diff --git a/README.md b/README.md index 9207b34..2031812 100644 --- a/README.md +++ b/README.md @@ -1,4 +1,8 @@ # Toy Problems + Toy problems for learning spatial data science ## Index + +1. Mock Data +2. Deterministic Interpolation using IDW diff --git a/idw/01_math.ipynb b/idw/01_math.ipynb new file mode 100644 index 0000000..1b0cf33 --- /dev/null +++ b/idw/01_math.ipynb @@ -0,0 +1,157 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Deterministic Interpolation using Inverse Distance Weighted\n", + "\n", + "*Spatial interpolation is the process of estimating unknown values across space by making use of the values that we do know and using the assumptions that we can make based on Tobler's First Law of Geography. It may also sometimes be referred to as spatial predicition. Inverse Distance Weighted (IDW) interpolation is a deterministic interpolation method (meaning that the outputs for a given set of inputs will always be the same) that makes use of a fundamental mathematical concept in GIScience known as the Weighted Linear Combination (WLC).*\n", + "\n", + "Last updated: Nov 28, 2023" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# The Math behind IDW\n", + "\n", + "IDW is ultimately built off of the WLC, where the weight is defined as inverse distance, but in order to understand the process as a deeper level of understanding, we need to understand the mathematical definitions behind the method, which means we need to familiarize ourselves with the notation that is used for writing out mathematical formulas (called sigma notation), and see what the mean and weighted mean (WLC) look like with this notation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Sigma Notation\n", + "\n", + "Sigma notation is used to shorten up the amount of information that we need to write for the process of summation (adding everything in a series together) by making use of the Greek letter sigma ($\\Sigma$).\n", + "\n", + "In other words, if I had a series of values from 1 to 10 and I wanted to add them up, rather than actually writing out all of the values I could use sigma notation to show the same thing without writing it all out.\n", + "\n", + "$$sum = 1 + 2 + 3 + 4 + 5 + 6 + 7 + 8 + 9 + 10$$\n", + "\n", + "$$sum = \\sum \\limits _{i=1} ^{10} i $$\n", + "\n", + "Let's break down this formula above even further. It can be read as: the sum of i as i goes from 1 to 10 is equal to $sum$. So the value below the sigma indicates our starting value, the value above the sigma indicates our ending value, and the expression to the right of the sigma indicates what we are adding to our sum as we iterate through the different values of $i$. In this case, since we just want the sum of values from 1 to 10, we just use an expession of $i$ itself, since we just want to add every value of $i$ together.\n", + "\n", + "With this in mind, we can then confidently say that:\n", + "\n", + "$$\\sum \\limits _{i=1} ^{10} i = 1 + 2 + 3 + 4 + 5 + 6 + 7 + 8 + 9 + 10 = 55$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Mean\n", + "\n", + "Now that we understand what sigma notation is and how we can use it, we can also see how to use it to represent the mean of a series.\n", + "\n", + "If we want to take the mean of a series called $x$ (which could be anything, just like out set of values from 1 to 10 in the previous example), we can access each value of $x$ through an index called $i$. So $x_i$ would indicate the value at index $i$ in $x$. In order to loop through all the indexes we will also need to know the total number of values in $x$, also referred to as the length, which we will call $n$.\n", + "\n", + "If we put this all together, we can write this as:\n", + "\n", + "$$\\bar{x} = \\frac{\\sum \\limits _{i=1} ^{n} x_{i}}{n}$$\n", + "\n", + "This expression is read as: the mean of series $x$ is the sum of the value $x_{i}$ as $i$ goes from 1 to $n$, over $n$.\n", + "\n", + "Intuitively, this makes sense, since the mean of a series is the sum of the values divided by the number of values in the series.\n", + "\n", + "This following also shows the different equivalent ways of writing this:\n", + "\n", + "$$\\bar{x} = \\frac{\\sum \\limits _{i=1} ^{n} x_{i}}{n} = \\frac{x_{1} + x_{2} + ... + x_{n}}{n}$$" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Weighted Linear Combination (WLC)\n", + "\n", + "WLC is simply an extension of a simple mean that adds in weights to the equation. In it's mist simple case, it is the same as a weighted mean. In addition, instead of using the number of values in $x$ as the denominator, we will use the sum of $w$ as the denominator.\n", + "\n", + "If we have a series of values $x$ and a corresponding series of weights $w$, where $w_{i}$ is the weight of value $x_{i}$, we can compute the WLC/weighted mean as:\n", + "\n", + "$$\\bar{x} = \\frac{\\sum \\limits _{i=1} ^{n} w_{i} * x_{i}}{\\sum \\limits _{i=1} ^{n} w_{i}}$$\n", + "\n", + "This expression is read as: the weighted mean of series $x$ is the sum of the value $x_{i}$ multiplied by the weight $w_{i}$ as $i$ goes from 1 to $n$, over the sum of the value $w_{i}$ as $i$ goes from 1 to $n$.\n", + "\n", + "This following also shows the different equivalent ways of writing this:\n", + "\n", + "$$\\bar{x} = \\frac{\\sum \\limits _{i=1} ^{n} w_{i} * x_{i}}{\\sum \\limits _{i=1} ^{n} w_{i}} = \\frac{x_{1} * w_{1} + x_{2} * w_{2} + ... + x_{n} * w_{n}}{w_{1} + w_{2} + ... + w_{n}}$$\n" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Distance\n", + "\n", + "The fundamental change that is made to transform WLC into IDW is the use of distance as a weight. In order to do this, we first need to define and understand distance itself. There are many different types of distance that we can use to measure how close two points are (e.g., Euclidean, Manhattan, Haversine, etc...) and for the purpose of this demonstration, these mathematical defintions of the verious ways distance can be calculated will not be covered in depth.\n", + "\n", + "So if we want to find the distance between points 0 and $i$, we would define this as:\n", + "\n", + "$$d_{0, i}$$\n", + "\n", + "We can also say that:\n", + "\n", + "$$d_{0, i} = d(x_{0}, X)$$\n", + "\n", + "where $x_{0}$ is the target point and $X$ is a set of tuples containing values for the latitude, longitude, and a value.\n", + "\n", + "Mathematically, this could be written as $x_{i} = \\{lat_{i}, lon_{i}, val_{i} \\}$ where $x_{i}$ is a point in $X$.\n", + "\n", + "All this shows is how we can depict distance between two points using their indexes using this specific notation." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inverse Distance\n", + "\n", + "If we were to use the raw distance as a weight, higher distance values would yield greater weights (i.e., more similarity between the values), but we know that the opposite is actually the typically the case. So in order to model that smaller distances should yield higher weights, we can use inverse distance. All this means is that we can use 1 divided by the distance to produce inverse distance, which will give us weights that reflect the notion that closer values will be more similar.\n", + "\n", + "Mathematically, we can define the inverse distance as follows:\n", + "\n", + "$$inverse \\: distance = \\frac{1}{d_{0, i}}$$\n", + "\n", + "Typically, we want shorten this as follows (since a negative exponent simply flips the numerator and denominator):\n", + "\n", + "$$\\frac{1}{d_{0, i}} = d_{0, i}^{- \\alpha}$$\n", + "\n", + "where alpha ($\\alpha$) is equal to 1.\n", + "\n", + "In this notation, we also introduce an exponent called alpha ($\\alpha$) which is used to model the fact that distance does not follow a linear decay, but rather is exponential. Simply put, the effect of distance on our values follows an exponential trend rather than a linear trend, so we can use $\\alpha$ to model what this exponential decay looks like. Typically speaking, $\\alpha$ is between 1 and 3, but 1.5 or 2 are the most common. As $\\alpha$ increases, more emphasis is placed on closer points, and vice versa." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Inverse Distance Weighted\n", + "\n", + "Now that we know the basics of WLC and inverse distance, we can combine them to get the math behind IDW.\n", + "\n", + "For a value that we want to predict called $x_{val, 0}$, we can say the following:\n", + "\n", + "$$x_{val, 0} = \\frac{\\sum \\limits _{i=1} ^{n} x_{val, i} * d_{0, i}^{- \\alpha}}{\\sum \\limits _{i=1} ^{n} d_{0, i}^{- \\alpha}}$$\n", + "\n", + "This can be read as: the value of $x_{val, 0}$ (i.e., the value of $x_{0}$) is equal to the sum of the value $x_{val, i}$ multiplied by the inverse distance from $x_{0}$ to $x_{i}$ as $i$ goes from 1 to $n$, over the sum of the inverse distance from $x_{0}$ to $x_{i}$ as $i$ goes from 1 to $n$.\n", + "\n", + "This following also shows the different equivalent ways of writing this:\n", + "\n", + "$$x_{val, 0} = \\frac{\\sum \\limits _{i=1} ^{n} x_{val, i} * d_{0, i}^{- \\alpha}}{\\sum \\limits _{i=1} ^{n} d_{0, i}^{- \\alpha}} = \\frac{x_{1} * d_{0, 1}^{- \\alpha} + x_{2} * d_{0, 2}^{- \\alpha} + ... + x_{n} * d_{0, n}^{- \\alpha}}{d_{0, 1}^{- \\alpha} + d_{0, 2}^{- \\alpha} + ... + d_{0, n}^{- \\alpha}}$$" + ] + } + ], + "metadata": { + "language_info": { + "name": "python" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/idw/02_basic_idw.ipynb b/idw/02_basic_idw.ipynb new file mode 100644 index 0000000..b3f2ca7 --- /dev/null +++ b/idw/02_basic_idw.ipynb @@ -0,0 +1,495 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Deterministic Interpolation using Inverse Distance Weighted\n", + "\n", + "*Spatial interpolation is the process of estimating unknown values across space by making use of the values that we do know and using the assumptions that we can make based on Tobler's First Law of Geography. It may also sometimes be referred to as spatial predicition. Inverse Distance Weighted (IDW) interpolation is a deterministic interpolation method (meaning that the outputs for a given set of inputs will always be the same) that makes use of a fundamental mathematical concept in GIScience known as the Weighted Linear Combination (WLC).*\n", + "\n", + "Last updated: Nov 30, 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "import os\n", + "\n", + "os.environ[\"USE_PYGEOS\"] = \"0\"\n", + "\n", + "import geopandas as gpd\n", + "import numpy as np\n", + "import pandas as pd\n", + "from matplotlib import pyplot as plt\n", + "from shapely import Point" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Implementing IDW from Scratch\n", + "\n", + "With an understanding of how IDW works mathematically, we can now implement it in Python. We do this by manually constructing a grid (fishnet) where we will be able to take some known values for some given locations in the grid to predict the rest of the unknown values.