{ "cells": [ { "cell_type": "markdown", "id": "8bc3d023-fed0-490c-a468-40bc4f8c4e97", "metadata": {}, "source": [ "## Introduction\n", "This project analyzes the intersection between 2024 wildfire perimeters in California and the Social Vulnerability Index (SVI) at the census tract level. The goal is to identify how much of the state’s high-vulnerability population was directly affected by wildfires, measured through burned area overlap and estimated exposed population." ] }, { "cell_type": "code", "execution_count": 1, "id": "c6870ae7-60aa-4416-b6a7-cfe3a780522c", "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "California GDB layers: ['SVI2022_CALIFORNIA_tract']\n", "Fire241 GDB layers: ['rxburn24_1', 'firep24_1']\n" ] } ], "source": [ "# Import libraries\n", "import geopandas as gpd\n", "import matplotlib.pyplot as plt\n", "\n", "# Check layers of GDB files\n", "print(\"California GDB layers:\", gpd.io.file.fiona.listlayers(\"california.gdb\"))\n", "print(\"Fire241 GDB layers:\", gpd.io.file.fiona.listlayers(\"fire241.gdb\"))" ] }, { "cell_type": "code", "execution_count": 2, "id": "ca923fe6-2117-4ea4-8b2e-178a7d4b38a9", "metadata": {}, "outputs": [], "source": [ "# Load SVI tracts\n", "svi = gpd.read_file(\"california.gdb\", layer=\"SVI2022_CALIFORNIA_tract\")\n", "\n", "# Load wildfire perimeters (2024)\n", "fires = gpd.read_file(\"fire241.gdb\", layer=\"firep24_1\")" ] }, { "cell_type": "code", "execution_count": 3, "id": "abedc354-a855-4fd4-b2c6-5c78766410fa", "metadata": {}, "outputs": [], "source": [ "# Reproject both to California Albers (EPSG:3310)\n", "svi = svi.to_crs(3310)\n", "fires = fires.to_crs(3310)" ] }, { "cell_type": "code", "execution_count": 4, "id": "357ff537-8bad-4e4a-9acb-b530379b22b8", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Quick visual check (red polygons are fires, grey outlines are tracts)\n", "fig, ax = plt.subplots(figsize=(8,8))\n", "svi.boundary.plot(ax=ax, color=\"lightgrey\")\n", "fires.plot(ax=ax, color=\"red\", alpha=0.4)\n", "ax.set_title(\"California 2024 Wildfire Perimeters over Census Tracts\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 5, "id": "4cf8a5d8-6256-4d83-90eb-a6b1252f3e44", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
FIPSE_TOTPOPRPL_THEMEStract_area_m2YEAR_FIRE_NAMEGIS_ACRESgeometryburned_area_m2frac_burnedpop_exposed
00600140010032690.15986.958089e+062024.0PEAK0.378119MULTIPOLYGON (((-195878.919 -12815.038, -19587...1.530194e+030.0002200.718905
10600140010032690.15986.958089e+061991.0TUNNEL1622.755371POLYGON ((-195081.994 -14399.559, -195146.466 ...2.380512e+060.3421221118.395336
20600140020021470.18275.781346e+051991.0TUNNEL1622.755371POLYGON ((-197094.216 -15959.338, -196982.298 ...1.202064e+040.02079244.640677
\n", "
" ], "text/plain": [ " FIPS E_TOTPOP RPL_THEMES tract_area_m2 YEAR_ FIRE_NAME \\\n", "0 06001400100 3269 0.1598 6.958089e+06 2024.0 PEAK \n", "1 06001400100 3269 0.1598 6.958089e+06 1991.0 TUNNEL \n", "2 06001400200 2147 0.1827 5.781346e+05 1991.0 TUNNEL \n", "\n", " GIS_ACRES geometry \\\n", "0 0.378119 MULTIPOLYGON (((-195878.919 -12815.038, -19587... \n", "1 1622.755371 POLYGON ((-195081.994 -14399.559, -195146.466 ... \n", "2 1622.755371 POLYGON ((-197094.216 -15959.338, -196982.298 ... \n", "\n", " burned_area_m2 frac_burned pop_exposed \n", "0 1.530194e+03 0.000220 0.718905 \n", "1 2.380512e+06 0.342122 