data/notebooks/Lab/0_4_H3_data_processing.ipynb
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# H3 Data processing performance"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The idea of this notebook is to check the performance that we can get doing summary statistics in one location using h3 vs the one that we can get doing the summary statistics directly to the raster file."
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"# import libraries\n",
"import pandas as pd\n",
"import geopandas as gpd\n",
"import h3\n",
"import json\n",
"from shapely.geometry import shape, mapping"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"import rasterio as rio\n",
"import rasterio.plot\n",
"import matplotlib.pyplot as plt\n",
"from rasterstats import gen_zonal_stats, gen_point_query\n",
"from rasterstats import zonal_stats"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"import time"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from processing.geolocating_data import GeolocateAddress"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>Material</th>\n",
" <th>Material d</th>\n",
" <th>Volume</th>\n",
" <th>Country</th>\n",
" <th>Address</th>\n",
" <th>Latitude</th>\n",
" <th>Longitude</th>\n",
" <th>Location t</th>\n",
" <th>Accuracy</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Rubber</td>\n",
" <td>None</td>\n",
" <td>2400</td>\n",
" <td>China</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Unknown</td>\n",
" <td>Low</td>\n",
" <td>MULTIPOLYGON (((73.49973 39.38174, 73.50468 39...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Rubber</td>\n",
" <td>None</td>\n",
" <td>1300</td>\n",
" <td>Malaysia</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Unknown</td>\n",
" <td>Low</td>\n",
" <td>MULTIPOLYGON (((98.93721 5.68384, 98.93771 5.6...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Rubber</td>\n",
" <td>None</td>\n",
" <td>1000</td>\n",
" <td>United States</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Unknown</td>\n",
" <td>Low</td>\n",
" <td>MULTIPOLYGON (((-180.00000 51.79409, -180.0000...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Rubber</td>\n",
" <td>None</td>\n",
" <td>730</td>\n",
" <td>Japan</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Unknown</td>\n",
" <td>Low</td>\n",
" <td>MULTIPOLYGON (((122.71418 24.44983, 122.71457 ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Rubber</td>\n",
" <td>None</td>\n",
" <td>490</td>\n",
" <td>India</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Unknown</td>\n",
" <td>Low</td>\n",
" <td>MULTIPOLYGON (((68.11138 23.60145, 68.13528 23...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Material Material d Volume Country Address Latitude Longitude \\\n",
"0 Rubber None 2400 China None None None \n",
"1 Rubber None 1300 Malaysia None None None \n",
"2 Rubber None 1000 United States None None None \n",
"3 Rubber None 730 Japan None None None \n",
"4 Rubber None 490 India None None None \n",
"\n",
" Location t Accuracy geometry \n",
"0 Unknown Low MULTIPOLYGON (((73.49973 39.38174, 73.50468 39... \n",
"1 Unknown Low MULTIPOLYGON (((98.93721 5.68384, 98.93771 5.6... \n",
"2 Unknown Low MULTIPOLYGON (((-180.00000 51.79409, -180.0000... \n",
"3 Unknown Low MULTIPOLYGON (((122.71418 24.44983, 122.71457 ... \n",
"4 Unknown Low MULTIPOLYGON (((68.11138 23.60145, 68.13528 23... "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# import user located data\n",
"user_data_polygon = gpd.read_file('../../datasets/processed/located_lg_data_polygon_v2.shp')\n",
"user_data_polygon.head()\n",
"\n"
]
},
{
"cell_type": "code",
"execution_count": 146,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"{'Cotton', 'Leather', 'Rubber'}"
]
},
"execution_count": 146,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"set(list(user_data_polygon['Material']))"
]
},
{
"cell_type": "code",
"execution_count": 154,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Material Cotton\n",
"Material d None\n",
"Volume 745\n",
"Country India\n",
"Address None\n",
"Latitude None\n",
"Longitude None\n",
"Location t Unknown\n",
"Accuracy Low\n",
"geometry (POLYGON ((68.1113787 23.6014507, 68.135278 23...\n",
"Name: 18, dtype: object"
]
},
"execution_count": 154,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"user_data_polygon[user_data_polygon['Material']=='Cotton'].iloc[4]"
]
},
{
"cell_type": "code",
"execution_count": 156,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>GID_0</th>\n",
" <th>NAME_0</th>\n",
" <th>GID_1</th>\n",
" <th>NAME_1</th>\n",
" <th>NL_NAME_1</th>\n",
" <th>GID_2</th>\n",
" <th>NAME_2</th>\n",
" <th>NL_NAME_2</th>\n",
" <th>GID_3</th>\n",
" <th>NAME_3</th>\n",
" <th>VARNAME_3</th>\n",
" <th>NL_NAME_3</th>\n",
" <th>TYPE_3</th>\n",
" <th>ENGTYPE_3</th>\n",
" <th>CC_3</th>\n",
" <th>HASC_3</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>IND</td>\n",
" <td>India</td>\n",
" <td>IND.28_1</td>\n",
" <td>Punjab</td>\n",
" <td>None</td>\n",
" <td>IND.28.13_1</td>\n",
" <td>Mansa</td>\n",
" <td>None</td>\n",
" <td>IND.28.13.1_1</td>\n",
" <td>Mansa</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>Taluk</td>\n",
" <td>Taluk</td>\n",
" <td>None</td>\n",
" <td>None</td>\n",
" <td>POLYGON ((75.34850 29.65907, 75.34681 29.65889...</td>\n",
" </tr>\n",
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"</table>\n",
"</div>"
],
"text/plain": [
" GID_0 NAME_0 GID_1 NAME_1 NL_NAME_1 GID_2 NAME_2 NL_NAME_2 \\\n",
"0 IND India IND.28_1 Punjab None IND.28.13_1 Mansa None \n",
"\n",
" GID_3 NAME_3 VARNAME_3 NL_NAME_3 TYPE_3 ENGTYPE_3 CC_3 HASC_3 \\\n",
"0 IND.28.13.1_1 Mansa None None Taluk Taluk None None \n",
"\n",
" geometry \n",
"0 POLYGON ((75.34850 29.65907, 75.34681 29.65889... "
]
},
"execution_count": 156,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#lest select just one admin level 3 of india to reduce the computational time - this has been obtained from gadm\n",
"polygon_gdf = gpd.read_file('../../datasets/raw/Punjab_adm.shp')\n",
"polygon_gdf"
]
},
{
"cell_type": "code",
"execution_count": 158,
"metadata": {},
"outputs": [
{
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z\" /></g></svg>"
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"text/plain": [
"<shapely.geometry.polygon.Polygon at 0x7f4d25f5f6a0>"
]
},
"execution_count": 158,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#select test location to perform calculations\n",
"\n",
"polygon = polygon_gdf.iloc[0]['geometry']\n",
"polygon"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>BASWC4_ID</th>\n",
" <th>ID</th>\n",
" <th>N</th>\n",
" <th>NAME</th>\n",
" <th>CONT</th>\n",
" <th>NN</th>\n",
" <th>FISH_</th>\n",
" <th>ACRES</th>\n",
" <th>SOURCETHM</th>\n",
" <th>NO_COUNTRI</th>\n",
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" <th>LAEA_HA</th>\n",
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" <td>408</td>\n",
" <td>11</td>\n",
" <td>Indigirka</td>\n",
" <td>2</td>\n",
" <td>2011</td>\n",
" <td>0</td>\n",
" <td>0.002</td>\n",
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" <td>408</td>\n",
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" <td>0</td>\n",
" <td>0.002</td>\n",
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" <td>-1</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
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" <td>1</td>\n",
" <td>POLYGON ((-68.94494 -51.54272, -68.94863 -51.5...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2</td>\n",
" <td>408</td>\n",
" <td>11</td>\n",
" <td>Indigirka</td>\n",
" <td>2</td>\n",
" <td>2011</td>\n",
" <td>0</td>\n",
" <td>0.002</td>\n",
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" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1</td>\n",
" <td>POLYGON ((-71.36697 -44.38985, -71.39011 -44.3...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>2</td>\n",
" <td>408</td>\n",
" <td>11</td>\n",
" <td>Indigirka</td>\n",
" <td>2</td>\n",
" <td>2011</td>\n",