\n", + "\n", + "Here is the problem at hand:\n", + "\n", + "Given the known values: 90 at (1, 4), 85 at (16, 5), 80 at (14, 10), 87 at (5, 20), 92 at (21, 16), use IDW to predict the unknown values in a grid of size 25 x 25, where the bottom left coordinates are (0, 0) and the top right coordinates are (24, 24).\n", + "\n", + "A brief overview of the grid's coordinates is featured below.\n", + "\n", + "|(24,0)|(24,1)|...|(24,24)|\n", + "|:------:|:------:|:---:|:-------:|\n", + "| ... | ... | ... | ... |\n", + "| (0,1) | (1,1) | ... | (24,1) |\n", + "| (0,0) | (1,0) | ... | (24,0) |" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Creating Known Points\n", + "\n", + "To start, let's create Point objects representing the values that we know. We will store our variable of interest as the Z coordinate in the point (both because this is a valid approach and to simplify the process of accessing the values)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Our Known Points\n", + "known_point_1 = Point(1, 4, 90)\n", + "known_point_2 = Point(16, 5, 85)\n", + "known_point_3 = Point(14, 10, 80)\n", + "known_point_4 = Point(5, 20, 87)\n", + "known_point_5 = Point(21, 16, 92)\n", + "\n", + "# A List of the Points\n", + "known_point_list = [known_point_1, known_point_2, known_point_3, known_point_4, known_point_5]\n", + "\n", + "# A List of Tuples Containing X/Y Coordinates for each Known Point\n", + "known_point_tuples_list = [(pt.x, pt.y) for pt in known_point_list]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Making Predictions\n", + "\n", + "With the known points created, we can now use them in conjunction with the mathematical formulas for IDW to start making some predictions." + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Set Alpha Value for IDW\n", + "alpha = 2\n", + "\n", + "# Create List for Storing Output\n", + "output = []" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [], + "source": [ + "# Nested For Loop to Iterate through all X/Y coordinates in the grid\n", + "for y in range(0, 25):\n", + " for x in range(0, 25):\n", + " # If the X/Y coordinate is a Known Value, We don't need to make a Prediction\n", + " if (x, y) in known_point_tuples_list:\n", + " pass\n", + " \n", + " # Otherwise, Make a Prediction\n", + " else:\n", + " # Set Starting Values for IDW Formula\n", + " total_numerator = 0\n", + " total_denominator = 0\n", + " \n", + " # Create Point Object for Current Point\n", + " p = Point(x, y)\n", + " \n", + " # Iteratively Compare to each Known Point\n", + " for kp in known_point_list:\n", + " # Calculate Inverse Distance from Point to Known Point\n", + " inv_dist = (1 / kp.distance(p))**alpha\n", + " \n", + " # Calculate Inverse Distance * the Known Point's Variable of Interest\n", + " numerator_value = inv_dist * kp.z\n", + " \n", + " # Add Numerator for this Known Point to Total Numerator\n", + " total_numerator += numerator_value\n", + " \n", + " # Add Inverse Distance for this Known Point to Total Denominator\n", + " total_denominator += inv_dist\n", + " \n", + " # After all Known Points Iterated through, Calculate Predicition\n", + " prediction = round((total_numerator / total_denominator), 2)\n", + " \n", + " # Append Tuple of (X, Y, Prediction) to Output List\n", + " output.append((x, y, prediction))\n", + " \n", + "# For the Known Values, Add them to Output List\n", + "for p in known_point_list:\n", + " output.append((p.x, p.y, p.z))" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": 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To do this, we can convert the points to a GeoDataFrame and visualize them as points, or slightly change the settings of our point visualization to make it look similar to a raster." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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" + ], + "text/plain": [ + " X Y VAL geometry\n", + "0 0.0 0.0 89.20 POINT (0.00000 0.00000)\n", + "1 1.0 0.0 89.17 POINT (1.00000 0.00000)\n", + "2 2.0 0.0 89.05 POINT (2.00000 0.00000)\n", + "3 3.0 0.0 88.83 POINT (3.00000 0.00000)\n", + "4 4.0 0.0 88.49 POINT (4.00000 0.00000)" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert DataFrame to GeoDataFrame\n", + "gdf = gpd.GeoDataFrame(df, geometry = gpd.points_from_xy(df.X, df.Y))\n", + "\n", + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Making a Basic Plot\n", + "gdf.plot(column = \"VAL\", legend = True, cmap = \"magma\");" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Making a Plot of Points to look like a Raster\n", + "gdf.plot(column = \"VAL\", legend = True, cmap = \"magma\", marker = \"s\", markersize = 90);" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Converting Predicted Points to a 2D Array (Raster)\n", + "\n", + "In addition to viewing the predictions as points (which are kind of like the centroids of raster cells), we can also convert the points to a two-dimensional array (a single-band raster). To do this, we need to use NumPy to sort and transform the data from a one-dimensional list into a two-dimensional array that is read from top-left to bottom-right." + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [], + "source": [ + "# Sort Output by Y, X\n", + "sorted_output = sorted(output, key=lambda element: (element[1], element[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove Coordinates - No Spatial Reference in this Example\n", + "sorted_values = [element[2] for element in sorted_output]" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [], + "source": [ + "# Transform into 2D NumPy Array of size 25 x 25\n", + "array = np.reshape(np.array(sorted_values), (25, 25))" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Reorder Array to Correct Orientation (Starting at top-left)\n", + "flipped_array = np.flip(array, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", 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" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Making a Basic Plot of the Array\n", + "plt.imshow(flipped_array, cmap = \"magma\")\n", + "plt.colorbar()\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "geo", + "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": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/idw/03_air_quality.ipynb b/idw/03_air_quality.ipynb new file mode 100644 index 0000000..cb8bdb9 --- /dev/null +++ b/idw/03_air_quality.ipynb @@ -0,0 +1,905 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Deterministic Interpolation using Inverse Distance Weighted\n", + "\n", + "*Spatial interpolation is the process of estimating unknown values across space by making use of the values that we do know and using the assumptions that we can make based on Tobler's First Law of Geography. It may also sometimes be referred to as spatial predicition. Inverse Distance Weighted (IDW) interpolation is a deterministic interpolation method (meaning that the outputs for a given set of inputs will always be the same) that makes use of a fundamental mathematical concept in GIScience known as the Weighted Linear Combination (WLC).*\n", + "\n", + "Last updated: Dec 1, 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "import os\n", + "\n", + "os.environ[\"USE_PYGEOS\"] = \"0\"\n", + "\n", + "import contextily as ctx\n", + "import geopandas as gpd\n", + "import numpy as np\n", + "import pandas as pd\n", + "import rasterio\n", + "from matplotlib import pyplot as plt\n", + "from shapely import Point" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# IDW with Real-World Geospatial Data\n", + "\n", + "When using fake coordinates and an artifical grid, we simplify the complexities of working with real geospatial data, where coordinate systems can cause many headaches and issues. In this exercise, we will take the lessons learned from implementing IDW on a simple dataset and bring it into the real-world scenario of interpolating air quality across the central part of Minneapolis (and deal with some coordinate system issues of our own)." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Reading in Observations\n", + "\n", + "We have a simple dataset of air quality readings for 7 different sensors across Minneapolis stored in a CSV file, containing the latitude, longitude, and air quality value. Let's start by reading the file into a DataFrame/GeoDataFrame and transforming the coordinates from Lat/Long (EPSG: 4326) to Meters (EPSG: 3857)." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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latlonaqi
044.965742-93.28541318.5
144.972718-93.28223519.1
244.960913-93.26110823.6
344.978421-93.26357122.5
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" + ], + "text/plain": [ + " lat lon aqi\n", + "0 44.965742 -93.285413 18.5\n", + "1 44.972718 -93.282235 19.1\n", + "2 44.960913 -93.261108 23.6\n", + "3 44.978421 -93.263571 22.5\n", + "4 44.984584 -93.267894 22.7" + ] + }, + "execution_count": 2, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Create DataFrame of Known Values\n", + "known_df = pd.read_csv(\"./air_quality.csv\")\n", + "\n", + "known_df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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latlonaqigeometry
044.965742-93.28541318.5POINT (-93.28541 44.96574)
144.972718-93.28223519.1POINT (-93.28224 44.97272)
244.960913-93.26110823.6POINT (-93.26111 44.96091)
344.978421-93.26357122.5POINT (-93.26357 44.97842)
444.984584-93.26789422.7POINT (-93.26789 44.98458)
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" + ], + "text/plain": [ + " lat lon aqi geometry\n", + "0 44.965742 -93.285413 18.5 POINT (-93.28541 44.96574)\n", + "1 44.972718 -93.282235 19.1 POINT (-93.28224 44.97272)\n", + "2 44.960913 -93.261108 23.6 POINT (-93.26111 44.96091)\n", + "3 44.978421 -93.263571 22.5 POINT (-93.26357 44.97842)\n", + "4 44.984584 -93.267894 22.7 POINT (-93.26789 44.98458)" + ] + }, + "execution_count": 3, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert DataFrame to GeoDataFrame\n", + "known_gdf = gpd.GeoDataFrame(known_df, geometry = gpd.points_from_xy(known_df.lon, known_df.lat), crs = 4326)\n", + "\n", + "known_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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latlonaqigeometryXY
