Skip to content

Instantly share code, notes, and snippets.

Show Gist options
  • Save renanxcortes/bc99cf5256f05ee7ecf8bf0872249da0 to your computer and use it in GitHub Desktop.
Save renanxcortes/bc99cf5256f05ee7ecf8bf0872249da0 to your computer and use it in GitHub Desktop.
zonal_statistics_with_rasterstats
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import os\n",
"import geopandas as gpd\n",
"import rasterio\n",
"from rasterio.plot import show\n",
"os.chdir('C:\\\\Users\\\\renan\\\\Desktop\\\\Green_Raster\\\\')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
},
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c80487dc50>"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raster_filepath = 'preds_Mn300ugL_TD_PublicSupply.asc'\n",
"green_raster = rasterio.open(raster_filepath)\n",
"show(green_raster, cmap='terrain')"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'proj': 'aea',\n",
" 'lat_1': 29.5,\n",
" 'lat_2': 45.5,\n",
" 'lat_0': 23,\n",
" 'lon_0': -96,\n",
" 'x_0': 0,\n",
" 'y_0': 0,\n",
" 'ellps': 'GRS80',\n",
" 'towgs84': '0,0,0,0,0,0,0',\n",
" 'units': 'm',\n",
" 'no_defs': True}"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"green_raster.crs.data"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c8069256a0>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"gdf = gpd.read_file('tl_2018_06_tract.shp')\n",
"gdf.plot()"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'init': 'epsg:4269'}"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"gdf.crs"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"reprojected_gdf = gdf.to_crs(crs = green_raster.crs.data)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"import rasterstats as rs\n",
"import time"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"t0 = time.time()\n",
"zonal_gjson = rs.zonal_stats(reprojected_gdf, raster_filepath, prefix='prefix_',\n",
" geojson_out=True)\n",
"t1 = time.time()"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"78.72621774673462"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t1-t0"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>ALAND</th>\n",
" <th>AWATER</th>\n",
" <th>COUNTYFP</th>\n",
" <th>FUNCSTAT</th>\n",
" <th>GEOID</th>\n",
" <th>INTPTLAT</th>\n",
" <th>INTPTLON</th>\n",
" <th>MTFCC</th>\n",
" <th>NAME</th>\n",
" <th>NAMELSAD</th>\n",
" <th>STATEFP</th>\n",
" <th>TRACTCE</th>\n",
" <th>geometry</th>\n",
" <th>prefix_count</th>\n",
" <th>prefix_max</th>\n",
" <th>prefix_mean</th>\n",
" <th>prefix_min</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>3837562</td>\n",
" <td>0</td>\n",
" <td>037</td>\n",
" <td>S</td>\n",
" <td>06037137504</td>\n",
" <td>+34.1480383</td>\n",
" <td>-118.5720594</td>\n",
" <td>G5020</td>\n",
" <td>1375.04</td>\n",
" <td>Census Tract 1375.04</td>\n",
" <td>06</td>\n",
" <td>137504</td>\n",
" <td>POLYGON ((-2047360.179257911 1475370.326767053...</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>4472196</td>\n",
" <td>0</td>\n",
" <td>037</td>\n",
" <td>S</td>\n",
" <td>06037138000</td>\n",
" <td>+34.1488008</td>\n",
" <td>-118.5910495</td>\n",
" <td>G5020</td>\n",
" <td>1380</td>\n",
" <td>Census Tract 1380</td>\n",
" <td>06</td>\n",
" <td>138000</td>\n",
" <td>POLYGON ((-2049472.858043789 1476190.289167937...</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ALAND AWATER COUNTYFP FUNCSTAT GEOID INTPTLAT INTPTLON \\\n",
"0 3837562 0 037 S 06037137504 +34.1480383 -118.5720594 \n",
"1 4472196 0 037 S 06037138000 +34.1488008 -118.5910495 \n",
"\n",
" MTFCC NAME NAMELSAD STATEFP TRACTCE \\\n",
"0 G5020 1375.04 Census Tract 1375.04 06 137504 \n",
"1 G5020 1380 Census Tract 1380 06 138000 \n",
"\n",
" geometry prefix_count \\\n",
"0 POLYGON ((-2047360.179257911 1475370.326767053... 0 \n",
"1 POLYGON ((-2049472.858043789 1476190.289167937... 0 \n",
"\n",
" prefix_max prefix_mean prefix_min \n",
"0 NaN NaN NaN \n",
"1 NaN NaN NaN "
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"from geopandas import GeoDataFrame\n",
"zonal_ppt_gdf = GeoDataFrame.from_features(zonal_gjson)\n",
"zonal_ppt_gdf.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1c80b2f5748>"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 864x864 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = reprojected_gdf.plot(color=\"grey\", figsize = (12, 12))\n",
"zonal_ppt_gdf.dropna().plot(ax = ax, column='prefix_mean')"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
}
],
"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": "3.6.5"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment