StpaWnSvn17mTNnjiQmJrLSAJhSgk2qsJcrKaWqs3bs2DHypYGp2WOTB2AUYgcAwKjY0blz54C1AFUNrKFDh+obACB2KpTnQ4888ohMmjQp8qUBDOKrPS7sXZsLsUfsAAAQOwDEA84uo1BTyn24U9XB4Lhx42TevHly+eWXS+XKlT3eO3r06BCKAKPkFxXL1HWH5cbW9aXZOTVYEYgYmu/BidgBIFhczwCxAwDMxzQdnf/yyy8ej6+44gr9d/PmzR7P0+m5dby/YLe8u2C3VK1UQXa80i2kz9IJqvkTPmbJztulrXM0Hc/Mk0a1q4kdETsAAMQOAIg8h2nO+GKUlFq4cGF0S4KY+2n3Sf03v+js0LqBkHAEouNEVr5tk1LRiB0jRoyQqVOnyvbt26V69eq6rxE1ZHebNm08EudqxCZVq9fZYe37778vl156acTLAwCILM47AFgdLUei3KcUAMRbBh/msXjxYunXr5+sWLFC5s6dK0VFRdK1a1fJyclxvWfUqFG6KfmYMWNk9erV0rhxY+nSpYtkZWUZWnYAAADAShwOE46+B5BmsADS87Cp2bNnezweP368NGzYUNauXSs33XSTriX19ttvy5AhQ6Rnz576PRMnTpRGjRrpQToee+yxUtPMz8/XN6fMzMwYzAkAAADsiAvzFqkptWTJEunevbs0bdpUNw2bPn26x+vqxEINy6peV0001FCuW7ZsMay88c7OPQNZqd8jRrYDPGVkZOi/devW1X+Tk5Pl2LFjuvaUU9WqVaVTp06yfPlyv00Ck5KSXLfmzZuzmAEAAExO5Qy2HsmU7Pwio4tiOgliDYYmpVRTi3bt2unmFb7Q/AKIHpJbsAN1IKJG+Lvhhhukbdu2+jmVkFJUzSh36rHzNW+DBw/WyS3n7eDBgzEoPQAAAMKxZNdJuePdn+S2t5aYa0HaqGlRgllG34uGbt266Zsv5Wl+gdixW8swqlcC1vTEE0/Ixo0bZenSpWUOzqDiir8BG1RNKnUDYBwulgAAQjVr4xH993D6aRaeRZm2o/PyNL9QVJ8gqi8Q9xt8CzXhycEiysNuCUyYR//+/WXGjBl6lKZmzZq5nledmivetaJSUlJK1Z4CAAAAIi0Wp0AOm5xnmTYpVZ7mFwr9ggTPJtuw7VipfyvACKrGk6ohNXXqVFmwYIG0atXK43X1WCWm1Mh8TgUFBXrUvo4dOxpQYgAAAESDXRIz8cy0SanyNL+IRb8gB0/lyms/bJfjmXkSb/jBx2g5ky6MO/y2QtOvXz/573//q5tyJyYm6gsV6nb69Jlq2ypGDBgwQIYPHy7Tpk2TzZs3S58+faRGjRrSq1evqKxDAAAAIJYSbFKXwdA+pQJxb37RpEmToJtfRLtfkD+NW6Hbq67YmyrT+10vcYuMNACDjB07Vv9VI7K6Gz9+vE4+KYMGDdJJqr59+0paWpq0b99e5syZo5NYAAAAAMzBtEkp9+YXV155pUfzi5EjRxpWLmcHausPpku8sUsmFoC1qRqzZVG1pYYOHapvAAAAQCzREsIiSans7GzZvXu3R+fm69evl7p160qLFi1czS9at26tb+o+zS/MgSZm0WOHPqXYCQOAdVEZGgAAxEVSas2aNXLzzTe7Hg8cOFD/7d27t0yYMIHmF2Ybfc8GyRI7JFGCXQtmmSWzlMPMSPICAAAA9hGL43uHTU60DE1Kqf5AAjXDoPkF4pEdEhQ09QQAAAAAa3WBYQTTj74HczLp9owQRLPeG9sHAAAAgHhlhvOhBIvUFCApFcdC/Z1YZJsGAMCUluw8Ib9/7yfZeiTT6KIAAGAL6acLjS4CwkRSCjAZO/fdBQDx7K+frpLNhzPlkYmrjS4KAAC2MHfrcTEjE1SUErM21/NGUgrlYo3NG2ZglZ0hAMRKBld1AQAANJJScaSkxCHPTd8kX6zcrx+boT5OUXGJDPp6g0xdd8jQctA0EQAAAABglQvzDrEHklJxZPGuE/LfFQdkyLTNpvmRTV9/RL5ac0gGfrUhItOzAzuMvgcA8I+9PAAAwBkkpeJIZpjNBaJRmygtp0DMwEotzKxQq4vEGgBYl1ExkT4VAQCIPySl4ohVhoRE/CXa4h3rCgAAAIA5RTePQFIqjkRyUyLfAQAAAACAMRJi9k3RPfsnKRVHqChlDbGqNROr7YEEJgB47RfZMQIAYGtmDPUOMSeSUnEkkn01ROqAmr6HAAAAAACIz+57SErFEYtsk4gRrtQDAAAAQDROtuK35lOoSEoBgMHsElAABIdawgAAwDoSojp1klJxJLIdnTtsNfwztYZYngAAAACs61ROgev+gdRcWbb7pKHlQXBISsVp872svEIji4I4qjVDwg8ArMWoOEQ3AwCAcNz1/lLX/ZteXygPfLxS1h9MN2ShUis6eCSl4oh7cuCPH/4c5sTCLg5sjBMLAAAAALF08NTpUs9tPGRMUspeHFGdOkmpOJWeW2iK3vjJINsTtaNCXV5keWFfJ7PzZfbmY1JUXCJW+C3O33ZcDqeXPqgFAAAI/piCZRUsklJxxD0Hpe5zImxvJPwAmMHv310qj/93rXy6LFnM7sctx+XhiWvk+tcWGF0UAAAQAXZODjlsMnMkpeJK5GpG2WPzP8sElcZcbLJvAQDtWGae/jt363HTL5Gf99AhqmKikAgAgCXZ65wuIapTJykVrzWljCwIbJ+Is9U+GEDciFWzdnsdqAIAYF52qU1kZySl4lS4B978thH8xsKyAmCNuGGmWrMAAADxcCxGUiqOVCARZbkfqFVxXgfYX15hsdhNuHES4WHpAwAQuYomVomrJKXiiPtGqbZfM4y+B3sixwfYX4/3l4ndEBWB+DV06FB9bOx+a9y4sdHFAhAmzkvMvxQrRXXqMPXoe+FgZLfoKWvZJnDaVL7l6nDENBEbzfbrsZ4XwJftx7Jsd1BYoUKM+pQSczN7+YBoufTSS2XevHmuxxUrVmRhAzBtLHXYpLkPSak44n4Oe/DUaWmYWM3I4iBO5BepJj6VDS3De/N3yWcr9sv0ftfLuXWqR/37Bn29QVbvS4vKtD/+aa98uHiPTPm/DnJhw1pR+Q4gXpHqBeJbpUqVQqodlZ+fr29OmZmZUSoZABiJ0fcQsU0pIWKZVZskZW3NLOto4Y4Uo4sgb87dKSey8mX0nJ0x+b6v1hyS5JM5Qb8/lFX1yqxtcjK7QIbN3FKusgHwjxqIQHzbtWuXNG3aVFq1aiV/+tOfZO/evQHfP2LECElKSnLdmjdvHrOyAvBt6rpDkpVXaPg5kdG1mEbP2SGfLku2RD+i9CkFQ5klcWJHZlm2ZimHGYJDJNloVhAnrPD7o1XsGQW6hisQX9q3by+fffaZ/Pjjj/LRRx/JsWPHpGPHjpKamur3M4MHD5aMjAzX7eDBgzEtM4DSBn61QZ7+34a4XjS7jmfJuwt2y5Yjkam9uXT3SYkmmu/Fca07rgibkwXO2wDAlmLWfM/k+/kftxyX7zcdlTsua2J0UYCY6datm+v+ZZddJh06dJALLrhAJk6cKAMHDvT5mapVq+obAPPFMYuE3KjYlZItVkJNKZRLPP647SZWHaabaVsxU1lQfkuWLJHu3bvrJhYquT59+vRSNXLUKErq9erVq0vnzp1lyxaaO6Js1JQ6q+8X69hkENdq1qypk1OqSR8AWOm8I0GshaRUHDHjxmmWEwCSFRFenlT3CnF5RXgF2FxOTo60a9dOxowZ4/P1UaNGyejRo/Xrq1ev1p3WdunSRbKyQhstDvGH0U0NXv5mOSgAfu3EfNu2bdKkCTUGAVhLgsXCqemTUupqtzpIcb+FMioGzuJgD/GecCFZZp8mFq+88or07NnT5zp+++23ZciQIfr1tm3b6qYXubm5MmnSJEPKC+uoEKODOAeXQgDTefrpp2Xx4sWSnJwsK1eulHvvvVePpte7d2+jiwbAgsf/sfhah99XrJWVskSfUpdeeqnMmzfP9bhixYqGlseqIrlpcnJvoARrJUBLzJSVgu2pkwnVOW3Xrl1dz6n+Pjp16iTLly+Xxx57zOfnGNY7+iyxJ7DapUUAEXPo0CH585//LCdPnpQGDRrIddddJytWrJCWLVuylAFYSoLFDmcskZSqVKkStaNsunGaJV9hwkVjaSQtYRSVkFIaNWrk8bx6vH///oDDeg8bNizq5YO9akrN2XJMXpu9Xd7905XS9tykoD9HM0HAfKZMmWJ0EQDYinEnugliLaZvvqeoDgZVh7WtWrWSP/3pT7J3716/71VXu1VVW/dbpFj9RDuSB8FWWhSZeYVBPWcn2flFpqmhZJZyKOYpCWLdXFntvwM1YWZYb5QnTv7f52tl74kc+b/P1rAAAQCAKSSYsTaKlZNS7du3l88++0x+/PFH+eijj/RV8I4dO0pqaqrfq91JSUmuW/PmzSNWlsc+XytWZrFtMyL+t+agXD50jny4eI/HlW313IgftokdHc04LW1f/FG2HzNHp84vfGvsqGfvL9wt5ke6LFKcfQ46a0w5paSklKo95U418atdu7bHDZFlovx0xONkbmFxSO+nTykAABAtCRZbtBWs0KHtPffco4dk/d3vfiezZs3Sz6uOa2N9tXvO1uMRmxZi419fb9R/X/thu+u5l2dt1X//s9h/jTsrm7XxqNFFMFWK5fUfd1jqpBjhUTVqVWJq7ty5rucKCgp057XqggYQjY7O2bcAAIBYS/D3vMWyUpboU8pdzZo1dYJKNenzd7Vb3VCaGbdNs/xgzJSrsHozUSDasrOzZffu3R6dm69fv17q1q0rLVq0kAEDBsjw4cOldevW+qbu16hRQ3r16sXKga2quwMAgPjl8PO81Q5nLJeUUn1Gbdu2TW688Uaji2I5ZjzYJv9i3DKN5uZgvi3Nfkz4c46ZNWvWyM033+x6PHDgQP1XDds9YcIEGTRokJw+fVr69u0raWlpuhn4nDlzJDEx0cBSx4eT2fny3LTN8uf2LaTTRQ08XnPY+HcV6sUEYp9vmaft3d9juNR29uy0zXJBg5ryyI3nG10cAIBJY32Cxc7GTJ+Uevrpp6V79+766rfqE+SVV17RnZerkw8YdxLLATUCbh8mXTxmLRdC07lz54BJAJWAHzp0qL4htl7+bqvM3nJM3/a9dqflFr/VDuLsJiu/yOgimNqq5FMyedUBfZ+kFAAEh/PWs3ILzBlnTZ+UOnTokPz5z3+WkydPSoMGDeS6666TFStWSMuWLY0umuV4H2pz6A0AiKSjGXlxefHGjDWRYT85Jj2ZAABY42J4bkFoA7PEiumTUlOmTDG6CLbBQbM9svllnfowqlOgZWvG8ADALMqbWmLfAgCAOcXluVGCWIrpR99D9EYVcsTpj5vmGQAQrf2rtcWqwpN1IygAAAgG18KDR1IqjpixdQEH5mB7g90s2pEiHyzaHZPaM1uOZMgbP+6QHJP0xWPGOBOKCgFmoLjEIe/M2yUr9qaWeo1YFjuncgpk5OztknwyJ4bfCgCACTlCfLtJD1hM33zPSIfTT0v1yhWlbs0qfg9QK3pXP/JyPDNPH+Q2SKwalTKq6asSNKxdLYh3R+5swawbdDCKikv8vpaanS/5RSXStE51MStHBNZNSYnDb98veYXFcuBUrlzUyH4jlan5NqPy/J5+2nUyGkVBBPQZv1r/vaRJbencpmFUl+md7y519RHwQvdLJNoS4jVwiMjUdYfkrXk79X0rduJuF0//b4Ms2J4iny3fJ1teut3o4gAATM7ihx/lY7F5pqaUH2k5BXL9awvkqpfn+l14vT9dFXDhqpP79sPnyzWvztMJrEjLLzoz/WuHz5fCAIkW9ySb2RhxUf2Ij2SMs0bDb1+ZJx1fWyAZufYelvqVWdv8vtbroxXS9a0lMmvjUdvt/H/YfMzoIiCOHEmPXaffW49miBlYvXl0oJpS+1L918wJda7pg8q3ixrVKnPZrdl3Sv/NMWlnrQAAGN7dTYKfp016mEZSyo89J7LLXHhLdweuqXAyO98jgRRp6W6Jk9z8sqe/bn+ax2OTbpOmEOjkI9pisfv6dFmy39fWHUjXf53DTgMwP7Mmgt1ZoIgBD9YCJdysMG9WUKkCh6UAgMgiRpsf0d/CJwwe00yI7ZVZh81HJjRrFjkYkSp7iRXOcgETs/KAEPEqVrt+RsP1t1xitAIAAIgyI0+lEvw8b9bTO5JSMTrodET5hIcDOURaNJqcwjeWtD2FGvjVhYOZG47IfgNrasa7CgH6iQwYZw38EauuAlR/V6pPxFhasP247mg/kjiWOWP5npOydv+ZZooAANgdHZ1HUUKU+49wn2QwFxcjWYJIzY9ZT8bN3C9KrEoW3io265oFYifUX8GMDUfkH1PWW7ojbe+kQkHR2f4OM0+bv6++hBjteyN5TPDqrG3y+Yr9uj+mOU91kljYdTxLHpqwxpBt1e61zFSflr0+Wqnv7361m1SqePb6cVZekcdvq0olri0DQFnMWjsoun1HJfh5XkyJpFQUua/06NSUCq5zVtf7vQph59+nlZllx1lsloIAcWLNPs9+/0Jh1l9rgdsgHJluJ9RmZcWExw+bzwxKsfN42X1hRsqeEzlxd0EoVtJPF3jEYfcDdY+kVDFJKQCIhr0nsmXSygNSo2ol+WuHllK/VtVy12SOtp92+u7jOj33bCwpr1gOykJSyibD2wdzHE3/JsGz4HlJxA/q6VMKCFOIwdzK+x1/8xDtGsORFnAdmHYFxb5c0VoUpl3EMRTsz8QKvycAMINQz4FveXOx6/6KPany1eMdyvW97y/cLX+8urkYMXjV0//b4PP5Yz5GofdndgxHLafeb4ySA9E+dggmEeFdhnCO/ex2KKQO7jjA85/0DH15hr1KAMsL9Wdgh/Nx71gU7RrDsYylEW2+F8Fp2SmRY6NZiYhSx20W+z0BgNWt2lf+/v32peaKUQqLfUeJ9BC6UtidErsa2CSlosjjQDHKo+8FV1PKfMx0AEoixRP9nLPtIbb7lLCajplxBx+Bfey+kzmSkhX8Vb1wBVoFgV5zxFkc9f7OE1n5knwyx5ZxJyuvULYdzTTHNmiqoyYAgJ0lxDDkkJSK4ihknjmpKHR0HuI0yzoh2Hw4Q98iMa1gFbkt2+OZkT3x2HoktINI91nKLSjdBlgdcK/Ym6rvH0k/LYt3njBl7arJqw743Y7nbzsuJ4Mcoclso++pZb1wR0pI1U6NEGj5bjiYLkNnbIlpeRBb7vuEg6eMu0JmRhkhdnSuEh2d31gk1746X2LFiqf87nE0Fv1XeCdQVSy85tV5cvMbi8JOIG4K8hgklm5+Y7F0e+cnV/yPtnUHzvYtZ8JDDACwHPal5u9nk6RUED5cvEfMbl+YQ4ifLiiW37+3VN9idVCrTFy+z3X/hpELIjbdouISuePdn0L6zI9bzrabfXjC6lKvqwPuP41bITuPZ0nH1xZI709XyaKdJyJ2JdapqORsx8DlsdfP1eovVu6Xhyeukdvf/inqfUpF4zharZ+/jV8tHV6L3Qlqedz21hK/r931/jKZ4LbNw37ck7nL9sTmJNaudqVkxfw73QcNMeNFB19y8osMHeHwuw1HXPd3HotdVf9YX2hwP0aIpvnbUlz36QsUABAPF99ISvlRvUpF1/3Xf9whZuR+vLwrqFF3zn7ggfYt/CZFfNUSipaUrPwy276Ge+U4WEt3nx29IMvtIN+bezV+1fldJKTlFEZlObibs+W4/htsTSmzWfzr6BJmP09MzQl/tAtYlyPO+wbynodwfq+GNFVy+0rvMBLJ8kRtP2bAInOfFTsnUYyIPYG+0+yxEADMwg7HV0ag+Z4JuA/9WO4V4t4hZTT6lPJz3x/3CjhJ1SsHKGswU+NoyGpLIdTt2Gyj71ml1gJQ3m02nKSHWZMBVkvSWW20QKMSeZ7Lyfd9u51cxGp7CHRsF+2+SgHAjiwYzk3BvfZ41L8rZt9kYeXPSbk1A5DIc08aBHOw5H7S4ohxWWMtmr8h9/a1kTpIDaW8gdr3RvKgOZxJRWPnb7YkGeCLnTdT9xq1wbJaYsej+V4oHZ3HYD5VMz1fo6I6fJRRNcMvKAqvKXig5v7uo/fkF8WudrWRHAb8xgLFPbMmogEA5pUQyjmnxE6lGH5XXHfyFY0D1lCvTgZq0VYhyrW67Hq1OCo14MLpy8kRue3YbEmg4uicXwERFc6Jopmrl4+eu1Penb8r5M+Zay8S2jrw3gcGWj05UW72rgYCaT98vlzZoo5M63u9x2vuyaeEXx9fPnSO7oZg/QtdItpRqUp2XfzCbI/nvtt4NCrrWyXhalY1z2FqtEPi+oPp0uP9ZQG/0737AJOFaACAzc6RExh9zyY1paK+Ih0hJRCCTVgEc1Jlt4MhNTvlWV3RrgFnZHnMto6tVuMC8SmcpkwmzkkFnZCKZALEiOXh2dG5eZKGP2w6k/j55UB6mcv/cPppKSgu0aMdqr+RtOdEdsz202YbiS/aNZM+WLjb15d6+Ozn/f5eAgCgbCHVlKL5nuEisQqi3fQ/1JMf94PFUgfbfqaL2NcmCmeSgcoT6jbtMNnBu9lqbgGRZuaaUuUVVkfnBiwQ96800y4n2GWREOUEflkHqJH8ZrP9HMoxfkpIfK3iQLGUmAgAiGZspaaUTTr58ux7KIIFck4zxIOTgAmLEGfRRMfqEaEP5MX6B76Ba8OFWg6zLJHYnBAYiVpg9uFxsSDEvYoRSZios/Dv1nv9Gbl+gv3qSI5+6EuFGPZEarbfA6PvAYA1qRrEmXmF8uacHbLreJYs2pEiHy3Z6zr+3nokU3dToJqNm0lKZp688eMOXf6hM7bI9a8tkOIShxQWl8g783bJ2v1pIU8zv6hEvl1/WCatPODz9Yzcs8vplVnbJFbM01jfzCJwXBSNmiOeJz/BlME/j47OLXwSEesOQCO1rMI5kfWYjkSwppTJtgOzJcmAssRykzXLzyPB4n1sRftiUnkllLMmU6TnIZZV+f2tf+NSVdHdIHwtWzo6B4DwqQRMUXGJfLXmkLy34GxT6Uub1paOF9aXO979ST/OzS+S535/SUQXufreShXLd0Xnsf+u1c32v91wWA6eOq2fe2feTqlbs4q8NW+nvpXHP6as139vbF1fmtet4fHac99ulpkbjngsp1hg9L0gqE5D96fmhLxwo33gdPBUruv+oK83yuCpm/SGH6iDUqdfDqR5HPAdcJtWMCcRz03f7DG9UK3Zd0rOe2aWRIvKAofiX19v9JsxjnStFvV59V2bDp3tLyP9dIHr/vhl+8KYtu/ny5NJd98m/G1/ny5NltyCojLLEe4yO5VT4NGZrt2oqx7BWLb7ZNTLgvC47z+PZuS51u/tby/R+zx1pSuYmHHDyAUyYVlyCN9rDFVO91gUSe7L4/MV+/UVwr2/9mmkrmqq5aluJ7Lyo/KdgRIC6ntHzt4e0rRX7E2NQVUpz4fhxGll+7FMj1H3ur2zJGYbovo+X8djablnR6hT24SKQ7Hw45bjUZ2+uvJd1uJ0H5Rm7KI9cuOoBboTfABAYBsOlu6n0Hmc5rTVbTCJSCkO4xzol1/7kXQmpPRzB9Nlz4nQ8xK+qL4nS39n6OeMkUBSKsiRdDq9vsjn+1KygjsY2HkscOeg5fHIZ2s8Hk9edUD+u+JsJ5iBDqhWJp/yeK37mKWu+8H8dlYlnyp3dla598OfJZqem7Y5atP+Zt3hsJItc7Yel2enbfJY5k99eSZj7a48J1r+inPP2OURbwqhriq89N1WGf592VU7w71af9XLc8XO1Al3MB74eGXUy4LwuG/r2b9WA1cBfvuxLH1/wvIASWe3n+ihtNMydOZW068OVc4RP2yLevOx56dv1tXXX/j2TFJvwJe/uF5731cH0ZHoUyrAa86kQCge/CT6v1/vMs7Zeiys6Q38coPr/syNR8psRh3JWsrTfjkba51+2nXC47HaJlQcigV1cSSaFuxIKfWc9+/HvTsJdQFLnai8Nbf8x2IAEC98nQZ5PxeNGtqRrrFcXOKIWDl9XXwzquU8SSk/gm1Tmu52xS7QSj2UFp0ryd42uNW+Ke+PJNjfzoq9noktM/n+15GKomGz24hA5dnP7Pz15NSdr4x3hlvtKXeBaoCG23wvlCRbVt6Z38iy3WVf/TdRKxhTKmtELViHwyJNoyKpsNgRneXhY3HkFxWX+s5gaxqGO/peNJdTWdxryATi/baiMJeNx+h9QQ2oEtbXGT59I/maN++Y7quP03C2KwCIZ9671PL2Ix3rpFSFCJXTV9misQyCQVIqRv3chFN1L9b97gSbmIjXzpndl3F5FkGFYM8u/JygBtpZhHtuVp7PB7Md0B8Uyyde+Po9BP+bt6ZAu4Dw4kTp5RZukiWUb/Que7hJw8oVy//58n53+DHh7ARifZzqK9ZVtPlvqZRS1fV8vCVOj8UAIBS+Wox4x9ZoDLAR6XOgEkfkakr5KplRUZaklB/Bruxgt7OSGA0dFomvCXqe4vRAKNxOycPdkQQ6KA90cBrM93rXOCjvwW7pPqXKNZm44TDRPgTGBXiTDTZmSs59VIIFOzqvFIOh6xwR7wMxtKunkVxmPmsFx9lvJJjdfrweiwFAuEo134vCIo30PrpYNd+LUEl9XkilppQ1BZ/AiXZJYn9wUhJaX+IxFc3fk3tyoDyLO9wdScUAMxe4OAkhbz/BzF9QCRUOmgMvQ2qb2YavVRlsx5mxOt9evuekq5PwP364POzmb/O2HXd1qO0+Dz9uORbx5nsbf22iftqtA+8j6Wc7AA2X+3e+4NYpvepgPdSOzZV1B9Kk10crpOtbiz3KHE65npu+ye/7pqw64LHMVR9cqnPwsvibN7VvGvH9Nr2trEyOTlPtF77drL/DmxolSW1DTqrvpGe+2RjStHceL91c3izUslXzo4be9kf1oXXpC7Olw4j5el58XZOavv6IvOynX61XZ23V627AlF/koQmrJSvPf5cTAGBnwRxjRaMybklUmu9J9C6k0qeUuQSbOAi6+V6sakqF8D3+NjpqSgXfFLM8azXcH7t7UyDv9e0IcO5RnppSwTQ7Jd8UvmB+trFqAoww+VhNQ4IceCGcfUMoNWJ6fXS2w+3V+9Jk/rbAo4od8xqdxhc1eIN3TaPHPl8b1v7B3+JQo/25j5gzf3vpDqIj8Z1qSGTnyGZ//++6ck2v5wfLZfmeVNl5PDti5frvigN+Rzwc/v32Ust82i+Hytx2/HXarvZN/1my15UkKkuoNbOOZpyWz37er7/D10iBahtyemf+LjmeGdoAIH8bv1rMaldKtkxZfTDgsNtqZGA18I7a3v/6ySq5pEltn+/7ZGmyz4TTRz8luxJXC7anyH8Wn1mXABBvfHd0nhD9WkJhHAdV8FEc1Y1BpLqF8BWyo9GEMRg03/Mj0usjZkmpSPQpFeSvJ17PkcPuUyrYDmsTyq4p5Z2oCHfkI+/pBbM9+fpO7+eoKRVYUMs5Tn9vVhPOb9Cojs7LqsHja6j6YEcmi+RobE6+kheR4n0wll9Y4hrlzUje8SDQOvFODPka8tnz/f5fi/a+2/3QKJjtLFTHfk0qmpH7/Kp1VqmMgwM1L+fUqOL39WAOMzOpKQUALt67XbP1KVXBR3nUvj5ifUr5bL4nhrBEUuqDDz6QVq1aSbVq1eS3v/2t/PTTT1H/zmBXdrAbWqxOyulTKvDJXSQ6BPVcxo7YN99z21uU7gMq0PeWrVTNqwiNtkRCJfzlE6vEtp0YETusuK1H4iDM2V9SLI5lot3Zued3lXj8tQLvxVPW8nJEcHsOdc24J2KisY8zc8fo7n2MqXUUTFkD/VSDmVWj+gqxGiNiBwADakp5HbVEp/lehJNSJREcfS/I74wF0yelvvzySxkwYIAMGTJEfvnlF7nxxhulW7ducuDAgah+b7DbT7Dvi1XTm0gkXYKdghVrv5T3mNd9uXreD31awf7WE4JpvhdCzaZyNd8LYoEFswysuK3EUjDLh+Z7FokdYXzWsHb8ZXxvMD9fvyPLhdN8z88CiWWC1vldRieFvZeFI4T9SXFx+cse6r471F29eyImGsnGsmofGcn7AlMwZQ03gUxSyryxA0B0+aoU4L1LjcY+MpzQluCz+V5J5PqUMlHzvQSHyceSbd++vVx11VUyduxY13MXX3yx9OjRQ0aMGFHq/fn5+frmlJmZKc2bN5eMjAypXdt3W3xfdu7dK7vHP1bm++pUryzVKlf0ezCXknW2LI1rV5NYVEv39z3BVmOvV7OKVPYx7I06aDqR7dmfQ3nnKdSyR2L6atqqKUmwfVJ4lyVSZU7NyZfCX08SnJ/1nrZ6XlXtT3VrEuN8r2q6kv5rc4yGiVU9dqDe21yo1PTcP+89fXfuZfZeBmqHeTK7IKjpBMPX8onFZ2PZXKSscnmv22xHdbnvlRkhf4/aJyYlJYW8T7Qao2LH+rU/y5HpL3is12C3wZSsvFIHL2VtF4F+h8F8RqlRpaLUrlbZ7/tVsuCk177fF1/z2iCxqpwoZxzMKyqW9NxCn3HXuQ8sz3QDyS8qljS376xbo7JUqVQxqN+1rzIE+lwoZU7PLZA8tw7L3eO093fUr1XFY/+rDl4bJga/HYWjZpWKkhhgWwq0X/PeVpz8xUlf74nG/r88v7FguMf4RrWrhtxfljdfcdbXMjun2W+kw2PvhTTteIkbRsaOzctmSsHycRGYAyD+lDeGOWOW934+kucdKrYFGqQqlGk5qclFIoOTVL2SVK9cKajvXFfSWp579YOoxQ7PUphMQUGBrF27Vp555hmP57t27SrLly/3+RkVMIYNGxb2dzeqViIXVVwVRCF/vfnjnq/KCbtY/qctQXyPv/d7C/S79p5GTozKHonp54S4HHKiWOaKZZTJ1/Pu3+N83ldft8HOny+5Xp/33Zdu4LL5ej3QdIIRznYXqW22vN8XrJzQpn3SYe8TA6vGDsk9KXe4x46cELbBCuXYLsoTY7zLUxzi9/jja1699ymh/v58fW9BlH/X7tPO//UW7PwHmlYw7w+2XHkBvuN0OZZPOHEj1G3J33d7byuhxO5gj3vCidfl/Xww0/b12wlVkMcDO0+kh/lF9mVk7MhN2SfX5iwJezpAXKoYZszy3s9H8rwjnHOgihJdvvIYfr6zJModNJg6KXXy5EkpLi6WRo0aeTyvHh87dnaYYHeDBw+WgQMHlrpiEaqkug1lxrkDZdW+NLmwQU1pWa+mrD+YJqk5Z6+gXtq0tpxfv2bA6aghfNWV3mtb1ZVIUzVm5m47M+pQq3o1pKC4RK5qcU7AK5LztqVI1UoV5Nrz6uoaXhsPZ8iBU7nS5eKGetjy6pUrysV+RndRUrMLZNPhDKlbq4q0bVq73LVfcgqKZMH2E3LDhfVk6e5UUS0/brqogdSqGrlNcubGo/rvBQ1qSuuGia7mJWrUovWHMlzfrTRNqqaXx96TZ/Y6v21xjjSt41VTKiNPj5ZzY+v6kp1fpEdluqBBrXKVbX9qrtSpUVmSqld21UL7YfOZ4dMvaZLomu7ulGzZdixLbr+0sUfzGJXFrlapgtTx0enpruNZst1rpKfOFzWQxGqV9PSa1qkuBUXFsmLvKSl0q5ah1mer+jV1rYjV+07J+Q1qSqMAV9fzi0rkQGqOXNCwls/tIDk1R/aeyJHftjxH12wIh1o+328+85u/rlVdfdUhWKpj18U7T4qqVHDrbxrp7T+a1O9yw6EMffVfrbPEqpXkVG6htGuWJDn5RbL7RI5c1aKOrDuQ7qqlcutvGgY17bTcAjlw6rT+zT5y88VSP6pzYl1Gxo6m57eVCWuf0Ou5++VNXPveWZuOefwW/Uk+mSP1alWRlMx8/VtV20dZ29vBtFy5sEFi0M3/VE3N2VvOlEdtly3q1ijzM9uPZen9n5OKi2qfuflIpv59q/2ik9rPqM7T1T6kZpVKen+lRvm7/dJGPmvhBrIrJUu2H8uWm9s0kIU7Tsh59WrIZecmeezj77yscUSr3KtaYVl5RVK1UkVXHFD7ILUMVIw4t041/ftWy9FZK+lmFb98rFe1P917IluqVKqgr8aqaasaMhc3rh1yf0fqd59fWKyn0zipWqn1qULE9RfW13FFLbdjGfnS7Jzqer8ezDz/vPeUa92q7bdZnWrSrnkdyc0vliW7TkiXSxrpOKjip9q3XVC/pivWdDy/nuQWFEnzILYlb8ez8vTIsWqein6Nheqq9Dk1KkuTOtX0NuTc/6nYW1jkkC1HM/W2oJbruXWq+z12UOvt572puvbbbZc2kiohbn/K6YJi+Wn3Sel0UYOIxw+1PFWTfFXLSZm9+Zgk1agsBUUlevto36qeXpdqS2ndKFE38Vt3IE1v7wfTTkuVignSrlkdj2l4d3K/cm+qXNXyHL1Nq22hcu3g4k08MjJ2NLrkRllZ8Gw5Sg1A7afneY3E261tY9miznPTTuvzKLX/3H0iS5qfU0Mfo2TnnY1ZuQXFciT9tFzY8Mz5l4rT246qOHpabr24UUjxWsVqdR6gXNPyHI94HariEofsOZEt59WvqePFvtQcual1A9fxYv1aVXXrFOf5rPq+/ady9XHmRY0SdTz11vyc6noZqNroKn56UzWwnMtpVfIpvazU8d4T93WRuG2+d+TIETn33HP11YkOHTq4nn/11Vfl888/l+3bt5c5jXiqcgwAZYmHfSKxAwAiJx7ihkLsAABjYoepOzqvX7++VKxYsdTViZSUlFJXMQAAIHYAADjvAADrMHVSqkqVKnoo1rlz53o8rx537NjRsHIBAMyL2AEAIHYAgDWYuk8pRbXTfvDBB+Xqq6/WTfjGjRunh2V9/PHHjS4aAMCkiB0AAGIHAJif6ZNS999/v6SmpspLL70kR48elbZt28r3338vLVu2NLpoAACTInYAAIgdAGB+pu7oPBLipXNGAAgG+8TgsJwAgP1hqIgdAGCzjs4BAAAAAABgTySlAAAAAAAAEHMkpQAAAAAAABBzpu/oPFzOLrNUm0YAiHfOfaHNuxMMG7EDAM4gbhA7ACCascP2SamsrCz9t3nz5kYXBQBMtW9UnQ/C//JRiB0AQNwIJbYSOwAgtHMO24++V1JSIkeOHJHExERJSEgIObunTkgOHjxomZH7rFhmO82LFcts1/myYpljMW9ql6+CQ9OmTaVCBVpw+0PssC4r/vatWGa7zpcVyxzteSNuBI/YYV1W/O1bscx2nS8rltlMscP2NaXUAmjWrFlY01AL32oblxXLbKd5sWKZ7TpfVixztOeNGlJlI3ZYnxV/+1Yss13ny4pljua8ETeCQ+ywPiv+9q1YZrvOlxXLbIbYwWVyAAAAAAAAxBxJKQAAAAAAAMQcSakAqlatKi+++KL+axVWLLOd5sWKZbbrfFmxzMGy87zZgRXXjxXLbKd5sWKZ7TpfVixzsOw8b3ZgxfVjxTLbaV6sWGa7zpcVy2ymebN9R+cAAAAAAAAwH2pKAQAAAAAAIOZISgEAAAAAACDmSEoBAAAAAAAg5khKwXISEhJk+vTpRhcDAGAhxA4AALEDMJ+4TUr16dNHevToIVa0ZMkS6d69uzRt2tTnQbaaN/W8++26664Ts7LiurDTOli+fLlUrFhRbr/9drEiO62LlJQUeeyxx6RFixZ6hIvGjRvLbbfdJj///LPRRYOF91d2/K1YdV3YaR0QO8yD2GF+Vtxf2XG/ZcV1YbflT+wwhxSTnXPEbVLKynJycqRdu3YyZswYv+9RCYajR4+6bt9//31My2h3dloHn376qfTv31+WLl0qBw4cEKux07q45557ZMOGDTJx4kTZuXOnzJgxQzp37iynTp0yumiwATv9VqzKTuuA2GEexA5Ek532W1Zkt+VP7DCHe8x2zuGIU71793bcdddd+n7Lli0db731lsfr7dq1c7z44ouux2pRffTRR44ePXo4qlev7rjwwgsd3377rcNoqlzTpk3zO292XRfe82wkK6+D7OxsR2JiomP79u2O+++/3zFs2DDXa+PHj3ckJSV5vF/Np/du4+WXX3Y0aNDAUatWLcfDDz/s+Pe//63XmRGsvC7S0tJ0+RctWuT3Penp6Y5HH31UL2+13m6++WbH+vXrXa+r34la9h9++KGjWbNmel9177336mkjMogd5kHsMA6xwzyIHdZA7DAPK8cOKx/nKsQOc0gz4TkHNaVCMGzYMLnvvvtk48aNcscdd8gDDzxg2hoMixYtkoYNG8pFF10kjz76qK6iB9aBty+//FLatGmjb3/5y19k/PjxKuMU9IL64osv5NVXX5WRI0fK2rVrdRXQsWPHmm5Ts8LvoVatWvqmqmXn5+eXel2tlzvvvFOOHTumr4Cp5X3VVVfJrbfe6rEf2r17t3z11Vcyc+ZMmT17tqxfv1769esX47mBO2IH7La/InaYB7HDvogdsFPcUIgd5lDLhOccJKVCoNrs/vnPf5YLL7xQhg8frqtTrlq1SsymW7duOlmwYMECefPNN2X16tVyyy23+NzoEN/r4JNPPtHJKGfV3+zsbJk/f37Qn3/vvffk4Ycflr/97W86EL7wwgty2WWXiZlYZV1UqlRJJkyYoKvR1qlTR66//np59tlndRJcWbhwoWzatEn+97//ydVXXy2tW7eWN954Q7/366+/dk0nLy9PT+OKK66Qm266Sa+jKVOm6MACYxA7YLf9FbHDPIgd9kXsgJ3ihkLsMIdKJjznqBTRObS5yy+/3HW/Zs2akpiYaMpM9P333++637ZtW70xtWzZUmbNmiU9e/Y0tGzxwgrrYMeOHTqpOnXqVNcOSpVbtfX+3e9+F/Q0+vbt6/HctddeqwOjWVhhXbi371ZXJn766Sfd0aC66jBq1Cj5+OOP5cSJEzppWK9ePY/PnD59Wvbs2eN6rGqrNWvWzPW4Q4cOUlJSoteV6sQQsUfsgJ32V8QO86wLJ2KHPRE7YJe4oRA7zLU+7jHZOQdJKVVdrEKFUk2WCgsLSy2sypUrezxWoxuoBW92TZo00TunXbt2iV3WhdWYcR2oqxVFRUVy7rnnup5Ty15t52lpaUGvC/U7cBdK8z8jmHFduKtWrZp06dJF31TNs0ceeURefPFFnfxTZVdVtL2pKxf+ONeP93pC+Igd5kHsiB1iB7ED4SF2mIcdY4dZj3OJHeZaH2Y756D5nog0aNBAj1TglJmZKcnJyWIXqampcvDgQb1xmZ1d14XZ1oFKRn322We6mq9q/+u8qVEYVCBT1YDVusjKytLNVJ3Ue9ypvqi8m7CuWbNGzMxs66Isl1xyiV4Hqi23qg6rarSpJsTut/r167ver0ZQPHLkiOuxuvqhDrpU80pEll33V1b8rdh1XZhtHRA7zLMuykLsMC+77q/Mut+Kt3VhxuVP7DDX+jBj3KCmlIhud6vaVXbv3l3OOeccef7556VixYpiVqo6nepYzEntPFWyoG7duvo2dOhQXSVPbfz79u3TbUTVBnT33XeL2VllXVh9HXz33Xe6NpTqDyopKcnjtXvvvVdfzVB9S9WoUUOXvX///jr5pNaNO/W86lBRVRXu2LGj7sBQtUc+//zzYzYvVl8X7gcRf/zjH+Whhx7SVfZV82CV4FNVae+66y7dpFJVi+3Ro4fuWF4lBFUgUB0QqufUOnBe9ejdu7du+60Orp588kk9QANN9+J3f2W334qV14XV1wGxwzzrwonYYT1W2V/ZZb9l9XVhh+VP7DDX+kg14zmHI049+OCDjnvuuUffz8jIcNx3332O2rVrO5o3b+6YMGFCUMOBJiUlOcaPHx/zsi9cuFCXx/umhgTNzc11dO3aVQ/fWLlyZUeLFi308wcOHHDYeV3EmtXXwe9//3vHHXfc4fO1tWvX6nlRf9VyvvDCCx3VqlXTnxk3bpx+zd1LL73kqF+/vqNWrVqOhx56yPHkk086rrvuuhjNifXXhVNeXp7jmWeecVx11VV631KjRg1HmzZtHM8995yeDyUzM9PRv39/R9OmTfX8qN/IAw884Jof5/CsH3zwgX6PWm89e/Z0nDp1yuC5sw9ih3kQO2KP2EHsQPkQO8zDarHDDse5xA5zrY88E55zJKj/JA6pkcZUFbQxY8YYXZS4x7qwF9UuWWXIP//8c6OLEnfU1TI1vKt3M0tEDvsr82Bd2AuxwzjEjuhjf2UerAt7IXbYI27EXfM91WRp+fLluuOuxx9/3OjixDXWhfXl5ubKhx9+KLfddpuu7jx58mSZN2+ezJ071+iiARHF/so8WBfWR+xAvGB/ZR6sC+sjdthX3CWlVNvJ1atXyz//+U/dZhKsC5SfGl1BtS9+5ZVXJD8/X7c5/uabb3RbZMBOiB3mwbqwPmIH4gX7K/NgXVgfscO+4rb5HgAAAAAAAIxTwcDvBgAAAAAAQJwiKQUAAAAAAICYIykFAAAAAACAmCMpBQAAAAAAgJgjKQUAAAAAAICYIykFhGnRokV6iNL09HSWpcmNGDFCrrnmGklMTJSGDRtKjx49ZMeOHR7vUQOSDh06VJo2bSrVq1eXzp07y5YtWzzeM27cOP187dq1/a778847T7/mfnvmmWfKLON//vMfadeundSsWVPq1KkjV155pYwcOTICcw/ATIgd1kHsAGAWxA7rIHYEj6QUECKVjBgwYIDrcceOHeXo0aOSlJTEsjS5xYsXS79+/WTFihUyd+5cKSoqkq5du0pOTo7rPaNGjZLRo0fLmDFjZPXq1dK4cWPp0qWLZGVlud6Tm5srt99+uzz77LMBv++ll17S24bz9txzzwV8/yeffCIDBw6UJ598UjZs2CDLli2TQYMGSXZ2dgTmHoCRiB3WRewAYBRih3URO0LgABCSTp06Of7xj3+w1GwgJSXFoXaDixcv1o9LSkocjRs3drz22muu9+Tl5TmSkpIcH374YanPL1y4UH8+LS2t1GstW7Z0vPXWWyGV56677nL06dOnzPd9+umnjt/85jeOqlWrOtq0aeN4//33Xa8lJyfrMk2ePNnRoUMH/Z5LLrlElxWAcYgd9kHsABArxA77IHb4R00pIAR9+vTRWe933nnH1SRrwoQJHk241GPV7Oq7776TNm3aSI0aNeTee+/VtXEmTpyom3Wdc8450r9/fykuLnZNu6CgQNeKOffcc3XTrfbt2+squoiejIwM/bdu3br6b3Jyshw7dkzXnnKqWrWqdOrUSZYvXx7y9FWzu3r16skVV1whr776ql7HgahaWaoW1/79+/2+56OPPpIhQ4bo6W3btk2GDx8uzz//vN623P3rX/+Sf/7zn/LLL7/o2nx/+MMfJDU1NeR5ABA+Yoe9EDsAxAKxw16IHQEESFgB8JKenq5rnzz66KOOo0eP6tu8efM8asuMHz/eUblyZUeXLl0c69at07Vw6tWr5+jatavjvvvuc2zZssUxc+ZMR5UqVRxTpkxxTbtXr16Ojh07OpYsWeLYvXu34/XXX9e1XHbu3Ml6iAJVK6p79+6OG264wfXcsmXL9Lo8fPiwx3vV+lbrL5SaUqNHj3YsWrTIsWHDBsdHH33kqF+/vuPhhx8OWKYjR444rrvuOj3Niy66yNG7d2/Hl19+6SguLna9p3nz5o5JkyZ5fO7ll1/W26V7TSn32l6FhYWOZs2aOUaOHBnUsgEQWcQO+yB2AIgVYod9EDsCIykFhFmN1jsxoZJS6rFKLDk99thjjho1ajiysrJcz9122236eUW9NyEhoVQy5NZbb3UMHjyYdRQFffv21U3sDh48WCoppZJD7h555BG9vkJJSnn7+uuv9XtPnjypH6smdTVr1tS322+/3eO9mzZtcowZM0YnKqtVq6YTnCox5az2W716dddn1U0lLxs2bOiRlHI2SXTq0aNHUE0DAUQHscMeiB0AYonYYQ/EjsAqBapFBaB8VJO9Cy64wPW4UaNGutlerVq1PJ5LSUnR99etW6dHfbvooos8ppOfn6+bfyGyVNPJGTNmyJIlS6RZs2YezecU1YSvSZMmrufVelLrKxzXXXed/rt79269Tr///nspLCzUz6lR/ty1bdtW31Sn7EuXLpUbb7xRNxu95JJLXE34VPNOdxUrViyzDKqZKQDzInaYG7EDgBkRO8yN2FE2klJAFFSuXLlUMsDXcyUlJfq++quSCmvXri2VXHBPZCE8KvGnAsO0adN0f12tWrXyeF09VokpNTLflVdeqZ9T/UCphJDqHyocqm8nxZnsatmyZVCfcyaiVJ9kKjGm+hzbu3evPPDAAwE/p/qmuummm/R9Ncqg2raeeOKJsOYBQHQRO8yJ2EHsAMyM2GFOxI4ngl5WJKWAEFWpUsWjg/JIUAkQNU1VI0fVikF0qJpHkyZNkm+//VYSExN1jSglKSlJ11ZSicIBAwbozsNbt26tb+q+ugLVq1cv13TU59RN1XpSNm3apKfXokUL3Wn6zz//rJNCN998s5726tWr5amnntKdjav3+PP3v/9dmjZtKrfccouuwXX06FF55ZVXpEGDBtKhQwf9nqFDh8qTTz4ptWvXlm7duunadGvWrJG0tDQZOHCga1rvv/++Lv/FF18sb731ln79oYceYtMCDELssC5iB7EDMAqxw7qIHQ8Fv7DKaN4HwIvq9Pqaa67RffecOHHCMX/+/FJ9SiUlJXl85sUXX3S0a9fO4znVifVdd93levzAAw84zjvvPMc333zj2Lt3r2PVqlW6s+pZs2axDiJErSdfN7XO3DsiVOurcePGuq+mm266Sffx5L0+A01n7dq1jvbt2+vtQPUJ1aZNG/2ZnJycMvuduuOOOxxNmjTRHeE3bdrUcc899zg2btzo8b4vvvjCccUVV+j3nHPOObqMU6dO9ehTSnWGrsqg3nPxxRfr7RSAcYgd1kXsAGAUYod1ETuCR1IKCNGOHTv0CGmqs2lnIiISSamCggLHCy+8oBNTavQ+lRS5++67SyUkgECcSalffvmFBQWYCLEDZkbsAMyJ2IF4iB0J6r9oVlsDAMTOvn37dN9Yqg+rK664gkUPACB2AABMe95RIaKlAgAAAAAAAIJATSkAAAAAAADEHDWlAAAAAAAAEHMkpQAAAAAAABBzJKUAAAAAAAAQcySlAAAAAAAAEHMkpQAAAAAAABBzJKUAAAAAAAAQcySlAAAAAAAAEHMkpQAAAAAAABBzJKUAAAAAAAAgsfb/tRudfbjR6LUAAAAASUVORK5CYII=",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.hi_flag.isel(id=i) * 10).plot(ax=ax, label=\"HI flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "d00c2b28-a82e-4c31-8e8b-2b3ae755a7f8",
+ "metadata": {},
+ "source": [
+ "## Station Outlier filter"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "6101e6b1-d86a-49ed-9b2d-2a0acba2f84e",
+ "metadata": {},
+ "source": [
+ "#### Set SO parameters"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 76,
+ "id": "7f9d56e6-20d1-4ef8-8fff-7cffa6b84ef6",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "evaluation_period = 4032\n",
+ "mmatch = 100\n",
+ "gamma = 0.15\n",
+ "n_stat = 3"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "3f4ab8f7-bd61-48d1-bf5c-1346dae78f7a",
+ "metadata": {},
+ "source": [
+ "#### Run SO filter"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 77,
+ "id": "bc91ece9-4a6c-4007-81ec-6fea2a406049",
+ "metadata": {},
+ "outputs": [
+ {
+ "name": "stdout",
+ "output_type": "stream",
+ "text": [
+ "CPU times: user 1.14 s, sys: 181 ms, total: 1.32 s\n",
+ "Wall time: 1.36 s\n"
+ ]
+ }
+ ],
+ "source": [
+ "%%time\n",
+ "\n",
+ "ds_pws_flagged = flagging.so_filter(\n",
+ " ds_pws,\n",
+ " evaluation_period,\n",
+ " mmatch,\n",
+ " gamma,\n",
+ " n_stat,\n",
+ " distance_matrix_pws_pws,\n",
+ " max_distance\n",
+ ")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "1a124c11-ec79-4a58-88a7-a26a90b17344",
+ "metadata": {},
+ "source": [
+ "#### Inspect SO flags for 9 example stations\n",
+ "\n",
+ "Here we multiply the flag value with 10 for better visibility. The SO filter cannot be applied (SO flag == -1) for the first two weeks, as this is the warm-up period of the filter for `evaluation_period`= 100. Station 17 is flagged as Station Outlier whenever the filter can be applied. This station also got a lot of Faulty Zeroes flags and should probably be removed from any further analysis."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 78,
+ "id": "51c78368-5c21-4c7c-9797-204b1284f613",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "fig, axes = plt.subplots(3, 3, figsize=(12, 10), sharex=False, sharey=False)\n",
+ "axes = axes.flatten()\n",
+ "\n",
+ "for j, i in enumerate(np.arange(10, 19)):\n",
+ " ax = axes[j]\n",
+ " (ds_pws_flagged.rainfall.isel(id=i) * 12).plot(ax=ax, label=\"Rainfall (mm/h)\")\n",
+ " (ds_pws_flagged.so_flag.isel(id=i) * 10).plot(ax=ax, label=\"SO flag\")\n",
+ " ax.legend(loc = \"upper right\") \n",
+ " station_name = ds_pws_flagged.id.values[i]\n",
+ " ax.set_title(f\"Station: {station_name}\")\n",
+ "\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "a26ea1b2-2e41-48e4-b472-80c951e07df4",
+ "metadata": {},
+ "source": [
+ "## Save output\n",
+ "\n",
+ "Run the cell below to save the flagged data as NetCDF-file."
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 79,
+ "id": "1b5d57c8-c69c-4062-a704-39267a718e36",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "ds_pws_flagged.to_netcdf(\"flagged_dataset.nc\")"
+ ]
+ },
+ {
+ "cell_type": "markdown",
+ "id": "dc2374f2",
+ "metadata": {},
+ "source": [
+ "## Plot cumsum of all PWS against there closest reference gauge"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "30f70684",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 82,
+ "id": "d327e5cf",
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "# Find closest city gauge for each PWS\n",
+ "closest_city_gauge_ids = distance_matrix_pws_gauges_city.idxmin(dim='id_neighbor')\n",
+ "\n",
+ "# Add to ds_pws_flagged\n",
+ "ds_pws_flagged['closest_city_gauge_id'] = closest_city_gauge_ids"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 83,
+ "id": "b62f53bd",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/html": [
+ "\n",
+ "
<xarray.DataArray 'closest_city_gauge_id' (id: 30)> Size: 240B\n",
+ "array(['Bergsj', 'Askim', 'Bergsj', 'Lbom', 'Tole', 'Askim', 'Askim',\n",
+ " 'Tole', 'Askim', 'Torsl', 'Askim', 'Bergsj', 'Askim', 'Askim',\n",
+ " 'Askim', 'Bergsj', 'Askim', 'Askim', 'Barl', 'Torp', 'Chalm',\n",
+ " 'Tole', 'Bergsj', 'Bergsj', 'Askim', 'Tole', 'Barl', 'Jarn',\n",
+ " 'Askim', 'Torp'], dtype=object)\n",
+ "Coordinates:\n",
+ " * id (id) <U2 240B '0' '1' '2' '3' '4' ... '25' '26' '27' '28' '29'\n",
+ " latitude (id) float64 240B 57.72 57.58 57.77 57.73 ... 57.67 57.58 57.69\n",
+ " longitude (id) float64 240B 12.37 12.25 12.26 11.95 ... 11.87 12.07 12.11\n",
+ " x (id) float64 240B 3.435e+05 3.356e+05 ... 3.247e+05 3.278e+05\n",
+ " y (id) float64 240B 6.401e+06 6.385e+06 ... 6.386e+06 6.398e+06
'Bergsj' 'Askim' 'Bergsj' 'Lbom' ... 'Barl' 'Jarn' 'Askim' 'Torp'
array(['Bergsj', 'Askim', 'Bergsj', 'Lbom', 'Tole', 'Askim', 'Askim',\n",
+ " 'Tole', 'Askim', 'Torsl', 'Askim', 'Bergsj', 'Askim', 'Askim',\n",
+ " 'Askim', 'Bergsj', 'Askim', 'Askim', 'Barl', 'Torp', 'Chalm',\n",
+ " 'Tole', 'Bergsj', 'Bergsj', 'Askim', 'Tole', 'Barl', 'Jarn',\n",
+ " 'Askim', 'Torp'], dtype=object)
id
(id)
<U2
'0' '1' '2' '3' ... '27' '28' '29'
array(['0', '1', '2', '3', '4', '5', '6', '7', '8', '9', '10', '11', '12',\n",
+ " '13', '14', '15', '16', '17', '18', '19', '20', '21', '22', '23', '24',\n",
+ " '25', '26', '27', '28', '29'], dtype='<U2')
latitude
(id)
float64
57.72 57.58 57.77 ... 57.58 57.69
- units :
- degrees in WGS84 projection
array([57.7194, 57.5773, 57.7706, 57.7273, 57.7308, 57.4693, 57.4259, 57.906 ,\n",
+ " 57.6309, 57.9639, 57.5477, 57.9296, 57.4574, 57.576 , 57.5375, 57.7521,\n",
+ " 57.6307, 57.5863, 57.7057, 57.7352, 57.6488, 58.0228, 57.8328, 57.8048,\n",
+ " 57.3176, 57.7317, 57.7035, 57.6692, 57.5805, 57.6872])
longitude
(id)
float64
12.37 12.25 12.26 ... 12.07 12.11
- units :
- degrees in WGS84 projection
array([12.3727, 12.2498, 12.2561, 11.9458, 11.9421, 12.4615, 11.9484, 11.7896,\n",
+ " 11.9111, 11.5548, 11.9543, 12.5402, 12.1755, 12.0838, 12.1085, 12.2832,\n",
+ " 11.9624, 12.0827, 11.9051, 12.0276, 12.0333, 11.8605, 12.5645, 12.3648,\n",
+ " 12.1619, 11.9151, 11.9568, 11.8736, 12.0683, 12.1107])
x
(id)
float64
3.435e+05 3.356e+05 ... 3.278e+05
array([343512.97106586, 335553.52076768, 336801.19661022, 318135.26587796,\n",
+ " 317932.62583649, 347758.83534017, 316781.01580436, 309782.10395384,\n",
+ " 315580.77767596, 296205.75211927, 317743.13165799, 354337.42451625,\n",
+ " 330557.08142989, 325624.97666368, 326918.78824151, 338329.87260458,\n",
+ " 318641.35195068, 325608.52616211, 315602.90867649, 323042.79776592,\n",
+ " 322960.93222594, 314585.34659001, 355387.95813156, 343412.53366954,\n",
+ " 329091.94395675, 316330.27426017, 318670.98938165, 313539.44684477,\n",
+ " 324720.13732905, 327760.32359038])
y
(id)
float64
6.401e+06 6.385e+06 ... 6.398e+06
array([6400504.95275314, 6384983.73374322, 6406477.49125046,\n",
+ " 6402450.2168041 , 6402849.56870683, 6372472.30583 ,\n",
+ " 6368909.93209022, 6422761.5144781 , 6391818.6415836 ,\n",
+ " 6429887.51191386, 6382445.21469998, 6423522.59917611,\n",
+ " 6371825.30473188, 6385253.59046163, 6380906.66871751,\n",
+ " 6404353.90179872, 6391658.00791021, 6386402.44083882,\n",
+ " 6400157.05506938, 6403112.49258767, 6393484.43203384,\n",
+ " 6435559.28361317, 6412697.87915171, 6410026.38469705,\n",
+ " 6356304.45792803, 6403022.60760184, 6399772.72960243,\n",
+ " 6396182.37220189, 6385794.22168963, 6397557.56824173])
"
+ ],
+ "text/plain": [
+ " Size: 240B\n",
+ "array(['Bergsj', 'Askim', 'Bergsj', 'Lbom', 'Tole', 'Askim', 'Askim',\n",
+ " 'Tole', 'Askim', 'Torsl', 'Askim', 'Bergsj', 'Askim', 'Askim',\n",
+ " 'Askim', 'Bergsj', 'Askim', 'Askim', 'Barl', 'Torp', 'Chalm',\n",
+ " 'Tole', 'Bergsj', 'Bergsj', 'Askim', 'Tole', 'Barl', 'Jarn',\n",
+ " 'Askim', 'Torp'], dtype=object)\n",
+ "Coordinates:\n",
+ " * id (id) ]"
+ ]
+ },
+ "execution_count": 96,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "i = 0\n",
+ "city_gauge_id = ds_pws_flagged.isel(id=i).closest_city_gauge_id.values\n",
+ "\n",
+ "ds_pws_flagged.isel(id=i).rainfall.cumsum().plot(label=\"PWS\")\n",
+ "ds_gauges_city.sel(id=city_gauge_id).rainfall_amount.cumsum().plot(label=\"City Gauge\")"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 122,
+ "id": "7680da7c",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "image/png": 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BYGdEvZ3d2ZkzZ9SwYUP17t3btG26oBWdlE46N06fPq2WLVua4EPUHgsLi4wH/H3MzLJEJ/HLVi65SU/jHhIKS3bSKfxl4YDatWtH8cr4fu8P/sZC+P7Nu+++aw4vnnrqqSjfQ4A4XDCCwtdTZGFhYZEc+Oeff5LNCJ3UwHdEAKMLSE9G9ebEBEt2LJItpOvjjz82BuZMmTKZvI7p06cbKdvCwsIiOUGLO4nIMW0K00O3lUVUWLJjkSygE4vYd0LCKHVhWOaEk57mzFhYWKRuEHhKijtmXc4/iTHSIqVgu62CgyU7FskCQglRciwsLFIvSEwnXI8Nyb59+6J0T6ZlbNmyxXR9MaIGf2HFihWV1uHbVk6uGY/Nwj8s2bGwsLCw0EcffWQ6JBkLc+mll6aLZ+TcuXMm7PSvv/4yvpby5csrPcJ2W8WNpMn8trCwsLBIU6AFfOjQoemC6NBAgZLcoEEDM+aGcRdpnehQtvL6czAgY7Dm34zeVh4IrLJjYWFhkcGBAgLSsofFxcyZM42KQ/LzuHHjVKBAAaV1vPPOO5GvEYTH7bR68cUXU/iepR1YsmNhYWGRwUEbNlPM07KSQ6kKvxFDPL/++msVKlRI6QH+uq0sgoclOxYWFhYZGJh3X331VfXv319pjeCsWLHCqDcMOCad/fPPP1eRIkWUHrB48WL9/PPP0X5u83PiB0t2LCwsLDIoxo8fr5EjR2r48OFpZnTL6tWr9b///c8MIEbFadGihVE/QkPTjwWViI4LFy5E+Rleqs6dO6fYfUrrsGTHIt67qscee8ycLA8dOqQlS5aYxOTrr7/edD9YWFik7pDPZ555Rvnz59dPP/2UJrw6Bw8e1CuvvGLuO+ee9EZwvPAlOlbNSTjS5zvFQnv37jUnBFz6BGjRkUB68bx586I8O3PnzjUdC5j4smfPbnZKAwcOjPZh88XUqVNN+igy6+7du1WpUiX7rFtYpJFgvcaNG6t58+bq169fmiA6hw8fNjP42rRpY847t956a7olOqBu3bqRX1uikziwyk46BScy3PtEoiNP79mzR7///rvZHblgMjkDOclooIOBXR7tmoRvIRFTCyf52B82btxoZFUmmFtYWKQ+MCtpzZo1puyzatUqrV271oQFEqxHGaho0aJKKxg2bJheeOGFdHu+cU3I1apVM5vPGjVqmMMi8WDJTjoEu6DZs2frjz/+0O23325+dvnll+umm26KciLs1KmT7r33Xn366aeRP3/00UfNSZCfQ3YeeOCBaNfPtHJIFIAMcd2YHH3xzTffmJIWJ9lcuXKpTp065vtLLrkk8jKTJk0yk3l37NihW265xVw3B6UxyJeFhUXs4LMCoXFJDdPEz58/bz5zTBQnLZjPMTkzJJmnNXCuYjOWXtusvd1WJFhDdiwSH5bspEPkzp3bHEwrh0BQxvIXIHbgwAE999xz0X6HxM2JkWGd/sgOCatlypQxJIkPJ4M9/eHs2bN68803zRwsympEmUNkmJEFIEj333+/evToYUgWvh9/98fCwkLav3+/KUG5pGbr1q0KCwszmwIITYUKFcwGhs9mWihNBYoRI0aYxxWTypxWwYYUtd0ieWDJTjxQVVX1n/5TcqOYimmRFsV5ucyZM5u6NicIJo2Tn4HC8+CDD+raa681l1m3bp35lxOkP7AjdC/ji3z58ilPnjyG5OAFigkdOnSI/JpSGgP4UJeOHz9uyBj3DSJENgbga1pJ33777Tgfo4VFRgLlKDpxUFz5zNavX98oqunZtwIou2GgZnOWnuAvO4dzrr/NpUU6IDu0O3K4JZBrrrnG5D3wQXY7fnhToCAg1d58880mzpzLeT8MqAGoEKdOnTLGLuq7JUuWTLL7DdHZqZ1K7Z6dhg0bmqAtTMkYit99913TZoq64oLn2B/4eUJ3Uig1ffr00dKlS41XiF2oG3vOTpTyFjVqL7ylNgsLC5nzWrdu3cw5rkSJEun2KaH81r17d7NZc8HGCJIXk3qcXoiONSGnc7IDIaEboGzZsuZ7fCA47lkkITQszoMGDTIqBWUVsgfq1atnFkmUBUC7M8x/7NixJjET/0ejRo1MIFNSfUBQWFICwd4u3VU8XxyQSEpFfKggO+6cGCRxf6Y/dpIJmQxMnf2uu+4yB94dgr4gOXSEUd6KiVDFRL4sLDIq2MzRJp6eiQ7ni8cff9xM8i5VqpQyEizRSSY4qQwFChRwRo4c6YSFhTnFihVz+vXrF/m706dPO/ny5XM+/vhj8/3hw4edLFmyOGPHjo28zM6dO53Q0FBn6tSpAd/mkSNHWGHNv744deqUs2rVKvNvWsfAgQOdQoUKma+PHz/uFCxY0LnvvvuiXW7ixInm+fA+r754//33ncsvvzzKz26//XanR48e5utFixaZ69i2bVvk70eNGmV+tmTJEvP9Cy+84FSuXDnKdbzyyivmMocOHfJ7u+np9bCwiAvjxo1znnvuuXT5RA0bNsyZPHmyc/LkSadt27bOjBkznPSKIUOGRPm+T58+zvfff59i9yc9Ibb124tUU/Al1wV1BoZPhsLmzZv133//GWXABUZbvCdkwwDUG9qrvZcpXry4yXxxL+MPlL6OHj0a5UhPwHhM5xOKyvLly81z+d133xmlDOUM0KnxySefmGnAyMRcjnLiZ599ZpQfjMO0pccX5PswkffDDz/Upk2bTNcVZmUvyAFCQaKlFH8Q3V+oeCC9mREtLIIFn1s+j+nZw3bs2DFzrsK6cMcddyg9grIVZXzfieX33Xdfit6vjIYUJzt0F2BWhcggY5L9QvkEogN8syD43v0d/7Kg+k619V7GH/r27WtMtu6R3mRTnk/8Te+//75q1aplyF/v3r2NYfmjjz6KvByEhpbO7du3m8thEKZs+PLLLxvimRDCQdkK4gLJ4vWkXMkkYi+uuOIKk8D8ww8/GOM0/i1uG/jrILOwyCig1Mv5EBM/57j0CDx8PD4Wfpon0hvoOrVDPFMPQpB3UvpDjZeDbJjvv//eGGhnzZplvq9evbp27dplwutcsGCzOGO4JRiLQDyUGi/wqNB+yQfJH7i8929QdiA8R44cUd68eaNc9vTp02aHxcKMB8YiacEulteN19gf7OthkVF8OijcNBqkFbBBCoa09OzZ06jJbIjSG/yRHDcw0CJxwfqNaOFv/U5VrefsWlyDMlNryW0hx4XSBkCh8ZId8lpctYe2Z8gSnVpedYfLxJa0iWpglYPUATrnOAlgLp8zZ45pQ6fzxMIio+KXX34xpD4tEZ3169cb0hIM2SEr6M4771R6g+22Sp1I8TKWLxCaUF1QUiAz06ZNi/wdxAbVxyUyVapUMeFZ3sswp4mslvQaK57ewEkSHxGlLjw9dNPRrm5hkRFBkjgp474l39QM/JYEhjJTLxhwPsc7mJ5giU7qRYoqOy+99JIxplFCwqiGDMqIA0pU+EVoK3/nnXdUrlw5c/B1zpw51apVK/P3SFcdO3Y0CyTKQMGCBY38yzDL9LhjSI/AV8RhYZHRwYgHTPtkiaWVkjkNJVgJ2rZtq9KlSwf1t2xq0+L4itjAc0H7PGDDjaXCInUgRckOwykffvhho8ZAXDCpQnTcNwgDKQnU6tKlS2SoIEmabsYOYKEkhIrOITdUEGNsegqhsrCwSP+g86pp06aRGVipHVgM2rVrZzat7gy+YImS91yeltUcbBG9evUyXagQHv61SF1IcYNyajc4uYZYdi3pbReSFgGhxdRoDeMW6Qmchtnk0cGTFrqvSGan3IwKxZiD+IDNbf/+/SMT89MaRo0aZWI1XFiSkzJIMwbl1A53oN7Jkyct2UkF4HUA6WnQoYUFAyGJf0jtRAd/DjES5GIxaDghykxa3mf78+bs27fPKjqpGJbsxAHKYUwVpsML4BmygXfJD06MEB1eB14PW6a0SE8g4NObgZVaP4Nk/2AnoHQV3/Mg+TqEvkKc0iKsCTltwpKdAOBO9nYJj0XKAaIT26R1C4u0BkohdCX5BqimNmC8xYvCjL34dJlR+uJAFaL0hZKVlsBAavylXkD4mDtokfphyU4A4A1N1s8ll1xixlNYpAwoXVlFxyI9Zk117dpVqRmMk2HkC2nnwYDuWiIl8NjVrFnTdMvyNedUEtPTEugY9oKB08SfWKQNWLITBFho7WJrYWGRWDh+/LhWrlxpgjVT8yJPjg7RIKGhobH6jphz5Za3pk+fbmbj/fTTT6b8nxZBuj9A0SLixC1h2UnlaQ+W7FhYWFikEBjWS/xGagWdj0R/0HnFvLvYSnGUeYj+AL/++qsZ+wJBSqtdrBA1Bnh6yY0lOWkXluxYWFhYpJDhl3mAjIdIFWBe4JdfSr/9pgvffqthw4ebXLMhQ4ZEjvSJCW+88YZat25tLkvKPcOIx4wZk2bCEeMyIb/77rsm980i7cKSHQsLC4sUwIwZM1SjRo2Ubzc/cQL3rcSIil27zI/63HKLSnXurIkTJij00CEGWUkVK0Yr8VC6GjFihHbu3GkS7EmuJ28mrYYF8pjcBGQvLNFJ+7Bkx8LCwiKZQfv1oEGDTGpyimPDBumZZ6L86JUNG5Tt88+lXr0kyM4VV+j48uXGh0OJiqDVkiVLmjgI5trNnj07Vj9PWgADqA8fPhzlZxDRF198McXuk0XiIV7vzu3bt5sWQt70//zzj5lxYmFhYWEReJnk/vvvTx0xCtddR2tRlB9lO3JE+vvvcKIDOdu8WR1atdKuXbvUs2dPM+GcMT2VKlUyyk4gROdvri+V4ttvv41GdFCoLNHJgGRn69at5oVnbAIHs1CI+a5ataqJaibqnA8AOxYLCwsLC//4+eefTWYXi2mqwcsvx7lQjOvbV0888YTZ4DLDq0WLFgGHC06bNs1vGF9qwQMPPBDle4zIdr5VBiQ7PXr0MJPE169fb4xotEoyh+Ls2bNmGBzzXKg99+7d28w7WbhwYdLfcwsLC4s06Amhy2fw4MFKVbjlFm1t21ajW7f2//ssWRS2bZuZyr5q1Spzznc7r2IDm19ydlBOxo8fr9SEgQMHRiFg5OZgrLYdVxnYs0PdcuPGjX5bDwnaI1uBgzcJHwJUoNScG2FhYWGREpg4caLZPDIlO8Xxzz+E4ejfvn019/BhLSxdWrdlz661JUroqieekHLnlsqVk666Ss5ll+mpZ5/VLbfcog4dOgR09fv371fnzp3VsGFDvfLKK6lqzI6X5DDQk/Z/AgJtSGAGJzsDBgwI+AobNGiQkPtjYWFhkW7BTKjmzZsrVWDuXOmFF9RXUgtJ92/ZIrSasIEDoxmWX+3d2yQfB0J0UHO++uor/e9//zMt2zfccINSc7eVd3K5RfpF2rbPW1hYWKQRLFiwwMx2K168uFILmDu+X1IzSfdQrcKcnCtX5O/pturVq5dJjidFOS6sWLFCjRs3NjaHKVOmxEp0IET4P5MLEC9fopM3b95kLVsRsmiRRlrPDxw4YAafzZw505jsfA3JbuKkhYWFhcXFAEFKJ5/Tzp2KMEtSVe8PMmWSatY0E8kp73B069bNGJJje2yrV682bfQMyiRJuUSJErHeLmQIW0SFChWUHPBnjsYgnlwmZJ6jF154wcxYtEgjZKdNmzbGv9OxY0czpTc11WEtLCwsUiN+/PFHVa9ePXVNNi9dWq9mzarvataUSDrOl09q107Td+1S/x491KRJE02dOtUM4PUFZGj+/PmaMGGCli5darJ2WrZsaR5jIGCUBH6e5Jxv5UVyqjkMj3788ceNj5V/LdII2SE8iuM6shksLCwsLOIEageEJ1Vg5Ehp+HDNPXpUZUJCVJQsnf79pTvvNIsx6cd0ThEp4sWpU6dMYjIEh6y1W2+91YyIoDwUzKb39OnTphWdvJ7kgFe9oYyIQTw5B722b99eDz30UOrxamVQBE12rr76avOmt7CwsLCIG//++685byb7QExIze7dkd+euftunSxXTtk3b1aOf/4Rze+D3K6sw4fNyIejR48a1cWLZcuWmSYVSk+Mg6CzKj5eG4gS181tUBpLysRl3+nkKdFOjvEZ9QrbR61atZL99i0SSHaGDRtmDGu8gKRn+kqcGL4sLCwsLC5ONqf8n2TAN3nyZPiMKw6+5mddulBDibzYgFGjtP7WW3Xv8uUqj8ohqaTnasjPufnmm6Pc76+//lplypTR22+/rcsvvzzefhXIEtePZykp52YtXrzYhDZ6SU9KEB2IXb9+/czjteGEaZTsIAPC8MnV8X1DI2VSy7WwsLCwCG/DJnGYhS9JcNNNUoAhrt26dlV+SjhvvaW2S5fqVZ/fExrrnW6+YcMG9e/fP0Gt45RxCCKERNEJlZQez7feeiva+kMOXHKCdZAZW7zmZCrlzJkzWW/fIhHJDjVaQgbJULAGZQsLC4uY8ccff6h27doJXuRZRN1/sRGcOHHCtIVfcuaMcgaxUQUbrr9eql5dZR97zHx/4NgxrbhwwWQA3QR5SiRAlvAAkazPeKHk7rZKbkWH14PyHB1mtNXb5p00TnbIUViyZImuuuqqpLlHFhYWFukEo0ePNh6XhALbwJgxY4x1AO9Prly5jGrQ/cgRXdRi/OMI/hFJG3ft0qZ339Uvv/yiofhyKlUyv3+tWzcVKlRINWvWNN6ihCpZDImmBEaCMmpOqVKllJ6Jzvnz5025ipEYWDyYE2mRDsgOgz9x4luyY2FhYRH7Tp/ZgSQPJ4bZFRIRLadlyxamNEd+i0OnP5tSSkgRP8uXNavK3HKLylx6qW4tU0Zt27aNMm2d7DTKbMyFcjFy5Ejj10HJDwT4cSA4zEWENLHo4/VJbuCPSa4Bq6hs33//vYYPH266rX799VczCd4idSLoV+bJJ580rXu0DTIc1NegzCBQCwsLi4yOn376Sffee2+iXBeztPzl3WjQIOmdd6RcuRSWI4c69+ypO++6Sz2aNg3YCIyvBqXIzYSh9PbDDz+Y9vC4CMtvv/2mQYMGqVy5cma+FEbm5Cjf4ItxW8hRcZLbiEyHHWsg3lUM0cneaWeR9GTngQceMP96Z6Tw5rYGZQsLC4uLwKDKhPMkhcdQ/OILL+iWGjXU+uGHA/5zztsQHEpOffv2NQoNC/jzzz8fK9EhKZ/Fniwe1A2XLCU1yHij0wm88cYbprwHkpPokCr93XffGeUruQ3QFslIdjZv3pyAm7OwsLDIGMBI7JqCkxqDBw826gKdT8EAJYZk3wcffNB0MxEUGBvodiJwcMSIEebyTEFPLvh6c1zTdnLhzJkzZj5YgQIFTEAk88Is0jHZiW/WgoWFhYVFkJg2TXrzTb2wbp3yrV4tMUvKZ74WwyXXrFljvCPBZqbhKWKu1dChQ2M1JzMHkdlXqCr169c3JmdKa8mFlDYhb9261QQE0m3FoFOLtId4ualI2pwzZ47fQaDdu3dPrPtmYWFhkbGxd6/0118yva979iAXRfk1KgvjGzAHB+OVobOL2Vacy4cMGRIr0eFyL774ohlkyZGUyce+wDdES3xKEh2GXr/zzjv65JNPdOWVVybb7VqkMNmhlZDsBLJ2aFf0fsD42pIdCwsLi/A27KQEagxDOCE6gXQBUfZhgwqBoAxDOOz777+va665Jsa/wcMDscCjUrhwYSU3fIkOTTH33Xdfsrx2lCGJDsCwDaFMLl+SRSohOxjCOGD6ycnwLSwsLFIzdu3aZXLISM/FSFuyZMlE93VAWH6fPt10I5FKzIBRX0WHQZsE+q1du9YclLgwFAMMtagTEB1GOMTWPbtnzx517drVlMlSguiAggULRt73pFBzaJGHULlDT73PJRv6EiVKGEOy9edkQLJDdgRmNkt0LCwsLC6C1uumTZsa0+4zzzxjFsvExJ8Yijdt0s1//qkvv/zSKOu+4XYDBw7U9OnTdeONN5rSFOnN5OocPnxY69atMwd5MBCd2MZAcJ7n71CPSMpPLkyePNlk9ZCVQ2YOUSfbtm1L1PlSeJR4/viX3KJZs2bZtOMMgBAnSEs7LYmwbRhxegFTeGH27HbsIFMLC4tgQTDfE088oXHjxiX8yeOUvGqV9Ouv0pdfEupifrxDUpHKlZVt+fJof8JkcogBnVUQA+ZcQRIox2TPnt3MvCpfvrw5KlasaM7hLmg7//PPP7V7926jTnFAimjtrlu3rlLKhJwUSg5GY2JTyAaifGdDADPO+h20skMWQ6NGjTR16lS/oYK8iSwsLCwyEmjFbtmyZfyv4NAhafr0cILDsQNqExVMKN93+rTW/PWXKU+5Sg0KBcGA99xzj0lrhtA0adLEjGmIq/zCXrdjx45q2LChydUh/ZjSDWQoOWc7+eu2SmxQDoPo0FVWunTpJL89i9SFoMkOrnRkUHdchK9B2cLCwiKjAMMvs6/In6EtOV4kp0EDacECXLFxXvznM2e0b948Q2gYOMnmk9tv06ZNvM6/GJWrVKli2qoTCpKEIU3B3A/mSeEp8kViqzrLly83GTmU+SzRyZgImuyg3DD0rH379klzjywsLCzSAD766COzwFPuife0cEIHd+6Mk+hcYJTDDTeoXa9eWlaunPHl0DLO+fh6ppjHA/hyeAxk5iQUdG1BXFD9E6Lm3HbbbYk6SBPlipZxNui029vE44yLoMkOQVLVq1dPmntjYWFhkQZAkjxdPBhq49OsQUkFI+6CBQt0c6ZMusvfhUqWlHPXXRq8erVufvllff3TT9rx9dfGPoCXBiUpITOZSF0mKiQx5jrRoYvpOSFIbDUHD0eXLl103XXXmZEWtqkmYyPoTynD1xJr3gsSLIY6BtbBuOlkoBbtBQoSsqj38I0oJ8Ybcx7tkWQhMHxvh5+at4WFhUVigHZs/B+BLKDktcybN8+0izNFvEGDBuZ8Rfnmzjvv1O0M8kS9oXvr7rvDh3uuXClt26aXixZVvkcf1fbjx43xGCWJ8yZ/lxCSwn0iPwZvT0KVE4gOpbBAprtjmvZHbhKb6EAkmzVrZlrnaaqxRMciaGWHnciMGTPMhw43u69BmWm5gYKWP96MEB7aJl9++WXdddddRhL1BjhhvCPM0IVvS+dTTz1lJgxzAqId89lnnzVy6uLFi20+goWFRZKk6rKI+gLvDiSG8yQH3T90Q9HmTakLb41vy/jRU6f0arlyeuejj6ScOZnJI5UqZcICz549awZzYiKeMmVKot1/RkW0a9cuQT5LztmoS3iH2ASTMVSpUqWAylYuuUlskgP5QrEi9Zl0aW/XmUXGRtBkh8F2iZVgSUeXFxAaFB5ISq1ataKUzooVKxajVIm7nuAndjuAkwSdCNS172anZGFhYZFIYFFngfd2OjFjCvMrnVG0dkNsiOdAjYmLUAzv1k01169Xpohz1cGePfV+tmzmnEZWDsM68eYkVm4PgYNsSlF24otjx46ZLJz777/f5K7RDcamk3NuSnVb0f5Puj9rBxtf2zBjkeBxEUkFiAvwZeN8KCFBEK3bb7/dfPhdoxnE6Ny5c0YRclG8eHGzw6Cm7o/sUPbi8PbpW1hYWMQGMmsmTZpkRiyg0PTr18+kJZ84ccIE71GGj49vZc7Bg3ra870Z53DuXJSu18QCShFqOmZdX1U+UGzatMl0b0FgXP8mM7NeeumlaJcl4Zn8nqQGZUIqAzz/lNQsLBJlEGhSAPmR1NEaNWpEkUKZsNuiRQszbR1TYO/evY2sC8lB8WFHxY6nQIECUa6Pkw+/8wdq3smx07CwsEj7gCCwiLJw45OBgLAxo3OIMk7u3Lnjfd10RIU5jryaDSrJpF9/TZKhk2wcUcDjm0gMqcCjQ0cu1wHRg+Rw/uW87IW/cyz2gsQkI6wbdKVxv2ijd8c+WFjEi+zgmeENzoc7LmmTWjAffnYPwYCTBlkIzJTx4oEHHoj8GhJUtWpVQ3xol4ytnMaHICYZk7leECuvskPZy8LCwsJLOkaOHGnUHM4lnNvYfCWW2RWlCMPygyVKhE83jwCk4Yokmq6NEsWGMj5ADUc9mThxomkqgTjRdk+5zqusx0R0Etufw3pD2YrRGChVtmxlkWCyg7JCOihvcDqdIByUijDeHTp0yBiKISm0YcLcg5Vy6UzghEJkOcPzYgOzTCA7xKEDvDzsvLgfXnWHsK+YyBmKEIeFhUUGB6bfzZulEyeQWcyB9+PDxYs1d/dudSpZUtPy5dO2VatU+KuvFNqwYaLdNOSJFvI2nTtrQP/+poOUDV2nJ55QUoAJ6TRyBLsRdYFvCHIBqeCcjRmbaeD+IvpZB2hiAXibCD7kefU1Z8cXK1euNPcBUkXqs4VFnHACxJkzZ5zRo0c79957r1OgQAEnJCTEHKGhoU6lSpWcZ5991lmzZo0TDMLCwpyuXbs6xYsXd9atWxfQ3+zfv9/Jli2b89VXX5nvDx8+7GTJksX59ttvIy+za9cuc7+mTp0a0HUeOXKE+WDmXwsLiwyEevWcs5KzSHKGSM5DktNIcn6VnLDwKVWRx+nKlRPtZjds2OA0bNjQuXDhgvm+Tp06zj333GPOiYmJvXv3OoMHD3bq1avnPP30087y5cvjdT3btm1zGjVq5MybN8+54447nOnTp0e7TJ8+fZyxY8dGfj9o0CBn69atzqFDh5x+/fo5d911l5MY4Da4L7t3706U67NI2wh0/Q56EKgLatZkNcDU42t0I/Dpf//7n5FFvUY86q7UxpGR+/Tpo+bNmxtFZ8uWLaY+TFYDXQ8oTYABfOwimGSLufm5554zu4hAW8/tIFALi/QHupm+++67aOWN06dPmyngqMFFtm1TwTNndB3pvZJI8IqpWTmsfHmF+uSAxbd8hUKO1wRfDio03Vucw2Jr3Q4UnNJR2b/++mvztZvtE9/zNMCQzfWg7hDQ51VzOB97G1fcchXG5Pfee89kpz322GNmlERCS4A8R7ymdODaIZ4WSToI1AVXnlAz2PDhw82/tWvXjvJzPjiECUJU/v33X/Oh5eQE4bnjjjtMLLlLdADdEbzxKbVBwJCGIT6BEB0LC4v0B84ReEo4N9BqvWjRIi1ZssQYgimV0zlFOGnl/v2V+dtvA7rO0NOnE+W+7dy505zLXANy//79DclJDKJDrg8t4OT6EP6aGOMRyBRiEaG1HmOyd0EhKJFzsxe//fabITpsZCkz+YbAxhfcNiZk8nMs0bFIU91YcYlKqDu0X8YFvEN8sBMr2dnCwiLt4q+//jJeEpoqaJGG2LBJYhBkTkL7vIBg0BrNz30Pgk293ydiQJ2bmYPKhAIFEUsoiNpAVRk6dKgZFJpQEBqI+kSILPcXld3bxeXPhIyCBHnD10kTSWKREggiahWvq93EWqTp1nMLCwuLxADpuZS2ITtfffVV7E0Pr7wSfiQTaKb4/fffTWcTKgxRGig8JejISgBo8ED5ICzQq3rHF8uWLVPPnj1NaCBjIK699trILi7fspW7ceVyGJEpdZGun5gYPXq0OnXqZImORbxhyY6FhUW6AiGj+FMgFnF1dya34oQ6QtmeUTncP2Y4Qc4SghEjRphu2HHjxiU4ZRml6c033zT+yLfeessQRpKSvREg2Aq8oIy1bt06M+InMdUcL5EiaNEbF2JhESws2bGwsEiXZCeevReJDpolyPaCBGDuJYGYwFNKMygy8fU+8vggJuTNoLQk1PwLYSFmhPIUSg5EB1+l74BP1Bsugz9yz549pgWdwMWEqlMxgRIfk8utT8ciIbBkx8LCIt2RncSaI5VQUFaCMEBKMOpCdiAGdF8xX6tcuXLxul4IBjkzZcuWNaQkIcDryJBRzNuoRBAnRvOQyQNp9Jat8ARx24SwYkCmDMcIn6QEnibUJQuLJCc7hPUFmk558ODBBN0hCwsLi3iBIZSPPaanDxxQHkothASmEFBd8K5s3LjRGGsx+xLmh0Ga1GE6m/g3PkBRoVsV4/VDDz2U4PtKmCskjEYPutcYZAqRAu+++665PRdMX4f8NGnSxAxyTmq1heeNAEGUJguLhCCgd+rgwYMTdCMWFhYWSQ7IzaZNIqP35JEjyuTbeZVMQPkg66tIkSKmM2rNmjWGPDz77LMm7ZeMHX/5P4FuJsm8wb/CjKvEIGXkk9D5SjcXnhv8Mb7dVvv27TNdWUwU576j/CQFuD+U/fAMccQ0zNnCIknITrt27YK+YgsLC4uUQk9Jj8cSMJZUQAXp0KGDmaH18MMPm7wvSlmYehmxQ+s0vphgxyYQRMj8J2Z1oRiRo5MYqgkzCRs3bhxJ0piDyNgKb7cVnVmMBKLU5evfSUxgjr755pvNYytdurQ5IIZxzWS0sEg0skNCYaCILcHQwsLCIimA8vBZv37qJeknsrck3Z3Myo6ruhDqd+utt5pSE54abzbMrl27zCIejNJBuQiCQwIxXyfGXD+3FNasWTM9+OCDkT9HhfISnRUrVhgTMqWkpM63gRh2797dlMosLFKE7CBZxiW5ulPG2R1YWFhYeMEiOm/ePKMmsHny+kBiOp9s377dtGdjOObgbzlccL7hchhrmeZd+corNbdiRZ06d04TMbQWKZJsLwIlFxZpvDioMHha/A2p5HKoF4GAlvS3337bKB2+IxoSAsZkMPrBXyns6quvNs+nS3ROnDhh2uSTmugwGohkZMichUWKkR3iwi0sLCziC3bspOuWKVPGpPtiho1rA0XZBy8JHUHuwaLr+3e0db/zzjumwykl83OY18ScPzJv8LV4S1VsAvv162fazeMK3GPh79Gjh3nslK2KFi0ar/vFbUKumE3lHpSo+DkZOlWqVDGXw3DMGIYbb7zRfE/IIaM2AB1ZyZFYjHLFY7bt5RYpSnaSurXQwsIifQHTK+UQ1AkWb9QOyjuJDVSIv//+2yzeyQ1UJQZd4mmB6JA4TMow4X5eQsbl6JqiDMUg49hIHmoKiz7t5PE576La8PeU1CApl19+uRmyXLlyZZOGTBaON4+H581V4ylXcV9z585t5olB3IIhOhCzRx99NF75PgsWLDBt7BYWSYXMCTnJsCNAZvbCtghaWGRskKiLdwWjLvkoCR0YHJtPBwLBLKbknpfEY2SSNyUpFCVKWLRpu2qJF5A+MnZiavSACFLiwwDM4GPya+Kj5kAqW7VqFUW1iQ3ebitIDp4ZAg8hZpSTUJYCBfeb+x8s2WHi++OPP27GQcSnO83CIsnIDicYTmC8sf3BenYsLDIm8OEQUMfsJ8o6mHSTEmy2KI0x5DM5sXjxYlOWw3zMhG/Ohwws9leCQS0ZO3asydqJCS+88IJZ6DELk70TnyRkOpkgOqQbx0V0uP8///xz5PkaooI6RdcT9yFYhQUVCTWJxxksCFhkQCtT4C0skhJBf6qQopFKkadh/uwAGLZHEijR5xYWFhkLqALszBs1amT8HpwTkprogDN//qmH2HSdO6fkepwQgebNm6tw4cJGxWDTx9yomLwm5O2g+MT0ezw1+Hi4DM9ZfIgO5m3a3MnyqV69epxqDkSHv6H8980335jBobSWo1QFm5+DgRmzM8bsSy65JKi/3bx5sxYtWmQIq4VFqlN2CJaillutWjXzwaQmXK9ePdMp0LdvXyMrW1hYZAxgesWrQtcRJAcTcZJj40Zcybrtu+/Cv//0U6lr1yQlOZzzUHMwTfM46VqKC6g5XP7666/3+3smn0OGKOPEF1wH08BRdTgPxwW62SiZQTS4X/hl4msKdkkWylR8cn9QgnhOk7sEaZExEfS7HCbvMviCBQuashbdFRjgaP+0sLBIf+Bzzu7dCxReShiUrtj0JDn275fefFMaPjyqmoP35OGHCflK1JuDSOCfodRCOWrIkCFmREMwhl3fCeEQBMy/GLgHDBhgvD7xSUKm/ETHFF1oqO1uMGBsQMlBgatataoxUlNq9PUOBeqb4f5DsiA7THGPD3j/QAYtLFIl2cHZz26OYCx2Bp988on5+uOPP7Z1VwuLdAoWfQywXbp0ifwZKg6+lSQ3lpLJ88EHUt++JJxG//2+fdLQoUbtSQywCDO8E+8RrfLMBiQFORhfCefIrVu3Rpp8IScQDUzAtHhznXhVIB2BACLSq1cv469BiUENYZAoLeOx5e9QtoJg0UgCYaVsxOt42WWX+fX9BGJKZoQD3iCM0AlJN6bJJbUMbLVI/wia7LCL2L17d+QEXOaW8CHmTcsH2cLCIn2ajymVMCQy2UBL9KhREobZHTv8XwaPySuvJEoZC8MzgzBRXlBcyKShk2zYsGEBlXr4e8pC+GDctnS+ZtAmv8P8i8cnPgnIlIrYaOLtCRQQHW6XnDT8QJynXUU+JvLBoNLYgLoFYYJkxbfLDuIGkcQnlJTjJyws4jUuwt09YEZzQZ0Wgx3pqOwUMO1ZWFhYxAnKOygysREdFufly/3/HkWAydwvvcTqnaAnHLUEYsIASlrE8SJCevAiYboOBKgnkEEIDcSE8gxzpuhSosOKfJu4QMmL1m/uB+XBY8eORZIDPFGBtnUzyJMSF/5KFJ2WLVsGpNjERXY++ugjQ55oSPGn5uFRis1s/N9//xmfDsNGr7vuOhMGadvNLVIV2UFyRc3Bq1OnTh0j6bqufT4cbvKmhYWFRUDA/xMTkYkLbLgIEQxixpQXqC6UmFi0Kc/hzaEUT0YY3iO6rVBQAjHOcl2MOaCMz+LtNmh8++23hpx4507Fhv3795u/gRiRvIz6QpdUsGQANYcNKGSHEhllRszUdIwFot7F1FGF/4hNLf4sf/cJNQwy5Et23PIda0auXLnM8wHZseUri1RJdkjUZLfBB4EPEbsYCwuLjAM2O5wHUhR16kgDBkixba4cR1q/PvJbVJFH33pLZ/h5RPAeM7cgF5AbSAqqSXw6khgTwewqNoC0c3vVE75HLQoUS5YsMUblQMIAYwLpzJSHeMyQCkZyYDUIFEbZQVHDFxWh5NO9hX9p+fLlxp/pj+hgfIboUbLzJYLYHihVjRo1ypA3C4uUQkCfcD6EBHdhiANItTExc6RTCwuL9APIAUpIiqWjV64s4VW5+26mf8Z+WRbrq66K/JbUmkqdO+vRAQOMukCpqG3btkZ1iS95YxFnzhUlJ1QL7wwswGaQMlQwKchz5swxpCm+gOSMGTNGtWrVMllHIBiiQyL0rsWLVRUTeK1acsaM0YSJE41aw5gJSKFvBhBKD7fBJhiFrFixYlF+T/ce5TwGjlpYpAmyA2NH8t24caOZgMsgu7iMbBYWFukDtCh7RwskCm67Tcv27lXFa65RlphUFZSAe++VWrWS4iopMbamZ08ctNF+RRMFfhoUnPgahF1gWsbLQ/s2Len+lA4UH99p57EB1ZzsG+ZhBYuVK1caQoIyhWeGuVxkoAUT1PdUjx7aN2eOCi1ZorJhYdK4cRr677869vDDJiiW8pMvyB0aMWKEKWu5JmPCEV1vEoNQWS8wd1tYpAo4QaJ27drOoUOHnPSEI0eOoHGbfy0sLC5i6dKlziOPPJIkT0nDhg0T54qOHnWcevUoVPk9utSt6+zcuTNBN3HmzBmnf//+5j4vX7481sv26NHDWblyZUDXe/jwYad+/frOnDlzgr5Pbdq0cUqXLu089dRTTnwxduxYp/Ndd0V7zsKyZnWcRYuiXT4sLMwZOHCg07FjR/OcuDh+/LhTs2ZN57vvvnPatm3rPPzww865c+fifb8sLBJ7/Q46m5w2xmAjxS0sLNImKFMkuqoTZIBdrNizR2I21rRpMV4EP0lCwuumT5+u+vXrq2TJkvrpp59MgGpsJS5aqt2Sf1ygO6l9+/ZB5dXgf6EpBFMwilV8z8c8FhSaoczJ8gklDKlWTfIpw/HYnn/+eZPHg6qDlQEvF16eSpUqmdcUlYokfcqF8U1mtrBICgT9bsRdT54ONWIm1vIG98J6diws0gcYcsmiXapUqUS/bjxACU5dZmwEPh7+9QMnZ06FLFumkn4C9AL1KtFGTphgXOF93rISZChQIoctgDJUoIDcUPLC3+MGA8Yn2I/zN9PYIVuZs2TRhc8+04mrrlLeQ4ekxx4jUC08sZqOuV27cHbrjSNHTLwIac0QGsp1+HUgQUy5f5N0awuL9EJ2yI2A7NBiCZu3OQkWFukPpO0yzoC26qQA6keCAgoZTVO/vrR3b4wXCUGZKFs26KumFX3QoEEmKRgjMh7FuEDXEt5GDMuBGoMxBZOlE1PInxcoKKhL+GfIOnNnkAVjQgbk7kCwPvjgA+OrQZ1hFAbXWf2mm/RMvXrK99xz0iefRH18mTLp91tvVbbs2bVr1y4zNgPv0meffab169eblnkLi3RFdtgJYIKzk2otLNIfmH33yCOPmBIEIwHim5IbF1avXh2/NuuvviLdTlq0KPrvIDfNm18MGSxQIGiSM2HCBGM87ty5sxnPEMhmjhA/SBFZNmwEAwkQBNwO86ViAyUjiBfXS0estxwXE9FBaYGsMrKCg64pzMJ0iUGSypUrZzq33FZ5ynzchum227CBUe3RrjPzhQvq27Onbm3UyHRlcRvcf1rm6dSym16LdEd22AkQVGVhYZG+QHmE3Bh27LfffnuS3hZkh9JH0Fi40D/RYbL4lCmST/tzoPcFD8qKFStMrAY+lkDa0vHMkG1Dq3egZS6vwvLrr7+aqeexhRWScdO1a1dTvnIJRd26df3O1MJigH+GvyMkkfESHIy+YMYX527ICSTWRIecP69F8+crlFgBlCKIzubNMd7n6rS0h4YaZYgyFpEkdFtZomORLsnOs88+ayRQ6sz2TW5hkbbBKBgGX6LYkhtD6SpQc21CQOkkmByaSCxZEu1HTp06Cvnxx6CmnhOgRxmH1GK8Q+TuBKo08ZwxBJOkYqaOx2fzx+0yxsE3uwYsXrzYtKGjNNFOTjggqc6MsGB4qD8wr+rll1/WfffdZwzVvteLt5Lcm/nz5xuViPb7zc8+q6qDBmkkF/BTUnRCQ8NLgQxALV5c+48c0VNt2pjXjVydQMpvFhZpluzMnj3bdGSRV0Et260duyC4y8LCIm0A1QAfCApAcpUjUC1AYtyWc9llCpk8WQogOwflgwR4fDWQLQgEJflAwwUhDBAFFnpKXCgb8brPjmM6qlCQfGdHQVhQjMjKIXG4f//+keUqf0QH0oaJmvIj1+k77oHbwmgO0XEfL8875/HlU6fq4gz7izj99tvK/swzCuHcHpFvxIiHQa++asZoJCTl2cIizZAd2hyRei0sLNI+WMBRc5Izyh9FxDdtN2BceaWOzZ2rqZJaQJjoRIqF6DDvCd8KBGfp0qXG94JqQpknGFB2ouxGWODUqVMT1FZN+B5qkuuZgZDQGYXaw/0KNEkZ0zJt66jtd911l98xDihQ119/vVGxXP8VHiPU+e87dPDrz8lOa3327JFGcvxIRYoUiTYSw8IiLSHoTywfSgsLC4v4AOMsHpJ4J+tedpkoZEU2m8eiDpH+S+mHtGNmRaFKxEdNQsVGXendu7dpu04Ijhw5osGDB0eWCjEOo9gwBdyduO6Fq+pASrnssmXLtHnzZtMWz7R2PD0M+vSCsiRds5AbBnhSdmImGF/j56ELDmKVzd+5vGlT6a67zPgK7idDoPEl+d6GhUVag019srCwSBZQRsIbg6oQ8OL5++/hOS+HD0sHDyqsUyd1+vZbPdOtm9S5c6xjJDDrYgJOyIRt/p78GMpf8R2Rw+Mmf4ygPVrN6cCC2KC64LWhZOXNK6NrikGllIsoM6KEQdLwBkGKbrrpJlOSIv/I10YASYGUocZwOQzJjPuAHD300EOm2wwPEDjTrJne+eor3XjwoBoNHKhM1atr+rJlev+++4xFgdcpIWGMFhapCSHEKMd1IdI6CaGC5d9www2x7o7+If8ijQHDIbsgdl3BdFRYWKR1kK+CVyepy1gs+HhLaG9mEGecQHUg2I4J3B50v/pqLS9a1JCPmMApDXJBxxBm3fgCIoKygg8xvvO0yKHB/E1p6uGHHzZlNe4XGTsdOnQweWVk1KB44aPBg0Pn1M0332zKTxyUvGI859JqP3++OIkfP3ZM586fN+cyWta5LeaO5cyVS1n85BE5mTIphMGpEdhz+eWafuWVavDVVyqQBEGSyQlyj3i+Uc0gfRbpF4Gu3wEpO02aNIn8sBMmZWFhYREo1q1bp6eeesp4/QIiOizEM2YoxIfogDJZs+q9336L9W8hD5AGzLjBAqJE2YoyG74it3MpPqBstHz5cmMQxnSMVwgSgtJSvnz5yMvVrl3bKF6NGjUyZTd/YIo6Bmbun3ugBpXZskW5d+0SVCiSrp46JUZ3mvGdZ84QnuT3Or1EBxTdulWtt2415ElpmOyghD3xxBPGY2WJjkVQZMcbXhVsYqeFhUXGBGoOpZA///zTeEsCGQ9B2YVZXA3nzZO/uL0eTEGPoSzFDo8FDn8KBCNYEzH5MXQ/sUBiaE5IoCKhfbR543uhwwq/DedO/DI8J/weUHKinIV52t90cRdkH/F7DlQeV+l5cPNmxTypK3BAsejMylakCLtbpUXw+kNw8SVBVsk/srBwEfQg0MQEcq7bYknLJKoRnRNesINhJ0TtmE4AdkHMn/GCPIonn3zSzG3hZHDvvfdqx44dyfxoLCwsXPA5xsyLrEzgXiBE5/PPPzcLPx1GFX1m7kXCx6PiBcTiscceMyWsYIgOCglKAIMx8dVwvkkI0cEYTefS/fffb85FzK7CEAzRgcih0hBgCAmsV6+eSaOPjei450GUIc6ZZPu0a9fOmJUTWn48jhLGTEN359uuXYxkMjUCbxPvGzxMvG8wePM6WqJjkSiDQJFaYdDbtm0zLZle8EEOZieFAQ/CQ42VHRAtlLQ7uh9+OijcuHSkX06GnCA4mbofdCRy3uDUxgsVKmRaMZGECefKFIuB0cIiowPDrGtYTQzgE2FXjf8EL5A7rDI2sFnhM8yGB1UFsjDkgw+kqVPDjcnYCq+6SurVKzI4kPMQZR3OA5xH+KwzsBOlJBhAItgoYQamlJRQ4BGiYxUzMY+D8xLnMs6VbicrzzlKDinVEBffbJyYQJcVpTEGcHKeg9wNbNNGvd9+O87rIIeH0EgUptlr1qhGgQL678IFfTdxop5CYaKsxQU7drz4R8eOMQ1ViY7Vq6WPPzaGcxUuLDFe44Yb4vwz/Ei85rt27jTt+wyi5r17beXKeujmm8Pb4inZcd2A93Uc4ziSC7zPyGdibSOl3CKVGpS9YHfBB+6ZZ54xJxYICjVSXP78rnv37vG+M5j0+NBy8qpVq5Z5g6DocCLE3OieGGmlRG5mF4cpiQwIArWYTQMYVEenAumjdzMVOQ5Yg7JFesd7771nFktf4ClhQU4MkPvCZ5DZWuyyA2nzhrTQJXTPPfeY+0EODuSDv2WBpruICemQBf7lMfA7dvCQG8y8ZN/QROHbmRQXOL9wHoOYsOlKKLivlKrYYPEc0O4OCPSjtOaCcxYlLgaNBgI2lFdccYXZ7HEexOxMhxnnX7qm3Nvxvg6QPwgVry/+JTaGdHJxQBgo0z2wa5ceWb364o63Zk3pzz8vXtGkSWm2pGVQqFD45PYUBn4tNuAofLzfgn2fWiSjQdkLPiTMkaGLAEmWExUnHLos+AAnhOxwZ4EbQ06eBB9Mb2AWZkF2RJwoIDt8qGnV9F4GgsREdi7jj+xAmDi8T5aFRXoFix8Bc2xGfBHT+IH4KDoQHIZDBpPJQhIxRmCUYpQK928pT0CAGKnAz1B/KYURapooycuOY24b5SkxiA5dqBAdFGqULdeAzCIHUSOxmc0c5I7bjGsAKCBHh00d/iPOb2zoeOyQH9rhDxw4EI3oDB061Fye544ZWmwU3YRoZp+hjLPoMqH97XbttPaKK3R07lwtREGj1DhkSOR1XfHvv0pYqpAF6yUVB3xarF2QVSoVFsmPoMkO5KMyCZuS+RC5BIWyUbASsr9dFgPuICrubQHfGTp8zy7PvQy7HNrifS/j/r0vqHtD1CwsMgIw/bJBcD+3iQ02GyzeDLUMhuhAjChD8dnF4+L12VCiYBzD888/nyT3mfI4u8GEkj1UbTwjCxYsMIoO50CIDmUWzjOQzJIlSxq/Dp5CyEZM5z8UAHw8LI4QHcoy+J5os+fvveoRzzcDPV1Asjh/Ut5CZXcJIddLYjIkiHRm7AAQU4zcELEPJ05UaMuWanbJJQq55ZYoadSFIUAW8QLPO68Tih6vx8KFC00VBKO+RRohO3xw2SmyO0H+ZReBhMyLGd8WTdCtWzcjuVLr94XvTo43Uly7u9gu8+KLL5oTg1fZoexlYZFeyQ7G/qQASgUbFEgJXrpAgWmZcjg5MiwAvt46Si/xDfEL5Lbxr+Apig9QVphrxa4dpYnSHSU3/COQPUrw3HfUFwYms7FiYwi5cM9NNFCQ48OBWRmywqaNNv0WLVqYbi3IkXt5wg0hLBhvUcG8Qzg5f6Gq8Xco7S4B5XJfffWVUXJQ47k+jNKQTNR4lDTImb8J6gYnTypZULWqlCeP1m/YYN5PxS+9NHHyzlIoMw0y2blzZ1WvXl2PP/64IZiQed53Nsct5RA02SErg4BBQq+IJOfDRXAWUm18d0nU6DHzsauBTLlw5+eg0FCf9+76XLWHy3DyoZbvVXe4DB9yf4CUJYSYWVikJbCJSEh5OTbgj0OJpRsmUEAAWHwhYCy4/jYlkIe4OpTiS/xQYr7//vugy2Fr1qwx5zq6oMgeg6ShwlCWYAQGpSyIDuSBzSClN0C5HVJDlxd/y/mKzRVjLCAoEA5UIJ5LCJRL8iAsXD8dYlwvBmeUGy9Qg1hQIVa33nqrKc9D4iBjdIOhKnB9ECpK+u7zCkGjzBXrc0Cbf3CWzngBModixeOEiKVlUK6kU47NNOsPpnfWLkimbZZJYTgJxPz5852BAwc6EydODPpvw8LCnK5duzrFixd31q1b5/f3xYoVc/r37x/5szNnzjj58uVzPv74Y/P94cOHnSxZsjjffvtt5GV27drlhIaGOlOnTg3ofhw5coRPtPnXwiK9oXHjxkl23XPnznXeeuutgC7L57l79+5O2bJlna+++irWy06ePNkZNmyYk5jYuXOnc8cddzgHDhwI+G9OnDhh7muDBg2cxx57zFm4cKF5HL/99ptTu3Zt55tvvnGGDBni3H777U67du2c559/3mnTpo1Tp04d55ZbbjF/98gjjzhDhw51FixY4Jw6dSrK9XP+atKkifPll19G/uzo0aPOoEGDzHUMHz7cOXnyZJS/4fZPnz5tznn33HOPs23bNvPzmTNnmsc3evRo5/z58+Z6vv76a6dq1apO0aJFncGDB5vzZ3KD+7tv3z7z3H333XfOgAEDzHmfx92wYUNzdOjQwdm7d6+TVsFrNG7cOPP8r1y50rzWfM1rYpG0CHT9TvBsLBQeDkApy93NBAKMgbTjsQuhW8D12FBLp17NrgODHe2Z5cqVMwdfs1Np1apV5GXZVSERs+tB3sU7gD+Bmr+FRUYF5Y0uXbokqQGfckwgJWBUCtQQWp9RG+giig1JUcaifI2q5C0BxaQ0oACh4tAkgULCzpxSFJk8XA/t43S4ocrQXYMnCsWbhgnUadQuzlWxqVPYAUiUphWZlntKWNw//DooL66/g/tAdhBlEPf6KHnRFIIizuuLgsA5k8vwPedEzqd4KuneQvlJyIywuMD4C15bPEzuwTwuylKAEhqeIQ7WCBStEiVKJGh6fEqDxzZz5kyzhqHo4K9iujzqFGoq4YZxvdcskg9Bv9MwXCHHmUyDCNDiyIeeVm/3zR0I3A+zr58AuZYaNMALQA2UkzalKogVPiFvmBa5P3xo6Nzgssiz1EmtbGiRkYHvg9IunTdJBRY0fDexgcWXEgsREZRzYgvCg2hQzuGcwmKe2PfVNfr6gnMLGTlTp0415mJum6BBt1kCcG6BRHC+YjF3fX8s9KtXrzZdoBAj2s7jyhfCmM31DxkyxCyUlLS4fxCBq666ygSnchnOYZzbuD+c93zPaXh5BgwYYAgT50YIGiW6+vXrm00k5IkMoaQCHWaYrmkY4X0AmeH2KGtCZtJjmzWEF78ZBJi1hi5HHjdklRIWVg8IUGJ0DVqkANlhB8dug/ZyPnAYinmTUy/mpMquzZ+5ODYEEvHDG4ZaN0dMwBj44YcfmsPCwuLi54tFLzGAN4QdK6SAlmeUGoBHxFVZY/K5QA7o/mFR9nYJsbgTssbCzr8oEfyeRRJSEozhOa7FiQnomJK9P8NjA7mhJRvVhtvjPONPqaKrisGSKCuQDozIbvI7vkFXhQpknA7+FDZveBXx13D+pFMHFZv8oECAoZnb4rUgnwhSgS8L9QaFm+fyl19+STJvIptevEo8L9z3mPyR6Q28T6kc8LlyySfvcUgO72k8aDTuWKRhskMmBW9w8gLYOfAv4X+EVMFoCb2ysLBIf8DcysJMqZhdO4up35IIQz43boz8dmalSmoyZozpTMGkiRKCaoNJFqB+QGpuuOEGM32dpoPE3g2jOHDfUT04b6FyoYagSPBYyKMh+yQ2BQKid99995lFjPuMAuQahd0IC0gPSk1coMzE7UFS6K5iMCj3B2UnUKAwoR4R9wGJRDkjbwdiw+8oWcWltsUXXD8Gbx4HDSoo+hlBweB1wkSOggdxhhBDfPgZhOell14yipxFKkagJiBMxLNnzzZf79692wkJCXH69u3rpAdYg7JFegTm1l9++SVB1zFmzBinUaNGzn///Rf3hfPkQauNPHqFhjqPP/6489lnnzm///67aUI4duyYk1wYOXKkU6FCBadatWpOx44dnd69exvDLuevYAzY119/vVOoUCFjru3Tp485XGzdutUcgaBfv36m4QLzMc9LsLhw4YI55955552Rr+umTZuca665xqlSpYozYcIEYwZObGAu/uKLL5wWLVqY9wJmagzQvgjUqJ6WwPv1o48+MmbjH374wTy/f/75p9OyZUtjqvbXWGORxg3KyKJkMwBkWzw7lK4sLCxSHzDL4t9APYgPiJLA84FRl118