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" + ], + "text/plain": [ + " lat lon aqi geometry \\\n", + "0 44.965742 -93.285413 18.5 POINT (-10384484.687 5616129.866) \n", + "1 44.972718 -93.282235 19.1 POINT (-10384130.929 5617227.512) \n", + "2 44.960913 -93.261108 23.6 POINT (-10381779.075 5615370.132) \n", + "3 44.978421 -93.263571 22.5 POINT (-10382053.204 5618124.901) \n", + "4 44.984584 -93.267894 22.7 POINT (-10382534.427 5619094.811) \n", + "\n", + " X Y \n", + "0 -1.038448e+07 5.616130e+06 \n", + "1 -1.038413e+07 5.617228e+06 \n", + "2 -1.038178e+07 5.615370e+06 \n", + "3 -1.038205e+07 5.618125e+06 \n", + "4 -1.038253e+07 5.619095e+06 " + ] + }, + "execution_count": 4, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Transform CRS from 4326 to 3857\n", + "known_gdf = known_gdf.to_crs(3857)\n", + "\n", + "# Add New X/Y Columns\n", + "known_gdf[\"X\"] = known_gdf.geometry.x\n", + "known_gdf[\"Y\"] = known_gdf.geometry.y\n", + "\n", + "known_gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "[, , , , , , ]\n" + ] + } + ], + "source": [ + "# Coverting GeoDataFrame to List of Known Points\n", + "known_point_list = []\n", + "\n", + "# Iterate through GeoDataFrame and Add to List\n", + "for _, row in known_gdf.iterrows():\n", + " known_point_list.append(Point(row.X, row.Y, row.aqi))\n", + "\n", + "# Display the Known Point List\n", + "print(known_point_list)" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Finding Bounds\n", + "\n", + "Now that the points are transformed into projected coordinate system and in a better format, we are almost ready to start making predictions. First, we need to find the bounds of the known values so that we can create a fishnet within the bounding box of the known values. This fishnet will be where predictions are made." + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Find Bounds\n", + "bounds = known_gdf.total_bounds\n", + "\n", + "# Find each Corner\n", + "xmin = bounds[0]\n", + "ymin = bounds[1]\n", + "xmax = bounds[2]\n", + "ymax = bounds[3]" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Making Predictions with IDW\n", + "\n", + "Now we can implement the IDW logic on our fishnet. We will use while loops to make a prediction every 500 meters (in both X/Y directions) as long as we are within the bounds of the bounding box." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [], + "source": [ + "# Set Alpha Value for IDW\n", + "alpha = 2\n", + "\n", + "# Create List for Storing Output\n", + "output = []\n", + "\n", + "# Starting X/Y at bottom-left coordinate\n", + "x = xmin\n", + "y = ymin\n", + "\n", + "# Tracking Number of Rows\n", + "rows = 0" + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Nested While Loop to Iterate through all X/Y coordinates within the bounding box\n", + "while y < ymax:\n", + " while x < xmax:\n", + " # Set Starting Values for IDW Formula\n", + " total_numerator = 0\n", + " total_denominator = 0\n", + " \n", + " # Create Point Object for Current Point\n", + " p = Point(x, y)\n", + " \n", + " # Iteratively Compare to each Known Point\n", + " for kp in known_point_list:\n", + " # Calculate Inverse Distance from Point to Known Point\n", + " inv_dist = (1 / kp.distance(p))**alpha\n", + " \n", + " # Calculate Inverse Distance * the Known Point's Variable of Interest\n", + " numerator_value = inv_dist * kp.z\n", + " \n", + " # Add Numerator for this Known Point to Total Numerator\n", + " total_numerator += numerator_value\n", + " \n", + " # Add Inverse Distance for this Known Point to Total Denominator\n", + " total_denominator += inv_dist\n", + " \n", + " # After all Known Points Iterated through, Calculate Predicition\n", + " prediction = round((total_numerator / total_denominator), 2)\n", + " \n", + " # Append Tuple of (X, Y, Prediction) to Output List\n", + " output.append((x, y, prediction))\n", + " \n", + " # Add 500m to X\n", + " x += 500\n", + " \n", + " # Reset X back to start\n", + " x = xmin\n", + " \n", + " # Add 500m to Y\n", + " y += 500\n", + " \n", + " # Add 1 to Cols\n", + " rows += 1" + ] + }, + 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5619370.132177142, 22.63)]\n" + ] + } + ], + "source": [ + "# Display the Output List\n", + "print(output)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Number of Predictions: 99\n", + "Number of Rows: 9\n", + "Number of Columns: 11\n" + ] + } + ], + "source": [ + "# Display Shape of Fishnet\n", + "print(f\"Number of Predictions: {len(output)}\")\n", + "print(f\"Number of Rows: {rows}\")\n", + "print(f\"Number of Columns: {int(len(output)/rows)}\")" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Visualizing the Predictions\n", + "\n", + "With predictions made, we can now visualize what they look like across space. To do this, we can convert the points to a GeoDataFrame and visualize them as points, or slightly change the settings of our point visualization to make it look similar to a raster." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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XYVAL
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" + ], + "text/plain": [ + " X Y VAL\n", + "0 -1.038448e+07 5.615370e+06 19.24\n", + "1 -1.038398e+07 5.615370e+06 19.65\n", + "2 -1.038348e+07 5.615370e+06 20.54\n", + "3 -1.038298e+07 5.615370e+06 21.68\n", + "4 -1.038248e+07 5.615370e+06 22.83" + ] + }, + "execution_count": 11, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert Output to DataFrame\n", + "df = pd.DataFrame(output, columns = [\"X\", \"Y\", \"VAL\"])\n", + "\n", + "df.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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\n", + "
" + ], + "text/plain": [ + " X Y VAL geometry\n", + "0 -1.038448e+07 5.615370e+06 19.24 POINT (-10384484.687 5615370.132)\n", + "1 -1.038398e+07 5.615370e+06 19.65 POINT (-10383984.687 5615370.132)\n", + "2 -1.038348e+07 5.615370e+06 20.54 POINT (-10383484.687 5615370.132)\n", + "3 -1.038298e+07 5.615370e+06 21.68 POINT (-10382984.687 5615370.132)\n", + "4 -1.038248e+07 5.615370e+06 22.83 POINT (-10382484.687 5615370.132)" + ] + }, + "execution_count": 12, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Convert DataFrame to GeoDataFrame\n", + "gdf = gpd.GeoDataFrame(df, geometry = gpd.points_from_xy(df.X, df.Y), crs = 3857)\n", + "\n", + "gdf.head()" + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Setting up Plot\n", + "fig, ax = plt.subplots(1, 1, figsize=(10, 6))\n", + "\n", + "# Plotting Points\n", + "gdf.plot(ax=ax, column = \"VAL\", legend = True, cmap = \"magma\")\n", + "\n", + "# Adding Basemap\n", + "ctx.add_basemap(ax, source=ctx.providers.CartoDB.Voyager)\n", + "\n", + "# Turn Axes Off & Display\n", + "ax.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Setting up Plot\n", + "fig, ax = plt.subplots(1, 1, figsize=(10, 6))\n", + "\n", + "# Plotting Points to look like a Raster\n", + "gdf.plot(ax=ax, column = \"VAL\", legend = True, cmap = \"magma\", marker=\"s\", markersize=1350, alpha=0.5)\n", + "\n", + "# Adding Basemap\n", + "ctx.add_basemap(ax, source=ctx.providers.CartoDB.Voyager)\n", + "\n", + "# Turn Axes Off & Display\n", + "ax.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Converting Predicted Points to a 2D Array\n", + "\n", + "In addition to viewing the predictions as points (which are kind of like the centroids of raster cells), we can also convert the points to a two-dimensional array (a single-band raster). To do this, we need to use NumPy to sort and transform the data from a one-dimensional list into a two-dimensional array that is read from top-left to bottom-right." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Sort Output by Y, X\n", + "sorted_output = sorted(output, key=lambda element: (element[1], element[0]))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [], + "source": [ + "# Remove Coordinates\n", + "sorted_values = [element[2] for element in sorted_output]" + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Transform into 2D NumPy Array of size 9 x 11 (rows x columns)\n", + "array = np.reshape(np.array(sorted_values, dtype = \"f\"), (9, 11))" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [], + "source": [ + "# Reorder Array to Correct Orientation (Starting at top-left)\n", + "flipped_array = np.flip(array, 0)" + ] + }, + { + "cell_type": "code", + "execution_count": 19, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Making a Basic Plot of the Array\n", + "plt.imshow(flipped_array, cmap = \"magma\")\n", + "plt.colorbar()\n", + "plt.axis(\"off\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Converting 2D Array to Raster Dataset\n", + "\n", + "With real geospatial data, we can also convert the two-dimensional array into a real raster file (GeoTIFF) that can be loaded into GIS Software like ArcGIS Pro or QGIS, as well as in Python through rasterio or GDAL/OSR.\n", + "\n", + "There are limitations with this since the grid that we created is using Cartesian coordinates, which won't necessarily line up with the ellipsoidal nature of how projections actually work, but generally speaking it provides a dataset that is pretty close." + ] + }, + { + "cell_type": "code", + "execution_count": 20, + "metadata": {}, + "outputs": [], + "source": [ + "# Get Metadata about Raster\n", + "height = flipped_array.shape[0]\n", + "width = flipped_array.shape[1]\n", + "\n", + "# Adjusted calculation for starting point (+/- half of the resolution)\n", + "x_start = xmin - 250\n", + "y_start = ymax + 250\n", + "\n", + "# Create the transform (Resolution, 0, Starting X Coordinate, 0, -Resolution, Starting Y Coordinate)\n", + "transform = rasterio.Affine(500, 0, x_start, 0, -500, y_start)\n", + "\n", + "# Create GeoTIFF\n", + "with rasterio.open(\n", + " \"./idw.tif\",\n", + " \"w\",\n", + " driver = \"GTiff\",\n", + " height = height,\n", + " width = width,\n", + " count = 1,\n", + " dtype = \"float32\",\n", + " crs = \"EPSG:3857\",\n", + " transform = transform\n", + ") as r:\n", + " r.write(flipped_array, 1)" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "geo", + "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": "3.10.10" + } + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/idw/README.md b/idw/README.md new file mode 100644 index 0000000..ef1ebd5 --- /dev/null +++ b/idw/README.md @@ -0,0 +1,3 @@ +# Deterministic Interpolation using Inverse Distance Weighted + +Spatial interpolation is the process of estimating unknown values across space by making use of the values that we do know and using the assumptions that we can make based on Tobler's First Law of Geography. It may also sometimes be referred to as spatial predicition. Inverse Distance Weighted (IDW) interpolation is a deterministic interpolation method (meaning