" <td>0</td>\n",
" <td>0.002</td>\n",
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],
"text/plain": [
" BASWC4_ID ID N NAME CONT NN FISH_ ACRES SOURCETHM \\\n",
"0 2 408 11 Indigirka 2 2011 0 0.002 geoff2.dbf \n",
"1 2 408 11 Indigirka 2 2011 0 0.002 geoff2.dbf \n",
"2 2 408 11 Indigirka 2 2011 0 0.002 geoff2.dbf \n",
"3 2 408 11 Indigirka 2 2011 0 0.002 geoff2.dbf \n",
"4 2 408 11 Indigirka 2 2011 0 0.002 geoff2.dbf \n",
"\n",
" NO_COUNTRI Q3 CHECKED LAEA_HA LAEA_ACRES LAEA_PRMTR union_id \\\n",
"0 0 None -1 0.0 0.0 0.0 1 \n",
"1 0 None -1 0.0 0.0 0.0 1 \n",
"2 0 None -1 0.0 0.0 0.0 1 \n",
"3 0 None -1 0.0 0.0 0.0 1 \n",
"4 0 None -1 0.0 0.0 0.0 1 \n",
"\n",
" geometry \n",
"0 POLYGON ((-67.63902 -53.80524, -67.67741 -53.8... \n",
"1 POLYGON ((-68.94494 -51.54272, -68.94863 -51.5... \n",
"2 POLYGON ((139.16783 -35.35792, 139.08195 -35.2... \n",
"3 POLYGON ((-71.36697 -44.38985, -71.39011 -44.3... \n",
"4 POLYGON ((46.33815 -15.96432, 46.33733 -15.955... "
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"## import basins shapefile to test with front\n",
"\n",
"basins = gpd.read_file('../../datasets/raw/basins_test_polygon.shp')\n",
"basins.head()"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
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"text/plain": [
"<shapely.geometry.polygon.Polygon at 0x7fe102cb7fd0>"
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},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"basins['geometry'][0]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Retrieve gadm data and import raster to perform calculations"
]
},
{
"cell_type": "code",
"execution_count": 173,
"metadata": {},
"outputs": [
{
"data": {
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\n",
"text/plain": [
"<Figure size 1080x720 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"#import blue water footprint cotton\n",
"with rio.open('../../datasets/raw/wfbl_mmyr_4326_cotton.tif') as src:\n",
" dat = src.read(1)\n",
" fig, ax = plt.subplots(figsize=[15,10])\n",
" ax.set_ylim((29.5,30.5))\n",
" ax.set_xlim((75,76))\n",
" rio.plot.show(dat, vmin=0, vmax=444, cmap='Blues', ax=ax, transform=src.transform)\n",
" polygon_gdf.plot(ax=ax, alpha=0.5, edgecolor='yellow')\n",
" ax.set_title('Cotton blue water footprint in India (dark blue: higher water footprint)')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Transform user data to h3\n",
"\n",
"Trandform data to h3 resolution 8 (base resolution would be something to explore latter on the process)"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"def generate_h3_df(geometry, res):\n",
" \"\"\"\n",
" Generate h3 for geometry\n",
" \n",
" Input\n",
" ------\n",
" geometry: shapely.polygon or shapely.multipolygon\n",
" \n",
" Output\n",
" ------\n",
" gdf with H3_hexes\n",
" \"\"\"\n",
" # Create an empty dataframe to write data into\n",
" h3_df = pd.DataFrame([],columns=['h3_id'])\n",
" if geometry.geom_type == 'MultiPolygon':\n",
" district_polygon = list(geometry)\n",
" for polygon in district_polygon:\n",
" poly_geojson = gpd.GeoSeries([polygon]).__geo_interface__\n",
" poly_geojson = poly_geojson['features'][0]['geometry'] \n",
" h3_hexes = h3.polyfill_geojson(poly_geojson, res)\n",
" for h3_hex in h3_hexes:\n",
" h3_df.loc[len(h3_df)]=[\n",
" h3_hex\n",
" ]\n",
" elif geometry.geom_type == 'Polygon':\n",
" poly_geojson = gpd.GeoSeries(geometry).__geo_interface__\n",
" poly_geojson = poly_geojson['features'][0]['geometry']\n",
" h3_hexes = h3.polyfill_geojson(poly_geojson, res)\n",
" for h3_hex in h3_hexes:\n",
" h3_df.loc[len(h3_df)]=[\n",
" h3_hex\n",
" ]\n",
" else:\n",
" print('Shape is not a polygon or multypolygon.')\n",
" \n",
" return h3_df\n"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"def generate_h3_features(geometry, res):\n",
" \"\"\"\n",
" Generate h3 for geometry\n",
" \n",
" Input\n",
" ------\n",
" geometry: shapely.polygon or shapely.multipolygon\n",
" \n",
" Output\n",
" ------\n",
" gdf with H3_hexes\n",
" \"\"\"\n",
" # Create an empty dataframe to write data into\n",
" h3_df = pd.DataFrame([],columns=['h3_id'])\n",
" if geometry.geom_type == 'MultiPolygon':\n",
" district_polygon = list(geometry)\n",
" for polygon in district_polygon:\n",
" poly_geojson = gpd.GeoSeries([polygon]).__geo_interface__\n",
" poly_geojson = poly_geojson['features'][0]['geometry'] \n",
" h3_hexes = h3.polyfill_geojson(poly_geojson, res)\n",
" for h3_hex in h3_hexes:\n",
" coords = h3.h3_set_to_multi_polygon([h3_hex], geo_json=True)\n",
" yield {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\"hexid\": h3_hex},\n",
" \"geometry\": {\"type\": \"Polygon\", \"coordinates\": coords[0]},\n",
" }\n",
" elif geometry.geom_type == 'Polygon':\n",
" poly_geojson = gpd.GeoSeries(geometry).__geo_interface__\n",
" poly_geojson = poly_geojson['features'][0]['geometry']\n",
" h3_hexes = h3.polyfill_geojson(poly_geojson, res)\n",
" for h3_hex in h3_hexes:\n",
" coords = h3.h3_set_to_multi_polygon([h3_hex], geo_json=True)\n",
" yield {\n",
" \"type\": \"Feature\",\n",
" \"properties\": {\"hexid\": h3_hex},\n",
" \"geometry\": {\"type\": \"Polygon\", \"coordinates\": coords[0]},\n",
" }\n",
" else:\n",
" print('Shape is not a polygon or multypolygon.')\n",
" \n",
" \n",
" "
]
},
{
"cell_type": "code",
"execution_count": 137,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 11550.898565769196 seconds ---\n"
]
}
],
"source": [
"## time to process the entire malasya\n",
"start_time = time.time()\n",
"h3_adm_df = generate_h3_df(user_data_polygon['geometry'][1], 8)\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 174,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 4.8183064460754395 seconds ---\n"
]
}
],
"source": [
"## time to process the test geometry - \n",
"start_time = time.time()\n",
"h3_adm_df = generate_h3_df(polygon, 8)\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 175,
"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>h3_id</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>88424b3149fffff</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>88424b2233fffff</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>88424b3263fffff</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>88424baa19fffff</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>88424ba837fffff</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" h3_id\n",
"0 88424b3149fffff\n",
"1 88424b2233fffff\n",
"2 88424b3263fffff\n",
"3 88424baa19fffff\n",
"4 88424ba837fffff"
]
},
"execution_count": 175,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h3_adm_df.head()"
]
},
{
"cell_type": "code",
"execution_count": 67,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.0009725093841552734 seconds ---\n"
]
}
],
"source": [
"#time spend in generating the features in h3 for Malasya\n",
"start_time = time.time()\n",
"h3_features = generate_h3_features(test_location['geometry'], 8)\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 177,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00016045570373535156 seconds ---\n"
]
}
],
"source": [
"#time spend in generating the features in h3 for the test polygon\n",
"start_time = time.time()\n",
"h3_features = generate_h3_features(polygon, 8)\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.0002689361572265625 seconds ---\n"
]
}
],
"source": [
"#time spend in generating the features in h3 for the basins test in resolution 1\n",
"start_time = time.time()\n",
"h3_features = [generate_h3_features(poly, 4) for poly in basins['geometry']]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 94,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00037550926208496094 seconds ---\n"
]
}
],
"source": [
"#time spend in generating the features in h3 for the basins test in resolution 1\n",
"start_time = time.time()\n",
"h3_features_res5 = [generate_h3_features(poly, 5) for poly in basins['geometry']]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00037384033203125 seconds ---\n"