fIykvZs3V84UCFGjtRvvDCZRcmnYidPcECzIqMGPgcEXo6l3ADE+QaI2Apn9RXmDUh/lMlLdeS779esX1H2hbEULOwoQ5RPUFGwDWAuI/8AMnZgGZMzGvP4YoynXkZhPyS0mwy0qB6pHWgDp3G6GEaod3lHKsZjiOVCveM3c+Wv4RikVcqAEkitHCY9yq0XaQVBnMK85jtpyYg4QtLCwSLzSDYZVyi2BTO+mrMTJm4XYLeewIGDGhSgEQnRYJEJOn9bFtgUpZwpNz6ZshpcEMsLjoWMpLrCwUaanJMQBWXSNw5TrmdnlRaAZQBAvzNl4gij3Q0jwKgVbQsETgumXJgzAAo1nkoOSVmKC0gzmaIgU3qK4zvP4nyjjYLZOzaDLDcJGCRGfFISRbjje53Tu8priveLxut4pSBANM3RaUcqkFOqO37BIp2QHpovz3D3xwX55A/juJjD9WVhYpBzwkXBSD4TocOJHBcHXwviB+Pgv2P2yGI+mSzPCuGyQQp04KBIQA0hGoGBxQ8GgVRvygCLEgs9sKl8EYkLmfEmLPYZnrgt1DGDwhkgF+jxDwFCFIB20p9Pxin8SAkSbc2Ibg1ncUXNc9Sgugkh7NZ1JmLcDUbmSGzwe7iPdUfhK3Q47Xgc8ZFQnIDv+GnL4DDEGhOef5yMtt8lbBEF2fD/gtoRlYZE6gSrjDqKMC5RGmMqNNB8fUNqBKGFUbbl5szq0amVMswZFiiipgJpAacdLLkhNJ5afTjHUHchBMNdHt5hbnmKnH1+iA5nhumgjh0BhvuY6KfNQBiIN2TvXKiZAbMjyQVWiHMniS3nRTV1OCkCguP7YiA7PL+SBxON7773XkMukGu2REGD8ZgYaCpWbkwQoR/E6U/rDfE+3oO8YBwgfzz0bBxthksHJjoWFRdrGpo0bzeIbX6LDYsKiwaLHYMozRYqo+QsvSJ4MrqQChMptf3dxveNo8rRpGlu4sMq++abEUNIBA+K8LlqHUXMOHjyoKVOmmO4wSIUXqDOoF7GB0hkLKIGJlEkoe6As0PkF+aJdPRBFh9vu2bOnKaegJqA60U2G54dOqKTqtAJ0q1GqiQn8jqnulNMgY6lx7A45Sfhs8NRAxFySg4pJ2zh5T7Tl4zuFNPKae3PjLNInrC5nYZERQH/U1q3S3LmRx8H8+dX0ueeCvirax0kRZjdMeYavGXrIwp5ciwa+GlQcL4Z06qRHjh5VIxKjeayrVsVKdvDTYBRGzcDATKmC8gagJIPfB0IV10aPRZTcMUyveJxYXCE6lPqZ9xfoc8JtoyZhCudvIKJ4SvCMQCbJs0nKNm/IGsnzbgbR+vXrDRHk8ZABhBrFa0w2UWoMC0TpQwHjdeR5pFyF4sfUeEgiqde0/d/CdPcIrxpkzRKdjAFLdiwsMgJuv136668oP8qZL5/pNAoUkANC0zDsomCQsYWCwYKB+ROVJzmAr8bXj0RXzbhZs/RngNfBaBt2+Xhf8MPQaYpJG7jkBtNtIGZwVCFKgShCqC+oMhAdvg6kQ4r7QNIxCgN5RCy+kBsWaHxDGKwDMkQfOIBzmpTViz+D+G3eLBGoSHK1Z4QORICkasgBxAYSQ/kTFYpMIQggw0Mvv/xyUwrCo4k3K7WB8iCJ+RA0/DWUqSDDvCY8pzVr1jTZQzwOLyCPlGAtMgYs2bGwyABwypRRiA/ZqUAHVYBTrVFz8J6wCKOooDCgepCqjJeEDh7GJSQ1IFzMI/K2kkNcSLTtXaOGQtevj/Xv2c1TuoBEoGBw3yET+H1c4NMIpGwPUcDkCinhsaN8UEJB4QlkFhUGX0qAo0aNMv4it0WdchoKBQSI8lnAwCs1dWrMv7/rLl244w5DDClBQQRQcvDd0FINiUTlcoGKQ3wBpIDuPlcRSQ3guYLU8PoxqgHCiUoHaSNJGhLKvDBKrf48N3/99ZchpJA5i4wBS3YsLNI5OOGvXrBAT/n8PATPy+LFUo0acV7HiBEjTNeWdzQE5RbMtrRBJ/UOGTLCmAVIAAs0HTQQFxY5PDGUe3qw2Hvnbl1ySZTr4P5iFCapmQOTLUqVL2IjOhAUBnhSvoPkNG3a1ChaKFt0+qCMQHi4j3Et1LRqU+5CJYMsjhs3zhALyBIELOjunzjG9eycPVuPN21qVBtMz/hW3HIUXWOM/gGQWJSSsWPHGiWH909q6URynzuIIKokxmNUL+4j78/8+fOb92JsviZiEniN3Q45i4yBBL2DkV9t1o6FReoDBICyzLJly8zi+fGXX0p0JzHmgHZl9whwSCSlKso0XuBHYeQC6k5iDZuESDDDClWBg0WfNmAGb7JTp2yGwRQs/f131Q0J0bdHjxrlwRijR43ye72UalBbMPsSwofq4hIdFlAWeHcMA48LdYXbxSxMLg4t4ACVAO8H5ItxCRAHRgcw6ZznnPvo6yVywe0QBAixoS2e1nTUJWZyoeCgmkGY7rrrruCfuFOn6FOP9SLFz53TTxMm8CCiqWXcLwgAyggdeqh4qcabc/CgVLCgIWcQRLqnMEqz/mCW5rXlOYR0M7YjNvA6Q5TxmQUSzWCRfhBCjHIwf8CHkxML8iGhWwRl8UFFGkZO9JdZkNpBfZc3PjKubwuihUVaA2UJlAV2txym5BMWJlHioSU9QJMrpSvUEAgTCzMlDa9iQZYN7dWoGSgUCcHmzZvNOYVW9ho1ahhyxcE5pQHDTHftIsQLeSb8X47t2/WppNxVqqjVokVRjLa0DrsBgXg5MNryGafzjAWP85YXpMIzp4sp8RyYgyEwEBkOWsg5VeIDgYyx6HrVDn7Hc0ApxXdGEiQKlYSD54/LcR7lsUK4UJlQh3zJZFCYNy+cvPoDrzclRkpiEydKBQpE+TU5NGQloZTgzUElSY6SZJzAawSJHT1aXzzzjBYfOWJUMDw6KHwoNB06dDClqEDawyF1KIA8RiaTW6QPBLp+B0123njjDROjzr/sRMgpgOwgwfKBxZSX1mDJjkV6AtH+dKawM49v9w5lGTqMaDHGiHzttddGOZGwWDOIkgUkJl9ErPjqK+Qn8yXJzZs2b1bNGjVMF1TkfcZwC7nhiPDUQGlGe65mDgNHS5RQn4ceMoSGv50/f74xo9JFhEKDEoNpmMeCosPPOX+5CMSfw+NlECoDQL1dUZCE0aNHm+ea1nQWUxeoUagNeHsY1AmJw09CDtLhw4dNyQWCA8kLdNp5jPjgA+kpn0LllCnhBAdjbiwt4iz8lOQ4l/Pc8VylKHitX35ZGjky8kd/V6ggffGFea4oW3EffQ3HsXXL0VKPSsjzbzPi0hcCXr+DHbpVpkwZZ/r06ebr3LlzOxs3bjRfr1692smfP7+TFmEHgVqkJ9x9991mSGFC8OyzzzqLFy+O8ffLli1zHnroIefll1+O3w1ce22UoaGBHNskp47krJKcDRHH3ojfTRk1ypk3b54Zfsrwz3Pnzpn71rlzZzPE9Pvvv48ywBMMHjw4oLt66tQpp1WrVs7nn38eZUAkz1GzZs2cn376ydyeC+7H/fff77Rt29Z8zQDPH3/80bn55pudW2+91dyXREerVlGfrwBf/8OHD5v7Chhw+e677zopjn37or32s0JDncZ16jjLly8Paohr69atnebNm5vn/+zZs0l6ty3SySBQF5jvqFP72/n4hnxZWFikPaAKUboiBdj7+ablHK8EQyJpj6bMRNpucuCUJArkn0jynn1Oh4RoTd68mj52rPLedJNRSihh4clgPACzo+iu8tdphecmLqDAEGDYtWtX0/EFKN+j4qD0eLt5OP9h9MV3hIEW5QaPEV1aCOiUwyi/xOUrCRbcn0xTpih8tGUEqlUL6G8px7nztlIFKE927RrlR6xk70r68oEHVDgW47e5rOOYmXA8Lsqr+KN43i0sgiY7pIPStucrIdKymKCas4WFRaoAiwUmWUo1eGkoW2NgpfOKMoDb9s1lKG8lB/4HOcmRQ2UxWd9wg54YOVKvT5yoS2rV0tWZM+s9z2VZ6BhfQH6Ol+gECwzKdCPhw8GbBDDw0rUEmalAacUzB4ufYe7F04hplr9j7ATPY/v27Y3pNzFDASFiTGXfuXWrPoYEbNzIbjT8lwGMyqDsB6l1R1dQDkjIkEuIMD6ueOPCBV1o3FiZ8Gd58JukG598UoU7d47xTzEr005PqCPmb7rJKDlaWMSb7LArYleDwsNu74cffjCZFeRFxNSFYGFhkQpx4oTxQURBx45msCNBbITIoUKw4LOoen0l+DswP8dn8YYcnL3lFv2xebOKlCyp/EWK6NSFCzoVFmb+PX3+vKqtXq38dBhFoH2WLMpETlCVKsbwO2HsWA33E4hIKzJ+I+6/P6IT6NgbzMN4lmi5R8lG7cJ/w4KKURvjNHA7hCCCeELoTuU2UHcgPpwXSUDG7JyYQEXCH4S6dDuBkS4gOwsXSpUqxfr3nLPp/OL+8Rria6G1n8cRH5B95A5g9d5HUqHxTUGkMBQTF8C/3gPSdmDRIrVZskS37dkTTdUZdMklGvf00xd/5jimQw5/KAcEFJWR+47ZGjO5hUWCyQ4nQE4ouOL5kHASpMOB7APa/ywsLNIIjh2TfPJxnpw7V4sXLzaqDSWYmHb6LFp0LcUHkIMxy5Zp6dmzanPbbcZwSlnMexT67Tfd6Nk8ZaJE/vPPOlu5siEVvoMn2dkzCoB2dVKIUaS8qFu3rjEIBwKun5ZmznOQPVRrFANMxpAbSB/BfEwfZ94VigbPE+Uk2tox/LIRRAEnyyWQFOVgwGIPEaMTKQrRASVKhB+xgNeX+07OEM8VhAfSRE6Nv0nxPBbMn5AWl7x4DxQwlCzIBusDYG2gbd3tbMM4yuvM68bB88VzmztTJpX94QcV++MPhZw+bf72RObM+uT8ee0rUEBbrr1WderXV77LLzcba9YZTOFUFrivqHcojUk5RsMiA+fsUKe2yZMWFqkPdB4lZAI1isTy5csTfXdMuzbTwFEAKJNR0uF+oiL5RZcu4aMN/vjDjEBwPv5YP+TIoecrVDAqCwuzC5QcwgI56ETzVXQCVXMIDOSyLOgQMpQO0o0p3bPIQsK4bXw5tD9TpnJVnw8//NBcht/Rns79INcnKcA0bhZ4Ag2DBWoLk8DpaoLoADxOlLQo+/AcQIYgcLTsQ1ggEviPIC3egy5crgNySDeXO4IjYOLx558S4ye2bIny41znz6vFddfp6BdfKF+RImagJ/4x1Bw22e79trBIUrJD6BaGPTIZLJu2sEhdYNFiAaYsER9QBoiSQhxPELAHueFgkcIsjLqCn4UFl8BD3xZg1JIPPvjAEC7UhLxZs6pj1qx6LW9eLXziCaMEoCRz/qHVHYUDkgGBorWYrBxAlg0EKBiiQzs4gYCoMpSoSOHla0pX5OAAnlPOf6RIu63rEDdID+QNkoPpme8Z/5AUQN3geYKsxAfM+4IsMAsMdQ4SCnGDdPI1JSEUE2IFeK1iO8djZeC1gBgRPcLzE9SaULCgnO3bFe0vChdWKdrob7jBvMaoUChBvDfsmmORbGSHNzS7FnYByLq82a0x2cIi9ZAddv3xJTuBqkfs+v2B3B1KK5wf8G8QNkp2jgtKQpTIIENuEjJEA/8IygBlIaZVU/rBh7GscWN9ee+9JsDPG3RHyYi/IU0XkzRlJrdURWhfMCGHixYt0vPPP29KQ3h1MBtDKrzDN/GVcL5jmjZlezrS6PiCGHHZadOmmUWZ0p9LjhIb3E+Mt5CLuBZ9XiPICwf3lbIezxkddcy4otyEUgXpofTHzziXQ4QCyfxhrhZqC91lKEW83nQ+BYVKlTT7+utVk5EllOdCQzWheHGNu+YanfjhB5idUc24r7zWFhbJSnaQLPngw+Td2TIkhvJBYcfjGvcsLCxShuzQAUQ4XGKDzh0WdEpct912m/GM+AKShbLCCAl/wOBLOziLL2oPYXyEk1avXt0sxIEExeGbQRni3APRcBdnVKRAfTkuWKzx50C8UIhQc1A/vCGJjIrAi4NiA5Hk9yQwU1JhFMdTTz1lyjqQJL/jFfAbJWDsAqUlXlduB/UI0uPrm6H0BoGE5ABeI8pMHFWrVjURAShf/Ms53AWPA0IUzfsTA3h9KVXxuDFvo4Dx+sUnkRiT+3PHjum3bNl05NJL9VvjxqrVrZvGkPJtYZEaPDvUbzt37mwOzGnsZqjZIjHDxC0sLFIGLF50AQWEIkXUrm5dU05ikTbm0vz5/V4U8kRJiA1ObC29bISiGJcvXGDEtImGC8ufX9nWrVOJggUN6cETg7GV0pA30Tgm0IWFCRlVg5EYEB0vgklxpguIxwvpgjRRtolJ0UD1YYFHgeJr0nsp8VDyo5wU40Rw4vCGDpU+/1yaNctveZDzJR4pngs6i9wZXG6wPY8VsoOSxvBObtPrm0EFc03AvC7BeK24Daa2Q/gCJbsQLgjTggULzN9COlHj4gNDnBnFMWWK8l1xhR61JmOL1DoIlNo7uwxm0RCNnlTyrYWFRWCAEFCe8GLr1q3GB8PnlcXVexzKmVOnChbUeZSHGLp4UDwwxVKCimt2HAqDl+w4//2nkDvuMF9DJXCaPHnnnZpz6pQpB1H2CiQLB0KAAZmuIcpdkCovIEzecllsoOSECk05HpUopmHGPBbKcDyfdADRWQVJQ91gvhLGZco5frutUHO6d5dcbw0T2X/8UWERM8cYNgrB4/lEiUORQh337XCD6HBbkBzUr8QELfGU/gJR03jtUcAgX5A+XrNAxzXEBIapYugOZaSFhUVqJDuc/NjhUTvmw0h9nE4ETMsWFhYpA8iMdzilC/wOLKb8zj1QcvgXNZbMlZgAGcC8ymIXW5cX5wHOCxiGIRHs+vGK5D1+XL5zyLlM49deM0ZbyEJs/hPUBzqjIAecc/wZcwM1IZP1AiliFhfEJbaSF78nJBCyw23y2DFB06bNeY9yEmQnGgj2W7lSevVVpJCLP580SePLl9fXFSsa7xEZRQxZ9SWmvoDccX5NbKKDf4fBpJC3aKADDoWpUSPTcg4hQVlC0Yfw0B2VEGCMRiHi/YEvy8IiVZIdwrHY2dB6jikQKTimnZGFhUXygZIMHg1fUN7BZxITYiI7EBwWdhbFmBYlCAumWdRdNjt0zOBvoTUcM2/of/9JHsXFCQlRh4jWbUohsS32eFAoyXG9KBu+pAjCFtvjirxNxzEt5JAiUo/xqMR2u3RUUQ7C20KpnvA+Rg9QvkEJgQDGWDJ7//3w0pUf3N+qle5HxQqwXEMnGEoPKlRCQXcbpBVSCijF8fpEkuNPPsFEQ70SJ7ScUqU0cNkyffbNN4bo0alGcnRCuqEoHUKuGJzK80iXHgZzC4tUSXbYCfKhj2+gmIWFReKARRyTLOF1lFIoVVEWWrVqlTnwtaD2sCvn69h2+b6lJAgMhmHUDBZEjK+0JdNuzO1S1uEydEJBBsiUYSEk3I9y0s0332yuc+nkyXKjAc9mzqzvK1dW78GDDaHAZxITaB1H1aDTxzu9HcLC9cZYtsLrsnt35LcQm8cZqbBnjxmL0LEjE7ZiL+1wv7h+AusISuW5ZGOHwoSpOmiwGSSp+sEHA/4Tnl9IFYp5QsDrj3EbNe2ee+4xBI7rxXIQpYt2wgRp6tTIb0O2b9eZTz5R7379jPk4LgXK9YtBCr0KDu9JvD6QZt47qFq8fwhshOgE47OysEgIQpgGqgyOgEfEW1ikEuDDYRFC9aBLCEKCysFQR8oMmD/ZyUNGUFv8lpjPng0fLeDB8YoV1fOllwyxobMSIgTIOaETiaGKGHk5bTCSgU5MLyA7qDqoTJChCuXL68v33jMG3O6vvqpba9c2KgOBeN6uIICHiI4m/g4iw6aK8lWc5Sr8MfPmSb/+Gq6seMZMgIZlyujdiRP9l50igOLB7aJi0ZnFIuyOH0CpYmRGXKoGStSqunV1e0TGjwEBeBCJIHN3GDzKbSYkrweSgy+IkhnkBjUNvw2EA+Lmba0XQ049ZMc8nuzZ9VidOjofACFx/ZtuAjPvD66f9w1kGwKJR4v3DCW52IiuhUVSrN8BKTvUjDkRcEVx5Vf4dkhYWFgkPvhgU0r2ZptQUmJnzY6a36NO0FIco5fu4EHJx7fSpkYNNenQwVwHLeIskoGWLjhH4NuhPIUqxI6e7ilKUf97443I60EBcAMAXZJAGzOLMwoUZQ66O71Exy9I3v3ss/DDo+b4AlKVqWLF6L+4cMFku+AboqMKwsPzR4kH5eGPP/4wQ1C999UfIHiQB5KIP2Mg544d1A6l226Thg2Lc3yDLyCamKPjQ3R4DHS48Vrw/KHeQDggvZTkaBn3BebzW2bPlvedsD97dhV67z390KmTFMe4C4gN6h6zsYgk8BIgOv14Lt3hsRYWKYWAyA6syT1RQXhsiqWFRcpi6dKlJs/GC0pYeGsogdAqTksxnT7BAJ/O8HHjTAdQXIu8F/j4UEEol5AqzHR0wgPxaHg9fZSkMPfiR0EJ4D6yMyOrBTUK1chfdxbEzWD0aMZr09IkLVgQXraKA9FKJfzN+PH655ln1IeyS65cRoWAsKBIYZ6lzAbZiwuQSnyLKDFxma0DBY8fU3AwgHCw0XQNxJAlyG8U9caHoEECiQ3hvfJLs2a6kDmzMmXNqgvVqqnT99/rx65dY7tBTDgKO3xY77z4ohoXL67bUAopux09auauTRs3Tk80bWqJjkXaITvUsV2wY7CwsEg54GfhM+kb3Ed5CI8ESg6Lr+84hkCA6RdFw19gYGyAwJBATMkC/xDt3V6QH4OvB3KAFwbvTJUqVfTyyy+b8RZg27ZtUc41fstXq1aZFu54Y/NmbXnkEb02a5agYN3OntWi7t3VqnXryERkSEBMJMEXkArKRJDDxAAEkA2l1/sSFyBZZAVh+qV9HYUMX46/gEOIJaUtfEj4kSBnkKsbO3cOv8CePTr8+ON6CXUKfxOk5sQJ2OzF48iR8G6tsDATJ/CKe+Xvvhvlthrwv2eeScjTYWGRcgZlTqTsIGhD9P0QUYdHyrWwsEg60P6MguJbGqAc1L59e9ORxcIdHzA6gPJDTNPOfYFxmTR17hNqE+3clEx8vTC0jaOY0PYNEeIc4htO6Et0uA+YlCMRh4pz4bLLlAkVad268NIR/h33Nv78U4fGj9c7w4dr8/nzQjsyDp69e3VmzRpD1DBDV/RX7oolJwbikFht4agzEMJg5l7h14Lg8hrQLk/pitKbP+MvBAhSSjs9ZSdeDwzuUQIRd+1SoQkTZJ41r/covohIdLawSHNkh10fcrk/WZSuEAsLi6QFHUbuzp9NBrt5zL10uzBWgBlOAQGT6Jw5+vXXX43BGWVg/qpVAS3eBOOhztCWDOEhk4bNDucBjLWAchbtzfj88HM8/PDDxnQcUys1pSqX8DxeqZKKbt4sdesW7s2JOLbXratSnr85nimTjjRurBKvv65MHpLlRdirr2rom2+arrBeksIjDi+iwtat+mnWrIBKULRPc56D5FAugozReZYYwGtDaTLQqd6oOShL/Eu3GB4pTOm+SdCQYAIZ6agiCRr1DU/Vtz16qMg330gcEMlt26Sf3d65RIIlOxZpjeyQYOoCCRRfgHf3Ri0+oWFTFhYWcQNi46b2QjT43OGBwdwbW/BfNHAdt92m+dOmaeKPP6rkwoVmzhILZ1yg5ERnDUoSZSmIjgtKVQwBRXki34YyCyU1fDze0ppbtqJsw2JMB1ZkSzmDH/0oHEuOH1fhl17S9GnT5JQtq7s/+siMn4gJZLl0/fZbU1KZEpHiHHk/c+ZUpg8/VFn8QHEQHUqEKC4oUpR/uN/BlJriAuQDZYnnHjKLQdx7EMDHOAkSst0GWgzMKDOUAnlP4NfhcpyL8R5t27pVmzZuNM8BJOraypVNplKZXbvU4/x5Zfa8ZgkGJTM6YRhX4T2C8H1ZWKQKskNdmp0Ph7/uDnYNSOsWFhbxBHPlfMYgyE/3jNt6jr+DRRKQWMyiFh/QXk7X1vuUfSJKWZTB+DnKEWqN+9l3wdckM1NGcYP93DIM3Va0cFNaQeVBafr555+jZLXwd9wO4DYgPpAcNzvnXIkS8jc6M0fFiqo/Z44atWxpVIrYwH2AlHxYr57KU9qKACMb9rVooaIjRtB9EdDzQ0cZ3W8QCX8p1QkBahet+bRt011H+Q7PkPegbR4Tt7e8CNHluaXjiueeHB1ygDBMU0r8/YUX9N3SpRdTkTdsgP1JGK+nQP0CwNNPm5ygg6Gh+mzCBNVt2VI31q0bndTYJGSLVI6AP7XsFPhA4QegtZQsChfsMi+55BIbEGVhkRBgvr3uuovfU464cMGoqBAbZkJRqqB7hkWxzcmTejF/fn2+YYMKZM+unvXq0cqjh0hEZlwBCkBYWOz/Oo5azJ6tzNwW3TcDBujNd94xwx0hUKguMaUno0JQ1qGsTbmK7yEChMURPkpHEW3NvohtFhY+mOeffFIVFi7UC35+X3T6dM1YuTLGoZ2AuVl0UzG7CZK1s2tXHQ8NVVhIiA5fdZVKjBypohF5MHGBUhzPNVlFDN1MbHBeJX0a5dxfW7jB6dPhPqQ5c6S77zY/Qv2B6ECEmEtIFhDdbIDXgcfdn5gQEpEjsGPnTlUtVkxPHT9uynkxAjLH7bRtKydiSjpdc5/+/LMxcFtYpEWkaKggZroBAwZo8eLFxmSHwc4rhyORY7bzgvo4J3sX7A7Z4dFCicSL7wA5l7EWgcKGClqkClAq9pAdgv0b169vsm6qVaumqlWrmh07nT94YESg37p1ogeGdJOYJz0FjimjR2v05MkmOTm2HBjCC+mw4v5AiNxWeD7HKD58jn0JibfbKvPZs7phyRLlOXZMNZs0kbN0qYYuWKCfd+3SuydOyL/7RuHDNT/4wP/vyMZ57z29sXOn3qpWTbc0a6aPT540ZTRK7Rh0A20NpyxEFxh+FzwxQZUHAwAmcPJnKD9CWPDr6NAhafVqac2a8H/dA++S4+h89uzq9vDDWr5ihXkNGjRoYJQ01DBO4xAcSBnT0fHybBw6VD9ClCJwunBhZd+3L1zZ6d076h2CaHHuPXkS2dAEDM5dvtyUyeiag0gFkqJsYZGmQwX9Ad8OJy9fs3JssfS+oBZ93XXXmTo9NX5/QJr1dmn4Thimo4BIdSRrujswDDZq1MgQKBtFbpGWAVmINqiRHT4lCBYn2oATGSuWLzeLOxsPsnPYQFDG4uBrUnhRmSA0lK9IPMbLwiwpPnekJ/tTXVg0WeBdFDh0SA0iSilHZs/WE5KqRPhqYqUjvqSDtuhJk3T2u+/U+8cfdVDSREl5Jk3S5EWLdO755805inNIoESH8xpzoDBUo5gkxckZotK6dWtz3Is3CW9LRFp1TMh8+rQuz5xZRy6/3HS0ue3xbP4gPeQi4dnBpE5Kcm/iAwg1jEBk3hE2BO95lFbyJUukUaPYPZofDa1TR+tvu82EO6LaWyQcK1euNK9VXCNLLJIGQZMd5FNi6sn64OThCkPuicQdNBcI6tevb47YgIQeU7gZTO6zzz4zJkg3PI0dKZH2yM/U2C0s0ir8Ls18viANHqIDhUisCUM9n3tOv/z9t1FDIC8skBzs6ikx0YlExw9GV0ID8Y3QPcRn0Fvajg2OHGV9rLDubiK1ayyNPCe9LSmgwhKpz6ggPP5ffjGjGPaeOKH2klhCvFumO+++W6vPnzcqFIt/IMCTg3eJso2b/5PY4LxFiQ01h7EJj3EOjYPouCh57JheGD3aEEpIJ94nVCdKd3RZcT6ESEU+V97OPJfgkHLsSTo2mTmQ5wiiAx7fsEGZKIN9/nnwD7BCBSkeGU/pFQgDkH3WskAG11qkErJDLRwTHGTC9e+wA0RR8VefTyhodWdnQa4PJkpi3d2dBuoNu0VOui44qVFbJ88jJrJD6cs1R7o7LQuLlMasP//UrZkzK6sbBheDL8W37jwnWzZVK1hQe668UkXZGPB3bD5i+jeW34VlyWIWe5SdPMyYQhnInVu/33CDOVHT+cVuH8UVfw4jCCg3+1NNXNMx4G/x6hzMf1BzH5qrRZcskq6TnKelKe9K0VxByNG33y7VrBn+tQtmYHk+1yTBdJc0RFLUPGlpW+XK+vOPP4z6FAggcRi+8ajE5FNKCDjnEA+AnwmfDuqMGSxKICETx+PAicKF9fB992nxkiVmqCmdc5inUa6YSj579uyorwNdajx/cQHTc+HCeuaZnZpRR8p5kh8ekhR8VlP209KMEQ9ashPhPyPTiNcd/1pSkWeLJCI7tD8SHMgujt0FB0FimPhoLV2CHJpIQPWhU4FdEEY+3jh0gkFy3Fh8ylq+E9jxOHhb433BfY3NJGlhkdwgt+atiRP1E7kknvEK/nA+4l/i2nCv/RESohELF6poIkQ/fP3ll2p7003KQ5jf11+b3f5njFIoXVo1a9c2nxv8IpAXsnViCuEjh8ZVffG+nNEZZX4tsz51PtXpkIs+knzVpMiCCuosB2UWJnL763oiCyYCzAMfLmmcpCiaUpEiCuveXU9Nn64PP/oozvIV9xMCwsYJj2Bs5ueYgEeGcxRdcpA89193U8VtsCnk58yPQoFxJ6gfLFpUkc3zPGbCIlFHKlTQzjx59Mb48bq1XTstWLVK0194wXilKGFxDqY8h0cnodhctbDef2Zngq8n5wlJI5ShwfsIZRCVkM9BQoa5WqQg2aFM5bY/0j3ASZrJxxASpO3EhDeCHbUGgya3g9EwtoGknFhiO8HRVkuniVfZofRlYZESIMMFDwyzmbxzpPxh/KJF+jtzZpWlJHH+vMrkz6/SBQsGXKaJDQzx/OnHHzWeSei7dxuD9PPs1k+c0MtFiqj5Bx+YRRpFAuUHU6A/+G4kXvrtJf14149aozWRtbkSTgkNCRmiZvc3U8jyFeFm6zgGTgKXQA3AviSJwRHZICd0orVsGa4GXXml3nj9dTW7775IQhGJTZvMXCwXp7Nk0ePLlpkFibygYMHmjnwczot0sKFkQQDZqPE1ryc+mueff94ozQxG9Rp9Off0XLhQ/UeMUGGGspYpE55ZE5F4jH+qUo0aerp3b7Opg+BgGOb6aDlPDKDIZ826KVGuK6OD0iSdiUQu4LeLD3G2SCVkB9JBmyQlLDqj+KCjrjCnh58lJfAGQHbYWQK8PEi47Kq86g7yoXf6ri9QhZJCprawiA/oSCQbpQK7+VhA6XjARx/pZObMCsmRwyyqzdu0Md6ahAygxIdDByMzlej6+iZvXtXavVsMaqA3sg3Jwdu2qWuXLipeooTpIvJ3EqeMwnW4OJ7zuH676zctv255FFmq9cHWGn7JcOVRnvCf+Qw0jQm03S+eOFETMmdWnZw5NeLaaxUCweEoWjTycjQsUN7xO0yTDdkLF5vaj2XPrubjxpnnP1iFG5KAioxS7K8lm44u1GhM3Zwny0BkIjw7LIaQXO4nvysMSfMQOhQBOu7YUOLBodOKkRwQnLgIccD44AOFjRmtO3es1793XBzr0PsN6XXGkTVqGL/rrXWjMhKoItAgg5LD60PZFMO+RRonO9SK6aICTAXmREuSKp1QnASTEsjABKe5cerscBh2x04TEyKg9XXFihXmBGJhkdqBmsLmIbZWbwg9l2EBREllMeT9HeywTn/AA8fnhawWdqLsTL85dUqzNmzQixcuqEqWLNrapIk6bt+uJxs0iHG4KGpOpnPnlNlxdC7zef1z4zLNuOcvnchmDCAGBdYW0A9Ff1DtS2oHfP8gBoQTYoCG3J248UY99u67atjQ/0JMoCElBNOaHwBQSgIlOjzveAjxNJEOTYiqP0WN7KHvv//exGFAVHjdvGQUNQfvE/fTF2zU8ENxHYMGDTIKkRvoiJk5PkQHQziq2qyI//7W3zqswzrZ5ajO9IjeUJI1NLtCnFNB305GAt2JvC9J1KakSBUCr5dvt7BFGiY7XtMvSg5Oc4xyKCvB7i6pPW8g1TMC1LzJ6+BDzcHOjJZ0yA0nY3wC7HToBgPI6LTxYY6GbPE3ZO6Q9+F2Z1lYpEbs2LHD7Poh66gqsX12KFmw6PMZI06BBZG26IQCAkWJBZWTDQwDOykPc3uZUUXCwvRb5cp697PP9On//hejcstwSdD266+19fLtavU/aYenKpz5WGbdO+9eja07Vlky+ctFjkooKJFxHqDzE3JHcjDkZfTo0Sb3JiaiQ2cY5UAUkJiUW37XNvCnKPI+QQQhJzfeeKMxaLsBgCx6ZOXgxQGoNbQY01LO5s/fDp9zme/rzX2nY2fEiBHG+8h7I75qXZjCtEqrIskN/+3V3ugXjOGlqD0ncROi0xPwYFHKhcwy4433U2zZLhapB4nyroZkxAe0TnrNda6PBomXEwjt7byZaKuE8HBZ3xMIuyy6QlB23FBBTto2Y8ciNQJSQdmKNmGyUciZcsHGAY+G78Rx1ARUHAgPXTwsgpCk+ICSCrfNZ+u7774z4ZscbCS8A0TP9+ljvAebpk83ZaHYAuXaPNtG7ae014R792ipj43kxhU36rsrvtOVd8Vd4kaV7dq1qymPoyBR9qEL0/WvcL7wnYzuJSSMdGCDFNOMPhobtpMpc6OnzBLL7CaIC8SLRGI6QZnc7t4fbo/nhdeL2/UqXvj//L0+lPm4POdL5lm57weM3qhA3B6XwfsTiZ07paVLVfvECeVi5MPevf47rBxHu0J26129q9Earf3aH+PjyuXkUq6juZRr12EVO3RWOU7JHJnPS3dOl2rMt2THn+mYdYXXie5Dd3iuRTpLUI7NDOwLZL20BpugbJHUYCGjVAV5JwgTdcJ3545Blh0+fhiIu3vg/cCrhoLJ37M4oigECspgLPRsIPg7Ng+USVCHOFjQWZzZMHA6YOfKSb1t27bm8KcwULbaXWy3tjy2RdOd6boQEr0cMmbiI3qwyecBnze4f5AB5kB5gcoDOeAyMSk2lPUo8aCK+APPISUl1KG48oB4DthU8TxQRqK93ktAef4IHaQxA8NxbOnKvO4QNR4bijOvPRs3bgPyxGvJ88smDcIZjVSOHi21wTUVAcixO+9q927p11+1feEP6l9znkY+cExnQi5GarjI6+RVjZAaqnq8qrLNz6alny9VxfIV9eo99yiUESW+oBTjvc1EAEGHZDcx8DUtAU8VHXr4cVDr+DzEd6NhkQYSlGPqurCwsAgMlHogGpzw/Z0sWfzo7EEVICgOHwCLKIerUlI+cYc+BlIi5iSN3I4SSlcSP+NrfHeMefBHCCgD4UeJbecK0TmW65i+bPulaSn3ph9ev0Rq8430+MdSrvdvifN+QuYgAJToMOH6khnKVii+qFAxER08e6hiMak+ABLVpk2bOInO4ffeU9f33tM1OXPqp1KllP3nnyWOCPx7/Lh6rF+vfmXK6CZUlr/+ivG6fj94UP23bVOdAgX0v+LFlZ8ut9atDflcu2qVWh86pFuvkHYw2WbWPC2c9ZaUJ6qqd8nOc/LoPDq+6V/90zCPUXI2FzmhKfWlHwdJZz1PTQ4nh+4MuVM3nbpJuRbm0pYJW7R21VptKrLJqOMD+g4w5Nnglrhfo/iCxQfjLoZdDNwk5cfVKZvcoIsOxZDSMAfkhn8xw/MZZO0jRZuNhq0WpG0ERHZiO4lYWFjEDfxoRB74IzpI5CzE5cuXN5OvY/LGUMICgcxpwvPBiRr1ACKAERk/G14TykX4SuhixG9HZxE7VuR5xr24Zv8oOHNGi956S8fmzFHdc+f09otrdCZHuIpQ6kJx3bqlhrK9sFwv3dBGV992dfiwrjhao4mqoGyFR8gbDOp9XrgvzHvCk+cP+F9QdfD0xLSI4v2h4yyucEGi/F8aMkTv7NkjQwGYSeXBaMZvRRxFFi+O8XrQSl6VRO/Vd2wWmXlFy3sEsLC6/WfDukgDowxvPx7lulqNlkZ7RJYNV4bp9l+iXsZFrrNZ9eCxh5X7k9xaN3udludebspvj3d63JTGkoNkQGYIZmTNgOxQGkU5TLQOskQGPimCcTGpE1aLCZ5/6fR1x3FYpA/YoqOFRTKAE39MCiklJtrOKS3VqlUrxuuAoECEUDhQYebMmWPIClEMlL/4msMdHYD3hRI0RIsyCQoICorbAIAnhuwq5lnhH8J3EoXooCD984+cL7/Q7KUjNfbBM1rQX/q3snQmYu0qwESCZ2/Q+QIl9NbXXwRExFCYMGWzKKI++fPYsGhChChL+VOhIGyoVpSb6NSK6Xa5HpQjHhdkk+fQd8wNX2PURg7vnzlzONHxgHz1HpA6ym2xnDQZ+ECzO72qZMkneD443eBR+ZZf5D8kPTFcuvOr3Pq2diY91OEhVX2harIqEShwJFATPUDILB1okepRKgWhj0SmLFy4MMaRRBYZmOwgh8e2Q2AXZWFhEX2Bx/dB9yELtReccPHr4BGJScGAwEBqWODxD2A0hqBAVCBAlJ5cEoPplYUdPw7lM/J5YiIDkCbMz1EUHeY0jR6t/34aoVFV1+jLx6VVUW00kXh0pPRAtQaqEkAgH4QPjwokh3IZSpO/vB7Kffz+lltuiey8dIFCg5KDUZjHDoGLUTVo1UqjJ05UlVOn1Hz6dN3RpYsunTgxym1StsBgDCGi6yuE5Oj334/8/d8RQxOISawZC8khNHhehKJzswJHjd+lw/9Jh/ZJB/eHH8ePXrTOODmkUVWlghHVtxO5pOf7h3+d+7hUc352Xfg3lzLf1UBVJr6kOl5zczKAjj7CMCHZeJtQ6dJCuYfPIff3zz//tEQngyBossNJwVdqxmvACbhnz56Jed8sLNINUA/warB4UzLyAk8A5Su6tFBeMLWyiOAnoARFuWnC+PG6Jm9ePd6ihfHd4DOg7ET5yxcoRBAqclpQPmJTWzD+EidBTsj57Zs19csHterEIv1ZI0xTp0kXfM4QIWHhs5Po3qm0Quo+RCr5jf+RES64/5SiKBN169bNGHFj2jBBPnhczOAjb8YL/E50RlGaizG0LSxM+uor8+X+MWP0ZcQk9SynTqkERNJDdCBK+KO4b4SlGkCurrhCF8LC1HfaNK3Zs0c/3H+/8vs8hwdPnNAPy5Zp0ooVyp0tm1pXraqXK1aMfFyQSHxGmzZvNqXLKytXVr7SpbVh3z6t27dPmw8c0PmwMGXZGqYr9+dStRo1VL7qlbrqsst0aaFCUZ4fOrSYqeUmyrva24otW9Rrwdcas358sobYcc7HdA05JyUa0hqlgyyVg05E1jEUwZg69yzSH+I1CNQfyKDgBGxhYREdLH4oMXQExbQpoBRFKBlxCluHDtVTW7fqDgaD0ql1+rT5sM699lpNuu02E2iGYdkfWBwJCqQDJjaig6KECtS8dXN9ok/Uv0Q/be69xe9la/wlPfKFdP+Om3XwRCZt2LlTte6+W1kfyiu5C0b//tLGjZF/c7hRIw34+2+zGeK8wYys2FRhCB6LkO/MLZSejz/+2HiLIG8xpp+jmM2ZI0WELfbCk+EnTobFGk8Tahnt41Geo5o1dbJKFUMsmt9/v15u1y7yPlPmIjgODwrqECXC/40YEdmphdkaYyvqG0QHkucqbmUuu0zly5ZV+QYNdGf58sawG2hXzypKb8R7VK8eSWZpg8anxPsgOYgOZJ3zO92AKIwQUb72nUuY2sHrQukU43RcZnWL9IVE8+zQool0bs3MFhbhoMyCmgMwQeILIHXXH069/76+mTdPYVdcoeY7dqhYaKiynj9v5l95cXTFCu3Nl88QFTdJ3LdzCXJA101sPhZ38GWvIb10jXONNoVsknwqSqW2Se2+ktpNL66yd3TS5BsLq83+33T19VebEQnRyhWTJklz50Z++838+ao7eLBJWo/LHAuJQLVh8XYD+wDEgees8yWX6OMty7WvwbU6muuCiu3PrIJHfU5fK1dGKy/5jmDEv0SJjNKdXyM2U9S7dzfkjGBSiAWBguPHjzdfEypYu3ZtEwqJ14rDBR4qCCsddZRz+Ds6zBIKiBWkAmWLA2M3WWRcd1K3QUPSIXe830isp+XeNxogtQNrBV4ilDwSr92oBYuMhUQjO5wM4hsuaGGRHgHRYREHeGJiUmLwO4x5/311ZQzLiRO6LJbrzHf4sBmb4iu/M+bBLclAqnr1QteIDggOCxaLNgbgL/SFNumiz67SvyX0Yt+dumJTJmU9e42qDBwsvXy73n3vPe3butWUkHxDD2MCJSszwTwWQLyYMcWYBxYhlC38TZAJ/BQcv07/VU3WlVfrihcnnn/VVmo7Kvbbj+Rub75pBo3OOXtWrz/2mCFV0QaERgDFhHlXEBvKjagzZCJhIIewUmLkua9Tp07kgslziuEakgYpoLToJiInBHicIEyoWpBFyp28dtyXpOysQu1DHcSaQAdgixYtzPs4tmDJ1ARI/4wZMwy54X2Ep43Xy32NLDImgiY75Hx4P2icrBiExhuMN5OFRUYHnwkWQHbFfC5QWqItTiggL70ktWihJfnzh++Wt2+P87pLRKgprsmW20JF4PYoJbMgs+NnF+4LFmA3KNA1/p7Tucjf3/XbXbpxxg3aufpXfVeokIqVK6fJs2dr+5gxRlnAGBzbIrv/wAHFtpRQBsKTwyLOv8y5gxyQ50O7rxteCpki1ZlFCvIxJ/Mc/eohOua6Ak3oJyuI5/jkSb354ouRuUPyo/gwqgFlmgno7oBPiA0dXBA3FnzfvyWTBZUIpQVSwGtBqZKwwfgAbw7lKcgrrzG3h0JHuS058s4Ye4FnClWLuYf4vlJTLo4/QEwhZxjxKYVCaOg+pGyKymZhES+y07Qpc5Avgg8ktU+k3bRkUrOwSCggGph7fT0k7jgHTrwsevyexTAKGJo7a5Y5GJgSrSfp+uulPn2MUfb8hQs6mS+f3h41SnsdR1v//TdKWB6lHzwghP3RPg7pgTx4wYYEksM4hdtuIwQnOkIOheinn382Lel4Z1BZeBzs6DHwxrTosdhQPusSEqJCZctezBj0pJnSsYOpFVLHos39w99CuY3niAXKX2cWmKM5kV/fNkcqvy78iBOMhVi82HSu4ZPy+ltQ3Sg7QX5YKDGDQzSqV69uXlcWTg6X0OD18CU6eJEw53oNzvikXDUvULiJzXhJIFmoEIwRmTt3riGA+IeSuuzC46cFG/M4BDM1t41zX4lW4PXBx0U5lWHUKGq8DjG9jywyNgIaF5HeYcdFWAQKyhgE2TGtnHISgyohHP5A6crvwkfHEDvOXbsif7ShYkUtPndOTfbsURjk5tw5nc6SRU/Wq2cWOnb3nOAhDXRuQaAo/dCyDjmhNBMTUJZQG1BefTckjX9qrJ8bh/tKir9cXHW21TFdKoECIzTECMJSr169aL+nK4wFFLXGnWPHKQfVBHIBUYhrxlALtdB4jTdfr548UMX3FNC89etj/Zs1oaEa9OGHerJMGVXbtUvXvvmmzjVpYkZOMAqD8gaLJOoRBJGSDYQU8spzHZeagcGVg9Kkt3wf42seA1DkUFIoTUFqIKp4THhduS9JqapQPuVxUyrja/KM8Cv5m+Se0uB54nOGSRqFkjIs7zfiCWI0rFtkCBxNzHER/uDGa3Py98JfAJiFRXoAU47xM6B4VKtWzSxQMXUnxgQzlwqjpIfogEFFiqjXc88pe+PG5nusxU7E+AY+xBArSlQYLVEj8JJQ6uA++BqVfUEpguspe3VZ7dAO7Yz4b5d2ae1VayMv92inR/V6aRJlAgPqCB4S7g+KhG8eDgsp/7JIsTi5f8NCzg7cnQsVF7yltvz1W+nRB7qbUpOvAbvM4sXKduqUsp46pWZr1qjrsWPKvGSJ+d3UZ55Rxz59zEIOuSExl1lVqACU0lg0Y5oBiCEYxcY744wSZfPmzc1jR9niIKQOjwuEB3iDC73fs1jzPuDgRI1/iJ9xO5AN3ltJAW6ftmsUNtQsFga6qnh/+CqBqQmUO8nEITeKf+34Iov4IGiyQ/cBOyCkYV9RiA81EqOFRXoERAc/RUKAwvLOqVPy7p0PXnqpPpoxQxt//DHKZfl8rZs6VfkyZVLYzp16uGBBNShbVvluv90QBVQRTKuOHB3SoSgkxv16+Z/LteqfVcr2YjY94DwgJ8RHyC1/8csypRlwEDjIzaEL0yU6LNiEtTFXC3MopSPKZm4JBvWAcwfhfS4hCAr/SO1fb6/6depHJZn790vPPCPFokjVO39eW1avVhafnR+lKO4vZaqYABlglAckF08PxI1yF4oCXiZ3hhnPA4QnJmUHgoQpnOuh7I+vinJRUqo3kDDMuvi48CVB8DBcU35LDR1JkF9egzNnzhgiCZl3OxgB6wnlYFTJsmXLpuh9tchgZIdhbnzwCZTiw53azWsWFokFXxUzWKCEkrVy+++/R/l59rZt9fJjj6nw6tV61vPzUMdRN0+ar0HVqtpYubJ2zp6t94oU0ZOnO+mzbKN1KuRU9BvkR49HRPvG8TEt6ZRUvZDoZajYwMIE2YEEUpZi0YIIoO5CdNzWdEoQZLIwcZzOK1fl8Qe32cEFvprVO1dLvyIbS+99+p4qFY0IAGSzxVRwJmlDeGJBptOnlQmPVIRyBlDMGPCIlycunwdqC54oyoUxKS8obXin/IEMHspVGMOZF5WUoMyKesPrw3sWsy7G6ZhmrqUUIMtEIEAc3TlU+JV8Rze4I1IsLJKV7LA7oO5tWbZFRkNC7G38Lb6WQ5MnK+TAgSi/e3LWLHUpX14j5szRachPbFe0YoXWVamiey6T8nT5W8dju/BwSa9IoflCletoLuU5lkc5D+XU2c1ndXzdcV1f5Ho1rdZUda6uo3Ih5ZTVxBcGDvwTeIBIYcagTJ6OL5YuXWoWWvwomHD9BbnhKWJIJx4YvD1ecyw7/uIPF9e6juvMsKkiivh7xtI88QQMI/Y7ySJ55510Vki33hrl9aC0x32Oqx2ZDiUUKtru/c1QwmPDJHkeG8GRvqBc1bp1a+Nt8udrSihQjDAzQ3B4vnn+UG8gmIHGBCQnIL+UAiG/DKhlhpuFRaojO+wS6KKwZMciI4EFi3lMwQIZnllQdEKhWNxWvrw+v/xyNTp5UkXWrtXu/Pn1zMiRevLeezUoLqLDIo2aIqn5e9Jxnw7q9mqv4iquEiqhrNuy6ssZX2rQx4M08dWJ2rB2gzETgyqVq5jOn/juliEKkBPIDlO1Mbj6XhfPF7k/lHVY2GLyhLA4o64Q8Md98ufHaKqLHaA5+w6RBn4i+RBGX/xXr56+OnRIL8yYIflpNacMyBDUmDrT3MdJVg6Pgcfoj+iQA0RLPjPIrrrqqmi/xwiNosNzwe0lFvbv328CBvFF4d/icVDS5HZSo9qOYoepn5IazyfdUzy3eK8sLFIl2WGyLXV3TpyYDH3rvvGqxVtYpFKw4OFTo+uGjKlgQKcWhlgWftqW+/fvb4ZO0sqNl+KpTp2MEXnJs89q1AMPqETfvhf/mAC3U6cInQnPijl+3KQpu8vYO69Ik5pK5yM+fktPzdN1OcLndRNCN3b8WJUtWVZdm3U1t0/pmd0+hI3uqPiCxZ3HwePq2LGjUW28oGyCr4WOJ0pZdBT5A5fDc4QiEUx0f8jxE3ESnafLl9fjnTsr7xtvMMzPtPCb7rcI0GKNQZfbjQkEG2KGZVFmindMxNCf4oNShUcGJYv3D34Tnv+EgrwfSCalPV5HSoiYv1Pr2APe42QXQRQx0RMzwJgO5mlZWKR6ssPJiRMFuwpfWIOyRXoBbd60YLPAsCMnOM5fUJ8v2L1SToAgcR20VWNKhWCgXDz66KOGfEB4MF7idXmudm1NqV1bUUZ61q4tMWoAL8nrr4cv2B5ctU7q1U+6YnP4SIdMx6+L9Gvg1cAIDeGgROAuhvjt4rvQQBDYiaPo8jg2btxobscLzgkoHG4rt7+WctrNyXFhh08IH36ZhCoRTqZMCvE0RnT7b4PKtGgho7OQSVS/fiTZQQWhnEgXVUy3ixrDc8XCXKtWLUNQYwJmY4gO5I3zIioWf08g3/DhwxMlsRd1EL8Q5TTehxDMpDYX42ci2gCyxmPjcL/29zPfrxlgi4cJMzpkJy1MQrdI3wia7NAaSQsgJwLfdlMLizQL1A7Uk4YNtTRfPr361lumJEAIXiCLMSQHRYWRByx+GC5RA+j0YcEkjJOgOMo+kAAMqywAdOUQhvYiQzS9yhFKQmioWeCm58un5tmyKf+ZM5G/nlVLeuNVKWTdOunt3FL28AIYiyKlAcgWpSF214A02fiAVmV8LRAmMmDcDBbUG7es5w7WpBuLTiTflnB+TwIwHo3s2bObsg5z9OIMfyNL57nnNGHSJK2+WppTXcr92QcXf8/f05o/apTyHz0a+eORL4TpzVelzC7/WbiQQWVGcUGtoewU0wBLFGs6vTAix1aq53nl/YEhmecCksPrDBFJzBI/OUXcZ4jhGyhVyQQIOo8NUs77n9eKI66v3X/53NDxZQP+LFINnCCRO3duZ8OGDU56wpEjR3Cemn8tMiAuXHCcIkWwH5vjZGioc3j06Jgvv22b4zz44MXLX3WVsyYkxClSpIhTu3Ztp1mzZk7OnDmdZ5991hk2bJjToEEDp3Dhws7AgQOdsWPHOj/++KPzyy+/OMuWLXPq1KnjLF261O/N/Pnnn87dd9/tTJgwwdnb/zVzW9PryKk2X86KinKcwYOjXL5Vq1ZOwYIFne7duztnz56N99Nx9OhR59dff3Uefvhhp0OHDs7mzZsjf8f1duvWzenTp49z4cIF87v69es7Y8aMiXY9q1evdp577jnnzjvvdD744ANn//79gd8JbjNfvsjn2D2O58zh9KlZ0zk9ebLj7N/vvPLKK86fpUo4/9yS3ZlRW+a4ab6c75td/JuwO+5wJk2a5NwR8W9MmDlzpnm+t2/f7vz111/OG2+84TRq1Mhp2rSpc+LECXOZsLAwZ/z48eZ1fvXVV526deua1zghz3dMmD59unl/rFy50klutGzZ0jl58mSy366FRVKt30ErOwRvsYsltdXCIl2Anb+n3TlHWJhyeDp3XCybPFmbhg/X2Z9/NjF3dE59Jqnw2vBgvpuqVFGRYsWMuoOfgpISnYuURChXeQM3kfzpUKLsg+LjgowRSkD4QCiRUOYh/K3n2Rn6p4o0o47U8VQrXfNcRIdRBFAjKJ/hyyHRN5gyByWLP/74w/hxyM9ClcLwilpTrlw5U5YgP8ct7eHZI5SPx0TQId4bLueG1tGRhMqDMoCvJ66ZWv4QNmWKQo8cifbz46VLqfcffxjFANVrxc4VGr0tqzabV0PKclb6+HHpPiKLrrpKa8uXV6/t21V54UKTkYSqRhmRLi/3QPHheeZ1o5MJVQN1Bp8NSjYqHJ1bKFZchvZxupx4vHzvb9ZWQstWqGmE6aGUuW3ZFhYW8UfQZIcTABI09WkCqnxPqpwcLCzSFH75Jer3FSpIfqZiv/D223pg7lzToI1dlSXue8YsuBcYPFhh5cqZBZAFFd8G5MA7LZryByUPQuwoB1/PDKwI4A+iPdkdwOiWjLZoi4Zk+Vhn60o5nBx6Pee70iPhU8/xVZDsTMIvhCM+Rlh8ROSb4AchkRnyg/8GzwnXD9jckI/z4Ycfav369cYTRPmNRZkAQYgRf1exYkXj7eG+xAc8bzRB5PrkEz3h5/e5Wt2n0GPHzNytsbvGanLZyTqr8BC6Sw5n0w+/dFCBKteoxY6J+mfjRp1evNg8JjpIeb4hkJQX3YPv+R2Ehg4tSB7kDlNyoUKFjFGZy0FMKdvxGPk9Za6kGKvAgFR8Lmwq41t6TCgoO1I+sz4bC2X0bix2NbTTcnjB7s2SHYs0B8yttDy7SkKjRtEugkqTtVAh1cuRQyXpkvKDOWPGqPtPPxm1ABXBd0eOxwMFBZJAtw6LKIZ/2q8xAKMwkI3iO/7hFb2isyHhC/pTIU+Z1nJAQB/jGBg5wLwsFmg+m7RyBwpX2cBHgzKELwRlga5KjLkoHO6ih/EWBYnRFSgrDGJECeJ28SvFpzXfBaMSmPtFW/KjzZqp8ZNP6sSoj3X40GaV2Biu2iy5Tip39Jh06aU6mjtMJa8+ox8PSefmS791K6s3t3RU/rot1KZ3b23Yt8/cp9hybXic5APdddddxrTM+QsFCxWH5wFC55qaIXBkjOGJMhPqExmQKggwRJjnISluI1DgO+I8DhG0sEgvsINA7SBQC3DmjL675hq1aNJEIuG2QgVtW7BAP0ybpmmoOVmzasfhw5p6/fUqNHJklOfsaOfO+nDdOuWsVUtbjxwxpR1IjHdRpUwCqXFzUFhUWVAgE8wnIsbBX6fUJE1SEzUxXxdyCmljyEblUz6z6EJyUBhoj2a2U0DdVsuWSYUKSSVL6typU3rz2Wd1bssWlV+9WtdUrqwyX3xhFA0vGYJQcb/pHqMzzR1SmRgdQZBIQglzZM2qJ9u21XUbN0qdOsX7+t6tXFnzypQxhAUSExNQcni+KPuh+PA9RmOM1MzKKlWqlHnsqD10FaFmYyZPTKAQ8dzS3UZuzv33328OX4N3YoFBrCh1vB+57Zj+pTzIe9jCIi0gyQeBWlikJ5z84AO1YKGdNUtnW7dW63vuUZ45c3RfxMSFQ9mz69zatfrh3Xd17pJLNL94cVVt316PP/GE+r/yitqGhemq1q1V5aGHTKmKRF0+hHT34OnAvzJgwADTkURpq2TJkqZU5TuF3ItP9ake08W2594hvQ3RcVu4uR7KT3RfxVryQLmaPFl65x0y+snf14KQEL28aZPaO45audMk6PYqVMgsevhwUG5RNVBbIAaUthKr5ZnrRZkiM4ZhoqX//lun6tTRfEkMg4hv7u8tRYvq89WrYyUMKFMQHFQd4gRI8cWHiBcJjwyPEXIKkaSkxONOrK4iSC7qDd4m3idEA1ACZBhoUgHFiBgC1CKIJUodj8ffv+5hYaGMruxQ148NhK+lV2Zokc6AKTki2ZcPgWuhPRcSolX16+s6CEIETl96qSpmz27Mv6gGmI2ZkcSu//DDD6vl3r06nyuX2mXPrq1XX22C5HgvEc+AZweVgM8Oc36YBxQXadijPSrvlNfRkPCW6jIqoynbpqjcZeVMWzklFtLMuQ9PMxvKJTWbN2P+iXqQnOzJoeGrlyX1RC3yveGDB9Xngw9MazYLPS3z+HT8pQMHC3wglPcwYKOUZc+RXWdyn9Gpkqe07NAs3fn9UZXdJLU0jzcqvK9PbNhWr57WPPeceW78LdqUojBN9+rVy8QCUD7j9eT5RHHDIM7zyesMYU2MmUyoRhBT3isMQ4XcoMR5vVyJAU7lEBsyhLgdFBq8VpRFMcLH1G5vYZGWkWTKDjsyXzMbu1eMhewyLSzSDCIyaOSzkGZxHF1XvXq4GhKBgwcOqHT16iYVmEURdWDge+8p79ix6rR3r7lM5hMnNOrkSTU9dixK5xWgDEKJgk6eQIBPxyU6l+pSNfygoUYfGm2C/DAj9+nVS10hao8/Lv3xh7R9u7R6NfG90a6LPjNvxi4UoJ/n+10Kn7NpLvvSS9px7pzpJuP+4i8KmOh06RJOrFw895w2VapkDNuECOYolENFmxZVntF5tCzHMq2ot0LONEeKEE0KFZZefMH/VQdCdLZfcokuu+02XeanfAURoDMOdY2OKwYZQ2ogHV5zMITUJXkJBcoN6hBeKDxRlMkSu3PLBSd6FDLed3iVLLGxsEgg2eHE5QvqvNTxU9tUXQuLQOFVDjbWq6efZs7UU57fhzmOUVFQBrIfP65aY8fqniVLol1PCKZOP/Od8EpQtgoES7REnzmfmTuUOyy3Wg9srV1Ld2ncjHEKDQvTxjfeUF6moRO6ByZNivZYlkqawGRppkZjZqaTKYbbm5kvn1bmy6fqlSur4DXX6KZKlUxbOYtzUMGh+IE8XqWnDyzW5zUy69x953T6ydNysnpE5GmMuCYY8OKPFnjGJO0uKi2oKl25Raq0Mvy1cTp2VIir1vA8o1SULasloaG67+WX9UTXrtHGV0ByKJURcMd0djxHmJF9y4eoZRBZVKyEmINpuYfcYEBnA0hpDEUnKcL1UAuZHE4JDuM7rxlGdQsLiyTy7PBBZpeEgc/3ZGNhkRoBQf/200/1UMT3MxhyG/F103Xr9GClSjpy/fVmvhWljL0hIXqxVy/lpwMxFnUmBPPyuHHRyjeBdiqFKUw91ENOSDgxuOrbqzTh0wnm7+nu+rx8eeVFQfGD3XRLMr9K0o1mgKaEkydymSXrhonidCjdeKPEos4xZYpuypJFzVq2NKSMxF42NcGoA/u1X6E6pIKen5148qSOYnjyhy8iGBi8RVl128kb9WGWR6SZ5aWCBXVpwYJqwrlk5ZjIPwmh1dsnRfjJJ580MvbkqVNNizlqCl4j5l5RymFsASQHlQp1rUSJ8E42L/BRUf4ZP368KV/FB/icGINBPhJRAJSNEjthnseJ14c8pHnz5pmfQW4wuOPFSeoREhYWaRmJZlBmVs758+cT6+osLJIMLBiQ8vYs+BFwic75Ll106fr1avT222r29NN6acAAM8CwR9Om+um776RY5iSdvvxyZW/TJhrZYRFlsY0Ljhw9qSf1l/4y32fZnEXZPs1mOp9QCyAg12/aZMiJCwZIDKHtHfVIEjO86+TMqZCiRTUr4jC+JA5UEdcncviwNGeOOVAFKN8wuJLOIAy0sRGd8zqvFVqheZ7/NmiDZh+Vqnsv6BUzHClPSB4VVVEV21BMe07v0cvFX1ZVVdXVulqZcmYK/2PI5JtvhqtVZ8Pb7SPBzxksSokxAvhSIBh4YlBs8OkwtoFgQ0Ys8LzzWns7zLwEBe+O+xr5m+UVSMu4S5aYCeZvAnxiADJDqz+RAHTfYa5OituxsEivCPrTzYfMVyZm58rJGMnWwiK1AjJOyzbEHM9G8XPnwjuUPDhSuLAWjB5tsk5Y+GlBjgSdVk8/rZwer48X2XyuywWGXEyjceFjfaxhGhb+zQWp6bSmKl2ttPlbyiKUV5ysWU1JZw0hh5hf6S6SdHW5chrx5JMKoZQcgCLD55aSHH47CAL5WXQGYSD2VQj2aZ/ma34ksVnoLNSJkBNRr/Bf6acz0qr2F88qO67OpX7qrVqqpRtCblB2ZTcG4GY9mumTAZ+ooipGv2MYrMeP93+neX5vg86FAxWK+0/gH91VdFAxe8t9rTmY0B4Ff/4pVa2qQ2fOmA4zCFHr1q0VDCBJKCuQQ95L+Jo4/yUl+SDjiPdAap1wbmGR7sjOEh+fAiUsPoDItnF1allYpBT27dtnyDiLIrt+/BRff/ih2vpcbtD77+vtvn3NyACvD4OwPuXJozElSqij65UBNWron8ce05QVK/RyK5q4oy9STL52F2F/OKiD6rq/q8YWHBuphjSb1Eyl1pbSpF8mGQLi+kim//67KrPpiOim+ohy1UcfqYvn/voqD5Aajk2bNpl/aSWn3MN1ohKQ2szwUvCbftMUTdEu7dJO7dR2bdc2bYvVLYwCleOpHDo6t7XCCl+nx02zvtREd+oFQ8kuEizKTpTJSFoOGIQzfvNN5HiMvXv3mnMN9xkyCtHwgvZxukKjmMT37DGGaa5nX+fOemD9emNWDmSS/cWr2GNIMiZxnjceBynyyQEIaUKnw1tYZGQETXYww1lYpDW89NJLJsSPbhh29HQVdgwNVdill+r8uXMm1C20eHHVf/BB1fAhDuzeaeFlTMK/tWpJEIMnnpBatjSloc+7dYtCjrygPIJ64A+bt29WtxXdNK3GNJ0rzLStcEAWSq0upelLppuQO3f0AknHfX/8UVc/8YQeue46vf3dd6aNHR8KJQ6XzHBAcgAkjQwXDsgNM60gCN50XMpSEJz+6q9ZipqK7g+X6TLdolt0q25Vhf0V1LdjX335+ZcqXbi05uqiQbmUSkVRQ5iRRd4Q5Z6AgbL200+SZ34Y5IwxFYzaoKzja9pFlYucvh4WJn36Ke1w4aU7SflHjNC4WbNUOACi4xqc6ariuhmtQenLTvO2sEinZIesCGbg4F/wbZ/EOEfdH2+BrSNbpCas0zp9u/Vbjck6Rus/XK/q11c3OSemc7BGDdzDZtaVmXL02msq1rlztOtwyQ6emYYPPBBu8I0ApRJIEOZYf6AThxwXX/xx/g81utBIJ+pfLAdlOZtFr2V9TU3WNFGP33sYw6ubiMyiyyILsZkwYYIpoTBAlFRcLuMSGgyrEIpAWpyP67hGaZS6yL/hGRRUQVVQBUNsXIJTPGIaGCbvRm0b6YP3PzC3CQ6Yolo48OcQTYGnhjEYtN3HRApdOJUr639XXqnWqGSFC0tt20aW5XgOKEOiTOFh4XuUZi/hyZoli+4rXVo516yRli4Nb82nXOkTLVD41VelGTPCTdv+npvjx413iXZ1QhsJHowzndrCwiLtkx0i1Nkt+e6kAEE+7KaY0hvXyczCIrmwSItU80JNnb78tDRUGn50uCrk9U9KYgNkhzwWTKiRAX4RgOSzAfAHAutQUXw3AJCEAcMG6ET3i0Tn2mXX6s7f71SVilX0+ttP6PvWrZX/nXe0oUYNjfj3X+MR4fM1dOhQk+j7999/m1ET8cFSLTXpzN843+hYyLEovyuncia1uZmaGVKDzyYmcD8wA0O6yHlBHdudczfBQGI256yhszT5u8kms4eWbp4H1CcvUUQpxscDcaG0CJErfvXV2pU3r5wzZxT2ySfmd2y0IDZ0pZGBA/mky4rAPEpLniuV8Bx5f+YLogFQ28hT9SE7ZBjxHHM/8eKgrKWGDRzPkYWFRTKQHToO2BHHBKRlhudZsmORGsAk7Pt1v05nuhiy55uuye49dxBkh1ZiX/MuLc6oDL6A0JB7wuBML/755x9T1mKhLlWrlMIKh+meqfeo1M5SerBGDeVo0kTfnTghzZ5tLr945kw9MGaM/vvvP9NtxELMQh8s0TmhE/pW3+oTfaIFiph75FnnMQt3UifTDZbJxA7GDUo7qE/4Y3iskL5dN+wKj2j+UdpcebMaVG1gWsBHjBgR5W8pa9FCzfNJQCOvBaTG9fLQPu4mGvP883tKkZTiKCFx8HvMyUEBxWjgwPBSZARcMkUYH/6qbt26RQuFTE7w3OAx4zXHJwQBZMyETXe3sEgGsoNUzw4uJnBy4DIWFqkBZLeM1mjVPFhT+Qvk16shryq/LmbdsMAe2LVL5WO6At7L48aFL8A//qiVs2frFZ/wPhZicni8c43wy6DoMISSsu4NN9xgfo4qQzkLheb22283n6XTU08r65msClWoIUwN77lHU3zC5+4vUkR/RsSgM4KCRgBITzD4R//oDt2howpPZHaR08mph0IeMkpONVUL6jr5rKOqkEtDt9iiRYuMp+iuVndJ9Cn8KnXI3EEv6aVof8tC/tBDD5mNETk4NDhAZLyKD+U/2skpg0GomKyeIJQvLw0bJtWtG6U0T6mKLi5eE8hbQrqdIGR0h2H+9h7cTmw/cyM73Mk9tMBDujBgQ7AZVooyFp/WeAsLi3AE/OnhA8lJKqa6Nb8LNmeHnR0dEaSX0r6OJ8Ib0+7W6CmhYSilNZadrTfhFNMg6agMuuMEwkwcFgUGLVpkbFRXdRVsXFDr56xXARWI7KwaPHiwIR2N2rRRpy++MO8n3jPyBs6tWye98ooRP9BmnFy5FFIm6sQmZitBaABKDeomizOZLm5qLrt0bo8Fm4WUuUyEA4LsZ7KbJF/UicGDBumBli11JixMOTxNACF//61+r76qarffbj4bEAuvuTgQFD9UXGcyn5EibDzX6TpDcFqHtFZexW8WHGoNYxdcIkeJiS63zh92VreK3WL8O54fDMoQRXfGl1saRw2jJIVaRukLP5LbJRYJEtynTQv34VDa4XC/3r9f2ubTOQZoLaeslS2bOacwvR0f0bJlyyLbxoN9Tv3BzfPhwBzNAUnlMfA1s7Dcn7sHP7MkxsIiFZEdFgQ6PmJq1UQGDjZmnQWCHS7dMc2bN4/2e7o3iNhnoShfvrzpwKhXr57ZObsGTBYY6uqcIDnJPPvss2rUqJE5kdrpvRkb7Jqzbs5qiA6qA2UKFjZKSwx5RCG5smlTDfuCON/Y4c/GiiJAjgvqBC3VqBOQbRZviA7qEYsppQjmFnHwnoTAA3dSOYvv9BEj9OGaNWKMLq63sEyZ9E+RItp82WV6oHlzfTNpkiFojGXxqiD+sEM7VEiFlEM5tHTpUpON1fabtrqQ54I6q7Nu0k0KCWjaVMxwVQg6lfC50B7PMTN3zN2aqB733XefIXiQGq+KQmYO95M0YIhitM8uXVU7doSPoxg+PLg727u3Nu7YYTZEbLAqVapklKV+/foF1M7N60P5EaIGSeNff8eWLVvCSbOFhUXqgxMgPvnkEydXrlzOTz/9FO13kyZNMr/jMvEFd+XHH3+M/D4sLMwpVqyY069fv8ifnT592smXL5/z8ccfm+8PHz7sZMmSxRk7dmzkZXbu3OmEhoY6U6dODfi2jxw5Ym6ffy3SPniffPPNN06NGjWcG2+80bxPqlat6vzvf/9zLly4EHm5nj17Oh07doz296dOnXImd+vGm/LiUbp0lMucOHHCadSokfP111+bf3ft2hX5u8aNGzv79+93atWq5VSuXNlp1qyZ06dPH7/39cyZM07t2rWd52vVchpLzibJmS85VbJlc+68807n8ssvd8qUKeO88847zvHjx+N87GFOmFPbqe2UuFDCaTyusdP0vqbOgQMHgnwG/VxvWJgzbdo055FHHnEaNmxoHuP06dPNc9yiRYvwC61b50wa344gaPPf22vbO87Ro5HniLp16zr169ePdt1fffWV06RJE2fLli3hP+D+LlvmOJ9+6pzt9piz896qjpMrl+Nky+bs69Ah6usSwPFozZpOp06dnBkzZjjnz58P+DFz2U8//dS55ZZbzPuJxzBlyhTzuGfNmuXMmzfPWbRokbNs2TJn1apV5n1mYWGRvAh0/Q5Y2SFAi10Ru1Z2ZkxCZle0evVqsytr2bKluUxiAe8DBj28Dy7oiqC2PnfuXD322GNGvWFH5b1M8eLFzc6Ny7glBl9Q+uLwts5bpG24eSh4MGhNxudAyQezKWoI+Sjs5gn5owOIg/ePv+5CfDa3XLigGhUqXGzhvpQWo4ugJZnSKsZRDKReJYL3JGWYnTt3mpKNOyNp+PDhUdrQuc+oPbzPK5YvbyaRY6fmXXtFnjzKki2bGcYZU7eXP/yiX/SH/jDhhE5DR5vu36RsIfHvJkIRo+SDKlK9enXThOCWiFFUGawZGZjYvr3W3jpXckXaL7+U89AzGjx9uhYuXGhKOihqXtDhRkcbz6fJrpk/X2rcWCsv2a8vHpG+eVmquEqaEWGX2vz77yocxP3fVrCgBg0bpjyVKgX1uP/66y9TlkOJmj17tlWJLSzSOIJyvLGQsDhw8oPgcLKG9CDLQ3YSEywAwHeYHt8zD8e9DLV23zk+XMb9e3+gc8QtJVikbfA6M9aBEisdU5Qx3RA+vCS0KkOC8MlAQCDDderUMSVRFjR8Xl64LdAfUCr16d5yfw9RohSGodV35hWlK64Xn0bbtm2jJCd7iQ6GXgZT0mmEbyXzn3+KHOBXJbEs/3DLLeFhekGAcMDndXEQ75CcQ5RN8SM6pBRDzljoIYkQG/ex4EPCjEtph84w9zk8//dc9WRIVwTOnJWad++uLUeOmMtR6rvRM4+MOVIQUs4rhuhMmKBpIx/Qy7+c1ULPBPQ9xaQtl0ult0rVmIvVsGF4ezk+Gw7367x5tfX8eQ0cM0Y5y5bVHQ89pLu5bBDgPUOZEOM1pfH4Dga1sLBIXQja3g+pSWxiExt8a+osNnHV2eO6DIuMd8YXyk6UGUgWqRq8vjNmzDAeHFqXIRWY1H19Hu+8844hOoTCcWB0BytXrlSfPn0MMXnvvfcMacFzBsiKIXXYNRH7AkP9Bx98oIFvv637hwyROCIUkB9btVLXN94w9wmvjvc96PpzMOKjbnDbeF0wp7LAfrd7t8pVrqxjBw/qY3wfPmboQPCZPtNqrTZf36bbdJ/ui/0P9u2LMmsKLXjuoEH6GLP/0aN6/P779WqDBgo5dowBX3xQzPHr2LE6u3+/bsuUSYdLltRRZoUtXqxD3j3HYunnEVL5Ovk1/rPPwkMcfZKlITmEI/IcTJvQVS+VGKZFP0e9i1nOSvdOkk67nJHrYSBoBPDJoDhDyngeIbNv/vCD+TcYQNjcZgkCBFGHMwo4/zEfLD7mdwuLtIJU28vodmGwc6fF1bvjdNUeLoNhkHKCV93hMrd5TuK+oByWGoLCLIInOXRAQTYon9CZdwnTvP2ATCi6+1AfuDzJwhhfIUj8DeGAkBoWNjoJyZFCXaCswsLnz9xO9guLNATpoUaNwkdGRIC1eNDWrUZdQq1xiQ7vQ0z1kCEIDyZeSmOYlnkPcpu8j9946y1TJqKNPSaiFRuO6Zhec16LdFIP0IC4TcgXLkgbNkR+y6U/f+NhXXvFEeUrLi379xf9uU06mvficeRS6ejA8K8hIEfGr1KhbNLGY9LNCDxk7AyS8v4uTb7mVhWle8oDwgd57iEjGLy3Zt2qbhe66Lem06NcrtK/UudPpVb77lSh6+tKg6+Xrr8+Mh+HMjevMcSSMjYEMtiEY0rZqHAoTHRmoTxxnRlpBhUqJaVJDkt0LNIzUi3Z4aTPIsCO280qgdiw4LiTjOkM42THZVy1iZ0zXR90clmkH5JDF9VHH31kyAP+EcpT/kBreadOncwiRvcSiyo/o+OPuVBulgqEhFImpAmvGaSD24HM4JPxBxZCrg8/kD+gVHzz559GbQCQG66TFmres6iH3AdGJ3C7BANyXV7PWbA4oiNmntVo5xvtCdljfsZIhz3aox9J9osF2XRIDXx+NmHqER0sFNhtV14uffiFdM86KTMkR9IttaX5baQnaklFK/WKcnk+uzzneGFuqn6TBmqg+jh9dCbTRf/clRulLsOkp44+okzDPgkvUXnAxgaCii+LBRr/YDDg70h+5pwB2SEBmjgAwgwzEsmhVAtBJC6EZPxAxotYWKRlpCjZoe6PwdMFuzVaZamTs0ujrZxSBB4MDr4mm6JVxHTpfPnymRMVPg3azvk7yhlMIr7zzjtT8JFZJAbIXUEJwTtSu3ZtowTElCKLj4TSFJfFmE48gZlUHjHSAd9J+/btDdH449df1f7IEb1w3XUqc/iwTrz2mt45eFCL1q0znjSXSNG6TraN61XBp4bhmPsw+M039ZTPfcC/lu3vv012CkSH+8t7GCUJ1YByC4s1eSy8ZzG/ouYEDHqLKCnRer1tm859OkyVN0h3Tpcm8ZHIEV6LmhcyL+4SlpldJcXsbAu/Lq4761lpMnfzTyMhmSPbPilks9QovGoWieczSQsOSi/OqSE9H06lIBUsrJRLeD3X5llrQgyXaVmkEnW5LlffbU/ogSpvK/TZntJ7r0QZ5cBGh9cW0ksZOlDTNmZxSpmuegPhxCNF6nNGTCSGfBPWiM+NIbI0fFhYZAg4KYiZM2ealjHfo127dpHtrq+99pppQc+WLZtp5f3333+jtQl369bNKViwoJMjRw7TBrxt27ag7odtPU9doD183LhxplW5f//+ztGI9uWYsGLFCqd48eJO9erV/b72xBVcd911Tvv27Z3Jkyc7Z/fvj9aePPPrr837zYt9+/aZv3FBy/WQIUNM2/XzPXo4k2680RlWpIgzs1Yt53CPHo5z6JCzZMkSp1evXqZFO3/+/M61115r2tsHDBjgHDt2zKlTp45pNz979qy5vjhx7pzjPP+8s6ZOCefXhlmcb1rJeb+HnHyH5Pxzffh9P5tZzu6icrZcFtyxvUT0Nu3uE0o7IzrI+aOmnEP5wn92PIec1iWyO4+VLuR8dl15Z9LN1ZxZ9eo5/zRt6hzIly/qdWTP7jhjxjjO2bPm7tOWzes4ceJE57hz3HnWedYJDQuNbE/na37G7wz++y/Kw+c1GT9+vHneRo0aFSU6ICb8888/ptWc16lBgwbO22+/bV4X39c3o4FzJ88H70XefxYW6QGBrt8h/C8hZInOKMIBkZNNR0UaBDtOVCL8BBlxt5dagDqDYZVdN7tv4gVi86/wulHKQC0gSJJykS8oV1A6GjlypDENR/xh+DBIL0jejTCpExKIh4eyC11XqD2YV4nsJw2ZDixUJMppfO3eR9QcymV0hqHgUEqlRIYBF48OnUgolig9qJqoRig+BocPE0t88f78+680caLCvvxCj46UvmAEA3Ck2+ZIc2oqSfDflCkq2KGDsu7eHeXnr157rSpFzABjRAat5MRONNy1S2/u2SPxHDBc85FHzDT5C45jAkG5HOXH5ZcsN4GGm89vFp3xWikVv1BcLZwWKumUNIoDSh7/ul9jOMaIznNGejrPo+/lOGjxJ1IAfx8KMCVKBhOjBqbVc1JigrRrPid40yin2nR5i/SEQNfvgMtYyJ6cwJHlXXAidycOI+FjHrVdTRbBAkMwJR9KTBAA2pwpBcUEFjjICMnamH9J3eVk7utJoNxBaZQPwoP33Rfl5F8wFokfQkM+Dy3ImDbxdfCBouNn/vz5pm0dszP+IS/RwbiMbwcvzro5c5SD7q+wMOOJoNzK/Cvv5ycKPvlEv87ope5DpP0EyTAKqoZ0YZB0xGNPGtJdevIjJQnOhIaqwn336aOsWdXa53ft9+1Th2HDTBcZDQMQN7xGuS5c0LkLF5TloYekiLIhZJFzA8Rv+LfD9VzIc/ry9JfSd2TvSJnuzKSHr39YrbK3UpaQLMYr45ISSCHdcpSc8FpBWpgTxWXcy7lfu99TZqS13SIq8OPgUWMzQBmR97GFRUZFwGSHLhZvaODUqVONkZMFqkKFCmZxwHzIDtrCIhAvBQoIWSYsoHhh8GN4c2n8AaLSvXt3Q655D6K+QIxcgyVqAOoQHg2IN+9N1IfMdOdNnqzZmzbpnZde0ndXX61cOXNGXu/y9ev