that the outputs for a given set of inputs will always be the same) that makes use of a fundamental mathematical concept in GIScience known as the Weighted Linear Combination (WLC). diff --git a/idw/air_quality.csv b/idw/air_quality.csv new file mode 100644 index 0000000..6087d0b --- /dev/null +++ b/idw/air_quality.csv @@ -0,0 +1,8 @@ +lat,lon,aqi +44.965741934973494,-93.28541312016038,18.5 +44.97271797578248,-93.28223525776843,19.1 +44.96091297880682,-93.26110819043693,23.6 +44.97842066347703,-93.26357073975811,22.5 +44.98458356884529,-93.26789363323309,22.7 +44.962766312416676,-93.23775486010827,23.1 +44.98747541353983,-93.25782932841189,23.3 \ No newline at end of file diff --git a/mock_data_generation/single_variate_distributions.ipynb b/mock_data_generation/01_single_variate_distributions.ipynb similarity index 83% rename from mock_data_generation/single_variate_distributions.ipynb rename to mock_data_generation/01_single_variate_distributions.ipynb index e7ce88d..db38f75 100644 --- a/mock_data_generation/single_variate_distributions.ipynb +++ b/mock_data_generation/01_single_variate_distributions.ipynb @@ -8,7 +8,7 @@ "\n", "*Mock data is useful to design new experiments, test new analytical techniques, evaluating the performance of data systems, and to generally get a handle on a new analytical problem, among other things. In some instances, mock data is the goal - think video games or other virtual worlds that need to have endless horizons. In other cases, mock data is to help us think through a problem or test a system. This later case is our primary use in spatial data science, where mock data helps us think through the data modeling challenge. Specifically, it helps us think about the pros and cons of different approaches to problem formulation, abstraction, and representation of the spatial entities and their attributes.*\n", "\n", - "Last updated: Oct 12, 2023" + "Last updated: Nov 6, 2023" ] }, { @@ -26,14 +26,21 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Single Variate Distribution" + "# Single Variate Distribution\n", + "\n", + "A single variate distribution is simply a probablity distribution of one random variable. They form the basis for the multivariate distibutions that we commonly use in spatial data science, for tasks like creating random points. In mathematics and statistics, you may also here single variate distibutions called *univariate* distributions.\n", + "\n", + "In Python, we can use the NumPy package to create single variate distributions very quickly, which we will do in the following cells. However, we can use many different probability distributions to create our data with. A probability distribution simply shows us the probability of a variable being a certain value. In practice, we want to use whatever distribution most closely aligns with whatever we are trying to model." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Normal Distribution" + "### Normal Distribution\n", + "A normal distribution is the most commonly used distribution. The distribution follows a bell curve, where values a clustered in the center and they taper off on either side of the center. The distribution is centered at the mean (which is also the same as the median). About 68% of the data falls within a single standard deviation of the mean, 95% falls within two standard deviations, and over 99% falls within three standard deviations. It is also referred to as a Gaussian distribution.\n", + "\n", + "To create the normal distibution, we simply need to pass in the mean and standard deviation as parameters to define how we want our distribution to look like. Then, we can pass in the size of our data that we want to model, meaning that this number of values will be modeled in our probability distribution." ] }, { @@ -79,7 +86,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Uniform Distribution" + "### Uniform Distribution\n", + "A uniform distribution is another commonly used distribution. Instead of the probability following a bell curve, as is the case for a normal distribution, for this type of distribution, all values are equally as likely, making the distibution flat. For example, rolling a dice would be an example of a discrete uniform distribution, because the probability of rolling a 1, 2, 3, 4, 5, or 6 are all the same. In this case, we will create a continuous uniform distribution, where our values do not have to be discrete number, like the dice.\n", + "\n", + "To create the uniform distibution, we simply need to pass in the minimum and maximum values of the variable as parameters to define how we want our distribution to look like. Then, we can pass in the size of our data that we want to model, just like the normal distribution." ] }, { @@ -125,7 +135,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Exponential Distribution" + "### Exponential Distribution\n", + "Exponential distributions are the first type of distribution we have seen that are not symmetrical. We say that uniform and normal distributions are symmetrical in theory, however, that may not always be the case in reality. An exponential distribution does not follow this same logic though, as there is a heavy skew in the distribution. Typically, this distribution is used to show phenomena that has fewer large values and more small values. For example, the average time of phone calls would likely follow this distribution. Exponential distributions are always continuous, but the discrete version of the distibution is called the geometric distribution.\n", + "\n", + "To create the exponential distibution, we need to pass in a parameter called the scale to define how steep or flat we want our distribution to look like. Then, we can pass in the size of our data that we want to model." ] }, { @@ -168,7 +181,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Poisson Distribution" + "### Poisson Distribution\n", + "The Poisson distribution is a special type of discrete probability distribution which is used to model the probability of a given number of events ocurring in a specific period of time. This type of distribution is used to model a series of discrete events, which are called Poisson processes. Essentially, a Poisson distribution can help us model processes where events occur at a constant rate, but the events are random and independent of one another. For example, we might use a Poisson process to model the number of car accidents along a road.\n", + "\n", + "To create the Poisson distibution, we need to pass in a parameter called the lambda, which defines the mean number of events within a given interval, to define how we want our distribution to look like. Then, we can pass in the size of our data that we want to model." ] }, { @@ -211,7 +227,10 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Binomial Distribution" + "### Binomial Distribution\n", + "Binomial distributions are another type of discrete probability distributions. They are used to model the number of successes in a sequence of independent experiments. For example, if we were to flip a coin there would be two possible outcomes, head and tails, which could be used to represent success and failure. We would expect the number of heads (or tails) to follow this distribution.\n", + "\n", + "To create the binomial distibution, we need to pass in parameters for the number of trials and the probability of success. Then, we can pass in the size of our data that we want to model." ] }, { @@ -249,49 +268,6 @@ "plt.grid(True)\n", "plt.show()" ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Gamma Distribution" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Generating Data\n", - "gamma_dist = np.random.gamma(shape=2, scale=2, size=1000)" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plotting histogram\n", - "plt.hist(gamma_dist, bins=30, density=True, alpha=0.6, color='b')\n", - "plt.xlabel('Value')\n", - "plt.ylabel('Probability Density')\n", - "plt.title('Histogram of Gamma Distribution')\n", - "plt.grid(True)\n", - "plt.show()" - ] } ], "metadata": { diff --git a/mock_data_generation/02_multivariate_distributions.ipynb b/mock_data_generation/02_multivariate_distributions.ipynb new file mode 100644 index 0000000..53123f5 --- /dev/null +++ b/mock_data_generation/02_multivariate_distributions.ipynb @@ -0,0 +1,474 @@ +{ + "cells": [ + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Generating Mock Data for Spatial Data Science\n", + "\n", + "*Mock data is useful to design new experiments, test new analytical techniques, evaluating the performance of data systems, and to generally get a handle on a new analytical problem, among other things. In some instances, mock data is the goal - think video games or other virtual worlds that need to have endless horizons. In other cases, mock data is to help us think through a problem or test a system. This later case is our primary use in spatial data science, where mock data helps us think through the data modeling challenge. Specifically, it helps us think about the pros and cons of different approaches to problem formulation, abstraction, and representation of the spatial entities and their attributes.*\n", + "\n", + "Last updated: Nov 16, 2023" + ] + }, + { + "cell_type": "code", + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# Imports\n", + "import os\n", + "from math import sqrt\n", + "\n", + "os.environ['USE_PYGEOS'] = '0'\n", + "\n", + "import geopandas as gpd\n", + "import matplotlib.pyplot as plt\n", + "import numpy as np\n", + "from scipy.spatial import Voronoi\n", + "from shapely.geometry import LineString, Point, Polygon" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "# Multivariate Distributions\n", + "A multivariate distribution is simply a probablity distribution that uses multiple random variables. They are really just an extension of the single variate distributions that are covered in their own notebook.