]
}
],
"source": [
"#time spend in generating the features in h3 for the basins test in resolution 1\n",
"start_time = time.time()\n",
"h3_features_res7 = [generate_h3_features(poly, 7) for poly in basins['geometry']]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Perform raster summary statistics to h3"
]
},
{
"cell_type": "code",
"execution_count": 55,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00022745132446289062 seconds ---\n"
]
}
],
"source": [
"\n",
"#summary statistics world main basins\n",
"start_time = time.time()\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3 = [gen_zonal_stats(\n",
" generator,\n",
" raster_path,\n",
" stats=\"max\",\n",
" prefix=\"m_\",\n",
" geojson_out=True,\n",
" all_touched=True\n",
" ) for generator in h3_features]\n",
" \n",
" \n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 95,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.0011000633239746094 seconds ---\n"
]
}
],
"source": [
"\n",
"#summary statistics world main basins\n",
"start_time = time.time()\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3_res5 = [gen_zonal_stats(\n",
" generator,\n",
" raster_path,\n",
" stats=\"max\",\n",
" prefix=\"m_\",\n",
" geojson_out=True,\n",
" all_touched=True\n",
" ) for generator in h3_features_res5]\n",
" \n",
" \n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 52,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.0002224445343017578 seconds ---\n"
]
}
],
"source": [
"\n",
"#summary statistics world main basins\n",
"start_time = time.time()\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3_res7 = [gen_zonal_stats(\n",
" generator,\n",
" raster_path,\n",
" stats=\"max\",\n",
" prefix=\"m_\",\n",
" geojson_out=True,\n",
" all_touched=True\n",
" ) for generator in h3_features_res7]\n",
" \n",
" \n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 140,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.0004067420959472656 seconds ---\n"
]
}
],
"source": [
"#summary statistics in malasya\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(user_data_polygon['geometry'][1], 8)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3 = gen_zonal_stats(\n",
" hexbin_generator,\n",
" raster_path,\n",
" stats=\"median std\",\n",
" prefix=\"wfbl_mmyr_cotton\",\n",
" geojson_out=True,\n",
")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 320,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00018143653869628906 seconds ---\n"
]
}
],
"source": [
"#summary statistics in test geometry - adm level 3\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(polygon, 8)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3 = gen_zonal_stats(\n",
" hexbin_generator,\n",
" raster_path,\n",
" stats=\"median std\",\n",
" prefix=\"wfbl_mmyr_cotton\",\n",
" geojson_out=True,\n",
" all_touched=True\n",
")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 242,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00015807151794433594 seconds ---\n"
]
}
],
"source": [
"#summary statistics in test geometry - adm level 3\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(polygon, 4)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3_res4 = gen_zonal_stats(\n",
" hexbin_generator,\n",
" raster_path,\n",
" stats=\"median std\",\n",
" prefix=\"wfbl_mmyr_cotton\",\n",
" geojson_out=True,\n",
")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 248,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00035762786865234375 seconds ---\n"
]
}
],
"source": [
"#summary statistics in test geometry - adm level 3\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(polygon, 6)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3_res6 = gen_zonal_stats(\n",
" hexbin_generator,\n",
" raster_path,\n",
" stats=\"median std\",\n",
" prefix=\"wfbl_mmyr_cotton\",\n",
" geojson_out=True,\n",
")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 254,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.00018715858459472656 seconds ---\n"
]
}
],
"source": [
"#summary statistics in test geometry - adm level 3\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(polygon, 5)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"# Outputs hexbin feautres with additional properties: \"population_sum\": <float>\n",
"summ_stats_h3_res5 = gen_zonal_stats(\n",
" hexbin_generator,\n",
" raster_path,\n",
" stats=\"median std\",\n",
" prefix=\"wfbl_mmyr_cotton\",\n",
" geojson_out=True,\n",
")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 201,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 4.697538137435913 seconds ---\n"
]
}
],
"source": [
"#summary statistics in test geometry - adm level 3\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(polygon, 8)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"zs_h3= zonal_stats(\n",
" hexbin_generator,\n",
" raster_path,\n",
" stats=\"median\")\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 327,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.0002117156982421875 seconds ---\n"
]
}
],
"source": [
"#summary statistics in test geometry - adm level 3\n",
"start_time = time.time()\n",
"hexbin_generator = generate_h3_features(polygon, 6)\n",
"raster_path = '../../datasets/raw/wfbl_mmyr_4326_cotton.tif'\n",
"gpq_stats_h3_res6 = gen_point_query(\n",
" hexbin_generator,\n",
" raster_path,\n",
" interpolate = 'nearest',\n",
" property_name = 'bl_gpq_',\n",
" geojson_out=True,\n",
" )\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 78,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"0.0\n",
"0.0\n",
"0.0\n",
"0.0\n",
"0.0\n",
"5.906078815460205\n",
"0.0\n",
"0.8325069546699524\n",
"6.0060577392578125\n"
]
}
],
"source": [
"# check features of basins worldwide\n",
"for generator in summ_stats_h3:\n",
" for feature in generator:\n",
" print(feature['properties']['m_max'])\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 141,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'type': 'Feature', 'properties': {'hexid': '8865332619fffff', 'wfbl_mmyr_cottonmedian': None, 'wfbl_mmyr_cottonstd': None}, 'geometry': {'type': 'Polygon', 'coordinates': [[(103.61852853359406, 4.52646727450434), (103.61903125829339, 4.531621009297402), (103.61482726722974, 4.534579118931786), (103.61012049989567, 4.532383356329096), (103.60961789380929, 4.527229499598597), (103.61382193643503, 4.524271527398861), (103.61852853359406, 4.52646727450434)]]}}\n"
]
}
],
"source": [
"for feature in summ_stats_h3:\n",
" print(feature)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 321,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'type': 'Feature', 'properties': {'hexid': '88424b3149fffff', 'wfbl_mmyr_cottonstd': 0.0, 'wfbl_mmyr_cottonmedian': 260.7225036621094}, 'geometry': {'type': 'Polygon', 'coordinates': [[(75.40239503652334, 29.81948574978886), (75.39764864032557, 29.816639039950726), (75.39817635833043, 29.811822088213038), (75.40344974275206, 29.809851798859498), (75.40819586100108, 29.81269811591374), (75.40766887279375, 29.817515115072045), (75.40239503652334, 29.81948574978886)]]}}\n"
]
}
],
"source": [
"for feature in summ_stats_h3:\n",
" print(feature)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 243,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'type': 'Feature', 'properties': {'hexid': '84424b3ffffffff', 'wfbl_mmyr_cottonstd': 49.00380258350497, 'wfbl_mmyr_cottonmedian': 153.57852172851562}, 'geometry': {'type': 'Polygon', 'coordinates': [[(75.86840220674935, 29.662738501442483), (75.84420862215558, 29.898688749544057), (75.58586534096533, 29.995983063676597), (75.35278965832148, 29.85648869000121), (75.37873398732214, 29.620643180138938), (75.63600509751178, 29.524183374656037), (75.86840220674935, 29.662738501442483)]]}}\n"
]
}
],
"source": [
"for feature in summ_stats_h3_res4:\n",