14uOPG6/X33//rSx0Kh06ZFTL89u365MhQwzhx3eDksB1s8AyHqJGyZL6qEcPvf3117qsVCnNbdVKOSpXNgrSkNGjNTAszNwn8n1iw3vPSeuu8v+7kDDp6fely8IjppIEP5Utq7FDhuhuiAODMyNE35U5c6rbhQu6pmJFfTR0aJxGXhSW+1vcr1wdcqncP+V06ItD0kZJzaSav9TUyOwjVV7ljSeKVm+M5ChAqF2lS5c2nXP48iCNGck0nJiAjKPi8DxiyLajcywyOgIuY2EAxuiJ+dcNSKPFm2wGwO/YybGTTmuwZazkAeUH1BHKP7xPIBYMwQxUDfz9999NJw4zjcjNcX/277//GlUGQkF3Hp18EBLyd9oVKqQLjRuLRvIj+fLp3erV1eutt5QnosMP6dPN3OF6I/NZfvlFor08AqeKFdM1OXKY1nLmtLEIv/b00yRU6ukBA/QdJZVs2bS4TBkVW7Ei8u+OZsqk3Lt3KzSuadr9++u2mr00LyIxoex6PpzhX2MQfmaQ1KHAM3I6ddLea65RUWZFecHn0ndophcHDoSX706cMIdz8qQ2hIRoWalSuiFTJu04dEhZK1VStrx5dT4sTPkXLtT2w4e1+NJL9euZM+pzww2qGdv1u/j8c80vI7Wtn1Xr156VrpX0iJSvYj4NCBmg9hfaa/y48SYOoESJEqajEnJTrVq1SEO5RfyxadMmM/MNIo4yacvyFukdRxO7jEWpwXtFjGPo0ME1EpD1dWWsqcUWGRe8d1D8GKuAlE4pB2UmUNDNQwkIlYWSkHdRhHDjpeEyEHBO8ng8IDz/TZqks/fdJzcmLd+RI3pr2jSFMEzyp5804+xZU5KipTyu7p7QvXv1/L33ak/58rpz+nRVr1tXe8qU0b3794vGaZrR3zp9WkU8RAfkRSF65x3Jj58oNqy7o7hCHnwofADmoUNShw5a7jh69oEH9FBYmJrll2bVkvYUlZbcIM2p/q/+u/TfGK/vi/ZSo38ufo9eEnqp1PWvTWo4Uuo2RHp2/h/6s5QUEiplKiA5FaUstbcoRwfpvmxRPTz+cH6NdBiCdkRSnbPSQJgagk4zvfLfK/r7x791z/h7jB+LPCNb8k5cpXTgwIFGJeNfVDGLeIJNwYgR4T46QCabTyhmgkGSeJCxCRYJQ8Bk5/LLLzeSM/+SMktdvUYNjAXhgOjAriwsXFCmILUYDw6eFb/TrOMA/g9MwpSuMBr7gtBA3o8k3i5YsMAcqDyUtZ5gnMi5c1EuH8L3hw/rXO3aWn/HHea+RTNBc7Lryuzxi8gWFqbHaRPfsUMX5szRR3//rRHnzwt96EFJD+OnoeTiK5Riin722eDfFATo1a0b/rdbt+rzMmU0edw4vbf3X93cUOrIJIlAKzxh0r+5pIs6VThK75bmlZGuPB3RNl5d+mN2+NcRsTni2TsZ23XD9BjCvkkS4tULGPgu/vre/jfp1B+nNLT4UOOvovSI+maReIDgQNhR1lF14l36a9dO+vVXjFMXfxZHWTm58Xe1MB3Nk6Cemrhx9pyO5ZFGdJLyJsHYRGa9vbZnkCU7qZXsUBLo2rWrITl0SNB9hQTtVXoyUsS6RezAQIx5HZ9XfEgOwIDMgEhMw26iti+QLvkdZRCMxVEA8Rg0SHruuWh/hyfnsQULmPMQ3knkKbVtWrtWBbdujWZidtav19ZPP1UXSdXOnzfrOtMN6KdiEEW/ihX1zKZNysP4hBIlpP/9T4rJFHr+vJTZ/8fvarJruG+/XIz8K/PFFxr3+OPqUOR5nSEr0LOelbkYVXXxvp6XTi+WTs2TTi2WdvhpauMVcYkOqD9HavCztDaIDefxqeGEKO+rUiY3l26DVOw/aWj3/Lq0ZTNd0jhCEabbjB2zRfxAxhLvqQYNTOfg8p079fbUqSqcO7fGNWqkgkeOhGcwufAh7Lr22vADtRDF0f33hx9ivk0+H6kIXQdJi6sqTaP2TOm1pSl9LzIeAiY77BjYqbP4sLggQ3tBcBfBbRYWGI3x5dD2HR+Sg1EVJQezKiMfYrsOWo45/JVE2P+NLlpU26+9Vi9CLGjndpUevuc9XKhQlO4Vko0P7txpJmszD/134hVYJ7JkMURnv5k7JZ3FBhMSojcdR08UKaIxVaqo0UMPKQ8TwQcONBO/FZNPh/uBH4jyFgGZ7MR79ZIihmiW3iKF7OOWLqLmpk2aPniwcr4sXbJHumuU1P4Lqc5MKQQViEXp1luliEDEd+bPV+F9+1SwaFFdmD9HbFBpbKcAGNv0o1+ii2dRnk8EHMQf7up2yRDC7ii7gyT0mjIRJ5Wdkq7TYWnJi5F//0F3aUr9WG7cIkZcs0LqNUAqckDauW+5mtwj7VgvXdVdOlJUamUSH6Ni72JpyY3hZJj5YoOeXS4tX26fZYsMiQTn7KQHWINy4oBWYfwzjOugUy8+88cwG+PpQZYnJyUunwL+HJKzly9fHoUUkf/UpUsXY4Imr2fVypVyZs7U1S++qDxhYZp2xx1aUKqUDm/frj/WrhUTtjbv369dOXLo/Llz+vLkSfMzBh68ljWr3rviCj2wYYM6XLgg0yQNQRk9Ws/88ov+WLXKqEoBtfbycatbV+u3z1SVxZITEipnVzZdmHFKV82Wes+QCp6Vbj4UopwxfDSbSJro5+czX3lFO6+6ypDFfZ98ot5LE2/7OD+iQkV7AsVr5sp/K5GBbO4PAc5uh/wMXkdJPXyuo/Mn0oiLDZ0WAYAuvJ4DpLdfvjiSA4y7XnpgYeDb1QfGSmPTwV7048ekXcHNeI03QsOkG/+RruNNXrFCol1vtrMhKvbIi+ElbovUZ1AmkI3WWYycmD8tLLwkh6GclDcpdZJvE6xvAM5N2evnn382qlBMAz69l6cTkDlX3JaX6ODjYWwI4YSoQ8y74v7R1n5jw4ZqgfoxapQYKILLrDdlGNSKbNn0VLlyanDnncqyYoWOli6tjV9/rZkPP6xxb76pI//7n85162aUkZBatfRn8eL6asoU45mgQysg0L04c6bCykvHVkl6OkyqesowiLwNpOb/i3yEQb/BMh05YvwwebJnV6tE3sGjbsFTmpvp6uFEh+KgnUCXdCh4QPq6rdRwcvTf1fxPKr5H2lUi7uvJf0h6xP+4N/8oXVpiXhtNBKksm+fx5Lwxsp9eqCDFkvllkXYQMNlhwCZpr0xvJoET0uOSH9tVkXGBH4ekYN4b8TVHkuzKrCh8YJRJY0u9pbML8oIniJITc6xg9O78JLqrmLdGSCFhdC75oQRL2/jbffuGG5BHjYp23TdduKBGDRtq3fr1mnvsmOqeOaNWV12lfi1ayFm7VrcMHKhZFSuq2KpVTLXUiubNDYkKmOjg5YkwK4eckXI9I13aL5Oy1CwrrVmrAuuUINSi/XzfPoW9+KJCfVvT/QGvEvc9liGQJ86c0X9//23KV8wUx65692WXqSsLYkyge8z1LXkwePwFDZiQ4YXkgJDp0FHlXLpOoacpmEbF+UL5lKtiOa3qFFtBUtL69dLefcpxSsparqLUs2H4As7GwN+/mJHpSqQsamGRUckOeSaUDUiQJVOHg1ZfyA9Kj0t+rG8nHQOSEDHRGyxctkwfffedUWPiCgP0BzwyDHfk70lAZiRAbOUtxg/Qat6sWTNDimg379u3r+n0WrJkiXr27GlKVlwXoyfwDHHd+H7K5M+vvvffbzwL+7ZtM41DvnDOn9fGZctUpnJljWzeXDmaN49wFNbWZzlz6svMmVWM5yACXQ4ckEN+TaB4910zloJn8Nmt0jdbpabdKkh9+khDhxrFJ05QGoTIFC2qg8WyasK9IRpVba+ee620lv78s0rs3Kn2x4/7/9uaNcMPuigJWYzonkQlo0uKYD9GMrhGbUji2U2bTMkK2mhGlmbJorLLlkV6g/xixoxwX1KPqIWsixGOFnGifn3pdNQYA1M67dNHmV9+WXnj4YWzsMjICGrqORJ5zZo1zYGngp005AdDKgnLlA0s2UnHmDVLuhfbbjhK5sihMfv2xYvoUPJiin3r1q1NwmtcM4wYRUJaMeVUxpag3Fz5zDOaFBqq29as0Q916qhh165mMjnmZroG65UpoyYLF+rM9u0qsn27nKpVmVagCQqfXHAkWzbTdp4zb16d2bNHLcuWVcfmzXUvtXRCBSOKSRhx958+rVt91JKw0FCFBhqEt2WL/unbV69KxgvUV5LpXVyxQmFPP62tJUvqigjjr8kVzJtXJ/Nl0/L612lN3uPKuW2+VlSSdhc5o78/lGoP3aHZjJOI+AT/N/OcSi05pZIlSqj94sXRbv7o3r1asmqVKbkd+uMPnf3tN0MWUcq2bdtmutlQyvBZ0coP2WEcRKG+fdXCe0WUN2IjOhYJBsrksIIF1Tt7dhVwu6GKFg3vxIojhdvCwiIRyI4L1By6r1B3Zs6caXaE5O+0bNkyPldnkcrBwMdFixap6IIFusvz86KXXKLQWAZ1+gPGYTw9zFfCcxNINhM+ILr/KBcxXoLxEAUKFFB7yiUE8P31l+jG7lysmC6pWtX4fVi036tYUUOPHhXjK2+MuK4C2GYi3vgfP/+8wjJlMoGFnTp0UOcHHlDDhg2jzM+ikZepW5WzZNHVRYuqKQNDKZllyaLMtOx6UpZjAirTu40aadnZs4ZshRfXLiJ0+3ZdsR1KJRUvLbV6R5p071GdNE/t9KgX5s4/Ku3x8W6fvf2scq/PrYNhYVpVuLAq7r/YzfVbgwbq/+CDxqxNWnHRokXNzC8OiCoGbz7HDFKl05LPMgoPr1GjNWvCc1fGj5fGjZPsZzxJgQqJd41RDwU6dQrPWrr99nCiE0iCtYWFRcLIDidD94DckJh8++23m5lY/MuJ0SJ9gmBAkonL+Tjdg5kojQrIOAZKI5SemFkVJ1ARpk/Xh46jDyllNWyo/x580Py99/22F78KreL4Da65xoykYE7b60ePhqskHjT1+R7/GYm+BLK5RIegwfmDBultSXhDKWZ1KFhQPa+4Qndff71yzJmjrCg/sZTdXDAWo+uDD6rFypWmswtHE77kNRi7abMnsFMXA/9yH5fG3y+d95e7h8xETE1E6sOVG6Uaswrpn78vVbur2ml7qe2mHDWyShXdfOutKlyjhnL+959yFCyoKXXrGnLjb+NCaCO/wweFByoa8OeQVcRhmzeTBJQSKdOuXbvWEJ7I4EVKgpQdbdnKwiJ5yA4lBNp8e/XqZfwSdMFYZBzUr19fZTDmxgOkINNO/uijj5ryp9fEzCyfXbt2GTLEQWmF7i6mljfYtElXOk54q7dkurR+nDvXTBt3TfF4eiERD0RcBrUI0zDv1VOQkb//9nufcNqs3bBBZx3HvJ8pZ6FWfvTRR0bpGDRzpv5bv17Tq1dXp1at9NGpU/r2o4+UA8K3c2f0+HgMuXPmSGvXGr+KM3++zq5frx1582rM8eOm6wtgN+0UEqJOpDxLKpYtm6645ZbwEiEhxPulRj9Ls24PT1q99L9QZb20iipPWaaTi0K1fU2InmlYQDnPZ1ehE7l05MYq+u2220zZjvlehHsyxy6QxZVBrBBHzOEu0YsTdjBnogPvGoST9zRTyqOY/FF1LCwsko/sYP5kwjQfymHDhhk1hxwUskUs8ckgQGnxRsnHoezg+yB3h/cNE8N91T9ITYsWLcwwUJQFSkd4SviXne3NBw7ISynwkPSbNCny+1Pr1mnU99+reZEienLdOn3wzDMafeiQUSdYvOveeKOcBQsIkzKXP1CwoMa1aKHlR49q3fbt6v/007r+hhuMUvnaa68ZzwqLP+3qZNU82LOnQjJl0j0tWkQlAxCds2elTz65+DPKPcOGRX7LckXKUM1Tp6I8ZrSVyS++qHz8Lf6nt96S5s+Xs22bdu/aZbqf7u8ivX9AKn0+RGF/z9fhyy/X0V2z9Puo51Tm+ec1O/T/7Z0JnI3198c/Zox937MnO1mLJEtZSps1aRHpX1IqIZUUSb+USHvakdIqKskSUQnZ9+wJWYfsY2ae/+v9Nfd2Z8wwI2Nm7j1vr2tm7n3uc5/v93lmvuc553POCXNCbR7obXJMn+4qVZMkcCZvGwYlDVOpSk27l8CsNSNtaoR07dpVnTp1MhmAYaQmXgo5ePCgN3nyZK9fv35evXr1vIiICK9atWrefffd533++edeRuTAgQOshu6rcSq9evXy1q9fn6KpOXr0qHfbbbd5r776qhcbG5voNlOnTvWeeuop76uvvvJuuOEGr3v37t6SJUv+3b55c8wU/2P+rbe6p3n9+++/95qGh3tvSt7LvCZ5F0vehNKlvS133eV5ixZ58+bN8+6oX9/7o1gx/z5+LFXK69u3rzu+jz76yKtdu7b36KOPetu3b/cf1/79+70rrrjCy58/v1exYsVTjvuhhx7ybmjVyrtB8npI3pSs8mICjvOMjxkzPC8yMt4+Z86c6XW54QavpOQ9G7ddrORtzZnTO5gli/+903v1cr9/v//+u/fnn3+6cSSHyMhI7/nnn/eaNWvmvf32296RI0e81GLGjBneyJEjU23/wQLnj/Pxyy+/pPWhGEaGJbnrd4oFynScJqTBA7gLJ9bMHTwZWYgxDYPqxWRa+a6TxCAT6OOPP3ZiY64fyhsMGjTIufVx5Vc6dky569VTlcqVXdHAY+XK6ZeRI11mFmnqE2JiRK20aEJDcYXuqiAgfu89bR0/XhvKltWHa9cqE32o4rhy61YVqlLFeZMQPKNBSyiSbteundatW6cXX3zR6ScSQuht4vjxypQ3r5PRUDMnRWzceEpWDRlpZEGRkUUJM46YX86Shw/H264Z7S5OM6dJwZgefvhhV2wxJVorI3VAu4a33KeHMwwjdUmxsUNoAre/r9YOOgdc/mgk+INqGFwfGCenM3RIO6dUAUJ3Qldz5sxx1w/hFQzqQAi1PPrEE6ofFaXOnTu7ujp0NT/69NNOr0vHcfIAAyXPpQ4f1g0bN2pXdLSKJvjsw8OH663p008Jq6FjQai8detWl7nUrVs3v7FDyI2Fibo9iEhvvPFGvVFSKrRHyp5Yr0QEpYiwS5eWFi8+mUlz0UVaU7iwVuTIoXXPPac927er4IYN+nb/fpftli083HVRZ0wkuSfaK/3770/6eFKgnWF+L7744kS7xhvnHwTwaHPIMEQfZhhGOjJ2hg0b5u6CMW74w1+iRAmn2aEnkLWQMHzg2RswYIA++uijJCeFxp1kZqH7omYOWUDovnjv5s2bXYFA9ChUVuaB5gdNSr169dx7fOBVuSguYypBgrYj+9Gj+kZSp4Am4cfq19dlP/8cv+M43pITJ9T5nntc3SgyxfAc9evXzxluNWrU0N9//61KlSqpRYsWTgB9UbFi+uTF6tr36w71PqktlpcrlzI9/LDUsOHJon1UJl6xQrr4Yv2+Y4feX7xYGyhcvG2bYo8e1eMLF6puZKSKtG6trA0baumSJarUrJm6VqumO8mcQs8TSOXK0jXXnNQLJbPvGJoeUv2pOm2kLRjTeDCXLFniRPGJZccZhpHGxg41ODBucO1j3JQvXz6VDsnIqBB+6t27txNank60TrkCvDNcU9WqVXOZWmRf4Q1CHEw6OO8nO6VOnTquzs6HdBEPCH+9/PLL+iBHDh2KitLrXMgBoSof1JhN2Psw25YtJzuEB3qP+vbVq19+qTlHj6pEpUrauXOnoiMjdXuZMlpRsqQui4rSk/TgIkQ7ZYr0/PMu+6orxxIXEZo/4GrVe/hjKeGd+vbt7stwSf2wV3Ln1soHH1TNAQMUsY8+5NLtEydqWfXqyte0qTYfPqzBGEwYYLVr/9uhvUaNkyngKVhYESJzk4IHwUTIaQvtSriOMZipo3M2bVUMwzgPxg7pwYaRFHhiCPsQZkIPc7qQCt5BvDl0R8ewwFOSaH2XBODlwSOEvoVCh8fCw3XJFVfowy1b1GTTJlcw0Me+LFkUVrSo8sUV63PN/B54QOrfP76hM2aMRr7yiv6KCxu9tGKFyl16qWZ+952mz5+vupKrepwU2WOlE5mlj6Mra/yQIS7Mi4fK97X+mjW6M25bOmhlL11al/Trh2jDv49snqen1qxR95IlNXHiRFc00RGXXp9SFi5c6LRPFBBkvs2DkLZs2LBB9957r+sdR3jUMIx0bOxwN4248euvv3Y9svilfeWVV+yO0dD8+fNd/SW8LWhDTrcIoxvBuKGuDfoXXzPPM7Fp+nQVnz9fBTt3dl4gPBdPli6t6bNm6cG4ysiwoEABRQ4cqOb3368wPCe7d/+bLp4tmyuit3nNGvf+44sX692uXTUtzhCZhXA0Jka5x41T+IQJyjR/vntrdJiU+TR9NY8UzKEeXXs4zxTi38CvuV991V9Dh3rPf0ZGqkqCG4fITJnUo1gxff7tt/9ZPMy4EL4i/KYaspG2cI0TusKbg67RMIx0buw89dRTLpRAhg0l5inwRiNQXORG6EJftHfffddpEE5ntODNuf766911cw26kzgSipFPgaKAw4Zp6PffayAemwkTtJ+CfLlzq8zKlfqecj8Bm1+6b5+OliqladOnO70KHhaYMWiQM5L4PEJlFDpcOn26anueno7T9TieeeakmDigntD0RtI1cbqcxAgrUFCVCOsmUuX2n/LlNbZWLc1asUJXxMYq79GjGlq0qFrF7R8P1KAGDVSydu1zkiWF3gkD0gydtAWvHg1p8XhOmjTJtS8xDCMDGDssZtydUPwKaMjYsGFD90vNHawRItD1/NNPpXvu0fx16/xZJaf7Y04/K5pzoiGhMCCQ0YQB5A/ZBIKB8u230osvSnPmuOaYT8WFma7eskU1s2VTyx491PGll059b8+e+j1PHr356quuKa3PmKJ6M+JiwjpkXFGpedDQobr5yy+V77ffTr6X7KxXXtE/7dvr+08/9Vdl/miz9OW9AQ22AsgXKT3/7AFtmDxZuwsX1oEDB5yRNW/ePC1btsyVZiDj7HD27LqkSROFh4VpVEyM8ixapAr796tf7drKUbWqOvo6rP9HECJ3oLu7kWZwzrne8GLStsQwjAxk7JCOS7dzH2TG0CwQLY+vdL8R5MydezLLCHvk6ae1o0ABjZs4MUlDB1EmFbdJK3/nnXf8hg6dyRG5Fy9eXK9jPI8f/++bdu06WYl47VodkTQgrocU/S99fqN3q1XTD4k1EB04UBo0SH+8954zxAO1Qxjlt956q0v7vfDCC9XphhtUcdIk9fjtNxcGayBp/44dwoHTv2pVNS9WzBk7c/j8w9LfCWyRiCjp5V5Sgb/CNadsCcUOGaJFLVroyx9/dB4avCtoNKihQh0fsrtIXUco7PoeHT8u7d2rD4sX19VXX+1aYPxXCGGRPfbss3T1MtICsvn69+/vEjkQ1xuGkcGMHRaLhEJHjB0ycIwQIaCTdtjRo2pNj6ixY6W6yHjjg1cDQ4eFnxYMrVu39r9GuxGMHdz8F/XpI02ceMr7MTIG0aZEki/odTg8XEvr1dM8eklJ2latmqvxVIkMKzQ5Xbs6zwr9rfBwULiNMgmkjffp2dNfRwfjY+/SpXpuzhzlKyn9crM0J5MUlUX6PbN0Q/gRxdbKrkxkubeVyrwkbW6UW59efLGi9uzRRQcOqEZkpHKRAq4YNVm92h3Pa7GxatC4sYYPJ/fqX6gnhIcpXl0fDMTixZ3hh0F0LkJY1L0iuy2tM30IF4YihHMpjHmmkK5hGOnY2GGhoIdL4F08Yk+yDBCb+uAX3QguyJhq3769OmTN6jwtflhUH8QvEv86QYDMH310I23atFHbtm39r9GDCu9Kjhw53B3wY0uWuEJ6PqgX/ASCeK4lyTXQ/Ds8XKPz59f8mjVVo1Ejt9/l8+bphWbNXPXuQK3M0717q0uXLm6xGXjddcqPvmzlSlWPjla1Cy90xgU1otbu3asxFSro5fvX6ZGH4o934kKK96yURkoaLB26uKAUuVNrGjTQwA0bsPwTnSeakLoignEQKkOg+sEHH6ho0aJOq5TwhgHD4HlS2c8BCMQxrNISmotyDIQ3Qwl0OYRIEYantbFpGMZ/MHZYQBKCbscIXjBO0B5MmTLFpUQ34o6d5pU+eveO1/2bdgeI1i+77DJXJ4dGk4SS2A9ZfHh4Dh8+rGnTprkFnlo7VQk94ZmRNBtjRdKjNP2UtKNwYf0vIkLvHDigLOHhujxPHmfEsC9CNYQJ2PfUqVOdN8dXsPDHH390+5+9ebOyHT+uSyXloSnnpk0qWaGCGnXr5sJcmVauVKapiWSPDYg7kHskyi+3Vmtn36zKn1+xYWEKS8LYoUXGX3EeGoolIoLGsKpatapLm8cIIHSXWg0l8XKlZUXeTZs2uXnnWsGYDQUI4+NFxMjjqxk6hpHBjR3uTo3QAiMCjQmGrlukS5TAfXDyRVLMGzf2b4suB68NRezI2rv00kt1xx13uMWP/RQsWNAZQGyHd5DFkOeyVqigqD//VP+dO7X32DENPXpURwoU0IALL9Qrq1crb9asyl+0qDOS0I3lyZPHZYARrsLgIXTDZ5HlhdgZ7wr1ZVj8C2XKJJb+EYGtJNAENWhw0itVvbpuW/qIFjzzg/r2f0rf9XlUHUa8rMERQzS8+MMq8MMSZVd2lVZp7T76rmYuXqzvMmfWDRT8S8Cxxo314muvKXuZMm7BI/2b+fDVVUGsmrA9xbmkT58+evLJJ5VWcH7uvvtul8QQKoYOY8XAobo3bU6snpFhpGPOW2vSdIx1PT+V6Oho15GZuTlT1/N3333Xu+mmm9y2vXv3dp3OgQ7mLVu29N5//32vU6dO3vHjx+Ptm30uXrzYq1Chgle9enWvfv36rvv5ihUrvFatWnnTpk1z+82bN6/XoUMHf2dyOoRfeeWV3pTvvvOi2Wd0tBd74oR38803e40aNfIiIiK8HDlyeD0rVvQOBnYbDw/3vAce8LzDh/3HTtdwPoNj6dGjh3vuxhtv9PaPGxevU/mW8HCvQIEC3vFJkzwvRw7P69KFA/G8mJhE5+SJJ57wli5d6v/5+uuv91KDPXv2eP379/f69evnpRV0ob/99tu9H3/80QsVvvjiC+++++7zYpI4/4ZhZPCu50ZoQLo4omI8KacTrdM/Ck8NnhU8C3iA0OhQl4maL4hvSTOnV5avRAHVk+k/ReYKKek33XSTa4RJ4Uq8AvS/oqw++yMkRhgILQRenCeeeMLtB41Erty5NU/Sr6RcS1qXI4fzDpEdyGc0/OMP1MH/eqLQF9FfKgHoZhBTs+/ARqWBShrCZy1btNDobdt0+LHHtPvYMe3//HMdfP99J9JPWDmZENbPP//sn79zXfdmy5YtTq9ELzHab6RlZV4yj+rWretE56EA1bvx6hBOtQ7yhpExMGPHSLLaMeLzpCCMRGYTncopNEl7AgqosfjyXp4jIwttDN/7WPXGG2rQt6/mZsmi5ePGKTYy0oW9MHKozM1Cgpi3Vq1aruLsunXrXCYTXcZZTDFISB1/4YUXtDFO0EzSFEoZL3Nm15gW7YwzrGjI2bWrRPPQyMh/xcNRUYr95BOFde2qbITrqJKcO7cyFy0qxYmYi/7zT7zxcmwItS8oWVJ5q1Vzxg9ZXRQ3JCsxYfVkjD30SjQRPZesWbPGtcyIiopyfchIcU9L0F9h2KW1MPp8sXHjRhe2+uyzzyxsZRgZCDN2jCT7+VAML6nX0GegmcHzQoNDOpNjkPA9+g2Eyuh10NMAQmIMkb/GjdMyWo8cPaqmkmviSf0m9olhQLsJKnTjDWKfFALEw1OmTBm3HxbW6tWru+9pDbosLnurFanXc+YoPNC4IABFP6w5JLJLRyZN0rgqVTSjQAGNnzYt/i/CwYPOC7T+/fe1K1MmVSleXNRe9glO0Rdh2FAFOjmca6Eq80eG04QJE1z7gYoVaXCRdkXz0COx8GOIYqwGuzAXjx0iePRnjDc19VeGYZx7zNgxEgVPBh6LhGCAPPPMM+4PPuEiCuKRAUU6OSErMrfoZk7Yypd5RJ0bvEDsM2fmzBpDsWJJn2CAxLWMoOAfXgsqD+MNInOLTCYfGDkPP/ywli5d6sS/GEEP16yprXEFB69go8BK3n/+Kd15p/Tjj/6nchw5oo6rV+tCXzfxBCDB740B5nlqPGKEwjp2jL9BQK2g88m2bdv0wAMPuOw2mqCmVeiEbK8xY8a48A3GDucpFMBjyfWLoUv41EJXhpHxMGPHOIW9e/eeksKMLoXGr7R4YLEj84mqwHg86F7OnT3F9Pie1GOfdwZPz/Lly533BiMlfMoUXTBvnmZKuisuSwojCE0Oxgyd0wPrNqHlwbjC2KHKMOED2k40bdpUpQoW1KfZs6u2r/YTYTeqEx84IC1ZcrLtRALyHjmi5r/QgOJUKIU3mWrKJUro0DXXuLYPeKl8D9LHkwsGXv78gX3YUw51rDAc0f6gi0HndL7B40b2G+n8hOjQcWFwhUKLGIxMCgVi4ONNo2CjYRgZEzN2jES7mPu0ILjv0bBQUBJDBCEyad2VK1d2ISqMFAwhRLJ4dmgLQTouGh62Q/eD1wfjiLviKbNnaybi43XrlC8iQuE5crhFhPCMa6MQF7IhRR3jCSMDYwgDp0iRIrruuuucLggBM+UQKteqdbL1AlDw7z9AbR+Ws9lFi2pIhw6qUKGCM7x8D7QyyfUErF+//qzbqDB+inNSnJFwIB3lz2eYiDnHwPQJzJlz6i2FSkq5r14Q4TqMdYzw0wn1DcPIAHjpmIEDB7qUssBH0aJF46W8ss0FF1zgZcuWzWvSpIlLW04plnoen65du3qbNm3ypkyZ4rVo0cKlc/vmlVRbUsUfeeQRf+p2x44dvXfeecd76KGHvFKlSnlVq1b1Jk6cGG+fn376qVekSBGXRp4zZ04vf/783qhRo9w5DGTVqlUu9Zu03uuuu857/vnnva+++sqd24IFC3qXX36516ZNG2/Dhg0njydLlngp4v/lMVby9tWq5a394INTjut0sC3H8+abb3pXXXWV17lzZ+/bb7/1zgZS8UlTf/bZZ70jR45455vIyEiX9v/DDz+kaA6CAeZ7yJAhXtu2beOVDTAMI/0SNKnn3PVTndRHoPucjBzSb9GPINgcMmSI03IQPkFMaqQcGklSvA9PTe3atV1Hc7w0hKXIRiJ8xNxy50tGFlobPCCIlfFksD3hLR94ZWiT8OuvJIjLZTCxL4rsNWvWzO+x8HkTEL1eddVVmjx5sgvh0NuKbbkOEC+TjRWYZo0XJDEOxWl5CkpKKCn+p3RpLcmTRz/TlqJ2bd3VtKmyNGyoe2rX1pHFi5U/GeEl56WaMsXNCT8zJlLoEbCeTYiHcXA9E/JDiJxalZZPB+0tOJ906vYJy0MlbEu/ttmzZ7tMK9qYBLvg2jBCDi8dg9emZs2aib7GXWexYsW8oUOH+p87duyY8xy89dZbKfoc8+yc5Msvv3Tel3vuucf7+++//fODx4ZigYULF3bnBHbs2OFddtll7vzg6fnss8/izenmzZu9Bx54wHncsmfP7vaLd6Zs2bKuCKGvUCHnEc8NRQI/+ugjVxiQu2s8DHfeeaeXJ08e9xmjR49OtIDb6gcf9Ga2b+95r77qxbz8sjfzwQe9rvXre9fVqeP1LFjQ2xvguYmWvGcaNHBFD//44w8vNjLS81q08L/+K0UHn36aiyvR6wTvTc+ePb2rr77aXWN//fWXdy7gur377ru9F154Ic28KXwu8322HqmMyMaNG935pJAlXsxQ82QZRjCQ3PU73Rs7VMIlTMUiyULoC1/wlQEuWrQo3nsIgdxxxx1nXFyYGN9j69atyZqsYGX58uXuDz7zvGDBgnivTZ8+3cuVK5d38cUXe2vWrHHPzZs3zytRooRXuXJlF3LxGUZU8yWUc80113g1atRwIS2MHPbLcxdddJG3bds2ty3GzowZM7x27dq58zx27FgXMqPq8ieffOKVK1fOGa4DBgxIOpzTvbu39brrvIX163vf1q3rtbn8cmeUEQLrXq+eF5MgTBVTr56rtuxn8+ZTw1mXXHLa8B7zcS7ZtWuXm5u0NjIIFw4fPtwLBX7//Xfv1ltvdVWfFy5cmNaHYxhGqIexCIeQ6kqIinABYSoyclauXOmyXYACdIHwM9VlTwdpzbjqQx2K/iG6RYRMphEhLF+6N4UBEaXS3JNwE2JhxKqElpg7avBQ/Zj+V2TqUIGYysGEvph/tuUr9Ujor0XDRD4vx/79ihozRv+8957KjByptzJn1sMzZrjKxq+OHu1SrEkv5zyShXTaeiajRqmk5B6wokEDLdm+3Ymiv6bKctasar1ggTIdOyZlzaqwDz+Ml56OkLhIwn2ephIxYbvGAf3AzjZURKiL7DIezAuhWEJ0aQXdugn9knkUrHBjR9iRcBVFKflbwlfDMEKDtCnYkUxatWql9u3bu4UAnQYpsDB69Gj/Nglj6/xRO1O8/fHHH3cLl++BRiVUYH4wIqjuS5E0Mk0wdGivgKGzZMkSp8uhQGDnzp1d+jWLAhlZPI82p169ek4nRZuFli1busWS9gq+7Wgcis6KjC0Wd+qTsF8Y1bu3+nbpogUHD+onSbdER+uBAwf098qVLgOMVHMMJwyjpAydI0eOuIyvhNzbo4fLFnOZUGXLqs3s2crE515+uTR4sP4pUcJlODF2MoxI5w7kONcNFZeTgKwzX8bY2dK3b19nzNGslM+nAnFaGjqATop6ScGqU+F6IWUeA57rlhIKZugYRmiRrj07CSH9l4WBFgJt2rRxz+HhCVwUuVtP6O1JCL2ceIQiLK6U9sdTw3x27NjR1RDxiYZp14BAGAEu6bYszBQIJKUccTEp6Bg5VDXme+6WqcWCh4dzwvyzb1o94OlZtGiRK044YMAAZ6RWzpNHAxEJS1ovaZCkBxEoh4Xpjdde0+23357oosuCRX0XupojKEWw3CHBNnnz5HGGK9uQ7u4oX94VFsRQHtm6te659143FpdKTAf048e1avVqrd+3T8vr1NETlSqlWjo/88L1y1ykBxCFk+LO9YARG4xgoHJtYtSHSu8uwzAyuLGDl4DFmAJ13JnRXJHFm9AJ0C+IAmBkChmJQ5ZTr169XG8nsoeYKzKAyEApW7asMxKyZMni3P0sztTKKVy4sPNIUDCQsBZ1X/DaAHV2WChpBMlXvEMYImRW0f6BkKHPa8RzM4YOdQYOLR4+l9QjrrbNq716qXDnzqcsVIR8Xn75Ze3YscMdBwYUhhQG7rZ80vH8UnRmqdAeKfPx464uCqE2lxG1ebPEtbF/v66T3GN/6dJaUaqUM8p4bKtZUxtz53ahue+SuG4YM94qsq5SCs1LOR6uVzw5Z1t751x79jA8uVHAc4phG4zZi4yVOkV48szQMYzQJl0bOyyweBtY3FiYiLOz+LLwcPfPok34hNRnHnxP4TPSZ434YCRg0ODRoskmHh3udgnpEWJ6oVw5VdqyRbOuuUYbjx3TkiNHdPv//Z/Tk9AWgFAV+h6fkUOHchpRYihheBBWwltC4T8MIN5HGIyfOY94ZTCsmlepohZHjqj3nj3Cf/NiyZK6un17acAApx364YcfXJo6RgKaH7x0HDOfjTFGFeFMhw7paP/eynpAmlJfuq65VOMDqejIkXriuedcwUHH7NnO0AkET9Xc2bPdcZHezVywT1pVJLXg48lin4wpudDRHSMH4wYtDIZaWkI4Ev0b84rujfOOriqYwYNWs2ZNZ9QbhhHieOkYsq/I5ImIiPCKFy/uMndWrlx5SlFBUtCzZs3qNW7c2GUWpZRgTz3fu3evK8Q3ZswY7+eff3YZUlWqVHFp4WRMUcAuYVbS7vbtvejoaJeeW7p0aZcm7mPt2rXeFVdc4d10001emTJlXHo42Vl33XWX16dPH698+fJe9erV3flr2rSpK0p47bXXem+//bZLP7/00ktdWvrBgwfd/o4fP+6yuChGWKlSJVfU7r333nPp4bt37/ZOnDjx72C+/96LKV0q3rHeep+8L6+SF5vw3I8efWq21UMPJTo/ZIIllkq+b98+l2IfWOLgdHB9cp0+/PDDLusnLTl8+LBL5/dlKJJJllj6fjBCeYH+/fun9WEYhpHKJHf9zsR/CnHwFqFHQawcbGXhCT2RNTVs2DDnxaBLuU+L8+abb6pkyZJOvLkrQd+nKWXLalStWq7pIV4hXzYWbRsI+dB5HC8MvbEALwmhJooI4sVAgIunhAwv9o+2B88NoSCK51G0ju1pKEkvLUKSZGLdcsst//bGIuPu/fd1fMk8TSuxSiUW7FDtXw6fMsZD+SOU662PpGuvpavovy+MGSN16RJ/43HjpASeP8Tv6I/QCwHHyXHz+Pbbb513kfCYH3prDRsmffKJlD27mx80Qe+9957zcvXp08d5GtMCfp3xwiHEpbdTu3btnGcj2K7r00FhS8Kfb7/9dtCKrg3DSNn6na7DWMbZg1FB2IispvHjxzsDhN5WZEtxYZD1ROYSRgyL/dZVq1Rq6VL/+6957DFd0727+55wF2FEwoRkI2HEEJZCk0PHc7RSfA7aKZp9ssAQwiFNG2OIbbkg+XzCYOiCnnrqKdcva+XqlZq7cq4KFjppNEUrWgd0wH0f/lhP5Rr9pbImUgXZR1S2cIU/PkBq105K2KU9Xz79XbCg8uXPr627d6vCI49It9xyyj44Dp+hg6FAxWiMMcI9hH4IeTkQNPfrRzqg+/HooEF6o0gRp4Mic5BeXQkbqJ4vOA9jx451ZQAo2cB5SCuDKy2ZOXOmaxbLtW2GjmEYflLbxZQRCLYwFsX6qEj8xRdf+KvCDh482IWvCCu98sorXrNmzbzPP//c9Z+ieN+6Bg28Y4UKeV65clT887y40BFzUq9ePdfzicJ3tWrVcv3JGjZs6MJghBgJUe3cudOFcOgrdP/993tdunRxlYYJWfEcIS/CU08++aQ3d+5cV4Dwznfv9CJejvCUxL96v56+l9XBK+t53rp1p50Lxnfo0CFXNDEpKIzInHXo0MEVJCR0dgpTp3pe3rzxPv94WJg39c03XbgvLeDcElJkfunHNXXq1DQ7lvQABSkp0Ej4zjCM0OBAMBQVNFIG9XL69evnMq2+/vpr59LDI4NAGMEsoScynEg3JsOJNGh6YOENKF+nTrx94a1565VXnBeGFGWym7p37+6EupGRkc4DwvsJZeHpwRtCvRYKCFKgjhAK3hx6lREGokaPz+uBp4cMmdWXrtaJW0+cOhAuXUoqDU58nF7evMr04ovKddddFFpKcj44Bo6HbDA6WCcEkTViauaGvkik4BNOSxRq4SSI+GaJjVWLlSvjFSo8Xxw6dEidOnVyITfCkWXKlFEoQ20lBPN4dUKlO7thGMnHjJ0gAJ0GOgXqx5C1RBo4z5FeTI0c9CZU6qVi79133+0MAAwhKg3nz59fdQIMHRZPdDlkEN15550uhDNnzhz3PCGpZUuXKiyuPgtaHIwdPpN0c+rfYCRRE4cFZ/HixfHqGaFtYb+kOmNENcreSNu13b3WUi3d18g5kdr03CblvSyvqvbcrcUvUZHnJPn3SWWK11emL79CJHTGeSHtndAaGUj+ujtx9WUoLEfIAz0L4TaMtdMRW6SIvq9fX9dNm3byCTK3Bg+WevbU+YZzS0NUQm8YPKEO55EQKyFHn4bMMAwjEDN2Mjh4LO677z6XPo1Ilho5FPnjLveKK65wehK6juNtQQBMZWNqj/CeDh06OIGyjxkzZjjxMF4YDAC8Pmh/IjxPBbNl0+Fdu/RU3ry6PypKRyMjXQkAjCb0QJs2bXJ1kHi0bdvW6XwoJuiD6rUs0BhIGDuBncHDFa4JRyY4rxRMHjPZGWSaNEm6+69/B1ulitS06Wm9OT4YN94Pxsxno9/AEMMgnDBhgjMAqRdErRn0S6eD+UTk3b5Dh5O6nerVTwqUT9fKIhXw1R2iCCCaIjN06BgyytXWwpPpF7YbhmEkwIydDAzeGurljBw50rVaYDHEWPnll19cTRi8Mhg0bOcrjvfoo4+6lgl4ZghfYZzgicE4oRYLnhhCXBg5eGIIUeXYu1cTo6JUk51ERrp9ZevWTW27d9f/5s1z76cCc5MmTVz9FmeoxIFwmWJ6GGHxxL4BeAs83fDYDe7YaD/h58Ybkz0XjJ16QdzlU6eH43nrrbdcNhmeEASrhKwQSGMosDhiNPA+5jApqMaM8JjWGq7FwG23Ucpb5xOMWAxRahrR1oFw22l7hoUAnDey3hDb473kPBuGYSSFGTsZGIwYMqkwdPBe4KmgkB8LOQsjXhSydDBa8OSwLeEaQl4YA+gc0K2Qks5dMZ4gDALnzYmIcNof0vlKZM+umkeO+D8X5cobnqc333pLKltWtRo0cEZWoJeIKr1kZOH1IfOqPG0bEuBFe9L/JG/tyTBcSjKZGBNhMkJUGDd4bQhZUSkXrw1hNIwcvEikjxOKI7uKVhiE3KjozOcllbHDvslmIyzCfPq9VOfR0CEsiPHIMZDJxnFbhtFJo51wLLov824ZhpEczNjJwNDzh7t8GmciBsZQwatCvRdCNTxH1WEMAUJZGEOkoSNkJszDQorRc88997gFHYMDTw9gBHH3jCfhBN6cmTPd89QjpkrNOkltChVSrSFDdBvejjgtCV4IWk0gXsYbkpQHgv5m6x9YL90uZXoykwpkOrOhw/4JOTFOOt/TkBTjBkMuoSgVfRIVoxFUYxhhFDEX8Vi8+GRYCv0N7y9SRNs8z9X+wdjzVW0+31CriPOKHgpDkQrWxkm4hvEWUk09UGtmGIZxOszYyaAgGKY+zP8GDdKA7t115e23uywpRMUYLBg6LNgYKxgHfGVxoJUGtXYwePBy4B2iAB0FA7ljBjwJLLCEfoAQV9T8+XrxxAm9FhWlSyX9Kqkw2//yi2JvucUvkGaffB5eoaQMFrZDMFzm7TJaXnq5MrnGEUlDKweOBQ8OXiy8HEl1CmcOKHqIVwQRMoYYHpHEjifmkjr6ooNUaqt0+VxpSq1a+qBiRdeGhKKIaQHngPFRDJCsNQvP/AvXKeJyDHXDMIyUYMZOBoQUb7Q4VcLD9f6aNcoyfLjGHD2qd8aMcZ4aDBW8GSycVE6mPxOGAkXmBg8e7EJcFStW1Lx585yRwwKCQYHmBmMBjwZeE8I/hIQIZb0eFaWiWbJoclSUagWEsybnzKmXWrZ0RfUIGZ0u7ZcO6PQrQpdD1eR6YfWS3BaDjX5bpI3jXcFoweOS1OLvy/TiPXRkR2BNmK5q1arOSxXICZ3QOI3Tc6ukPypJjX+SfmoqVyTx07iCgecbjEBCbXgu0FT5mtsaJ8HAQVyP7sswDCPFnLfKP+mYjFRUcOLEid41LVt6K8PD4xW4m1S4sCsuR2+wF154wRUKpKcTxQDnz5/v3kuPqZIlS7peVhT+oz9Wjhw5XG8xigRSeG/Xrl1u2759+3r58+d3r+fMmdObN2+e502a5P+8nySv1QUXeIMGDjzjvFGkr3v37l63bt28HTt2+J+v69V1xQPDvXD/c/TievTRR72WLVu6Xlq+/lmnY/bs2V7z5s1df61jx455W7du9caNG+cKK3LcFNyLjIz0dno7vRHeCK+MV+aUAoYLyNZ/5x3vfENfrpdeeskVeRwwYEC8+TFO8ssvv7jCj5xbwzCMQKw3VpD1xuLOH68IHbhfyp1bWZ5//tSNpkxR1JVXOvEtBQTx6FBHhqJ+ZPNQlwUdDl4Qvr5y6JBOeJ76hYdrYEyMetJR/LLL9PBvv2n0mjW60PN0r6R769eX6Nr97bdaVKiQnjl0SOWzZtWjZcuqUEREkscc7XkatXu3Ju7fr6eLF1eDwL5Vki4ZvUoLqx5R2FFpYo3y+mDPHuWheGHhwqqfM+cpYtwDOaN1MFuMNh+J0sqDR7XswFFN2XlAsZLK5siizAcPiYT2rPmlC0rl0DWdLldE717qeUdPbX1lq2LyxZxyjE1nSk/8T2qW7TplGv/peRMg03eLYoCRcSn8119/fbxUfeMkeLnweJFizu+oYRhGINYbK4igXgzhJFKf+ePv7d+vA88/r3h/+hs21PIsWfTwtdc6QTKhLJpzEpq69tprXRiLcBAVlUkVJzNr5qRJWsHCGxOjcpKOrF6tfqtXa7ak6pI+kEQO1fJ58/Sj5B7F9+zRa5JKHDsmBfTSSgj7eEbSzdhgksL++bc4IFA3OXKWpJek2L+ktevXa5Qkl7S+d6/bBnfbKklzJC2RNLWKtOkiSTUoj0zJaAqtSGoibc4SleAIjmiUpkvucSqt1EpPHHpIDWtcIk3IGr+BaCpBlhsFG9EfoSNCQJ1YlpohF7KikSeGOaFJy0IzDOO/YLeS6RwyTxAIo1dBhwK/rV7tDAhq/qJGwYx4NjZWywYNcoYRGUgIdDGOSpcu7WrnkBpOhg+eIQoQks30iqRAhQpqG+rPVpR0paSBcdlXSIGvknSXpDOZBJQAfFwSuVWfUfU4gYFDTtfnkjaHSxtpYN5fCi8l9YlzEO2guGGcibJTUtWTtoyuc7V9pJdJjnpD0gOkg0ln0DafwqN6VF3URVVU5eRgUt/GcZoovDh0fqerOzWOrKVB4uzYscMVlySrEGMnKaG7YRhGSjBjJ51C2IoUckTCeAICi/FRLO9n+lFdd53aT5igIidOKKJ0aXW/8UZXGwZBLmJhFldq55BuTk0SMq+oqYPAmYJskf366VDcek92FSGrmDhDh4o5r8cZLY5s2XBNnPaYx5MxI2mYJBww+H0oZ7gVr4ykLZIqxzlmVCnuTZ9IMSekh8i6kkRnqua0epAUmLT+h6SfXpaqNpIq3C2FE7v6KvHjiDghRWcNU626d0mlS+sLfaFO6qRu6qYiOrWoYWpmzFHckfNA1WqqH1t21SmTJIWFOQ8OJQsoXYBAnuvUMAzjXGHGTjpk586dLv0Z3Q1egMAFkvjkshkzNCx7dh379FNloQcWJWMyZ9bdI0a4rCrCVYRL8Aah26FXFsYSlZFp5omniKrGf9OUU9Kbki6UNDLOg6M77zxZe8YHIZ727ckBpwjMKcd7LCpKvcePV97s2fVtu3Y6GhWlFsOHq3TBglq7Y4fyZM+ultWr6/8uuEBZMmdWRHi45l+wUbp0ghQhNd5bSfcPvVMVihZNNFwxafFivfnjj5rUtatK0fuIiFXCqFUg6IjqNJRKn2yO+Yf+0L26V/l0/rwEeNCYa1LlzchJBOo59elDGp0WdOvmWomQYUjWlRmEhmGcc+LJmkOU9JKNFRsb640ZM8ZlFi1evPiU16OioryOHTt6r190kT8j6tm47KiD4eFerogI7/HHH3f7ue+++7xGjRp52bNn95o2beo999xzLruqYMGCXt26db3+/ft7zSRviOTtjdvHkZtv9ry1azmQZB/zH3/84Y538uTJ7meynsikaty4sTdixAhv3759p47Di/Lu8O7wZ0I95z2X5P6HDRvmxnL8+HHvbPFlY53P7CEywebOnXvePjNDsX6959Wp48/se6tJE38WoGEYRmqs3+bZSScgGqaSMcJV7m4pCOiDzKmxY8e6B/VXpqxa5aoYvx6nj4HJZFPFxOh/336rX995R5MOHxYyX4oJIk6eP3++C43Vr1/fVRemCODPmTOrSHS0/3Oy9+0rVUSxkzw+++wz1zeKHlMUOKTa79y5c513hj5XCKMT4229rTEak6xKwvTvyihF5AhbEYLBu0YFa8seSoS//5bq1pUOHPA/1X3hQjransz4MwzDSAWse146AfEx1Y9p4eAzdFg8aXKIwUKG1bPPPqvVq1fr161bdbWkGyRX4G9VXOYUgmUtX66X9uxxacwYTrQcIPRF7ytS1/me0AphFi9TJsVkzap/CFk999zJRSiZWUV0RKd1A1Vt6YHVtWtXp7vAoEKfkpShA8u0LN7PV+iKRLejgjBFDzMCGHkUVkRQO3r0aDN0kqJYMcXcfnv85zC4V3EVG4ZhpA7m2UknkCberFmzeM/hNVm7dq3z+LCAot/ZvHmzSpQpoxpr1uj2qCjRg7xnWJg+jo1VVknfxImNs4SHu4wrPC7lypVzxg3tE+g+TlVhsryKFivmOoWz38GPPZas49ywYYMzZh588EGXMYPwGW8RouhixYqdsYpyQsZrvN/YwYP1008/Oa/Tpk2bXGNRdEfpmb///lt9+/Z19Zmo9hzY8d04FdqU3L1hg94vX14F1q+XKlWSPv9cSqL9h2EYxrnAjJ10DF4dX4iL9gk1a9Z0BgxGBSncsdmzq2ehQro0SxbFbNigdyT1kYS0+K9Dh1zKOYswgk+K12E0sTCnpLt4IB8/8IDGvvaa3sUluGaN8xKpVi3XhuKZZ55xhlRyKKuyKrqlqAoXKqxCewvps98+c6EqDAc8XGSKsc/0Dj3G7r33XpfWj7fMOD1Lly514niE8gUQvQ8dKg0ffl5qHBmGEdqYsZOOQftBQ0rCRoULF3ZeEzwoObZv10dZs2qV5ynb1q2ilvLwzJk10PN0LDZWMdmyqWyJEs4o2rJli6u9w0JDZeXkgpeFujxUXiY8tWLFCtU9etR5jtxFs5WEcjmvUEqNp5YLW2pK7ynOWJrUeJJr6vm///3PebcyCr/88ovzOmGQZqTjTgsIbVIzhzIK6Lz83q9RVIQ0DMNIfczYScdg2PBAULxu3Trn3Xm9b1/dds89CrvgAt0T58mBizNn1onYWN1xxx3at2+fa7qJodO+fXuXZh4eTiOF5ENrCQoTohHC2KJQYaOjR5U5rrqxI1euFBs6aIioH8QCSONO0uIzEtTMYeFGA4UIOXdgir5xClyLpOBjtDNf1hLDMIy0wIyddAweGbw7VOCtVKGCZjZurIhBg/TRzJkqyutxFYah2okT+nnuXFdA8Msvv3QCWVpL0BcrpaALYmEiRMNdOMXe8ufPL33zjXTjjf9ueNttKd43OiQEzXhyMlp1XDwTZMThzbEKyGcGbyJtTkaOHGlhPsMw0hQzdtIxhI9oTvrAbbfp6RUrpLjmn9GzZqlvXFViOBQWpr+zZlWba65R4VKlnHbmueeeO2nokOL74ov/7pTKJhR0O3RIOnhQF/71l7pu2ULqk6IPHNCx3btV4MABzYqI0KoaNdStW7d/C/0hJn2GjleUQq4staFfQ/Lu7hFI+77HW7V+/XpX8DAjcPDgQWfwkX2GCDm52qRQp1OnTq7HVUrCp4ZhGKmBGTvpFPoDwWePPKLmI0dKu3a5FPNOcW0Vakt6MDxcFTt21Ny//9ZNN9+svkeOuPR0Fhh/uf2DB6UhQ5L8HJqJuoaimze7i8EnFa1RurQa3EU3rACowTNggPuWkNrSRYv0559/ugwb34PQF54owlSBd/ht27Z132OAofNBKH0+jAaOadq0aSkO4/lAYzJo0CBnPD7yyCNW3TcFYOSYoWMYRnrAjJ10CELkxYsXu++bP/GEfvc8dZe0Ma7vJSnmiyT9Wbiwjhw8qEZNmrh6N7SZSChERmh8Nic5Zwxdsv4FjwzFCRHmLl++3GkvKHBIa4oyZcq4MAUhr4IFCzo9S1LGBcYReiCycs4H6ILoLn622hrq53z99deqmIJii8ZJLNRnGEZ6wYyddAZ6llGjRrnQCVB9ZFdcR3K8LpQb3IzRExam8uXL68orr3R6GhaWefPmuawtvCoYJuhLDq1Zo5MJ7Cnj6O7dGvLEE67eDWnrCJEvv/xyV1dnyJAhKfaUEI7DO4LQmpBQYIXo1ARBNFWYzwb0Uu+8845LhTcMwzAyLmbspCMoIEgYCk8E7RZgE0ZFdLTySNpB+AgD6OKLnQGCkfPmm2+66sqXXnqp/u///s8ZJ4Ru8LJceOGFKl64sH4tVcrVsMEIKpAli8pHRSkia1btyZVLR2JitP/oUWXNk0exmTMrV44cyp0jh/vaZ9kyV7MnAi/Ppk2uOrOri0JNmc8+S3IcfM62bducB4iUdb7u2rXLhYFop3C+QBvEPJxNY8kxY8a44oaEBCluaBiGYWRczNhJR5lXtFigmN5jjz3mwk9wODra9fTYmCmTMkdEqHnjxq5+Dp20KRiIsUOhwe+++87Ve6G6MWm+EVOnyps0SR+uWKF2O3eqZd68er9oUWVeufLkB0ZHq9jhw/8eQOD3Z+Bgrlxa8OOPzvsU+CCLizAVEErDKKtXr54TORPeOt/gRUpJcULq/sycOdOFvijgSPjqbLU+hmEYRvohE91AFeKwyJGqTagFA+J8M2vWLDVv3tx5RAJPB99ny5ZNhU6cUOt8+XRVWJhejo1Vltq1nWFE2IpmmR07dtSNN97oWkP4srgea9pUn/78s4pIek3SZefweHcWLapPHnvM6WBy5crlvvIoXbq0e/izt9IQjC90RNT0ueKKxHtv+WAOO3To4ATTV111lTPQMlr9n/RovJONRbq+YRhGWq/fZuykobFD0T/6SiEsBp+wl/BLhRMndJT08vBwlQ8QC09p2VLDoqPVokULl9n09NNPK/bgQeU5eFAHjhzR4v37XYgr4vBhfXPihOqnxoFfeKG0Ebl0+gSvGNlsTZo0UevWrZPcjkar27dv188//+yE3WiKjP8OVbfRdZHFxjkwDMNI6/XbwlhpBOEn0q/pe4XQGI0Liy9p20AQ62kpnqEDtaZO1TdZsujwrFk6MHCg3omOVt7YWPfaslq19MpVV7m08OGXXKIivXqd/iAyZdI/9es7PU15uovjkcmZ82SvosQeZDTxlQKD6QgucoXU9HwAABlsSURBVLKmEGWTxYZHjE7xSRk6vE4vLsTgdFWn3g+NTY3/BtW2hw8f7jyMZBRadWnDMNIL5tlJA88OCwJ9pxAN83l4cnD7k87t0+rkJFwU9zUQqiYPl5RYL/BF+fPrrw8/dCEt/f47nUT/NVJ8j7x5pXr1pGLF3Hv8Xc8HD1ZGAENl48aN/jR4vGOcO3RKZItRX+h0mV54cfDgEKrq3bu3LcjnALRaXD8Y68xpjRo1zsVuDcMwzoh5dtIppDLTIRyj5qYCBfTzjh06EFc/JzauJk6FXLkUduiQ1kqqE/e+I9S6icvISkoRU7tIEdXxtXMgYyoIOnEzT1QuxrBBo4RRWK5cOTVs2FCPP/54sjRCaJjICCO0wvbUJCJF3/jv54Y5RSBPU9Tq1avblBqGkS6xMNZ5BG8OWhIWCcSwM3bscMYLfojyklgqyB3659AhfR/38z9oICSNw6shqZWk/0ti/5loAREEIBimNg49vrZu3ep0TY0aNdI999yTYk/MTz/95Hp8IVYeMWKEM3aMs+eQDukBPaDqe6vrxzt+dCJktDmGYRjpGTN2zhMs2twFRx875vQ4GDx4awiaXSqpPeLjuOKBgFKHzlMkbOOr+WDo0H8XenpKLV168is1YHhQNZmQVQYFnRFtHTBwEGyTFYXnhlpBZwNhLmr6VK1aVXPmzHH1doz/xhItUSd10lqtVVjOME1+fbKuLnu1TathGOmeoDF2qMo7bNgw7dixQ9WqVXOdlvEGpBeonVNg1y7RDeqvuOcyxRkzVHIZJWmvW1CkUnGVk7+W3PbOmKHpJo04fZxFN/P0AqEoig0uW7bMZUGh+SALrVmzZk77cbYNQjGY0B99/PHHrr4OIcOiRekPb/wXPHl6Va/qEe8RRWWKcs9lz5pdUWVPfm8YhpHeCQqB8qeffqrOnTs7gwctB+0WKAy3atWqZIUtUlugPPqOO3Rg7Fj1p3Zf3HNhcV6cPJkyqUpEhJplyaLWEREqGhOj3f/844wgv6qkbNmTmVLnCqohxxGTI4d25s6t4jNnKjXg8qLDOXqbRYsWuewzsnXoNcWjcuXKrhji2dbmQdw9f/58p+nZsGGDWrZsqeuvv96l8Rv/kVtu0Z4TO9Rt1Al9c0Wk/+k6qqPxGq8KLuhqGIaRdoRUnR00HXXq1HHp3D6qVKmiNm3aJKt2SmoZO1QTnjVggG4fO9aFpH6I0920kHQnTT4l5Ttnn2YY55aj2aSLl0sbEJTF0Vu99T/9T1ldO1rDMIy0JWSysegLtXDhQhcmCoQ7fHQbSYU7eAROVmqw4ssvdcfYse57emY/LqlBqnySYZx71lWIb+h8t2CQrr00saIHhmEY6ZuUd0hMZ+zZs8elFifUZvAzdWwSA28PlqDvcbYakTNx7cMPa2Gdk8njL5qhY2Qwch6Wmk87+Xj6Kenagp3T+pAMwzBC09jxkVDzQXQuKR0IWT64vHwPMqVSi7ozSBw3jIzHRRulaS2labcW0lN5hknlyqX1IRmGYZwVGT6MRUoxmTwJvTi0QEgqEydr1qzucV7Ilw8FtUT/qx49JOuibWRE0kFzV8MwjJA1dijOR4dqarS0bdvW/zw/n64J5HmlY8e0PgLDMAzDCFkyvLED9OMh9ZwqufRIevvtt10mFJVzDcMwDMMIbYLC2Ln55pu1d+9eV5COooL06KGrdZkyZdL60AzDMAzDSGOCos5ORut6bhiGYRjG+Vu/gyYbyzAMwzAMIzHM2DEMwzAMI6gxY8cwDMMwjKDGjB3DMAzDMIIaM3YMwzAMwwhqzNgxDMMwDCOoMWPHMAzDMIygxowdwzAMwzCCGjN2DMMwDMMIaoKiXcR/xVdEmkqMhmEYhmFkDHzr9pmaQZixI+ngwYNuMkqVKnU+zo1hGIZhGOd4HadtRFJYbyxJsbGx2r59u3Lnzq1MmTKdU4sTA2rr1q0h23Mr1Ocg1McPoT4HoT5+CPU5sPH/k2rnH48Ohk7x4sUVFpa0Msc8OwiXwsJUsmRJpRac3FD8BQ8k1Ocg1McPoT4HoT5+CPU5sPHnSZXzfzqPjg8TKBuGYRiGEdSYsWMYhmEYRlBjxk4qkjVrVg0cONB9DVVCfQ5CffwQ6nMQ6uOHUJ8DG3/WND//JlA2DMMwDCOoMc+OYRiGYRhBjRk7hmEYhmEENWbsGIZhGIYR1JixYxiGYRhGUGPGTiryxhtv6MILL1S2bNlUt25dzZkzR8HIoEGDXOXpwEexYsXiVbhkGypcZs+eXU2bNtXKlSuVkZk9e7ZuuOEGNybG+/XXX8d7PTljPn78uB544AEVKlRIOXPm1I033qi//vpLwTD+rl27nnJNXHbZZUEz/ueee06XXnqpq7pepEgRtWnTRmvXrg2ZayA54w/2a+DNN99UjRo1/IUCGzRooO+//z4kzn9yxp/ezr8ZO6nEp59+ql69eumJJ57Q4sWL1ahRI7Vq1Up//vmngpFq1appx44d/sfy5cv9r73wwgsaMWKEXnvtNS1YsMAZQi1atPD3JMuIHD58WDVr1nRjSozkjJnrY8KECRo/frx+/vlnHTp0SNdff71iYmKU0ccP11xzTbxrYvLkyfFez8jj/+mnn3T//ffrt99+07Rp0xQdHa2WLVu6eQmFayA54w/2a4Cq+0OHDtXvv//uHldddZVat27tN2iC+fwnZ/zp7vx7RqpQr14979577433XOXKlb3HHnss6GZ84MCBXs2aNRN9LTY21itWrJg3dOhQ/3PHjh3z8ubN67311lteMMCv0YQJE1I05v3793sRERHe+PHj/dts27bNCwsL86ZMmeJl5PFDly5dvNatWyf5nmAaP+zatcvNw08//RSS10DC8YfiNQD58+f33n333ZA7/wnHnx7Pv3l2UoGoqCgtXLjQ3ekEws+//vqrgpF169Y5dy1hu06dOmnjxo3u+U2bNunvv/+ONxcUlmrSpEnQzkVyxsz1ceLEiXjbMH/Vq1cPmnmZNWuWC3FUrFhRd999t3bt2uV/LdjGf+DAAfe1QIECIXkNJBx/qF0DeCLwTuDZIpwTauc/JsH40+P5t0agqcCePXvcyS9atGi85/mZX4Bgo379+hozZoy7oHfu3KkhQ4bo8ssvd+5M33gTm4stW7YoGEnOmNkmS5Ysyp8/f1BeI4Rsb7rpJpUpU8b94X/yySedm5s/cPzRD6bx49zq3bu3rrjiCveHOtSugcTGHyrXAOF6Fvdjx44pV65cLiRTtWpV/2Id7Od/eRLjT4/n34ydVARBVsI/CgmfCwa4qH1cfPHF7uK/6KKLNHr0aL8gLVTmIpCzGXOwzMvNN9/s/54F8JJLLnF/9L777ju1a9cuqMbfs2dPLVu2zGkOQvEaSGr8oXANVKpUSUuWLNH+/fv15ZdfqkuXLk7PFCrnv1IS48fgSW/n38JYqQDK8vDw8FOsU1x4CS39YARVPUYPoS1fVlYozUVyxsw2hDsjIyOT3CaYuOCCC9wfOq6JYBo/mSSTJk3SzJkznWAz1K6BpMYfKtcAnony5cu7hZwMNUT7L7/8csic/yxJjD89nn8zdlLpAiDVnCyFQPiZ8E6wQzrh6tWr3cWNhoeLOnAuuMCx/oN1LpIzZq6PiIiIeNuQrbBixYqgnJe9e/dq69at7poIhvFz94lH46uvvtKPP/7oznkoXQNnGn8oXANJzQt//4L9/J9p/Ony/J9zybPhQGGO0vy9997zVq1a5fXq1cvLmTOnt3nz5qCboT59+nizZs3yNm7c6P3222/e9ddf7+XOnds/VjISyEL46quvvOXLl3u33HKLd8EFF3j//POPl1E5ePCgt3jxYvfg12jEiBHu+y1btiR7zGTrlSxZ0ps+fbq3aNEi76qrrnJZbdHR0V5GHj+vcU38+uuv3qZNm7yZM2d6DRo08EqUKBE04+/Ro4c7v1z3O3bs8D+OHDni3yaYr4EzjT8UroHHH3/cmz17thvfsmXLvP79+7tMoqlTpwb9+T/T+NPj+TdjJxV5/fXXvTJlynhZsmTx6tSpEy8tM5i4+eab3S8xxl3x4sW9du3aeStXrvS/Thom6emkYmbNmtVr3Lix++XPyPDLyyKf8EG6ZXLHfPToUa9nz55egQIFvOzZszsj8c8///Qy+vhZ8Fq2bOkVLlzYXROlS5d2zyccW0Yef2Jj5/HBBx/4twnma+BM4w+Fa6Bbt27+v++Ms1mzZn5DJ9jP/5nGnx7Pfyb+O/f+IsMwDMMwjPSBaXYMwzAMwwhqzNgxDMMwDCOoMWPHMAzDMIygxowdwzAMwzCCGjN2DMMwDMMIaszYMQzDMAwjqDFjxzAMwzCMoMaMHcMwDMMwghozdgwjDjrtfv311zYfGZQPP/xQ+fLlSzf7OR/MmjXLXbd0nU4JgwYNcs0WU3LNB267efNm9zMdr0/H2rVrXY+ogwcP6nzz7bffqnbt2oqNjT3vn22kP8zYMUICug/ToblcuXLKmjWrSpUqpRtuuEEzZsyI14SuVatWKfpjnlwWL16sm2++2TXB4/Pp/nv99dfrm2++cc3zMgp0t7722mtVsGBB5ciRQ1WrVlWfPn20bds2ZUTKli2rkSNHxnuO8/THH3+cFyPF92A+r7rqKv3yyy8p2g8NE7lu8+bNm+z30KT36aef1qhRo+Jd86nBE088ofvvv1+5c+fW+YbfL+b2448/Pu+fbaQ/zNgxgh4MFzrs0p35hRde0PLlyzVlyhRdeeWV7g+xD+5AMUTONRMnTtRll12mQ4cOafTo0Vq1apU+//xztWnTRgMGDNCBAweUEWBxbN68uZunL7/80o3jrbfecsc/fPhwBQvZs2dXkSJFzstn4fnA4MD4KVy4sK677jrt2rUr2e/PkiWLOx8s6sllw4YN7mvr1q1T7ZqHv/76S5MmTdKdd96ptILPfvXVV9Ps8410RKp03DKMdESrVq1ct91Dhw6d8lpkZKT/e34dJkyY4P8+8NGkSRPXyDVz5syuu3MgvXv39ho1apToZ/OZBQsW9Nq2bZvk8dEwEOj0S3O9smXLetmyZfMqVqzojRw5Mt62HMdDDz0U77nWrVv7G5DC9u3bvWuvvdbtg32NGzfONex76aWX/Nvs37/fu/vuu12jPjrUX3nlld6SJUuSPMatW7e6hn+9evVK9HXfPNL4kK7FgfC5fL4PjpVjfvbZZ70iRYq4ztCDBg3yTpw44fXt29fLnz+/O1/vvffeKY1HA8+Xr+M6XZWBJpTsy8f69eu9G2+80X1Gzpw5vUsuucSbNm1avLlMeJ4T7mfNmjXu+dWrV8cb0/Dhw92YfOeOxrdcZ3wOn3f77bd7u3fvTnI+ExsPnaN5btKkSf7nxo4d69WtW9fLlSuXV7RoUdc5e+fOnUnux3fsU6ZM8SpXruyO5+qrr3bXhO/8JDbm+fPne82bN3fXap48eVzTyoULF8Y75sDfD+acnzkHScEcMeeB+I7vm2++cdc3zR/bt2/vfk8+/PBDN6f58uVzzSEDO1/z/DPPPON17tzZjYnGkl9//bW3a9cud455rnr16t6CBQvifd7mzZvdcW7YsCHJ4zRCA/PsGEHNvn37nBcHD07OnDlPeT0pbcb8+fPd1+nTp7s776+++kqNGzd2YbCxY8f6t4uOjtZHH32U5N3r1KlTtXfvXvXr1y/JY/TdlaMtKFmypD777DPnNXnqqafUv39/93NKuOOOO7R9+3bnLcAD8/bbb8fzFrBu4UEgtDd58mQtXLhQderUUbNmzdx8JQaeqKioqCTHkVKNC142jnH27NkaMWKE05AQdsifP7/mzZune++91z22bt2qswVPGiE3ziFhxKuvvtqFLv/880/3OueU+R48eLA7xzwSUqlSJecVHDduXLznCY3ceuut7tzxviZNmqhWrVr6/fff3fW2c+dOdezYMdnHeuTIEX3wwQfu+4iICP/zzPkzzzyjpUuXOr3Mpk2b1LVr1zPu68UXX3TXKfPLePv27ete46vvcwLHjKamS5cumjNnjn777TdVqFDBzd1/0drw2Zdcckmix/fKK69o/Pjxbq64Ttu1a+euRR4cN9fsF198Ee99L730kho2bOjOJddv586d3bV+++23a9GiRSpfvrz7OTAsTLgYLx3jMkKctLa2DCM1mTdvnruz++qrr864bXLuXJ9//nmvSpUq/p+5u+SuOzGvEQwdOtTtZ9++ff7nuIvmTtT34C43Ke677z5355tczw4eCD4v8A533bp17jmfZ2fGjBnu7v3YsWPx9nPRRRd5o0aNSvQ4evTo4d5zJpLr2eHnmJgY/3OVKlWK5x3jrp65+eSTT87as5MYVatW9V599VX/zwk9XontZ8SIEV65cuX8P69du9Z9Lt4cePLJJ72WLVue4gljG7ZNDN94fNdApkyZ3M94caKiopI8fq4dtjt48GCi88Kx8zNeLR+vv/668wr54Bo/059+5h+PX+C1mVLPDtfB4MGD4z2X2PF1797dy5Ejh39MgDeK5wPPE94yH3hX2Q9z72Pu3LnuuYSe19q1azvPoRHamGfHCGp8d3kp0TScDu6q169f7+5+4f3333d38Il5jZKiRo0aTvjM4/Dhw8475AMNDHfD6Ddy5cqld955x++JSK4GJHPmzM5T44M7XjwmPvDk4PVAFMtn+B54DXx6jsTm8VzNIVSrVk1hYf/++SEz6OKLL/b/HB4e7o4vJfqVhDC3eKIQUeN5Yoxr1qxJ0XxCp06dtGXLFv85x8uDF4f9+uYT4XbgXFauXNm9ltR8+sDjgFfik08+cV4IMsECPTt4MdDW8Boi36ZNm7rnTzcGhOMXXXSR/2dE8WeaR17Hk1axYkUndubBNZLSuQrk6NGjypYt2xmPj3OPUJx5C3wu4THzexP4OgReM77nEr4PDRbeJCO0yZzWB2AYqQnueBZpMlAQBP9XcIkTCiEUQEgLtztu+NN9vs8IQaQMCEIxQBJCuOrhhx92Yt8GDRq4xW3YsGEurOMDAyFh9taJEyf83yeV2RX4POEyFsDEjjupcBSLIEJkwh68NynOdHw+Ahd04Bwl9pwvbdhnGAXuO7H9BvLII4/ohx9+cCEd5ptFr0OHDi40lBIYL2J2QlecQwyT7t27+1/nGLkmnn/++UTfezouvPBCN+fM77Fjx9S2bVutWLHCXSMYay1btnQPQqUYwBgfhONON4bE5vFMGX8Y8bt373aZaRhWfD7XYErnKpBChQopMjLyP5/7xN7nM7wTey7h+wjNMndGaGOeHSOoKVCggFscXn/9dbd4JCSp+iRkuUBMTMwpr/3f//2f0xuQncQdKjqCpGCh4hgSWwgTu8snlfi+++5z9UFYoBN6BvijHagt4fhYHH3gUcBThEfAB56owHHi9UGvgweIzwh8sEAlBkYCc0I2W2L49s/xse/AxfVcpO/7FqvAsZ9pv8wnizgGBB4AMo/IzAuEMSV2jhNy22236dNPP9XcuXPdOcHbEzifK1eudN6JhPOZEo8fGhQW6jfeeMP9jBdqz549Gjp0qBo1auTO7X/xdJ1prh588EGn08HrhrHDZ/8XuIbRnqUlGJCcL47FCG3M2DGCHhYPFrR69eo5we66deucpweRJHevSXlw8AT4xKaB6eEYT7j5hwwZcsa0Wlzz7777rr777jsnqsTTsHHjRi1btsxvOBCyARZHBK5sQ52XJ598UgsWLIi3P2qxsC8eLIYYRoGGDAsi6eH33HOPE1lj9PA9Y/Hd+fI648bTxWdhAPz6668uDZ7PTwzqEiEQffnll3XXXXfpp59+cqEd6sLg5UBEC4RZ8BAwNhYZjMzvv/9e/xXmhmNAyMzcMP4zpbvzHkTIGEUIfBEUJ7zrx0BBSEudoNMt7gho//nnH/Xo0cN5eUqUKOF/DfE73oNbbrnFzTnnF2F6t27dkmVI+cB71atXL2fcEHYpXbq0M8ZInWafpHH75vlcw1whDOb3Ak8ixh3XzH+B3xOMw5TMwbmG0KPPS2WENmbsGEEPoQJ0ESxSFMCrXr26WrRo4QoKvvnmm4m+B68HxhDem+LFizvdROCihMeAP+Jkf5wJPAsYE2gV2J4MH4wWMpLwEJGFBGgmWFQpale/fn2XxYUxEwgLKFkz7IcMIMbGuAIZM2aM0y+QPcZn33333S4k5tNPYPQQfuN19kcIBU8FRo9P95AYHAuLOIYB+8WwwsuVJ08ef7ZPlSpVnHGJkVOzZk23+Pte+y8QriB8hIHHfvGUYWyeDowztEp4ywgzsfgGapmATCzGjYfudKEOxsg+MJowBALh+sDo43rgM7i+HnroIWcQB+qSkgPng/Dca6+95o4HDQ+ZcOiDMIIIyaUGaM8IOeEBwcOEl+e/1hrCS8R5IxsureCa4Xzxu2eENplQKaf1QRhGRgMDAo8Pd9vpHYq74RVh0SG93DDOFxi+FNXEg3i+wcOIQY63kpsCI7QxgbJhpADCWYSWyMjhj3h6BI8RmTToVNC4kJFEuAZPjmGcTwih4jGiXs/5bhlBdiHGlhk6BphnxzBSAJoUQjPoVAiTpEe4iyZch86DBYYwji/LxjAMIxQxY8cwDMMwjKDGBMqGYRiGYQQ1ZuwYhmEYhhHUmLFjGIZhGEZQY8aOYRiGYRhBjRk7hmEYhmEENWbsGIZhGIYR1JixYxiGYRhGUGPGjmEYhmEYCmb+H1IRoLq/Wq+UAAAAAElFTkSuQmCC",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "for i in range(len(ds_pws_flagged.id)):\n",
+ " city_gauge_id = ds_pws_flagged.isel(id=i).closest_city_gauge_id.values\n",
+ "\n",
+ " plt.plot(\n",
+ " ds_gauges_city.sel(id=city_gauge_id).rainfall_amount.resample(time=\"1h\").sum().cumsum(), \n",
+ " ds_pws_flagged.isel(id=i).rainfall.resample(time=\"1h\").sum().cumsum(),\n",
+ " color='k',\n",
+ " linewidth=0.5,\n",
+ " )\n",
+ " fz_mask = ds_pws_flagged.fz_flag.isel(id=i).resample(time=\"1h\").max()\n",
+ " plt.plot(\n",
+ " ds_gauges_city.sel(id=city_gauge_id).rainfall_amount.resample(time=\"1h\").sum().cumsum().where(fz_mask == 1), \n",
+ " ds_pws_flagged.isel(id=i).rainfall.resample(time=\"1h\").sum().cumsum().where(fz_mask == 1),\n",
+ " color='r',\n",
+ " linewidth=3,\n",
+ " label=\"FZ flag\",\n",
+ " )\n",
+ "\n",
+ " hi_mask = ds_pws_flagged.hi_flag.isel(id=i).resample(time=\"1h\").max()\n",
+ " plt.plot(\n",
+ " ds_gauges_city.sel(id=city_gauge_id).rainfall_amount.resample(time=\"1h\").sum().cumsum().where(hi_mask == 1), \n",
+ " ds_pws_flagged.isel(id=i).rainfall.resample(time=\"1h\").sum().cumsum().where(hi_mask == 1),\n",
+ " color='yellow',\n",
+ " linewidth=2.5,\n",
+ " label=\"HI flag\",\n",
+ " )\n",
+ "\n",
+ " so_mask = ds_pws_flagged.so_flag.isel(id=i).resample(time=\"1h\").max()\n",
+ " plt.plot(\n",
+ " ds_gauges_city.sel(id=city_gauge_id).rainfall_amount.resample(time=\"1h\").sum().cumsum().where(so_mask == 1), \n",
