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@jjsantos01
Created July 11, 2024 05:43
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This script calculates zonal statistics (mean, std, min, max) for a raster file that contains values of the "ecosistemic integrity index", provided by CONABIO. The index is originally calculated at pixel level (1km x 1km resolution), and the statistics are calculated at the municipality level.
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Python 3.9.0 | packaged by conda-forge | (default, Oct 14 2020, 22:54:35) [MSC v.1916 64 bit (AMD64)]\n",
"matplotlib 3.3.3\n",
"geopandas 0.8.1\n",
"pandas 1.1.4\n",
"rasterio 1.1.8\n"
]
}
],
"source": [
"import os\n",
"import sys\n",
"import geopandas as gpd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import rasterio\n",
"from rasterio.plot import show\n",
"import rasterio.mask\n",
"from rasterstats import zonal_stats, point_query\n",
"\n",
"# Ayuda a pyproj a encontrar las proyecciones\n",
"anaconda_dir = gpd.__file__.split('lib')[0]\n",
"os.environ[\"PROJ_LIB\"] = os.path.join(anaconda_dir, 'Library/share')\n",
"\n",
"# Versiones\n",
"print('Python', sys.version)\n",
"print(plt.matplotlib.__name__, plt.matplotlib.__version__)\n",
"print(gpd.__name__, gpd.__version__)\n",
"print(pd.__name__, pd.__version__)\n",
"print(rasterio.__name__, rasterio.__version__)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Lee archivos"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raster_file = 'ie_2014_1km.tif'\n",
"raster = rasterio.open(raster_file)\n",
"show(raster)"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>CLAVE</th>\n",
" <th>NOM_MUN</th>\n",
" <th>NOMEDO</th>\n",
" <th>CVE_EDO</th>\n",
" <th>CVE_MUNI</th>\n",
" <th>Area</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>02004</td>\n",
" <td>Tijuana</td>\n",
" <td>Baja California</td>\n",
" <td>02</td>\n",
" <td>004</td>\n",
" <td>1122.661145</td>\n",
" <td>POLYGON ((1073030.420 2335660.577, 1073031.170...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>02003</td>\n",
" <td>Tecate</td>\n",
" <td>Baja California</td>\n",
" <td>02</td>\n",
" <td>003</td>\n",
" <td>3670.991923</td>\n",
" <td>POLYGON ((1108432.514 2349438.457, 1115907.547...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>02002</td>\n",
" <td>Mexicali</td>\n",
" <td>Baja California</td>\n",
" <td>02</td>\n",
" <td>002</td>\n",
" <td>13119.275713</td>\n",
" <td>POLYGON ((1196084.131 2348976.158, 1206560.787...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>02005</td>\n",
" <td>Playas de Rosarito</td>\n",
" <td>Baja California</td>\n",
" <td>02</td>\n",
" <td>005</td>\n",
" <td>517.120801</td>\n",
" <td>POLYGON ((1075285.456 2327895.968, 1075267.769...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>26055</td>\n",
" <td>San Luis Rio Colorado</td>\n",
" <td>Sonora</td>\n",
" <td>26</td>\n",
" <td>055</td>\n",
" <td>9033.770278</td>\n",
" <td>POLYGON ((1273619.146 2310733.461, 1273569.523...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" CLAVE NOM_MUN NOMEDO CVE_EDO CVE_MUNI \\\n",
"0 02004 Tijuana Baja California 02 004 \n",
"1 02003 Tecate Baja California 02 003 \n",
"2 02002 Mexicali Baja California 02 002 \n",
"3 02005 Playas de Rosarito Baja California 02 005 \n",
"4 26055 San Luis Rio Colorado Sonora 26 055 \n",
"\n",
" Area geometry \n",
"0 1122.661145 POLYGON ((1073030.420 2335660.577, 1073031.170... \n",
"1 3670.991923 POLYGON ((1108432.514 2349438.457, 1115907.547... \n",
"2 13119.275713 POLYGON ((1196084.131 2348976.158, 1206560.787... \n",