\n", + "\n", + "In Python, we can use the NumPy package to create multivariate distributions very quickly, which we will do in the following cells. However, we can use many different probability distributions to create our data with. A probability distribution simply shows us the probability of a variable being a certain value. In practice, we want to use whatever distribution most closely aligns with whatever we are trying to model. To learn more about some of the options for different probability distributions that we can use, see the notebook on single variate distributions." + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Points\n", + "To create random points, we can use a multivariate distribution to model two variables, the X and Y coordinates of the point. We can use whatever distribution we want to model both variables independently, and then combine them to create coordinates for points. In the example below, a uniform distribution is used for both coordinates." + ] + }, + { + "cell_type": "code", + "execution_count": 2, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the bounding box (extent)\n", + "xmin, ymin, xmax, ymax = (0, 0, 10, 10)\n", + "\n", + "# Generate random point coordinates\n", + "num_points = 25\n", + "\n", + "x = np.random.uniform(xmin, xmax, num_points)\n", + "y = np.random.uniform(ymin, ymax, num_points)" + ] + }, + { + "cell_type": "code", + "execution_count": 3, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a GeoDataFrame from the random points\n", + "point_geometry = [Point(x[i], y[i]) for i in range(num_points)]\n", + "\n", + "point_gdf = gpd.GeoDataFrame(geometry=point_geometry)" + ] + }, + { + "cell_type": "code", + "execution_count": 4, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot\n", + "point_gdf.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lines\n", + "A line is really just a collection of points, so to create a line, the process is not that different than creating points. We just have to do it many times and connect them together. In this case, we are generating five different lines, each with a random number of points (vertices) betwen 2 and 10. Then, we simply use the uniform probability distribution to create X and Y values for each point." + ] + }, + { + "cell_type": "code", + "execution_count": 5, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the bounding box (extent)\n", + "xmin, ymin, xmax, ymax = (0, 0, 10, 10)\n", + "\n", + "# Generate random point coordinates\n", + "num_lines = 5\n", + "\n", + "lines = []\n", + "\n", + "for i in range(num_lines):\n", + " # Calculate Number of Vertices in Line\n", + " num_points_in_line = np.random.randint(2, 10)\n", + " \n", + " # Calculate Coordinates for each Vertex\n", + " line_coords = [(np.random.uniform(xmin, xmax), np.random.uniform(ymin, ymax)) for _ in range(num_points_in_line)]\n", + " \n", + " # Append Vertices to List\n", + " lines.append(LineString(line_coords))" + ] + }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a GeoDataFrame from the random lines\n", + "line_gdf = gpd.GeoDataFrame(geometry=lines)" + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot\n", + "line_gdf.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Polygons\n", + "There are many different ways to come up with polygons, but one easy way is to simply use the points we already generated and create a Voronoi diagram from them." + ] + }, + { + "cell_type": "code", + "execution_count": 8, + "metadata": {}, + "outputs": [], + "source": [ + "# Compute a Voronoi Diagram (Thiessen Polygons) using points from above\n", + "vor = Voronoi(np.array([[point.x, point.y] for point in point_geometry]))\n", + "\n", + "# Extract the polygons\n", + "polygons = []\n", + "\n", + "for region in vor.regions:\n", + " if len(region) > 0 and -1 not in region:\n", + " polygon_coords = [vor.vertices[i] for i in region]\n", + " polygons.append(Polygon(polygon_coords))" + ] + }, + { + "cell_type": "code", + "execution_count": 9, + "metadata": {}, + "outputs": [], + "source": [ + "# Create a GeoDataFrame from the polygons\n", + "poly_gdf = gpd.GeoDataFrame(geometry=polygons)" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot\n", + "poly_gdf.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Non-Random Polygons\n", + "We can also create regular polygons in a grid pattern quite easily. In this case, we can use a nested loop to come up with coordinates for the four corners of a grid cell." + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "grid_cells = []\n", + "\n", + "# Loop through X coordinates\n", + "for i in range(10):\n", + " # Loop through Y coordinates\n", + " for j in range(10):\n", + " # Create grid cell\n", + " cell = ((i, j), (i, j+1), (i+1, j+1), (i+1, j), (i, j))\n", + " \n", + " # Append cell to list\n", + " grid_cells.append(Polygon(cell))\n", + "\n", + "# Create a GeoDataFrame from the grid cells \n", + "fishnet_gdf = gpd.GeoDataFrame(geometry=grid_cells)\n", + "\n", + "# Plot\n", + "fishnet_gdf.boundary.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Lines from Polygons\n", + "\n", + "With the Voronoi polygons created a couple cells up, we can also convert the boundaries of the polygons into lines. This provides us with yet another way to create lines. " + ] + }, + { + "cell_type": "code", + "execution_count": 12, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "voronoi_lines = []\n", + "\n", + "for edge in vor.ridge_vertices:\n", + " if -1 not in edge:\n", + " line_coords = [vor.vertices[i] for i in edge]\n", + " voronoi_lines.append(LineString(line_coords))\n", + "\n", + "# Create a GeoDataFrame from the Voronoi lines\n", + "line_gdf_from_poly = gpd.GeoDataFrame(geometry=voronoi_lines)\n", + "\n", + "# Plot\n", + "line_gdf_from_poly.plot();" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Rasters\n", + "\n", + "To create a random raster, we really just need to create a two-dimensional array, which could be a NumPy array, or a list of lists. If you chose to represent a raster as a list of lists, each sublist would represent a single row in the raster, therefore the number of sublists would indicated the number of rows and the number of values within a sublist would indicate the number of columns. We can then use a probability distribution to assign random values to each of the grid cells.\n", + "\n", + "With a NumPy probability distribution, we can even specify how may values we want to randomly create by defining what the shape of the output array is (the number of rows and columns)." + ] + }, + { + "cell_type": "code", + "execution_count": 13, + "metadata": {}, + "outputs": [], + "source": [ + "# Define array dimensions\n", + "rows, cols = 100, 100\n", + "\n", + "# Generate random values between 0 and 100\n", + "raster_data = np.random.uniform(0, 100, (rows, cols))" + ] + }, + { + "cell_type": "code", + "execution_count": 14, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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+ "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data as a grayscale image\n", + "plt.imshow(raster_data, cmap='gray', extent=(0, cols, 0, rows), origin='lower')\n", + "plt.colorbar()\n", + "plt.title('Synthetic Raster Data')\n", + "plt.xlabel('Column')\n", + "plt.ylabel('Row')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Categorical Rasters\n", + "\n", + "Using a probability distribution is good for continuous data, but what about categorical data, which is commonly found in raster data (land cover, for example)?\n", + "\n", + "Luckily, we are able to randomly select a value from a predfined values using NumPy's choice functionality. We can then represent categories as integers and have each value in the raster fall into one of the predefined categories." + ] + }, + { + "cell_type": "code", + "execution_count": 15, + "metadata": {}, + "outputs": [], + "source": [ + "# Define the categories and their corresponding values\n", + "forest_value = 1\n", + "grassland_value = 2\n", + "urban_value = 3\n", + "water_value = 4\n", + "\n", + "# Create a synthetic land cover array with random categories\n", + "categorical_raster_data = np.random.choice([forest_value, grassland_value, urban_value, water_value], (rows, cols))" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Plot the data as a grayscale image\n", + "plt.imshow(categorical_raster_data, cmap='coolwarm', extent=(0, cols, 0, rows), origin='lower')\n", + "plt.colorbar()\n", + "plt.title('Synthetic Raster Data')\n", + "plt.xlabel('Column')\n", + "plt.ylabel('Row')\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "### Points with Attributes\n", + "\n", + "We have learned how to randomly generate points, but what about attributes?\n", + "\n", + "Turns out, it's really easy! We can use the same tools we have been using and just create random values for each row in a DataFrame/GeoDataFrame. You could do this with any of the different probability distributions or even create categorical data." + ] + }, + { + "cell_type": "code", + "execution_count": 17, + "metadata": {}, + "outputs": [], + "source": [ + "# Using Previous Points GDF\n", + "mean = 1000\n", + "std_dev = 200\n", + "point_gdf['attribute_1'] = np.random.normal(mean, std_dev, num_points)" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, + "outputs": [ + { + "data": { + "image/png": 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3v/udnnrqKd1www2h3hTgmKS4eI3t1itoofmN0eU9+kQwFRC7wnI7q0svvVSXXnppOP40EDUmn3Gu3t+1XSbgP27SVkvSZT366PQ27Z0JB8QYruwETlLvNu01e/w1yk6pHa14dCYF27J0Xe9B+sOocU7GA2IKNxoGTsHQjp206Npb9dHundpcdEDJ8fG6qEsPdUhu5XQ0IKZQZsApsi1L53XupvM6d3M6ChCzOMwIAHA9ygwA4HqUGQDA9SgzAIDrUWYAANejzAAArkeZAQBcjzIDALgeZQYAcD3KDADgepQZAMD1KDMAgOtRZgAA16PMAACuR5kBAFyPMgMAuB5lBgBwPcoMAOB6lBkAwPUoMwCA61FmAADXo8wAAK5HmQEAXI8yA6KUMUalvgqVlx5xOgoQ9eKcDgCgPr8/oDf/8bFee2GxCvIPSZJOH5Sjq28drRFj+zucDohO7JkBUcTvDyhv8j/03O/mquCrQ3XLt6z/Sr+f9Df9878/cDAdEL0oMyCKfPjGan309vraB+ab5YFA7YOZf5yvnVv2OZAMiG6UGRBFXv/7R7Jsq9HnbY+t+S8vi2AiwB0oMyCK7Ny8TyZgGn0+4A9o+xd7I5gIcAfKDIgiCYnxQZ+3LEuJyQkRSgO4B2UGRJHzvjtAtqfxt6UxhhGNQAMoMyCKXPHj8+TxWLKs48+b2R5b7TLTNerSwZEPBkQ5ygyIIjk9Oui3z9+ipJTaQ4kejy1PXO3btEN2hh6fdZsSkzjMCHybZYxp/GyzA3w+n9LT01VcXKy0tDSn4wCOqCir1AdvrNbmdfnyeGwNPf90nTW6jzxxHqejARHTnD6gzAAAUak5fcBhRgCA61FmAADXo8wAAK5HmQEAXI8yAwC4HmUGAHA9ygwA4HqUGQDA9SgzAIDrUWYAANejzAAArkeZAQBcjzIDALgeZQYAcD3KDADgepQZAMD1KDMAgOtRZgAA16PMAACuR5kBAFyPMgMAuB5lBgBwPcoMAOB6YS+zvLw8WZalKVOmhHtTACT5AwEtXrddz7+5TC+8tVxbdx9wOhIQdnHh/OPLly/XjBkzNHDgwHBuBsDXPttRoF8+96b2FZXIY1syRnrm1SU6p29XTf3pJUpLSXQ6IhAWYdszKy0t1Q033KDnn39erVu3DtdmAHwtv/CwJj75L+0/XCpJ8geMAsZIkj79YpfuenqOAgHjZEQgbMJWZpMmTdL48eM1ZsyYcG0CwDH+/s4KVVXX1BXYsfwBo/U7CvTxhi8jHwyIgLAcZnz55Ze1atUqLV++/ITrVlZWqrKysu6xz+cLRySgxZv/yRfyB9nz8tiW3l6xSSMG5EYwFRAZId8zy8/P1+TJkzVr1iwlJp74+HxeXp7S09PrfnJyckIdCWjxjDEqr6wOuo4/YFRaXhl0HcCtQl5mK1euVGFhoYYOHaq4uDjFxcVp4cKFevrppxUXFye/319v/fvvv1/FxcV1P/n5+aGOBLR4lmUps01q0HU8tqXO7TMiEwiIsJAfZrzooou0fv36estuvvlm9e7dW/fee688Hk+957xer7xeb6hjADHn+6MG6i+vLZVp4JyZVLtndsXI/hFOBURGyMssNTVV/fvXf8OkpKSobdu2xy0HEDrXXjhEC1Zs1pbdBxoctXjTd4epe3ZbB5IB4ccdQIAWIskbrxm/uFpXjxokb/w331Mz26Tq/hsu1J3fG+lgOiC8LNPYMQmH+Hw+paenq7i4WGlpaU7HAVyp/EiVdhUeVkKcR90y28i2LacjAc3WnD4I6x1AADgjOTFBvbt0cDoGEDEcZgQAuB5lBgBwPQ4zAoBqLzxfdmiV3t77ob4sz1eCHa8z2wzRuKwL1Skp0+l4OAHKDFFjfdEerTu0Rx7L1oiOucpJ4QbViIyACei5bX/Twv3LZMtSQEYV/iN6b98SfVC4VL/sfbsGZfR1OiaCoMzguF2lh/SzT1/V+qK9siQZSZaki7N7K2/YBKXGM20JwuvDwo+1cP8ySVJA3wzwDiggY4z+tOm/9dzQx5Qcl+RURJwA58zgqINHynTthy9o4+ECSar7GDGS3tu7Sf+x5CX5TcCxfIgN8/a+K0sNX75gZFQZqNSir8sO0Ykyg6P+vu1THaoql7+haUuM0epDX+nDvVscSIZYURWo1lcVe2XU+CW3tixtKd0RwVRoLsoMjnp159oG5986ymNZmrtrfaPPA6fKbmSPrD5LHouPy2jG/ztw1OGqiqDP+43RgcqyCKVBLIqz49Q7tWfQUgsooAHpfSKYCs1FmcFRmUlpQb8XeyxLnZPTI5YHsemyTmPrDfw4li1brePTdXbbMyKcCs1BmcFRP8gN/gHhN0ZXdxsSoTSIVUNbD9QNXa6UVFtex0qNT9EDfScr3o53IhqaiKH5cNS13YfqtZ3rtLVk/3GDQCxJl3Tup2HtujgTDjHlsk5jNaR1fy3Yt0g7SncpwU7QmW0H67x2ZzEk3wW4az4c56s6ot+vfVtv5n+mmq+H4afEJeimnmfqjj6jFGdzAAGIRc3pA8oMUeNQZbk2Fe9TnGVrQJtsJXo4rAPEMqaAgSu18SbrnA65TscA4EIcvwEAuB5lBgBwPcoMAOB6lBkAwPUoMwCA61FmAADXY2g+0MKU+cq14G8L9cmbK1VVWa3ew3tq/G0XK7tHptPRgLDhommgBdm6ZofuG/s7FR8sqV1gJNtjyxiju/7yU11628XOBgSagYumgQgoLCnVv1Zv0Po9BYr3eHRez266tP/pSop35s4lFWVHdN93fq+SojIdewP4gL/2FmF/vn2Gcnpna9Cofo7kA8KJMgNOwv9t2KR75rylgDEKGCNL0tufb9FT73+kmT+8Sqd1aBfxTB/MXqLi/b5Gn7c9tv715BuUGVokBoAg5hlj1Jyj7ev3FOjnr85XTSBQN0v20d8uKq/QzX//t8qqqsKQNLgV76yRZQeZYLImoBVvrWnWPyvgFpQZYpIxRvtLX9Vney/Tp7t6aPmu07Wp8CfyHfnkhL878+OVshrpDL8xOlBWrnmfbQpx4hPz1wRkAsGL6ughR6ClocwQc4wx2n7wl9p+8Ocqq9ogycioWocrFurzfdepsOSloL///uYd8gcpDUvSh5u3hzZ0E5w+vGfQPTPbttRraA9ZjTUx4GKUGWLOofI3daDsX18/OnZPxS/JaMehB3WkOr/R368J+IP+fSOp0h98nXAY95ML5Ynz1LZpAwIBoysnXxLZUECEUGaIOQUlLyj4v/qWCksb3zvrm9lBdpC9G9uy1D+r40nnO1mtO2boV/+YLI/Hlifum38+21P7vy+5dYxGXzcy4rmASKDMEHPKKjeo/h7Zt/lVVrWu0Wd/dNaQuoEfjbnmjAEnF+4UnXfV2Zr26WO66Ibz1ap1ihJTvOo34nT9+p93a8r0WznEiBaLofmIOZYVL2Mqg60hWwmNPju+3+n6aNtOvbp2o2zLqis2j20pEDD6/YSL1SnDuQv+ew7O1T0zJzm2fcAJ7Jkh5rROGiPJE2QNo4zkMY0+a1mWpl42Vk9c8V31zWwv27IU77F1Qa/umvXja3TVYK7jAiKNPTPEnKy0n+hg+euqHSnx7cOFHsXZGWqXcnnQv2FZli4f2EeXD+wjYwyH7wCHsWeGmJPi7a+e7Z6WpTjVvgUsHX0rxNut1afjLHnslCb/PYoMcB57ZohJbVPGKy3xTBWW/lNlletkWXFKTxqltskT5LGTnI4HoJkoM8SseE97dUpnoATQEnCYEQDgepQZAMD1KDMAgOtRZgAA14upASD5ZUXaVVqktPhE9WudFfT+egAA94iJMttSvF+PrH5Ly/bvrFvWKTldPx8wWhO69HcwGQAgFFp8mW31HdA1789Uhb+63vLd5cW6+5PXVFpdqet6DHUoHQAgFFr8ObM/rHtPFf5q+Ru5y/nUtQtUWh3sprMAgGjXosvs4JEyfbB3S6NFJklH/DWa/9XnEUwFAAi1Fl1mBRUlx91G9tviLFt7yosjkgcAEB4tuszaeE98jz2/MWqdkByBNACAcGnRA0CyktM1pG1nrT24W4FG9tFsSxqX0yfCyQDpq5JivfDZKs3d+rnKa6qUm95GP+w7WFee1k/xdrD51gB8W4veM5OkXwwYLVm1k3w05CennaP2ia0imglYt79A3/3XC5r52UrtryhTWXW1NhzYp3sXva1b5v9blf4apyMCrtLiy+zM9l31/Mhr1e7rwrK+rrUE26Pb+4zUzweMdjIeYlBNIKBb356j8pr6o2yP/q8lu3fp2dWfOBMOcKkWfZjxqPMze2jR+Lu0ZN/22juAJHg1OquX0hOYtwqR9+7OrSooL230eSOjv21YpTvOOJvDjUATxUSZSVKcbeuCrJ5OxwC0pnCv4mxbNYFAo+sUVR7R7hKfuqW3jmCy6FFeU6V5X63TO3s2qLSmUr3SOujqrsM0oHVnp6MhSsVMmQHRIs62FeTSxzoeu8WfBWhQftkh/WTpC9pbUSxLtYdfPy/eqzm7VuvmHiP0s74Xy+K+qviW2Hy3AA46r3M3+U3je2WWpC6p6erUKi1yoaJEwAR0+7JZKjxSIumb84hHX6+Z2z7S3Pw1zoRDVKPM0GIdrCjXtsOH5KuKrtuVnZnZWf3adpCnkb0LI2ni4LNiclaHjwq36cuyg42WvSXp/21dItOUXVvEFA4zosVZtW+P/rRisT7avUuS5LEsje/eW78YPlJd0jKcDSfJsiz9z3eu1PXzXtGO4iLZshSQkcey5DdG/zFgmK7rPdDpmI74eP82xVm2ahopMyNpR+kBHawsqxuhDEiUGVqYJV99qR/P/3e9i+T9xmje9i+06Ksdeu2KG6NiUEVWq1TNv+rHmrf9C725bZN8VUfUM6Otru8zSIM6ZDkdzzGBIIdfjxXsMC1iE2WGFsMfCOgXH86X3xiZb93xxW+MSqoq9fDS9/TCuO87lLC+xLg4XXVaf111GnPqHTWoTY7+sSP4NXYdElO50QGOwzkztBiLvvpSBeWlxxXZUX5jtDB/h/aU+iKcDE01JquP2iSkyG7knj2WpBu7ny3b4qML9fFvBFqM7cWHTjhowkj60nc4InnQfPF2nJ4563olxsXXGyBztNxGZ/bWD7uf41Q8RLGQl1leXp6GDx+u1NRUdejQQVdccYU2bdoU6s0Ax0mN9yrQhFFuqfEJEUiDkzWwdWfNuWCSftj9HHVITFNqXKIGtu6sx864Sk8O/4HiuCsKGhDyc2YLFy7UpEmTNHz4cNXU1OiBBx7Q2LFjtXHjRqWkpIR6c0Cdi7r2CDoSTpI6tUpTv3YdI5gKJyM7OUM/7/cd/bzfd5yOApcIeZm99dZb9R7PnDlTHTp00MqVK3X++eeHenNAnbZJybqp/xD9v/UrG52U9efDRsbk9VtASxf20YzFxbWzOLdp06bB5ysrK1VZ+c1FrT4fJ+dx8u4/6wJV+f2atXGNLMuSbVnyBwKKs23df9YFuvK0fk5HBBAGlgnjpfTGGF1++eUqKirS4sWLG1zn4Ycf1m9/+9vjlhcXFystLfZu54PQ+KqkWG9s+0KHj1SoU2qaLuvRRxmJzJIAuInP51N6enqT+iCsZTZp0iTNmzdPS5YsUefODd/tuqE9s5ycHMoMAGJcc8osbIcZ77zzTr3++utatGhRo0UmSV6vV16vN1wxAAAxIORlZozRnXfeqTlz5ujDDz9Ubm5uqDcR1I6CQ3pp4Rot/Gyb/H6jQd2zdN2oIRrWi3mQAKClCnmZTZo0SbNnz9bcuXOVmpqqgoICSVJ6erqSksJ7zuL9tVv1y7/Ok5GRP1B79PTDddv03pqtmnjJ2Zp4CRdbAkBLFPJzZo1Nmjdz5kz9+Mc/PuHvN+cY6bEKD5dq/EN/VY0/0Oiw7Gdv/57O7dutyX8TAOAcR8+ZOTXP0KtL18sfaOyufJLHtjTrg1WUGQC0QC3m3oyrt+4Oeisjf8Bo9bY9EUwEAIiUFlNmln3iuzpw5wcAaJlaTJmddXqXRs/XSbWHGc/q3SWCiYCWxxijtfv36u0vt2jlvuBHQ4BIajGTc15xTn/NmP+JKqtrGnyD+QNGN44e4kAyoGVY/NWXemjpu9peXFS3rHOrND149mh9N/c0B5MBLWjPrHWrJD098XIlxHvqHU702JYsSfdfc6HO6Mm1ZsDJWLL7S9301r+0o/hwveW7S336z3fnat52pnmCs8J6O6uTcbJD848qPFyqV5eu1+LPdqjaH9Dg7tm65ryB6pndLgxpgZbPGKOL/vev2lF8uNFZvNsnpejj6ycqzm4x348RBaLidlZO6ZDRShMvOYcLpIEQWX9gX71Diw3ZX1Gmj3bv1KicyN7xBziKr1EAgiooKwnpekA4UGYAgmqX1LQZ4tsnM5M8nEOZAQhqcIcs5aSmK9hVmq29iRrZqVukIgHHocwABGVbln599uig69x/1gVK8HgilOjk+E1AHxVu0StffqK39qxXWU3liX8JrtHiBoAATVVaXaG39q7W5758xVm2zmp3us5v309xdnR/KDthbLdeenbMZXpo6XsqLC+rW97am6j7z7pA15w+wMF0J7Zo3yY9sm6u9ld+c14v0ROvW3tdoFt6nBf0hgtwhxY3NB+xbdPOQq3e/JUsy9LQ3p3Vs3P7BtdbdmCTHlw3SxX+KtmyZVm139wzEzP0X2f8h7qkNPx7sa4mENDSPTtVUFaqdknJGtmpW9TvkX1yYJsmLntRppELCyadfpFu7XVBpGOhCZrTB5QZWoSCQyX61fQ3tX7bXh39km2MNPT0zvr9xPFql/7N4ITtpQW6ednT8hv/cR9uHtlq422ll0bcoyRPQuT+ARA21y6ari98exu9Ri7e9uj9MfcqLSG88y3GCmOMvipfr/2V2xVnJSi31XClxp/cl8OYvs4Msae0vFK3PvaKCg/VHkI69uvZmi27NfHxf2rWQzcq0RsvSXpl5+JGv6X7FdD+Sp/eLVijCZ3OjEB6hNPO0oP63Bd8tozqgF/vFmzUlV2GRihVy7WvYove3JOnoqrdkixJRpYs9U0fozGZdyre9oZt2wwAgevNXfyZCg766mYXP5Y/YLSzoEjzl31et+zDws/kN4FG/54lS4sKN4YlKyKrqKrshOt4LLtJ6yG4oqrdennnPTpctffrJebr/zTaWPyu5u3OC+t8l5QZXG/e0o1qdFZWSZYl/d/Sb8qsKlAT9O8ZGVX6q0IVDw7qmHTiUxV+E1BWUnoE0rRsnxx4WTWmSkbHf1E0Mtpa+rEKjoTvHp6UGVzvcElFsC6TMVJRSXnd4x6tMmUFuWrKY9nqmZoVwoRwSlZShoa3zZUd5P/vZE+CRmf2iWCqlidg/Prc94GM/I2uY8ujjcXvhy0DZQbX69Q+PejEq7ZtqXP7b755fz9nRKODASQpYAK6vPPZIc0I5/yi7zgl2HGNFtov+13CYJ9TVGOq5DfVQdcxMqrwF4ctA2UG1/veqAFBJ4kMBIyuGDWw7vHYrMG6sOPA49Y7+mF3x2mXqitD81uM3ulZmnnuT9Q/o/4UUNlJGXpsyNX6HgM/Tlm8lSivfeLbmaXFdwxbBkYzwvXGnnm6Xl/8mVZvPn7mY8uSzu3fTecN7l63zLZsPTzgOp3Rurte2bVE+eUHJEkDM7rphm6jdG57Djm1NH0zOunvI2/Vl6X79VV5kdLjk9UvI1u2xff5ULAsSwMyxmnloVcbPGcmSUYB9U8fG74MXGeGluBIVbWe/fdHmrNwnY5U1Q7wSPLG6+oLB2ni90YoPq7hC3uNMToSqJbHspVg890OOFnlNcWa9eUdKqk+0GChDW9ztUZ1/I9m/U0umkbMKquo0pb8/bIs6fQuHequLQMQfqXVB/X+vunaUvJRXaEledJ1VttrNbTN95p92zDKDADgmLKaQzpYuUtxVoI6Jp0mj3VyRz24AwgAwDEpcW2UEtcmotvk7CcAwPUoMwCA63GYEUDMCwSM8guKVF3jV+fMDCUmMHDIbSgzADHLGKM5767V3+Z+qn0Ha2ddSE6M1+UXDdRPvz9CSYmUmltQZgBi1jP/WKiX5q2st6z8SLVemb9K6zbt0V9+fY28CXxMugHnzADEpM1fFh5XZEcFAkYbt+3Va++ti3AqnCzKDEBMmvv+OnnsIBfxGunVBWsilgenhjIDEJPyC4oanND1KCNpT2H47vKO0KLMAMSktJRE2cH2zCQlJzE1jFtQZgBi0phzeisQZM/MY1v67khmUGiqmhq/Pl63Q/MWb9DyDbvkDzR89/xwYZgOgJg0cmgP9eraXtvzDxx3uNG2LXkT4vWDccx11hT/t2Sj/jx7oQ6XVNQta9+6lX7xo9G6YFiviGRgzwxATIrz2Przr76vgad3klRbYB5P7Udi+9atNO3Bq5XdIT3Yn4CkeYs36Lf//Va9IpOk/UWluvfPb2jRqm0RycGeGYCY1TotWc/+5gf6Yvs+LVu7Q9U1fvXpkalzBufKY/Nd/0Sqa/x6+qVFjT5vSXrqHx/qvCHdmz39S3NRZgBiXu/uHdW7e0enY7jOJ5/tPG6P7FhG0u7CYm3YVqD+PbPCmoWvHgCAk3LocFmT1jvYxPVOBWUGADgp7du0Cul6p4IyAwCclOH9uqp1WnKjz1uW1DWrtfrkhv8QLmUGADgpcR5bP//h6AafsyzJkqW7bxwd9sEfEgNAAACn4OKzT5fHY+mpfyysm0ZHkjp3yNAvfnShzh7YLSI5KDMAwCm5cPhpumBoL63bskeHfGXq0DpV/XpkRmSP7CjKDABwymzb0uCvL0B3ZPuObRkAgBChzAAArkeZAQBcjzIDALgeZQYAcD3KDADgepQZAMD1KDMAgOtRZgAA14u6O4AYYyRJPp/P4SQAACcd7YGjvRBM1JVZSUntjSpzcnIcTgIAiAYlJSVKT08Puo5lmlJ5ERQIBLRnzx6lpqY26yaVPp9POTk5ys/PV1paWhgTuhevUXC8PifGa3RivEbBNef1McaopKRE2dnZsu3gZ8Wibs/Mtm117tz5pH8/LS2Nf4FOgNcoOF6fE+M1OjFeo+Ca+vqcaI/sKAaAAABcjzIDALheiykzr9erhx56SF6v1+koUYvXKDhenxPjNToxXqPgwvX6RN0AEAAAmqvF7JkBAGIXZQYAcD3KDADgepQZAMD1WkyZPfvss8rNzVViYqKGDh2qxYsXOx0pKuTl5Wn48OFKTU1Vhw4ddMUVV2jTpk1Ox4pqeXl5sixLU6ZMcTpK1Ni9e7duvPFGtW3bVsnJyRo8eLBWrlzpdKyoUVNTowcffFC5ublKSkpS9+7d9cgjjygQCDgdzTGLFi3ShAkTlJ2dLcuy9Nprr9V73hijhx9+WNnZ2UpKStIFF1ygDRs2nPT2WkSZvfLKK5oyZYoeeOABrV69Wuedd57GjRunXbt2OR3NcQsXLtSkSZO0bNkyLViwQDU1NRo7dqzKysqcjhaVli9frhkzZmjgwIFOR4kaRUVFGjFihOLj4zV//nxt3LhRf/rTn5SRkeF0tKjx+OOP67nnntO0adP0+eef64knntAf/vAHPfPMM05Hc0xZWZkGDRqkadOmNfj8E088oSeffFLTpk3T8uXLlZmZqYsvvrju/rzNZlqAM88800ycOLHest69e5v77rvPoUTRq7Cw0EgyCxcudDpK1CkpKTG9evUyCxYsMKNGjTKTJ092OlJUuPfee83IkSOdjhHVxo8fb2655ZZ6y6688kpz4403OpQoukgyc+bMqXscCARMZmameeyxx+qWHTlyxKSnp5vnnnvupLbh+j2zqqoqrVy5UmPHjq23fOzYsVq6dKlDqaJXcXGxJKlNmzYOJ4k+kyZN0vjx4zVmzBino0SV119/XcOGDdPVV1+tDh06aMiQIXr++eedjhVVRo4cqffee0+bN2+WJK1du1ZLlizRJZdc4nCy6LRjxw4VFBTU+9z2er0aNWrUSX9uR92NhpvrwIED8vv96tixY73lHTt2VEFBgUOpopMxRnfffbdGjhyp/v37Ox0nqrz88statWqVli9f7nSUqLN9+3ZNnz5dd999t371q1/p008/1V133SWv16sf/ehHTseLCvfee6+Ki4vVu3dveTwe+f1+Pfroo7ruuuucjhaVjn42N/S5vXPnzpP6m64vs6O+PV2MMaZZU8jEgjvuuEPr1q3TkiVLnI4SVfLz8zV58mS98847SkxMdDpO1AkEAho2bJimTp0qSRoyZIg2bNig6dOnU2Zfe+WVVzRr1izNnj1b/fr105o1azRlyhRlZ2frpptucjpe1Arl57bry6xdu3byeDzH7YUVFhYe1/qx7M4779Trr7+uRYsWndIUOy3RypUrVVhYqKFDh9Yt8/v9WrRokaZNm6bKykp5PB4HEzorKytLffv2rbesT58++ve//+1Qouhzzz336L777tO1114rSRowYIB27typvLw8yqwBmZmZkmr30LKysuqWn8rntuvPmSUkJGjo0KFasGBBveULFizQueee61Cq6GGM0R133KFXX31V77//vnJzc52OFHUuuugirV+/XmvWrKn7GTZsmG644QatWbMmpotMkkaMGHHc5RybN29W165dHUoUfcrLy4+bPNLj8cT00PxgcnNzlZmZWe9zu6qqSgsXLjzpz23X75lJ0t13360f/vCHGjZsmM455xzNmDFDu3bt0sSJE52O5rhJkyZp9uzZmjt3rlJTU+v2YNPT05WUlORwuuiQmpp63DnElJQUtW3blnOLkn72s5/p3HPP1dSpU3XNNdfo008/1YwZMzRjxgyno0WNCRMm6NFHH1WXLl3Ur18/rV69Wk8++aRuueUWp6M5prS0VFu3bq17vGPHDq1Zs0Zt2rRRly5dNGXKFE2dOlW9evVSr169NHXqVCUnJ+v6668/uQ2eynDLaPKXv/zFdO3a1SQkJJgzzjiDoedfk9Tgz8yZM52OFtUYml/fG2+8Yfr372+8Xq/p3bu3mTFjhtORoorP5zOTJ082Xbp0MYmJiaZ79+7mgQceMJWVlU5Hc8wHH3zQ4GfPTTfdZIypHZ7/0EMPmczMTOP1es35559v1q9ff9LbYwoYAIDruf6cGQAAlBkAwPUoMwCA61FmAADXo8wAAK5HmQEAXI8yAwC4HmUGAHA9ygwA4HqUGQDA9SgzAIDrUWYAANf7/5sAFxDdpMkFAAAAAElFTkSuQmCC", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "point_gdf.plot(column='attribute_1');" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "geo", + "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": "3.10.10" + }, + "orig_nbformat": 4 + }, + "nbformat": 4, + "nbformat_minor": 2 +} diff --git a/mock_data_generation/arcpy.ipynb b/mock_data_generation/03_arcpy.ipynb similarity index 78% rename from mock_data_generation/arcpy.ipynb rename to mock_data_generation/03_arcpy.ipynb index e28d99e..7a70d3d 100644 --- a/mock_data_generation/arcpy.ipynb +++ b/mock_data_generation/03_arcpy.ipynb @@ -8,7 +8,7 @@ "\n", "*Mock data is useful to design new experiments, test new analytical techniques, evaluating the performance of data systems, and to generally get a handle on a new analytical problem, among other things. In some instances, mock data is the goal - think video games or other virtual worlds that need to have endless horizons. In other cases, mock data is to help us think through a problem or test a system. This later case is our primary use in spatial data science, where mock data helps us think through the data modeling challenge. Specifically, it helps us think about the pros and cons of different approaches to problem formulation, abstraction, and representation of the spatial entities and their attributes.*\n", "\n", - "Last updated: Oct 12, 2023" + "Last updated: Nov 28, 2023" ] }, { @@ -28,7 +28,50 @@ "heading_collapsed": true }, "source": [ - "## Primitives" + "## Primitives\n", + "\n", + "Primitives in GIScience are the data structures that we hold near and dear to our hearts. Specifically, when we talk about primitives, we are talking about points, lines, and polygons. They are how we represent vector data within our computers, meaning that they are representations and abstractions of the real-world phenomena that we are trying to model and depict.\n", + "\n", + "In Python, we can create our own implementations of these primitives by using classes and object-oriented programming (OOP) or we can make use of existing libraries that have already done this work. In this notebook, we will use Esri's ArcPy package to make use of primitives for the purpose of generating mock data. This could also be done through open-source packages like Shapely.\n", + "\n", + "As we explore the primitives in ArcPy, you will be able to see that the primitives are actually interconnected and build off of one another. In other words, lines and polygons are really just collections of points that we call arrays. The relationships between primitives can be seen below.\n", + "\n", + "```mermaid\n", + "flowchart LR\n", + " pt[Point]\n", + " li[Python List of Points]\n", + " pg[PointGeometry]\n", + " ar[Array]\n", + " pll[Polyline]\n", + " plg[Polygon]\n", + " mp[MultiPoint]\n", + "\n", + " pt --> li & pg\n", + " li --> ar\n", + " ar --> pll & plg & mp\n", + "```" + ] + }, + { + "cell_type": "markdown", + "metadata": {}, + "source": [ + "Furthermore, here is a diagram of what this might look like with actual code.\n", + "\n", + "```mermaid\n", + "flowchart LR\n", + " pt[\"arcpy.Point(3,4)\"]\n", + " li[\"[arcpy.Point(3,4), arcpy.Point(4,6), arcpy.Point(3,8)]\"]\n", + " pg[\"arcpy.PointGeometry(arcpy.Point(3,4))\"]\n", + " ar[\"arcpy.Array([arcpy.Point(3,4), arcpy.Point(4,6), arcpy.Point(3,8)])\"]\n", + " pll[\"arcpy.Polyline(arcpy.Array([arcpy.Point(3,4), arcpy.Point(4,6), arcpy.Point(3,8)]))\"]\n", + " plg[\"arcpy.Polygon(arcpy.Array([arcpy.Point(3,4), arcpy.Point(4,6), arcpy.Point(3,8)]))\"]\n", + " mp[\"arcpy.MultiPoint(arcpy.Array([arcpy.Point(3,4), arcpy.Point(4,6), arcpy.Point(3,8)]))\"]\n", + "\n", + " pt --> li & pg\n", + " li --> ar\n", + " ar --> pll & plg & mp\n", + "```" ] }, { @@ -37,7 +80,9 @@ "hidden": true }, "source": [ - "### Point" + "### Point\n", + "\n", + "First, let's start by creating a single point with an X and Y coordinate. Then, we can take a look at the varioud different methods and attributes of the point object." ] }, { @@ -124,7 +169,13 @@ "hidden": true }, "source": [ - "### PointGeometry" + "### PointGeometry\n", + "\n", + "With `arcpy.Point` there is no coordinate system associated with the Point object, and we typically only use it to construct other types of primitives.\n", + "\n", + "If we actually want to use a point as the primitive itself, then we can convert the Point object to a PointGeometry object. All we need to do is pass in the Point object along with the spatial reference we are using and then we have a PointGeometry ready to be used.\n", + "\n", + "You'll also notice that there are far more methods and attributes that can be utilized with PointGeometry objects compared to Point objects, in ArcPy." ] }, { @@ -256,7 +307,13 @@ "hidden": true }, "source": [ - "### Array" + "### Array\n", + "\n", + "Now, what if we want to create a Polygon, Polyline, or MultiPoint object? First we need to create a collection of `arcpy.Point` objects in what is referred to as an `arcpy.Array`.\n", + "\n", + "To do this, we can simply create a Python list of multiple points and then feed that into the array.\n", + "\n", + "It is also worth noting that **order is important**! Think of each point as a node, where they will be sequentially connected to one another based on the order." ] }, { @@ -348,7 +405,11 @@ "hidden": true }, "source": [ - "### MultiPoint" + "### MultiPoint\n", + "\n", + "With an array of points in hand, we can now start to create some of the other primitives like Polylines, Polygons, and MultiPoints.\n", + "\n", + "First, let's create a MultiPoint object by simply passing in the array, along with a spatial reference." ] }, { @@ -479,7 +540,9 @@ "hidden": true }, "source": [ - "### Polyline" + "### Polyline\n", + "\n", + "Next, we can use the same process to create a Polyline object, by passing in the array and a spatial reference." ] }, { @@ -610,7 +673,9 @@ "hidden": true }, "source": [ - "### Polygon" + "### Polygon\n", + "\n", + "Lastly, we can repeat the process for creating a Polygon." ] }, { @@ -739,14 +804,24 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "## Creating Mock Data with ArcPy" + "## Creating Mock Data with ArcPy\n", + "\n", + "With a firm grasp of how primitives work in ArcPy, it then becomes easier to generate mock data, by making use of the primitives alongside the same random data generation tools used in other notebooks.\n", + "\n", + "First, let's use ArcPy to create a File Geodatabase along with some Feature Classes to generate some data for." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Preparation" + "### Preparation\n", + "\n", + "Nearly anything that can be done in ArcGIS Pro can also be done in Python, through the use of ArcPy. This is especially useful for automating tasks like working with Geodatabases and Feature Classes.\n", + "\n", + "First, we will create a File Geodatabase in our current directory (this is often denoted using the shorthand notation of `.` rather than writing out the entire absolute path).\n", + "\n", + "After that, we will create two Feature Classes in the geodatabase; one for storing some points and another for storing some lines." ] }, { @@ -785,7 +860,15 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Points" + "### Points\n", + "\n", + "With Feature Classes created, we can now generate some mock points to put into them.\n", + "\n", + "We will create a list of 25 X coordinates and a list of 25 Y coordinates by using a uniform distribution to create some variation around the point `-94, 45`. Meaning that all of our points will be within 1 degree of that location.\n", + "\n", + "After the lists are generated, the `zip` and `list` functions can be used to combine the two lists into a single list of tuples containing the coordinates for 25 different points.\n", + "\n", + "We can then use an `arcpy.da.InsertCursor` to insert individual features/rows into the Feature Class and an `arcpy.da.SearchCursor` to iterate through the features and print out the content of the Feature Class." ] }, { @@ -898,7 +981,17 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Line" + "### Line\n", + "\n", + "This process can be repeated for lines, with the exception of how the lines are actually generated. The process used here can also be used for polygons and multipoints.\n", + "\n", + "First, we will make 5 total lines, each with somewhere between 3 and 7 vertices (the number of vertices is randomly chosen).\n", + "\n", + "We can then generate the the random X and Y values for all of the vertices and go through the conversion process of transforming a list of points into a polyline.\n", + "\n", + "Lastly, with a polyline created, we can then append that feature to a list and continue to generate the other lines, which will all be generated using that same process.\n", + "\n", + "Then, it's just a matter of using the Insert and Search Cursors to insert the data and verify the results of our operations." ] }, { @@ -987,7 +1080,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.9.16" + "version": "3.10.10" } }, "nbformat": 4, diff --git a/mock_data_generation/time_series.ipynb b/mock_data_generation/04_time_series.ipynb similarity index 99% rename from mock_data_generation/time_series.ipynb rename to mock_data_generation/04_time_series.ipynb index a29da00..2ab842c 100644 --- a/mock_data_generation/time_series.ipynb +++ b/mock_data_generation/04_time_series.ipynb @@ -8,7 +8,7 @@ "\n", "*Mock data is useful to design new experiments, test new analytical techniques, evaluating the performance of data systems, and to generally get a handle on a new analytical problem, among other things. In some instances, mock data is the goal - think video games or other virtual worlds that need to have endless horizons. In other cases, mock data is to help us think through a problem or test a system. This later case is our primary use in spatial data science, where mock data helps us think through the data modeling challenge. Specifically, it helps us think about the pros and cons of different approaches to problem formulation, abstraction, and representation of the spatial entities and their attributes.*\n", "\n", - "Last updated: Oct 12, 2023" + "Last updated: Nov 16, 2023" ] }, { @@ -18,8 +18,9 @@ "outputs": [], "source": [ "# Imports\n", - "from datetime import datetime, timedelta\n", "import os\n", + "from datetime import datetime, timedelta\n", + "\n", "os.environ['USE_PYGEOS'] = '0'\n", "\n", "import geopandas as gpd\n", @@ -33,14 +34,20 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "# Time Series Data" + "# Time Series Data\n", + "\n", + "Spatiotemporal data is a huge topic in spatial data science, and dealing with dates and times can be tricky sometimes. With Pandas and NumPy we can generate synthetic time series quite easily and combine them with spatial data to create robust mock spatiotemporal data. We can even use different methods to make the time series a little more believable than simply randomly generating values with no regard for temporal autocorrelation.\n", + "\n", + "In this notebook, we will expand upon the ideas of multivariate distributions to simply capture another dimension of the mock data, the temporal dimension." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ - "### Simple Time Series" + "### Simple Time Series\n", + "\n", + "To create a simple, random time series (with no spatial data), Pandas allows us to easily create a range of dates and store them in a DataFrame. This makes it easy then to use a probability distribution to randomly generate values and assign those values to the timesteps of the DataFrame." ] }, { @@ -109,7 +116,9 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Sine Wave with Noise" + "### Sine Wave with Noise\n", + "\n", + "This provides a good starting point, but intuitively, it doesn't seem very believable to have completely random values across the span of a year, especially for something like temperature which has strong ties to the different seasons. To account for this, we can use a sine wave (think back to high school trigonometry) and then randomly add noise to the signal, to create a more realistic looking time series." ] }, { @@ -173,7 +182,13 @@ "cell_type": "markdown", "metadata": {}, "source": [ - "### Time Series with Point Data" + "### Time Series with Point Data\n", + "\n", + "Now that we know a couple different ways to create time series, it's just a matter of combining the time series with spatial data.