+ " ds_pws_flagged.isel(id=i).rainfall.resample(time=\"1h\").sum().cumsum().where(so_mask == 1),\n",
+ " color='lime', # use bright green to distinguish from FZ and HI flags\n",
+ " linewidth=2,\n",
+ " label=\"SO flag\",\n",
+ " )\n",
+ " # only plot legend for the first station\n",
+ " if i == 0:\n",
+ " plt.legend()\n",
+ " plt.xlabel(\"City Gauge Cumulative Rainfall (mm)\")\n",
+ " plt.ylabel(\"PWS Cumulative Rainfall (mm)\")\n",
+ " plt.plot([0, 350], [0, 350], color='gray', linestyle='--', zorder=-1)\n"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "1cce4d12",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "dc951fd3",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "0d3bc08e",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "b8673570",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "ee4e7560",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 52,
+ "id": "1fc74340",
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "[]"
+ ]
+ },
+ "execution_count": 52,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {},
+ "output_type": "display_data"
+ }
+ ],
+ "source": [
+ "#ds_pws.isel(id=0).plot.scatter(x='rainfall', y='reference_smhi')\n",
+ "ds_pws.isel(id=10).rainfall.cumsum().plot()\n",
+ "ds_pws.isel(id=10).reference_smhi.cumsum().plot()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "c433205a",
+ "metadata": {},
+ "outputs": [
+ {
+ "ename": "ValueError",
+ "evalue": "Invalid frequency: 01H. Failed to parse with error message: ValueError(\"Invalid frequency: H. Failed to parse with error message: KeyError('H'). Did you mean h?\")",
+ "output_type": "error",
+ "traceback": [
+ "\u001b[31m---------------------------------------------------------------------------\u001b[39m",
+ "\u001b[31mKeyError\u001b[39m Traceback (most recent call last)",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6213\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets._get_offset\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[31mKeyError\u001b[39m: 'H'",
+ "\nDuring handling of the above exception, another exception occurred:\n",
+ "\u001b[31mValueError\u001b[39m Traceback (most recent call last)",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6344\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets.to_offset\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6219\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets._get_offset\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6137\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets.raise_invalid_freq\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[31mValueError\u001b[39m: Invalid frequency: H. Failed to parse with error message: KeyError('H'). Did you mean h?",
+ "\nDuring handling of the above exception, another exception occurred:\n",
+ "\u001b[31mValueError\u001b[39m Traceback (most recent call last)",
+ "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[34]\u001b[39m\u001b[32m, line 12\u001b[39m\n\u001b[32m 10\u001b[39m ds_gauge_smhi_resampled = ds_gauge_smhi.resample(time=\u001b[33m\"\u001b[39m\u001b[33m1H\u001b[39m\u001b[33m\"\u001b[39m).sum()\n\u001b[32m 11\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m---> \u001b[39m\u001b[32m12\u001b[39m ds_gauge_smhi_resampled = \u001b[43mds_gauge_smhi\u001b[49m\u001b[43m.\u001b[49m\u001b[43mresample\u001b[49m\u001b[43m(\u001b[49m\u001b[43mtime\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mstr\u001b[39;49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mint\u001b[39;49m\u001b[43m(\u001b[49m\u001b[43mtime_diff\u001b[49m\u001b[43m)\u001b[49m\u001b[43m)\u001b[49m\u001b[43m \u001b[49m\u001b[43m+\u001b[49m\u001b[43m \u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43m1H\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m)\u001b[49m.sum()\n\u001b[32m 14\u001b[39m \u001b[38;5;66;03m# Use SMHI as reference for all PWS (assuming it's the closest or main gauge)\u001b[39;00m\n\u001b[32m 15\u001b[39m reference_smhi = ds_gauge_smhi_resampled.rainfall.sel(\u001b[38;5;28mid\u001b[39m=\u001b[33m\"\u001b[39m\u001b[33mSMHI\u001b[39m\u001b[33m\"\u001b[39m).reindex(time=ds_pws_flagged.time, method=\u001b[33m'\u001b[39m\u001b[33mnearest\u001b[39m\u001b[33m'\u001b[39m)\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/xarray/util/deprecation_helpers.py:119\u001b[39m, in \u001b[36m_deprecate_positional_args.._decorator..inner\u001b[39m\u001b[34m(*args, **kwargs)\u001b[39m\n\u001b[32m 115\u001b[39m kwargs.update(zip_args)\n\u001b[32m 117\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m func(*args[:-n_extra_args], **kwargs)\n\u001b[32m--> \u001b[39m\u001b[32m119\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mfunc\u001b[49m\u001b[43m(\u001b[49m\u001b[43m*\u001b[49m\u001b[43margs\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mkwargs\u001b[49m\u001b[43m)\u001b[49m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/xarray/core/dataset.py:10519\u001b[39m, in \u001b[36mDataset.resample\u001b[39m\u001b[34m(self, indexer, skipna, closed, label, offset, origin, restore_coord_dims, **indexer_kwargs)\u001b[39m\n\u001b[32m 10463\u001b[39m \u001b[38;5;250m\u001b[39m\u001b[33;03m\"\"\"Returns a Resample object for performing resampling operations.\u001b[39;00m\n\u001b[32m 10464\u001b[39m \n\u001b[32m 10465\u001b[39m \u001b[33;03mHandles both downsampling and upsampling. The resampled\u001b[39;00m\n\u001b[32m (...)\u001b[39m\u001b[32m 10515\u001b[39m \u001b[33;03m.. [1] https://pandas.pydata.org/pandas-docs/stable/user_guide/timeseries.html#offset-aliases\u001b[39;00m\n\u001b[32m 10516\u001b[39m \u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 10517\u001b[39m \u001b[38;5;28;01mfrom\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34;01mxarray\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mcore\u001b[39;00m\u001b[34;01m.\u001b[39;00m\u001b[34;01mresample\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[38;5;28;01mimport\u001b[39;00m DatasetResample\n\u001b[32m> \u001b[39m\u001b[32m10519\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_resample\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 10520\u001b[39m \u001b[43m \u001b[49m\u001b[43mresample_cls\u001b[49m\u001b[43m=\u001b[49m\u001b[43mDatasetResample\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10521\u001b[39m \u001b[43m \u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m=\u001b[49m\u001b[43mindexer\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10522\u001b[39m \u001b[43m \u001b[49m\u001b[43mskipna\u001b[49m\u001b[43m=\u001b[49m\u001b[43mskipna\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10523\u001b[39m \u001b[43m \u001b[49m\u001b[43mclosed\u001b[49m\u001b[43m=\u001b[49m\u001b[43mclosed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10524\u001b[39m \u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m=\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10525\u001b[39m \u001b[43m \u001b[49m\u001b[43moffset\u001b[49m\u001b[43m=\u001b[49m\u001b[43moffset\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10526\u001b[39m \u001b[43m \u001b[49m\u001b[43morigin\u001b[49m\u001b[43m=\u001b[49m\u001b[43morigin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10527\u001b[39m \u001b[43m \u001b[49m\u001b[43mrestore_coord_dims\u001b[49m\u001b[43m=\u001b[49m\u001b[43mrestore_coord_dims\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10528\u001b[39m \u001b[43m \u001b[49m\u001b[43m*\u001b[49m\u001b[43m*\u001b[49m\u001b[43mindexer_kwargs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 10529\u001b[39m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/xarray/core/common.py:1121\u001b[39m, in \u001b[36mDataWithCoords._resample\u001b[39m\u001b[34m(self, resample_cls, indexer, skipna, closed, label, offset, origin, restore_coord_dims, **indexer_kwargs)\u001b[39m\n\u001b[32m 1114\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m 1115\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 1116\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mfreq must be an object of type \u001b[39m\u001b[33m'\u001b[39m\u001b[33mstr\u001b[39m\u001b[33m'\u001b[39m\u001b[33m, \u001b[39m\u001b[33m'\u001b[39m\u001b[33mdatetime.timedelta\u001b[39m\u001b[33m'\u001b[39m\u001b[33m, \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1117\u001b[39m \u001b[33m\"\u001b[39m\u001b[33m'\u001b[39m\u001b[33mpandas.Timedelta\u001b[39m\u001b[33m'\u001b[39m\u001b[33m, \u001b[39m\u001b[33m'\u001b[39m\u001b[33mpandas.DateOffset\u001b[39m\u001b[33m'\u001b[39m\u001b[33m, or \u001b[39m\u001b[33m'\u001b[39m\u001b[33mTimeResampler\u001b[39m\u001b[33m'\u001b[39m\u001b[33m. \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1118\u001b[39m \u001b[33mf\u001b[39m\u001b[33m\"\u001b[39m\u001b[33mReceived \u001b[39m\u001b[38;5;132;01m{\u001b[39;00m\u001b[38;5;28mtype\u001b[39m(freq)\u001b[38;5;132;01m}\u001b[39;00m\u001b[33m instead.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 1119\u001b[39m )\n\u001b[32m-> \u001b[39m\u001b[32m1121\u001b[39m rgrouper = \u001b[43mResolvedGrouper\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgrouper\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mgroup\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m)\u001b[49m\n\u001b[32m 1123\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m resample_cls(\n\u001b[32m 1124\u001b[39m \u001b[38;5;28mself\u001b[39m,\n\u001b[32m 1125\u001b[39m (rgrouper,),\n\u001b[32m (...)\u001b[39m\u001b[32m 1128\u001b[39m restore_coord_dims=restore_coord_dims,\n\u001b[32m 1129\u001b[39m )\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m:7\u001b[39m, in \u001b[36m__init__\u001b[39m\u001b[34m(self, grouper, group, obj, eagerly_compute_group)\u001b[39m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/xarray/core/groupby.py:367\u001b[39m, in \u001b[36mResolvedGrouper.__post_init__\u001b[39m\u001b[34m(self)\u001b[39m\n\u001b[32m 359\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m.grouper, BinGrouper) \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\n\u001b[32m 360\u001b[39m \u001b[38;5;28mself\u001b[39m.grouper.bins, \u001b[38;5;28mint\u001b[39m\n\u001b[32m 361\u001b[39m ):\n\u001b[32m 362\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 363\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mPlease pass explicit bin edges to BinGrouper using the ``bins`` kwarg\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 364\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mwhen grouping by a chunked array.\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 365\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m367\u001b[39m \u001b[38;5;28mself\u001b[39m.encoded = \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mgrouper\u001b[49m\u001b[43m.\u001b[49m\u001b[43mfactorize\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mgroup\u001b[49m\u001b[43m)\u001b[49m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/xarray/groupers.py:579\u001b[39m, in \u001b[36mTimeResampler.factorize\u001b[39m\u001b[34m(self, group)\u001b[39m\n\u001b[32m 578\u001b[39m \u001b[38;5;28;01mdef\u001b[39;00m\u001b[38;5;250m \u001b[39m\u001b[34mfactorize\u001b[39m(\u001b[38;5;28mself\u001b[39m, group: T_Group) -> EncodedGroups:\n\u001b[32m--> \u001b[39m\u001b[32m579\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43m_init_properties\u001b[49m\u001b[43m(\u001b[49m\u001b[43mgroup\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 580\u001b[39m full_index, first_items, codes_ = \u001b[38;5;28mself\u001b[39m._get_index_and_items()\n\u001b[32m 581\u001b[39m sbins = first_items.values.astype(np.int64)\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/xarray/groupers.py:543\u001b[39m, in \u001b[36mTimeResampler._init_properties\u001b[39m\u001b[34m(self, group)\u001b[39m\n\u001b[32m 537\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(\u001b[38;5;28mself\u001b[39m.freq, BaseCFTimeOffset):\n\u001b[32m 538\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 539\u001b[39m \u001b[33m\"\u001b[39m\u001b[33m'\u001b[39m\u001b[33mBaseCFTimeOffset\u001b[39m\u001b[33m'\u001b[39m\u001b[33m resample frequencies are only supported \u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 540\u001b[39m \u001b[33m\"\u001b[39m\u001b[33mwhen resampling a \u001b[39m\u001b[33m'\u001b[39m\u001b[33mCFTimeIndex\u001b[39m\u001b[33m'\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 541\u001b[39m )\n\u001b[32m--> \u001b[39m\u001b[32m543\u001b[39m \u001b[38;5;28mself\u001b[39m.index_grouper = \u001b[43mpd\u001b[49m\u001b[43m.\u001b[49m\u001b[43mGrouper\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 544\u001b[39m \u001b[43m \u001b[49m\u001b[38;5;66;43;03m# TODO remove once requiring pandas >= 2.2\u001b[39;49;00m\n\u001b[32m 545\u001b[39m \u001b[43m \u001b[49m\u001b[43mfreq\u001b[49m\u001b[43m=\u001b[49m\u001b[43m_new_to_legacy_freq\u001b[49m\u001b[43m(\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mfreq\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 546\u001b[39m \u001b[43m \u001b[49m\u001b[43mclosed\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mclosed\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 547\u001b[39m \u001b[43m \u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mlabel\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 548\u001b[39m \u001b[43m \u001b[49m\u001b[43morigin\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43morigin\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 549\u001b[39m \u001b[43m \u001b[49m\u001b[43moffset\u001b[49m\u001b[43m=\u001b[49m\u001b[43moffset\u001b[49m\u001b[43m,\u001b[49m\n\u001b[32m 550\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 551\u001b[39m \u001b[38;5;28mself\u001b[39m.group_as_index = group_as_index\n",
+ "\u001b[36mFile \u001b[39m\u001b[32m~/code/OpenMRG2/openmrg_env/lib/python3.14/site-packages/pandas/core/resample.py:2420\u001b[39m, in \u001b[36mTimeGrouper.__init__\u001b[39m\u001b[34m(self, obj, freq, key, closed, label, how, fill_method, limit, convention, origin, offset, group_keys, **kwargs)\u001b[39m\n\u001b[32m 2418\u001b[39m freq = to_offset(freq, is_period=\u001b[38;5;28;01mTrue\u001b[39;00m)\n\u001b[32m 2419\u001b[39m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[32m-> \u001b[39m\u001b[32m2420\u001b[39m freq = \u001b[43mto_offset\u001b[49m\u001b[43m(\u001b[49m\u001b[43mfreq\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 2422\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28misinstance\u001b[39m(freq, Tick):\n\u001b[32m 2423\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m offset \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m:\n",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6229\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets.to_offset\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6352\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets.to_offset\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[36mFile \u001b[39m\u001b[32mpandas/_libs/tslibs/offsets.pyx:6137\u001b[39m, in \u001b[36mpandas._libs.tslibs.offsets.raise_invalid_freq\u001b[39m\u001b[34m()\u001b[39m\n",
+ "\u001b[31mValueError\u001b[39m: Invalid frequency: 01H. Failed to parse with error message: ValueError(\"Invalid frequency: H. Failed to parse with error message: KeyError('H'). Did you mean h?\")"
+ ]
+ }
+ ],
+ "source": [
+ "import matplotlib.pyplot as plt\n",
+ "\n",
+ "# Load SMHI gauge data\n",
+ "ds_gauge_smhi = xr.open_dataset(\"smhi_gauge.nc\")\n",
+ "\n",
+ "# Resample SMHI to match PWS time resolution if needed\n",
+ "# Assuming PWS is hourly, SMHI might be different\n",
+ "time_diff = ds_pws.time.diff(dim='time').median().item() / 1e9 / 3600 # hours\n",
+ "if time_diff == 1:\n",
+ " ds_gauge_smhi_resampled = ds_gauge_smhi.resample(time=\"1H\").sum()\n",
+ "else:\n",
+ " ds_gauge_smhi_resampled = ds_gauge_smhi.resample(time=str(int(time_diff)) + \"1H\").sum()\n",
+ "\n",
+ "# Use SMHI as reference for all PWS (assuming it's the closest or main gauge)\n",
+ "reference_smhi = ds_gauge_smhi_resampled.rainfall.sel(id=\"SMHI\").reindex(time=ds_pws_flagged.time, method='nearest')\n",
+ "\n",
+ "# Compute cumulative sum for rainfall and reference\n",
+ "cumsum_rainfall = ds_pws_flagged.rainfall.cumsum(dim='time')\n",
+ "cumsum_reference = reference_smhi.cumsum(dim='time')\n",
+ "\n",
+ "# Plot for each station\n",
+ "fig, ax = plt.subplots(figsize=(10, 6))\n",
+ "for station_id in ds_pws_flagged.id.values:\n",
+ " ax.plot(cumsum_reference, cumsum_rainfall.sel(id=station_id), label=f'Station {station_id}')\n",
+ "\n",
+ "ax.set_xlabel('Cumulative SMHI Gauge Rainfall (mm)')\n",
+ "ax.set_ylabel('Cumulative PWS Rainfall (mm)')\n",
+ "ax.set_title('Cumulative Rainfall: PWS vs SMHI Gauge')\n",
+ "ax.legend(bbox_to_anchor=(1.05, 1), loc='upper left')\n",
+ "plt.tight_layout()\n",
+ "plt.show()"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": null,
+ "id": "60369e0a",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ },
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+ "cell_type": "code",
+ "execution_count": null,
+ "id": "d554934f",
+ "metadata": {},
+ "outputs": [],
+ "source": []
+ }
+ ],
+ "metadata": {
+ "kernelspec": {
+ "display_name": "openmrg_env",
+ "language": "python",
+ "name": "python3"
+ },
+ "language_info": {
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+ "name": "ipython",
+ "version": 3
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+ "file_extension": ".py",
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+}