"3 517.120801 POLYGON ((1075285.456 2327895.968, 1075267.769... \n",
"4 9033.770278 POLYGON ((1273619.146 2310733.461, 1273569.523... "
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"mx = gpd.read_file('mapa_mexico/').to_crs(raster.crs)\n",
"mx.head()"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<AxesSubplot:>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"mx.plot()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Estadísticas por municipio"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>min</th>\n",
" <th>max</th>\n",
" <th>mean</th>\n",
" <th>std</th>\n",
" <th>median</th>\n",
" <th>majority</th>\n",
" </tr>\n",
" <tr>\n",
" <th>CLAVE</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>02004</th>\n",
" <td>0.006649</td>\n",
" <td>1.112351</td>\n",
" <td>0.707347</td>\n",
" <td>0.294271</td>\n",
" <td>0.853112</td>\n",
" <td>0.246020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>02003</th>\n",
" <td>-0.079589</td>\n",
" <td>0.972926</td>\n",
" <td>0.888961</td>\n",
" <td>0.130672</td>\n",
" <td>0.946428</td>\n",
" <td>0.894672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>02002</th>\n",
" <td>-0.069292</td>\n",
" <td>1.410426</td>\n",
" <td>0.816691</td>\n",
" <td>0.283009</td>\n",
" <td>0.962456</td>\n",
" <td>0.962128</td>\n",
" </tr>\n",
" <tr>\n",
" <th>02005</th>\n",
" <td>0.010763</td>\n",
" <td>0.971961</td>\n",
" <td>0.639804</td>\n",
" <td>0.268955</td>\n",
" <td>0.645210</td>\n",
" <td>0.966710</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26055</th>\n",
" <td>0.037714</td>\n",
" <td>1.110456</td>\n",
" <td>0.931631</td>\n",
" <td>0.140893</td>\n",
" <td>0.966315</td>\n",
" <td>0.969989</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" min max mean std median majority\n",
"CLAVE \n",
"02004 0.006649 1.112351 0.707347 0.294271 0.853112 0.246020\n",
"02003 -0.079589 0.972926 0.888961 0.130672 0.946428 0.894672\n",
"02002 -0.069292 1.410426 0.816691 0.283009 0.962456 0.962128\n",
"02005 0.010763 0.971961 0.639804 0.268955 0.645210 0.966710\n",
"26055 0.037714 1.110456 0.931631 0.140893 0.966315 0.969989"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"poligonos = mx['geometry'].tolist()\n",
"stats = zonal_stats(poligonos, raster_file, stats=['min', 'max', 'mean', 'median', 'majority', 'std'])\n",
"estadisticas = pd.DataFrame(stats, index=mx['CLAVE'])\n",
"estadisticas.to_csv('estadisticas_zonales.csv')\n",
"estadisticas.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualización por estados"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"cve_edo = '09'\n",
"shapes = [p['geometry'] for p in eval(mx.loc[mx['CVE_EDO']==cve_edo, ['geometry']].to_json())['features']]\n",
"with rasterio.open(raster_file) as src:\n",
" out_image, out_transform = rasterio.mask.mask(src, shapes, crop=True)\n",
" out_image = np.where(out_image==src.meta['nodata'], np.nan, out_image)\n",
" ax = show(out_image, transform=out_transform) "
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 2 Axes>"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"ax.figure.colorbar(ax.images[0])\n",
"ax.figure"
]
}
],
"metadata": {
"hide_input": false,
"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": "3.9.0"
},
"toc": {
"base_numbering": 1,
"nav_menu": {},
"number_sections": true,
"sideBar": true,
"skip_h1_title": false,
"title_cell": "Table of Contents",
"title_sidebar": "Contents",
"toc_cell": false,
"toc_position": {},
"toc_section_display": true,
"toc_window_display": false
}
},
"nbformat": 4,
"nbformat_minor": 4
}
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