" print(feature)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 250,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'type': 'Feature', 'properties': {'hexid': '86424b22fffffff', 'wfbl_mmyr_cottonstd': 0.0, 'wfbl_mmyr_cottonmedian': 231.7264404296875}, 'geometry': {'type': 'Polygon', 'coordinates': [[(75.60385494991745, 29.827219610646726), (75.6074418197777, 29.79350192090343), (75.64428237435978, 29.7796539081601), (75.67755793845988, 29.799506543897376), (75.67400686043338, 29.833226342577515), (75.63714442112692, 29.847091408056443), (75.60385494991745, 29.827219610646726)]]}}\n"
]
}
],
"source": [
"for feature in summ_stats_h3_res6:\n",
" print(feature)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 328,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"{'type': 'Feature', 'properties': {'hexid': '86424b22fffffff', 'bl_gpq_': [231.7264404296875, 231.7264404296875, 231.7264404296875, 141.63287353515625, 231.7264404296875, 232.78428649902344, 231.7264404296875]}, 'geometry': {'type': 'Polygon', 'coordinates': [[(75.60385494991745, 29.827219610646726), (75.6074418197777, 29.79350192090343), (75.64428237435978, 29.7796539081601), (75.67755793845988, 29.799506543897376), (75.67400686043338, 29.833226342577515), (75.63714442112692, 29.847091408056443), (75.60385494991745, 29.827219610646726)]]}}\n"
]
}
],
"source": [
"\n",
"for feature in gpq_stats_h3_res6:\n",
" print(feature)\n",
" break"
]
},
{
"cell_type": "code",
"execution_count": 322,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 20.84254550933838 seconds ---\n"
]
}
],
"source": [
"#generate a dataframe with the elements\n",
"start_time = time.time()\n",
"h3_gdf_wfbl = pd.DataFrame([],columns=['h3_id', 'wfbl_mmyr_cotton_median', 'geometry'])\n",
"for feature in summ_stats_h3:\n",
" h3_gdf_wfbl.loc[len(h3_gdf_wfbl)]=[\n",
" feature['properties']['hexid'],\n",
" feature['properties']['wfbl_mmyr_cottonmedian'],\n",
" shape(feature['geometry'])\n",
" ]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 244,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.014240026473999023 seconds ---\n"
]
}
],
"source": [
"#generate a dataframe with the elements\n",
"start_time = time.time()\n",
"h3_gdf_wfbl_res4 = pd.DataFrame([],columns=['h3_id', 'wfbl_mmyr_cotton_median', 'geometry'])\n",
"for feature in summ_stats_h3_res4:\n",
" h3_gdf_wfbl_res4.loc[len(h3_gdf_wfbl_res4)]=[\n",
" feature['properties']['hexid'],\n",
" feature['properties']['wfbl_mmyr_cottonmedian'],\n",
" shape(feature['geometry'])\n",
" ]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 251,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.4361739158630371 seconds ---\n"
]
}
],
"source": [
"#generate a dataframe with the elements\n",
"start_time = time.time()\n",
"h3_gdf_wfbl_res6 = pd.DataFrame([],columns=['h3_id', 'wfbl_mmyr_cotton_median', 'geometry'])\n",
"for feature in summ_stats_h3_res6:\n",
" h3_gdf_wfbl_res6.loc[len(h3_gdf_wfbl_res6)]=[\n",
" feature['properties']['hexid'],\n",
" feature['properties']['wfbl_mmyr_cottonmedian'],\n",
" shape(feature['geometry'])\n",
" ]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 255,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 0.08867478370666504 seconds ---\n"
]
}
],
"source": [
"#generate a dataframe with the elements\n",
"start_time = time.time()\n",
"h3_gdf_wfbl_res5 = pd.DataFrame([],columns=['h3_id', 'wfbl_mmyr_cotton_median', 'geometry'])\n",
"for feature in summ_stats_h3_res5:\n",
" h3_gdf_wfbl_res5.loc[len(h3_gdf_wfbl_res5)]=[\n",
" feature['properties']['hexid'],\n",
" feature['properties']['wfbl_mmyr_cottonmedian'],\n",
" shape(feature['geometry'])\n",
" ]\n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 117.30610203742981 seconds ---\n"
]
}
],
"source": [
"## generate json for res1\n",
"# check features of basins worldwide\n",
"start_time = time.time()\n",
"array_res1 = []\n",
"for generator in summ_stats_h3:\n",
" for feature in generator:\n",
" element = {\n",
" 'max':feature['properties']['m_max'],\n",
" 'hexId':feature['properties']['hexid'], \n",
" }\n",
" array_res1.append(element)\n",
" \n",
"print(\"--- %s seconds ---\" % (time.time() - start_time)) "
]
},
{
"cell_type": "code",
"execution_count": 96,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"--- 740.6012468338013 seconds ---\n"
]
}
],
"source": [
"## generate json for res1\n",
"# check features of basins worldwide\n",
"start_time = time.time()\n",
"array_res5 = []\n",
"for generator in summ_stats_h3_res5:\n",
" for feature in generator:\n",
" element = {\n",
" 'max':feature['properties']['m_max'],\n",
" 'hexId':feature['properties']['hexid'], \n",
" }\n",
" array_res5.append(element)\n",
" \n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))\n"
]
},
{
"cell_type": "code",
"execution_count": 53,
"metadata": {
"scrolled": true
},
"outputs": [
{
"ename": "KeyboardInterrupt",
"evalue": "",
"output_type": "error",
"traceback": [
"\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
"\u001b[0;31mKeyboardInterrupt\u001b[0m Traceback (most recent call last)",
"\u001b[0;32m<ipython-input-53-be621542ae06>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m 4\u001b[0m \u001b[0marray_res7\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 5\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0mgenerator\u001b[0m \u001b[0;32min\u001b[0m \u001b[0msumm_stats_h3_res7\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 6\u001b[0;31m \u001b[0;32mfor\u001b[0m \u001b[0mfeature\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mgenerator\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 7\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mfeature\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'properties'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'm_max'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m!=\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 8\u001b[0m element = {\n",
"\u001b[0;32m/opt/conda/lib/python3.8/site-packages/rasterstats/main.py\u001b[0m in \u001b[0;36mgen_zonal_stats\u001b[0;34m(vectors, raster, layer, band, nodata, affine, stats, all_touched, categorical, category_map, add_stats, zone_func, raster_out, prefix, geojson_out, **kwargs)\u001b[0m\n\u001b[1;32m 154\u001b[0m \u001b[0mgeom_bounds\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mtuple\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mgeom\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mbounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 155\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 156\u001b[0;31m \u001b[0mfsrc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mrast\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mread\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mbounds\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mgeom_bounds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 157\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 158\u001b[0m \u001b[0;31m# rasterized geometry\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32m/opt/conda/lib/python3.8/site-packages/rasterstats/io.py\u001b[0m in \u001b[0;36mread\u001b[0;34m(self, bounds, window, masked)\u001b[0m\n\u001b[1;32m 313\u001b[0m \u001b[0mwarnings\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mwarn\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m\"Setting masked to True because dataset mask has been detected\"\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 314\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 315\u001b[0;31m new_array = self.src.read(\n\u001b[0m\u001b[1;32m 316\u001b[0m self.band, window=win, boundless=True, masked=masked)\n\u001b[1;32m 317\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;32mrasterio/_io.pyx\u001b[0m in \u001b[0;36mrasterio._io.DatasetReaderBase.read\u001b[0;34m()\u001b[0m\n",