\n", + "\n", + "Points can be randomly generated just as they have been done in other notebooks, and then for each point, a time series can be created and we will end up with many points at the same location, each representing a different value of the time series. This is what sensor data looks like!\n", + "\n", + "In the end, we will create a total number of observations equal to the number of points/sensors/locations times the length of the time series. In the demo below, this means that with 25 points and a year's worth of daily observations (365 observations for each point), the total number of rows in the output GeoDataFrame will be `25 * 365`, or `9125`." ] }, { @@ -435,9 +450,12 @@ "metadata": {}, "source": [ "### Brownian Motion & Random Walks\n", - "See [here](https://github.com/runck014/geometric-brownian-motion) for more detailed examples.\n", "\n", - "The code here is heavily inspired (mostly copied) from the repo linked above." + "Another key form of spatiotemporal data is trajectory data. We can use trajectories to show movement of agents or features across space. Here, we will model movement using an agent that makes use of the ideas of Brownian Motion and Random Walks. At each step (new location), we can then assign a temporal component, and could even add some sort of attribute data too.\n", + "\n", + "For more detailed information and examples, see this [repo](https://github.com/runck014/geometric-brownian-motion), which goes into these ideas more thoroughly.\n", + "\n", + "The code used below is heavily inspired (mostly copied) from the repo linked above." ] }, { diff --git a/mock_data_generation/README.md b/mock_data_generation/README.md index 9479298..41dc782 100644 --- a/mock_data_generation/README.md +++ b/mock_data_generation/README.md @@ -1,9 +1,3 @@ # Mock Data Generation and Data Modeling Mock data is useful to design new experiments, test new analytical techniques, evaluating the performance of data systems, and to generally get a handle on a new analytical problem, among other things. In some instances, mock data is the goal - think video games or other virtual worlds that need to have endless horizons. In other cases, mock data is to help us think through a problem or test a system. This later case is our primary use in spatial data science, where mock data helps us think through the data modeling challenge. Specifically, it helps us think about the pros and cons of different approaches to problem formulation, abstraction, and representation of the spatial entities and their attributes. - -## To Do - -- Single variate distribution -- Multivariate point, line, polygon, raster, TIN, etc -- Time series point, line, polygon, raster, TIN, etc diff --git a/mock_data_generation/multivariate_distributions.ipynb b/mock_data_generation/multivariate_distributions.ipynb deleted file mode 100644 index 318749e..0000000 --- a/mock_data_generation/multivariate_distributions.ipynb +++ /dev/null @@ -1,408 +0,0 @@ -{ - "cells": [ - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Generating Mock Data for Spatial Data Science\n", - "\n", - "*Mock data is useful to design new experiments, test new analytical techniques, evaluating the performance of data systems, and to generally get a handle on a new analytical problem, among other things. In some instances, mock data is the goal - think video games or other virtual worlds that need to have endless horizons. In other cases, mock data is to help us think through a problem or test a system. This later case is our primary use in spatial data science, where mock data helps us think through the data modeling challenge. Specifically, it helps us think about the pros and cons of different approaches to problem formulation, abstraction, and representation of the spatial entities and their attributes.*\n", - "\n", - "Last updated: Oct 12, 2023" - ] - }, - { - "cell_type": "code", - "execution_count": 1, - "metadata": {}, - "outputs": [], - "source": [ - "# Imports\n", - "import os\n", - "os.environ['USE_PYGEOS'] = '0'\n", - "\n", - "import geopandas as gpd\n", - "import matplotlib.pyplot as plt\n", - "import numpy as np\n", - "from scipy.spatial import Voronoi\n", - "from shapely.geometry import LineString, Point, Polygon" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "# Multivariate Distributions" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Points" - ] - }, - { - "cell_type": "code", - "execution_count": 2, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the bounding box (extent)\n", - "xmin, ymin, xmax, ymax = (0, 0, 10, 10)\n", - "\n", - "# Generate random point coordinates\n", - "num_points = 25\n", - "\n", - "x = np.random.uniform(xmin, xmax, num_points)\n", - "y = np.random.uniform(ymin, ymax, num_points)" - ] - }, - { - "cell_type": "code", - "execution_count": 3, - "metadata": {}, - "outputs": [], - "source": [ - "# Create a GeoDataFrame from the random points\n", - "point_geometry = [Point(x[i], y[i]) for i in range(num_points)]\n", - "\n", - "point_gdf = gpd.GeoDataFrame(geometry=point_geometry)" - ] - }, - { - "cell_type": "code", - "execution_count": 4, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot\n", - "point_gdf.plot();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Lines" - ] - }, - { - "cell_type": "code", - "execution_count": 5, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the bounding box (extent)\n", - "xmin, ymin, xmax, ymax = (0, 0, 10, 10)\n", - "\n", - "# Generate random point coordinates\n", - "num_lines = 5\n", - "\n", - "lines = []\n", - "\n", - "for i in range(num_lines):\n", - " # Calculate Number of Vertices in Line\n", - " num_points_in_line = np.random.randint(2, 10)\n", - " \n", - " # Calculate Coordinates for each Vertex\n", - " line_coords = [(np.random.uniform(xmin, xmax), np.random.uniform(ymin, ymax)) for _ in range(num_points_in_line)]\n", - " \n", - " # Append Vertices to List\n", - " lines.append(LineString(line_coords))" - ] - }, - { - "cell_type": "code", - "execution_count": 6, - "metadata": {}, - "outputs": [], - "source": [ - "# Create a GeoDataFrame from the random lines\n", - "line_gdf = gpd.GeoDataFrame(geometry=lines)" - ] - }, - { - "cell_type": "code", - "execution_count": 7, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot\n", - "line_gdf.plot();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Polygons" - ] - }, - { - "cell_type": "code", - "execution_count": 8, - "metadata": {}, - "outputs": [], - "source": [ - "# Compute a Voronoi Diagram (Thiessen Polygons) using points from above\n", - "vor = Voronoi(np.array([[point.x, point.y] for point in point_geometry]))\n", - "\n", - "# Extract the polygons\n", - "polygons = []\n", - "\n", - "for region in vor.regions:\n", - " if len(region) > 0 and -1 not in region:\n", - " polygon_coords = [vor.vertices[i] for i in region]\n", - " polygons.append(Polygon(polygon_coords))" - ] - }, - { - "cell_type": "code", - "execution_count": 9, - "metadata": {}, - "outputs": [], - "source": [ - "# Create a GeoDataFrame from the polygons\n", - "poly_gdf = gpd.GeoDataFrame(geometry=polygons)" - ] - }, - { - "cell_type": "code", - "execution_count": 10, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot\n", - "poly_gdf.plot();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Lines from Polygons" - ] - }, - { - "cell_type": "code", - "execution_count": 11, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "voronoi_lines = []\n", - "\n", - "for edge in vor.ridge_vertices:\n", - " if -1 not in edge:\n", - " line_coords = [vor.vertices[i] for i in edge]\n", - " voronoi_lines.append(LineString(line_coords))\n", - "\n", - "# Create a GeoDataFrame from the Voronoi lines\n", - "line_gdf_from_poly = gpd.GeoDataFrame(geometry=voronoi_lines)\n", - "\n", - "# Plot\n", - "line_gdf_from_poly.plot();" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Rasters" - ] - }, - { - "cell_type": "code", - "execution_count": 12, - "metadata": {}, - "outputs": [], - "source": [ - "# Define array dimensions\n", - "rows, cols = 100, 100\n", - "\n", - "# Generate random values between 0 and 100\n", - "raster_data = np.random.uniform(0, 100, (rows, cols))" - ] - }, - { - "cell_type": "code", - "execution_count": 13, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the data as a grayscale image\n", - "plt.imshow(raster_data, cmap='gray', extent=(0, cols, 0, rows), origin='lower')\n", - "plt.colorbar()\n", - "plt.title('Synthetic Raster Data')\n", - "plt.xlabel('Column')\n", - "plt.ylabel('Row')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Categorical Rasters" - ] - }, - { - "cell_type": "code", - "execution_count": 14, - "metadata": {}, - "outputs": [], - "source": [ - "# Define the categories and their corresponding values\n", - "forest_value = 1\n", - "grassland_value = 2\n", - "urban_value = 3\n", - "water_value = 4\n", - "\n", - "# Create a synthetic land cover array with random categories\n", - "categorical_raster_data = np.random.choice([forest_value, grassland_value, urban_value, water_value], (rows, cols))" - ] - }, - { - "cell_type": "code", - "execution_count": 15, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", - "text/plain": [ - "
" - ] - }, - "metadata": {}, - "output_type": "display_data" - } - ], - "source": [ - "# Plot the data as a grayscale image\n", - "plt.imshow(categorical_raster_data, cmap='coolwarm', extent=(0, cols, 0, rows), origin='lower')\n", - "plt.colorbar()\n", - "plt.title('Synthetic Raster Data')\n", - "plt.xlabel('Column')\n", - "plt.ylabel('Row')\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "metadata": {}, - "source": [ - "### Points with Attributes" - ] - }, - { - "cell_type": "code", - "execution_count": 16, - "metadata": {}, - "outputs": [], - "source": [ - "# Using Previous Points GDF\n", - "mean = 1000\n", - "std_dev = 200\n", - "point_gdf['attribute_1'] = np.random.normal(mean, std_dev, num_points)" - ] - }, - { - "cell_type": "code", - "execution_count": 17, - "metadata": {}, - "outputs": [ - { - "data": { - "image/png": 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", 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