{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "### An exploration of the Centers for Disease Control (CDC) Social Vulnerability Index (SVI) dataset\n", "\n", "**Social vulnerability** refers to the resilience of communities when confronted by external stressors, such as:\n", "\n", "\n", "**Socially vulnerable populations** are those who have special needs, including, but not limited to:\n", "\n", "\n", "Recognizing a need to quantify this information, the United States **Centers for Disease Control** (CDC) produced the **Social Vulnerability Index** (SVI). More information about this resource can be found at the [at a glance page for the CDC SVI](https://www.atsdr.cdc.gov/placeandhealth/svi/at-a-glance_svi.html)." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "This notebook will serve as a basic introduction to the dataset and identify some simple use cases. The first step is to [download the spreadsheet file from the website](https://www.atsdr.cdc.gov/placeandhealth/svi/data_documentation_download.html). " ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import geopandas\n", "import pandas as pd\n", "import geodatasets" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The first step is to load the downloaded spreadsheet. We will use Pandas to load the dataset and later merge with GeoPandas." ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [], "source": [ "# Load the CDC SVI dataset for 2018\n", "sci = pd.read_csv(\"./data/cdcsvi/svi_interactive_map2018.csv\")\n", "\n", "# -999 is a missing value\n", "sci = sci.replace(-999, np.nan)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Load the census tract shapefiles from the Census." ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "''" ] }, "execution_count": 4, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "census = geopandas.read_file(\"./data/chicago/census2018/tl_2018_17_tract.zip!tl_2018_17_tract.shp\")\n", "census = census.rename(columns = {\"GEOID\": \"FIPS\"})\n", "census['FIPS'] = census['FIPS'].astype(int)\n", "\n", "# Combine the map and dataframe\n", "census = census.merge(sci, on = \"FIPS\")\n", "\n", "# Plot Chicago census tracts\n", "census.plot()\n", "plt.title(\"Illinois Census Tracts\")\n", "plt.xlabel(\"Longitude\")\n", "plt.ylabel(\"Latitude\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "The CDC SVI dataset contains many features. Explanations for each of the features can be found in the documentation for the SVI database." ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Index(['GEO LEVEL', 'GEO COMPARISON', 'Year', 'GEO UNIT', 'ST', 'STATE',\n", " 'ST_ABBR', 'STCNTY', 'COUNTY', 'FIPS',\n", " ...\n", " 'F_CROWD', 'F_NOVEH', 'F_GROUPQ', 'F_THEME4', 'F_TOTAL', 'E_UNINSUR',\n", " 'M_UNINSUR', 'EP_UNINSUR', 'MP_UNINSUR', 'E_DAYPOP'],\n", " dtype='object', length=124)\n" ] } ], "source": [ "print(sci.columns)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now we want to dissolve the Chicago communities and Census tracts together. Plotting each of Census tracts in the Chicago area will be quite overwhelming, as seen from our prior plots. Therefore, we take a higher level approach." ] }, { "cell_type": "code", "execution_count": 27, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "''" ] }, "execution_count": 27, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined = census.to_crs(epsg=4326)\n", "\n", "fig, ax = plt.subplots()\n", "\n", "base = combined.plot(ax = ax,\n", " column = 'RPL_THEMES', \n", " legend = True,\n", " missing_kwds={\n", " \"color\": 'lightgrey',\n", " \"edgecolor\": 'red',\n", " \"hatch\": \"///\",\n", " \"label\": \"Missing Values\"\n", " },\n", " zorder = 1,\n", " )\n", "plt.title(\"Chicago Social Vulnerability Index\")\n", "plt.xlabel(\"Longitude\")\n", "plt.ylabel(\"Latitude\")\n", "# Focus on Chicago\n", "ax.set_xlim(-87.8, -87.55)\n", "ax.set_ylim(41.65, 42)\n", ";" ] }, { "cell_type": "code", "execution_count": 28, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "''" ] }, "execution_count": 28, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "fig, ax = plt.subplots()\n", "\n", "base = combined.plot(ax = ax,\n", " column = 'EPL_UNEMP', \n", " legend = True,\n", " missing_kwds={\n", " \"color\": 'lightgrey',\n", " \"edgecolor\": 'red',\n", " \"hatch\": \"///\",\n", " \"label\": \"Missing Values\"\n", " },\n", " zorder = 1,\n", " )\n", "plt.title(\"Percentile percentage of civilian (age 16+) unemployed estimate\")\n", "plt.xlabel(\"Longitude\")\n", "plt.ylabel(\"Latitude\")\n", "# Focus on Chicago\n", "ax.set_xlim(-87.8, -87.55)\n", "ax.set_ylim(41.65, 42)\n", ";" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "''" ] }, "execution_count": 13, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined.plot(kind=\"scatter\", x=\"EPL_UNEMP\", y=\"EPL_NOHSDP\")\n", "plt.title(\"Chicago Housing Burden v. Unemployment\")\n", "plt.xlabel(\"Civilian (age 16+) unemployed estimate\")\n", "plt.ylabel(\"Housing cost-burdened occupied housing units estimate\")\n", ";" ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "''" ] }, "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "combined.plot(kind=\"scatter\", x=\"EPL_MINRTY\", y=\"E_NOHSDP\")\n", "plt.title(\"Chicago Persons with no HS Diploma vs. Percentile Percentage Minority\")\n", "plt.xlabel(\"Percentile percentage minority\")\n", "plt.ylabel(\"Persons (age 25+) with no high school diploma estimate\")\n", ";" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now that we can visualize the CDC SVI dataset for the Chicago urban area, we want to do further analysis with another dataset. Perhaps we want to examine the distribution of Chicago Urban Array data across the city." ] }, { "cell_type": "code", "execution_count": 26, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_232257/2039480849.py:34: UserWarning: Legend does not support handles for PatchCollection instances.\n", "See: https://matplotlib.org/stable/tutorials/intermediate/legend_guide.html#implementing-a-custom-legend-handler\n", " plt.legend()\n" ] }, { "data": { "text/plain": [ "''" ] }, "execution_count": 26, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "nodes = pd.read_csv(\"./data/aot/nodes.csv\")\n", "\n", "# Convert lat and lon to geopandas\n", "nodes = geopandas.GeoDataFrame(nodes, \n", " geometry = geopandas.points_from_xy(nodes.lon, nodes.lat), \n", " crs = \"EPSG:4326\"\n", " )\n", "\n", "fig, ax = plt.subplots()\n", "\n", "base = nodes.plot(ax = ax,\n", " color = \"red\", zorder = 2, \n", " markersize = 5, \n", " label = 'Monitors')\n", "\n", "combined.plot(ax = base,\n", " column = 'RPL_THEMES', \n", " legend = True,\n", " missing_kwds={\n", " \"color\": 'lightgrey',\n", " \"edgecolor\": 'red',\n", " \"hatch\": \"///\",\n", " \"label\": \"Missing Values\"\n", " },\n", " zorder = 1,\n", " )\n", "\n", "plt.title(\"Chicago Social Vulnerability Index and Pollution Monitor Sites\")\n", "plt.xlabel(\"Longitude\")\n", "plt.ylabel(\"Latitude\")\n", "# Focus on Chicago\n", "ax.set_xlim(-87.8, -87.55)\n", "ax.set_ylim(41.65, 42)\n", "plt.legend()\n", ";" ] }, { "cell_type": "code", "execution_count": null, "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "cv", "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": "3.9.7" } }, "nbformat": 4, "nbformat_minor": 2 }