"\u001b[0;32m/opt/conda/lib/python3.8/site-packages/rasterio/vrt.py\u001b[0m in \u001b[0;36m_boundless_vrt_doc\u001b[0;34m(src_dataset, nodata, background, hidenodata, width, height, transform, masked)\u001b[0m\n\u001b[1;32m 185\u001b[0m \u001b[0msourceproperties\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mattrib\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'dataType'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0m_gdal_typename\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdtype\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 186\u001b[0m \u001b[0msourceproperties\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mattrib\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'BlockYSize'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock_shape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 187\u001b[0;31m \u001b[0msourceproperties\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mattrib\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'BlockXSize'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mstr\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mblock_shape\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;36m1\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 188\u001b[0m \u001b[0msrcrect\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mET\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mSubElement\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mcomplexsource\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'SrcRect'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 189\u001b[0m \u001b[0msrcrect\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mattrib\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'xOff'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m'0'\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
"\u001b[0;31mKeyboardInterrupt\u001b[0m: "
]
}
],
"source": [
"\n",
"## generate json for res1\n",
"# check features of basins worldwide\n",
"start_time = time.time()\n",
"array_res7 = []\n",
"for generator in summ_stats_h3_res7:\n",
" for feature in generator:\n",
" if feature['properties']['m_max'] !=0:\n",
" element = {\n",
" 'max':feature['properties']['m_max'],\n",
" 'hexId':feature['properties']['hexid'], \n",
" }\n",
" array_res7.append(element)\n",
" \n",
"print(\"--- %s seconds ---\" % (time.time() - start_time))"
]
},
{
"cell_type": "code",
"execution_count": 86,
"metadata": {},
"outputs": [],
"source": [
"import json"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"with open('./array_res4_v3.json', 'w') as f:\n",
" json.dump(array_res1, f)"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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" {'max': 0.0, 'hexId': '84df6abffffffff'},\n",
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" {'max': 0.0, 'hexId': '84df685ffffffff'},\n",
" {'max': 0.0, 'hexId': '84df6a1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84df6adffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf161ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cfa43ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cfa47ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf167ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf165ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cfa5bffffffff'},\n",
" {'max': 0.0, 'hexId': '84cfa5dffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf129ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84bec07ffffffff'},\n",
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" {'max': 64.34882354736328, 'hexId': '84bef27ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be70bffffffff'},\n",
" {'max': 48.80061721801758, 'hexId': '84bef0dffffffff'},\n",
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" {'max': 0.0, 'hexId': '84becc9ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be6a1ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84b9a5bffffffff'},\n",
" {'max': 0.0, 'hexId': '84bed5bffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be4a5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4b1ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84bee9bffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be5e5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be465ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be585ffffffff'},\n",
" {'max': 1.1234408617019653, 'hexId': '84bec21ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b9a61ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bec09ffffffff'},\n",
" {'max': 0.0019039683975279331, 'hexId': '84bee39ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bece5ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be717ffffffff'},\n",
" {'max': 0.06713326275348663, 'hexId': '84bef33ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b9a53ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be6a7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b9b59ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be599ffffffff'},\n",
" {'max': 0.09222479164600372, 'hexId': '84bef5bffffffff'},\n",
" {'max': 0.0, 'hexId': '84be421ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bec37ffffffff'},\n",
" {'max': 0.0025143541861325502, 'hexId': '84beecdffffffff'},\n",
" {'max': 0.0, 'hexId': '84b9a41ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5b7ffffffff'},\n",
" {'max': 0.24684737622737885, 'hexId': '84be501ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4c9ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4b5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be729ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bed95ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be703ffffffff'},\n",
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" {'max': 5.375446319580078, 'hexId': '84bec4bffffffff'},\n",
" {'max': 0.009520781226456165, 'hexId': '84beee9ffffffff'},\n",
" {'max': 0.0, 'hexId': '84beed3ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84bece1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5b5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b9a59ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4b7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bedd1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84beea5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bedcbffffffff'},\n",
" {'max': 67.96929168701172, 'hexId': '84bee5dffffffff'},\n",
" {'max': 0.0, 'hexId': '84bee37ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5d1ffffffff'},\n",
" {'max': 0.01241334993392229, 'hexId': '84beec7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84becd5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4abffffffff'},\n",
" {'max': 0.0, 'hexId': '84b9b4bffffffff'},\n",
" {'max': 0.006610853131860495, 'hexId': '84bede9ffffffff'},\n",
" {'max': 0.0, 'hexId': '84beeb1ffffffff'},\n",
" {'max': 3.359022378921509, 'hexId': '84bef5dffffffff'},\n",
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" {'max': 27.542360305786133, 'hexId': '84bef43ffffffff'},\n",
" {'max': 0.0026908586733043194, 'hexId': '84bec25ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be707ffffffff'},\n",
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" {'max': 146.7384490966797, 'hexId': '84bee6bffffffff'},\n",
" {'max': 0.0, 'hexId': '84becc3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4c5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5c9ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4a3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5d3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be56dffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be5cdffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be735ffffffff'},\n",
" {'max': 600.3724975585938, 'hexId': '84bee29ffffffff'},\n",
" {'max': 42.0178108215332, 'hexId': '84bec41ffffffff'},\n",
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" {'max': 377.3924865722656, 'hexId': '84bee63ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84beed7ffffffff'},\n",
" {'max': 0.008503769524395466, 'hexId': '84beec9ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84bec3bffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be407ffffffff'},\n",
