{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Exploratory Analysis of Spatial Data: Visualizing Spatial Autocorrelation with `splot` and `esda`" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Content\n", "\n", "1. Imports\n", "2. Load Example data\n", "3. Assessing Global Spatial Autocorrelation\n", "4. Visualizing Local Autocorrelation Statistics with `splot`\n", "5. Combined visualizations: Moran Local Scatterplot, LISA clustermap and Choropleth map\n", "6. Bivariate Moran Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "%matplotlib inline\n", "\n", "import matplotlib.pyplot as plt\n", "from libpysal.weights.contiguity import Queen\n", "from libpysal import examples\n", "import numpy as np\n", "import pandas as pd\n", "import geopandas as gpd\n", "import os\n", "import splot" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Example Data\n", "\n", "First, we will load the Guerry.shp data from `examples` in `libpysal`." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "guerry = examples.load_example('Guerry')\n", "link_to_data = guerry.get_path('guerry.shp')\n", "gdf = gpd.read_file(link_to_data)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "For this example we will focus on the Donatns (charitable donations per capita) variable. We will calculate Contiguity weights `w` with `libpysals` `Queen.from_dataframe(gdf)`. Then we transform our weights to be row-standardized." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "y = gdf['Donatns'].values\n", "w = Queen.from_dataframe(gdf)\n", "w.transform = 'r'" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Assessing Global Spatial Autocorrelation" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We calculate Moran's I. A test for global autocorrelation for a continuous attribute." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.3533613255848606" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from esda.moran import Moran\n", "\n", "w = Queen.from_dataframe(gdf)\n", "moran = Moran(y, w)\n", "moran.I" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our value for the statistic is interpreted against a reference distribution under the null hypothesis of complete spatial randomness. PySAL uses the approach of random spatial permutations." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [], "source": [ "from splot.esda import moran_scatterplot" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = moran_scatterplot(moran, aspect_equal=True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from splot.esda import plot_moran\n", "\n", "plot_moran(moran, zstandard=True, figsize=(10,4))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Our observed value is statistically significant:" ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "0.001" ] }, "execution_count": 8, "metadata": {}, "output_type": "execute_result" } ], "source": [ "moran.p_sim" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Visualizing Local Autocorrelation with splot - Hot Spots, Cold Spots and Spatial Outliers" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "In addition to visualizing Global autocorrelation statistics, splot has options to visualize local autocorrelation statistics. We compute the local Moran `m`. Then, we plot the spatial lag and the Donatns variable in a Moran Scatterplot." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from splot.esda import moran_scatterplot\n", "from esda.moran import Moran_Local\n", "\n", "# calculate Moran_Local and plot\n", "moran_loc = Moran_Local(y, w)\n", "fig, ax = moran_scatterplot(moran_loc)\n", "ax.set_xlabel('Donatns')\n", "ax.set_ylabel('Spatial Lag of Donatns')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, ax = moran_scatterplot(moran_loc, p=0.05)\n", "ax.set_xlabel('Donatns')\n", "ax.set_ylabel('Spatial Lag of Donatns')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can distinguish the specific type of local spatial autocorrelation in High-High, Low-Low, High-Low, Low-High.\n", "Where the upper right quadrant displays HH, the lower left, LL, the upper left LH and the lower left HL.\n", "\n", "These types of local spatial autocorrelation describe similarities or dissimilarities between a specific polygon with its neighboring polygons. The upper left quadrant for example indicates that polygons with low values are surrounded by polygons with high values (LH). The lower right quadrant shows polygons with high values surrounded by neighbors with low values (HL). This indicates an association of dissimilar values.\n", "\n", "Let's now visualize the areas we found to be significant on a map:" ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from splot.esda import lisa_cluster\n", "\n", "lisa_cluster(moran_loc, gdf, p=0.05, figsize = (9,9))\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Combined visualizations\n", "\n", "Often, it is easier to asses once statistical results or interpret these results comparing different visualizations.\n", "Here we for example look at a static visualization of a Moran Scatterplot, LISA cluster map and choropleth map." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "from splot.esda import plot_local_autocorrelation\n", "plot_local_autocorrelation(moran_loc, gdf, 'Donatns')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_local_autocorrelation(moran_loc, gdf, 'Donatns', quadrant=1)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "# Bivariate Moran Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Additionally, to assessing the correlation of one variable over space. It is possible to inspect the relationwhip of two variables and their position in space with so called Bivariate Moran Statistics. These can be found in `esda.moran.Moran_BV`." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [], "source": [ "from esda.moran import Moran_BV, Moran_Local_BV\n", "from splot.esda import plot_moran_bv_simulation, plot_moran_bv" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Next to `y` we will also be looking at the suicide rate `x`." ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "x = gdf['Suicids'].values" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Before we dive into Bivariate Moran startistics, let's make a quick overview which `esda.moran` objects are supported by `moran_scatterplot`:" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "moran = Moran(y,w)\n", "moran_bv = Moran_BV(y, x, w)\n", "moran_loc = Moran_Local(y, w)\n", "moran_loc_bv = Moran_Local_BV(y, x, w)" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "fig, axs = plt.subplots(2, 2, figsize=(15,10),\n", " subplot_kw={'aspect': 'equal'})\n", "\n", "moran_scatterplot(moran, ax=axs[0,0])\n", "moran_scatterplot(moran_loc, p=0.05, ax=axs[1,0])\n", "moran_scatterplot(moran_bv, ax=axs[0,1])\n", "moran_scatterplot(moran_loc_bv, p=0.05, ax=axs[1,1])\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "As you can see an easy `moran_scatterplot` call provides you with loads of options. Now what are Bivariate Moran Statistics?\n", "\n", "Bivariate Moran Statistics describe the correlation between one variable and the spatial lag of another variable. Therefore, we have to be careful interpreting our results. Bivariate Moran Statistics do not take the inherent correlation between the two variables at the same location into account. They much more offer a tool to measure the degree one polygon with a specific attribute is correlated with its neighboring polygons with a different attribute.\n", "\n", "`splot` can offer help interpreting the results by providing visualizations of reference distributions and a Moran Scatterplot:" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_moran_bv(moran_bv)\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Local Bivariate Moran Statistics" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Similar to univariate local Moran statistics `pysal` and `splot` offer tools to asses local autocorrelation for bivariate analysis:" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [], "source": [ "from esda.moran import Moran_Local_BV" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "moran_loc_bv = Moran_Local_BV(x, y, w)\n", "fig, ax = moran_scatterplot(moran_loc_bv, p=0.05)\n", "ax.set_xlabel('Donatns')\n", "ax.set_ylabel('Spatial lag of Suicids')\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "plot_local_autocorrelation(moran_loc_bv, gdf, 'Suicids')\n", "plt.show()" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.8.2" } }, "nbformat": 4, "nbformat_minor": 4 }