1118.395336 \n", "2 1.202064e+04 0.020792 44.640677 " ] }, "execution_count": 5, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Compute each tract’s area before overlay\n", "svi[\"tract_area_m2\"] = svi.geometry.area\n", "\n", "# Keep only necessary columns from SVI before overlay\n", "svi_sub = svi[[\"FIPS\", \"E_TOTPOP\", \"RPL_THEMES\", \"tract_area_m2\", \"geometry\"]]\n", "\n", "# Perform intersection\n", "impacted = gpd.overlay(svi_sub, fires[[\"YEAR_\", \"FIRE_NAME\", \"GIS_ACRES\", \"geometry\"]], how=\"intersection\")\n", "\n", "# Compute the intersection (burned) area\n", "impacted[\"burned_area_m2\"] = impacted.geometry.area\n", "\n", "# Fraction of tract burned\n", "impacted[\"frac_burned\"] = impacted[\"burned_area_m2\"] / impacted[\"tract_area_m2\"]\n", "\n", "# Estimate exposed population\n", "impacted[\"pop_exposed\"] = impacted[\"E_TOTPOP\"] * impacted[\"frac_burned\"]\n", "\n", "impacted.head(3)" ] }, { "cell_type": "code", "execution_count": 6, "id": "c7ad871e-3f41-4ec1-8a9e-a9b8fe5cb90f", "metadata": {}, "outputs": [ { "data": { "text/html": [ "
\n", "\n", "\n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", " \n", "
YEAR_total_pop_exposedtotal_area_burned_km2pct_high_vuln_pop
01878.084153.378453240.6620291.695565
11895.02.0985992.5418860.000000
21896.025.16432730.4797770.000000
31898.01345.444217114.3002207.642484
41900.010390.18181999.2633440.000000
...............
1232021.029398.18538210105.3601432.254307
1242022.013577.6077241304.2724594.665608
1252023.04523.2683571298.6773747.881557
1262024.031536.8822184071.1416728.132923
1272025.053158.525487202.6246050.000000
\n", "

128 rows × 4 columns

\n", "
" ], "text/plain": [ " YEAR_ total_pop_exposed total_area_burned_km2 pct_high_vuln_pop\n", "0 1878.0 84153.378453 240.662029 1.695565\n", "1 1895.0 2.098599 2.541886 0.000000\n", "2 1896.0 25.164327 30.479777 0.000000\n", "3 1898.0 1345.444217 114.300220 7.642484\n", "4 1900.0 10390.181819 99.263344 0.000000\n", ".. ... ... ... ...\n", "123 2021.0 29398.185382 10105.360143 2.254307\n", "124 2022.0 13577.607724 1304.272459 4.665608\n", "125 2023.0 4523.268357 1298.677374 7.881557\n", "126 2024.0 31536.882218 4071.141672 8.132923\n", "127 2025.0 53158.525487 202.624605 0.000000\n", "\n", "[128 rows x 4 columns]" ] }, "execution_count": 6, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Define high vulnerability (top 25%)\n", "impacted['is_high_vuln'] = impacted['RPL_THEMES'] > 0.75\n", "\n", "# Aggregate totals\n", "exposure_summary = impacted.groupby('YEAR_').agg(\n", " total_pop_exposed=('pop_exposed', 'sum'),\n", " total_area_burned=('burned_area_m2', 'sum'),\n", " high_vuln_pop_exposed=('pop_exposed', lambda x: impacted.loc[x.index, 'pop_exposed'][impacted['is_high_vuln']].sum())\n", ").reset_index()\n", "\n", "# Convert to km²\n", "exposure_summary['total_area_burned_km2'] = exposure_summary['total_area_burned'] / 1e6\n", "exposure_summary['pct_high_vuln_pop'] = (\n", " 100 * exposure_summary['high_vuln_pop_exposed'] / exposure_summary['total_pop_exposed']\n", ")\n", "\n", "exposure_summary[['YEAR_', 'total_pop_exposed', 'total_area_burned_km2', 'pct_high_vuln_pop']]" ] }, { "cell_type": "code", "execution_count": 7, "id": "cbcd43e7-018a-4596-a627-9644a2873d00", "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/tmp/ipykernel_1519/1886679708.py:3: UserWarning: `keep_geom_type=True` in overlay resulted in 6 dropped geometries of different geometry types than df1 has. Set `keep_geom_type=False` to retain all geometries\n", " impact_2024 = gpd.overlay(impacted, fires_2024, how='intersection')\n" ] }, { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Map of fires for 2024 and their impact on high-vulnerability communities in California. \n", "fires_2024 = fires[fires['YEAR_'] == 2024]\n", "impact_2024 = gpd.overlay(impacted, fires_2024, how='intersection')\n", "\n", "fig, ax = plt.subplots(1, 1, figsize=(10, 10))\n", "svi.plot(ax=ax, color='lightgrey', linewidth=0.1)\n", "impact_2024[impact_2024['is_high_vuln']].plot(ax=ax, color='red', alpha=0.6)\n", "fires_2024.boundary.plot(ax=ax, color='black', linewidth=0.5)\n", "ax.set_title(\"2024 Wildfires Affecting High-Vulnerability Communities in California\", fontsize=14)\n", "ax.set_axis_off()\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 8, "id": "fa37ca4e-1386-459e-8317-65921f480270", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Chart for comparing wildfire population exposures of total and high-vulnerability over the years\n", "plt.figure(figsize=(8,5))\n", "plt.plot(exposure_summary['YEAR_'], exposure_summary['total_pop_exposed'], label='Total Population Exposed')\n", "plt.plot(exposure_summary['YEAR_'], exposure_summary['high_vuln_pop_exposed'], label='High-Vulnerability Population Exposed')\n", "plt.xlabel('Year')\n", "plt.ylabel('Estimated Exposed Population')\n", "plt.title('California Wildfire Population Exposure by Year')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 9, "id": "56ebf7eb-0426-42bf-87fc-4d77628a3e94", "metadata": {}, "outputs": [ { "data": { "image/png": "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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Chart for wildfire population exposures of high-vulnerability areas over the years\n", "plt.figure(figsize=(8,5))\n", "plt.plot(exposure_summary['YEAR_'], exposure_summary['high_vuln_pop_exposed'], label='High-Vulnerability Population Exposed', color='orange')\n", "plt.xlabel('Year')\n", "plt.ylabel('Estimated Exposed Population')\n", "plt.title('California Wildfire Vulnerable Population Exposure by Year')\n", "plt.legend()\n", "plt.grid(True)\n", "plt.show()" ] }, { "cell_type": "markdown", "id": "e4a88e12-d385-49e5-881b-5c51f2e8fdf9", "metadata": {}, "source": [ "## Conclusion\n", "The 2024 wildfire perimeters are overlapped with several socially vulnerable tracts across California. These high-risk tracts, represented in red on the map, highlight regions where populations may face greater challenges recovering from wildfire impacts due to socioeconomic and demographic factors. The analysis demonstrates how integrating CAL FIRE perimeter data with SVI can identify priority zones for disaster preparedness and recovery planning." ] }, { "cell_type": "code", "execution_count": null, "id": "58735536-9cf8-4e71-bd6c-a2ed14f72b14", "metadata": {}, "outputs": [], "source": [] } ], "metadata": { "kernelspec": { "display_name": "Python 3-0.8.0", "language": "python", "name": "python3-0.8.0" }, "language_info": { "codemirror_mode": { "name": "ipython", "version": 3 }, "file_extension": ".py", "mimetype": "text/x-python", "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", "version": "3.8.3" } }, "nbformat": 4, "nbformat_minor": 5 }