" {'max': 0.0, 'hexId': '84beee7ffffffff'},\n",
" {'max': 5.708159446716309, 'hexId': '84bef05ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be581ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be093ffffffff'},\n",
" {'max': 0.38319823145866394, 'hexId': '84bed51ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bee9dffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be71bffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be091ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84be463ffffffff'},\n",
" {'max': 0.0, 'hexId': '84bee33ffffffff'},\n",
" {'max': 101.0086441040039, 'hexId': '84bee2dffffffff'},\n",
" {'max': 0.0, 'hexId': '84be737ffffffff'},\n",
" {'max': 360.5769348144531, 'hexId': '84bec49ffffffff'},\n",
" {'max': 0.007479383610188961, 'hexId': '84bedc1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be517ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5e3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be485ffffffff'},\n",
" {'max': 0.1549718976020813, 'hexId': '84be52dffffffff'},\n",
" {'max': 0.0, 'hexId': '84be42dffffffff'},\n",
" {'max': 0.0, 'hexId': '84bed99ffffffff'},\n",
" {'max': 73.27421569824219, 'hexId': '84bee03ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be4c7ffffffff'},\n",
" {'max': 0.6364003419876099, 'hexId': '84be565ffffffff'},\n",
" {'max': 0.0, 'hexId': '84be5e9ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84cf98dffffffff'},\n",
" {'max': 0.0, 'hexId': '84ceb51ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3661ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cd1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cd7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3653ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9e5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c373dffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3625ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b25a7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce985ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2097ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c36cdffffffff'},\n",
" {'max': 0.0, 'hexId': '84cea65ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2c97ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e8bffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3667ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84b2085ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce919ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3665ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e55ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3719ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cea47ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9d5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3651ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e91ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9cbffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cbdffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cbbffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf9b5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3603ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84b2e0bffffffff'},\n",
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" {'max': 0.0, 'hexId': '84c30d1ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84c3099ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84b2db7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce84dffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf9d1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b20c7ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84b2ee5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2eb7ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84c354bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e9bffffffff'},\n",
" {'max': 0.0, 'hexId': '84c356dffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3709ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84c30dbffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf9a1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2521ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84b2e09ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce801ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2ec3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf8abffffffff'},\n",
" {'max': 0.0, 'hexId': '84cea45ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b20b5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf9e3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c368dffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9cdffffffff'},\n",
" {'max': 0.0, 'hexId': '84c32e9ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84c3253ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3549ffffffff'},\n",
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" {'max': 0.0, 'hexId': '84ce82bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2dbbffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce989ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3615ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce953ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2db3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3617ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c369dffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce863ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b20b9ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e53ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce80bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cdbffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf9bbffffffff'},\n",
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" {'max': 0.0, 'hexId': '84cea2dffffffff'},\n",
" {'max': 0.0, 'hexId': '84c32e5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2567ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce84bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2089ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e87ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cea67ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3705ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c36d3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3619ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cd3ffffffff'},\n",
" {'max': 0.0, 'hexId': '84cf9a5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3213ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ceb5bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2d93ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3613ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c375bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2525ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2eebffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e4bffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3701ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2ebdffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3601ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b22bdffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2cc1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3757ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce91bffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3629ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9a5ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9ebffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2ec7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84c3637ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce831ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce9a7ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce913ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e3bffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2e39ffffffff'},\n",
" {'max': 0.0, 'hexId': '84ce847ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b2eb1ffffffff'},\n",
" {'max': 0.0, 'hexId': '84b20ddffffffff'},\n",
" ...]"
]
},
"execution_count": 58,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"array_res1"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"with open('./data_res5_v2.json', 'r') as f:\n",
" res_5 = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
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" {'max': 0.0, 'hexId': '85be5347fffffff'},\n",
" {'max': 0.0, 'hexId': '85be53d3fffffff'},\n",
" {'max': 0.0, 'hexId': '85be6a03fffffff'},\n",
" {'max': 0.0, 'hexId': '85be490bfffffff'},\n",
" {'max': 0.0, 'hexId': '85be534bfffffff'},\n",
" {'max': 0.0, 'hexId': '85becc43fffffff'},\n",
" {'max': 0.0, 'hexId': '85bee327fffffff'},\n",
" ...]"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res_5"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"848ba03ffffffff\n",
"85df4527fffffff"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [],
"source": [
"with open('./data_res4_4.json', 'r') as f:\n",
" res_4 = json.load(f)"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"for row in res_4:\n",
" #print(row['hexId'])\n",
" row['hexId'] = list(h3.h3_to_children(row['hexId'], 5))"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"res_4_5 = res_4.insert(0,res_5)"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [],
"source": [
"with open('./data_res4_5.json', 'w') as f:\n",
" json.dump(res_4,f)"
]
},
{
"cell_type": "code",
"execution_count": 37,
"metadata": {},
"outputs": [],
"source": [
"res_join = res_4 + res_5"
]
},
{
"cell_type": "code",
"execution_count": 41,
"metadata": {},
"outputs": [],
"source": [
"#export \n",
"with open('./data_res4_5_joined.json', 'w') as f:\n",
" json.dump(res_join,f)"
]
},
{
"cell_type": "code",
"execution_count": 45,
"metadata": {},
"outputs": [
{
"data": {
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" 'hexId': ['85c2dd93fffffff',\n",
" '85c2dd87fffffff',\n",
" '85c2dd8bfffffff',\n",
" '85c2dd97fffffff',\n",
" '85c2dd8ffffffff',\n",
" '85c2dd9bfffffff',\n",
" '85c2dd83fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85c2ebabfffffff',\n",
" '85c2eba3fffffff',\n",
" '85c2eba7fffffff',\n",
" '85c2ebb7fffffff',\n",
" '85c2ebb3fffffff',\n",
" '85c2ebbbfffffff',\n",
" '85c2ebaffffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858bac53fffffff',\n",
" '858bac4ffffffff',\n",
" '858bac57fffffff',\n",
" '858bac43fffffff',\n",
" '858bac47fffffff',\n",
" '858bac4bfffffff',\n",
" '858bac5bfffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858a9cc3fffffff',\n",
" '858a9cd7fffffff',\n",
" '858a9cdbfffffff',\n",
" '858a9ccbfffffff',\n",
" '858a9cd3fffffff',\n",
" '858a9cc7fffffff',\n",
" '858a9ccffffffff']},\n",
" {'max': 0.004910702351480722,\n",
" 'hexId': ['85661973fffffff',\n",
" '8566196bfffffff',\n",
" '8566196ffffffff',\n",
" '85661977fffffff',\n",
" '8566197bfffffff',\n",
" '85661967fffffff',\n",
" '85661963fffffff']},\n",
" {'max': 0.0037394186947494745,\n",
" 'hexId': ['85a8d4affffffff',\n",
" '85a8d4b3fffffff',\n",
" '85a8d4a3fffffff',\n",
" '85a8d4a7fffffff',\n",
" '85a8d4abfffffff',\n",
" '85a8d4bbfffffff',\n",
" '85a8d4b7fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858022abfffffff',\n",
" '858022bbfffffff',\n",
" '858022b7fffffff',\n",
" '858022affffffff',\n",
" '858022a3fffffff',\n",
" '858022a7fffffff',\n",
" '858022b3fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85804927fffffff',\n",
" '8580492ffffffff',\n",
" '85804937fffffff',\n",
" '8580493bfffffff',\n",
" '85804933fffffff',\n",
" '85804923fffffff',\n",
" '8580492bfffffff']},\n",
" {'max': 3.2332067489624023,\n",
" 'hexId': ['858e6c2ffffffff',\n",
" '858e6c33fffffff',\n",
" '858e6c27fffffff',\n",
" '858e6c37fffffff',\n",
" '858e6c23fffffff',\n",
" '858e6c3bfffffff',\n",
" '858e6c2bfffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85a845b3fffffff',\n",
" '85a845a7fffffff',\n",
" '85a845a3fffffff',\n",
" '85a845affffffff',\n",
" '85a845abfffffff',\n",
" '85a845bbfffffff',\n",
" '85a845b7fffffff']},\n",
" {'max': 0.00026302156038582325,\n",
" 'hexId': ['85810177fffffff',\n",
" '85810167fffffff',\n",
" '85810163fffffff',\n",
" '8581016bfffffff',\n",
" '85810173fffffff',\n",
" '8581017bfffffff',\n",
" '8581016ffffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['856662a7fffffff',\n",
" '856662b7fffffff',\n",
" '856662bbfffffff',\n",
" '856662b3fffffff',\n",
" '856662a3fffffff',\n",
" '856662affffffff',\n",
" '856662abfffffff']},\n",
" {'max': 8.925573638407513e-05,\n",
" 'hexId': ['858f4203fffffff',\n",
" '858f4213fffffff',\n",
" '858f420bfffffff',\n",
" '858f4207fffffff',\n",
" '858f421bfffffff',\n",
" '858f4217fffffff',\n",
" '858f420ffffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858a821bfffffff',\n",
" '858a8207fffffff',\n",
" '858a820bfffffff',\n",
" '858a8203fffffff',\n",
" '858a8217fffffff',\n",
" '858a8213fffffff',\n",
" '858a820ffffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85b36427fffffff',\n",
" '85b3642ffffffff',\n",
" '85b3643bfffffff',\n",
" '85b3642bfffffff',\n",
" '85b36423fffffff',\n",
" '85b36437fffffff',\n",
" '85b36433fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85b365c3fffffff',\n",
" '85b365cbfffffff',\n",
" '85b365cffffffff',\n",
" '85b365d7fffffff',\n",
" '85b365d3fffffff',\n",
" '85b365dbfffffff',\n",
" '85b365c7fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85b375c7fffffff',\n",
" '85b375cffffffff',\n",
" '85b375d3fffffff',\n",
" '85b375cbfffffff',\n",
" '85b375d7fffffff',\n",
" '85b375dbfffffff',\n",
" '85b375c3fffffff']},\n",
" {'max': 0.01523942593485117,\n",
" 'hexId': ['8566f3a7fffffff',\n",
" '8566f3affffffff',\n",
" '8566f3abfffffff',\n",
" '8566f3b3fffffff',\n",
" '8566f3b7fffffff',\n",
" '8566f3bbfffffff',\n",
" '8566f3a3fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858b20c3fffffff',\n",
" '858b20d7fffffff',\n",
" '858b20cffffffff',\n",
" '858b20dbfffffff',\n",
" '858b20cbfffffff',\n",
" '858b20d3fffffff',\n",
" '858b20c7fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85a8db37fffffff',\n",
" '85a8db2ffffffff',\n",
" '85a8db27fffffff',\n",
" '85a8db2bfffffff',\n",
" '85a8db33fffffff',\n",
" '85a8db23fffffff',\n",
" '85a8db3bfffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['8566e1b7fffffff',\n",
" '8566e1a7fffffff',\n",
" '8566e1bbfffffff',\n",
" '8566e1affffffff',\n",
" '8566e1b3fffffff',\n",
" '8566e1abfffffff',\n",
" '8566e1a3fffffff']},\n",
" {'max': 0.001451108604669571,\n",
" 'hexId': ['85a8d147fffffff',\n",
" '85a8d14ffffffff',\n",
" '85a8d153fffffff',\n",
" '85a8d157fffffff',\n",
" '85a8d14bfffffff',\n",
" '85a8d15bfffffff',\n",
" '85a8d143fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858b4d2bfffffff',\n",
" '858b4d33fffffff',\n",
" '858b4d2ffffffff',\n",
" '858b4d37fffffff',\n",
" '858b4d27fffffff',\n",
" '858b4d3bfffffff',\n",
" '858b4d23fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85a84d27fffffff',\n",
" '85a84d37fffffff',\n",
" '85a84d3bfffffff',\n",
" '85a84d2bfffffff',\n",
" '85a84d2ffffffff',\n",
" '85a84d23fffffff',\n",
" '85a84d33fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858ab0c7fffffff',\n",
" '858ab0cbfffffff',\n",
" '858ab0d3fffffff',\n",
" '858ab0d7fffffff',\n",
" '858ab0c3fffffff',\n",
" '858ab0cffffffff',\n",
" '858ab0dbfffffff']},\n",
" {'max': 0.05139554664492607,\n",
" 'hexId': ['858b646bfffffff',\n",
" '858b6473fffffff',\n",
" '858b6477fffffff',\n",
" '858b6467fffffff',\n",
" '858b647bfffffff',\n",
" '858b6463fffffff',\n",
" '858b646ffffffff']},\n",
" {'max': 2.6079189410666004e-05,\n",
" 'hexId': ['858ba153fffffff',\n",
" '858ba14bfffffff',\n",
" '858ba15bfffffff',\n",
" '858ba147fffffff',\n",
" '858ba143fffffff',\n",
" '858ba14ffffffff',\n",
" '858ba157fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['85a95633fffffff',\n",
" '85a95623fffffff',\n",
" '85a9562ffffffff',\n",
" '85a9562bfffffff',\n",
" '85a95637fffffff',\n",
" '85a95627fffffff',\n",
" '85a9563bfffffff']},\n",
" {'max': 0.2929360568523407,\n",
" 'hexId': ['85661c97fffffff',\n",
" '85661c83fffffff',\n",
" '85661c93fffffff',\n",
" '85661c8bfffffff',\n",
" '85661c87fffffff',\n",
" '85661c9bfffffff',\n",
" '85661c8ffffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858b5e47fffffff',\n",
" '858b5e53fffffff',\n",
" '858b5e4bfffffff',\n",
" '858b5e5bfffffff',\n",
" '858b5e57fffffff',\n",
" '858b5e4ffffffff',\n",
" '858b5e43fffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858a6e13fffffff',\n",
" '858a6e07fffffff',\n",
" '858a6e03fffffff',\n",
" '858a6e0ffffffff',\n",
" '858a6e0bfffffff',\n",
" '858a6e17fffffff',\n",
" '858a6e1bfffffff']},\n",
" {'max': 0.0,\n",
" 'hexId': ['858b5457fffffff',\n",
" '858b5447fffffff',\n",
" '858b544ffffffff',\n",
" '858b5443fffffff',\n",
" '858b545bfffffff',\n",
" '858b544bfffffff',\n",
" '858b5453fffffff']},\n",
" ...]"
]
},
"execution_count": 45,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"res_join"
]
},
{
"cell_type": "code",
"execution_count": 46,
"metadata": {},
"outputs": [],
"source": [
"res_join_noNull = [el for el in res_join if el['max'] != 0]\n",
" "
]
},
{
"cell_type": "code",
"execution_count": 48,
"metadata": {},
"outputs": [],
"source": [
"#export \n",
"with open('./data_res4_5_joined_noNull.json', 'w') as f:\n",
" json.dump(res_join_noNull,f)\n"
]
},
{
"cell_type": "code",
"execution_count": 324,
"metadata": {},
"outputs": [],
"source": [
"h3_gdf_wfbl.to_csv('../../datasets/processed/h3_summary_stats_test_india_res8_att.csv')"
]
},
{
"cell_type": "code",
"execution_count": 246,
"metadata": {},
"outputs": [],
"source": [
"h3_gdf_wfbl_res4.to_csv('../../datasets/processed/h3_summary_stats_test_india_res4.csv')"
]
},
{
"cell_type": "code",
"execution_count": 253,
"metadata": {},
"outputs": [],
"source": [
"h3_gdf_wfbl_res6.to_csv('../../datasets/processed/h3_summary_stats_test_india_res6.csv')"
]
},
{
"cell_type": "code",
"execution_count": 256,
"metadata": {},
"outputs": [],
"source": [
"h3_gdf_wfbl_res5.to_csv('../../datasets/processed/h3_summary_stats_test_india_res5.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Insights\n",
"\n",
"As we can see from the output data, the information is just retrieved from the hexagon that match exactly with the centroid of the raster. The values that don't match with the centroid gest a null result. We are going to try two options:\n",
"\n",
"1. use kriggng for interpolating the results\n",
"2. use other way of performing this summary statistics\n",
"\n",
"NOTE: With lower resolutions, lower gaps we will have."
]
},
{
"cell_type": "code",
"execution_count": 193,
"metadata": {},
"outputs": [],
"source": [
"h3_gdf_wfbl_noNan = h3_gdf_wfbl.dropna()"
]
},
{
"cell_type": "code",
"execution_count": 197,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Percentage of cells with value zero at resolution 8: 98.97 %\n"
]
}
],
"source": [
"# percentage of cells with value zero at varius index resolutions\n",
"\n",
"msg_ = \"Percentage of cells with value zero at resolution {}: {} %\"\n",
"perc_hexes_zeros = 100 * (len(h3_gdf_wfbl)- len(h3_gdf_wfbl_noNan)) / len(h3_gdf_wfbl)\n",
"print(msg_.format(8, round(perc_hexes_zeros, 2)))"
]
},
{
"cell_type": "code",
"execution_count": 214,
"metadata": {},
"outputs": [],
"source": [
"#we can interpolate for visualization options\n",
"df_test = h3_gdf_wfbl.interpolate(method='nearest')"
]
},
{
"cell_type": "code",
"execution_count": 215,
"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>h3_id</th>\n",
" <th>wfbl_mmyr_cotton_median</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>88424b2233fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.6074418197777 29.79350192090343, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>88424b3263fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.40028293493194 29.88497810981381,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>88424baa19fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.28128099659251 29.99871989410271,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>88424ba837fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.33637256876028 29.9134531746183, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>88424b2269fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.53526115712842 29.8067245908356, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2804</th>\n",
" <td>88424b04c5fffff</td>\n",
" <td>247.669617</td>\n",
" <td>POLYGON ((75.33491546033244 29.78925300399625,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2805</th>\n",
" <td>88424ba849fffff</td>\n",
" <td>247.669617</td>\n",
" <td>POLYGON ((75.28558079241463 29.96011958741704,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2806</th>\n",
" <td>88424ba1e7fffff</td>\n",
" <td>247.669617</td>\n",
" <td>POLYGON ((75.34419575106806 30.02618105122179,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2807</th>\n",
" <td>88424bad19fffff</td>\n",
" <td>247.669617</td>\n",
" <td>POLYGON ((75.46264596037483 29.96343228082119,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2808</th>\n",
" <td>88424b31a3fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.51307093773067 29.77807009558667,...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2809 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" h3_id wfbl_mmyr_cotton_median \\\n",
"0 88424b2233fffff NaN \n",
"1 88424b3263fffff NaN \n",
"2 88424baa19fffff NaN \n",
"3 88424ba837fffff NaN \n",
"4 88424b2269fffff NaN \n",
"... ... ... \n",
"2804 88424b04c5fffff 247.669617 \n",
"2805 88424ba849fffff 247.669617 \n",
"2806 88424ba1e7fffff 247.669617 \n",
"2807 88424bad19fffff 247.669617 \n",
"2808 88424b31a3fffff NaN \n",
"\n",
" geometry \n",
"0 POLYGON ((75.6074418197777 29.79350192090343, ... \n",
"1 POLYGON ((75.40028293493194 29.88497810981381,... \n",
"2 POLYGON ((75.28128099659251 29.99871989410271,... \n",
"3 POLYGON ((75.33637256876028 29.9134531746183, ... \n",
"4 POLYGON ((75.53526115712842 29.8067245908356, ... \n",
"... ... \n",
"2804 POLYGON ((75.33491546033244 29.78925300399625,... \n",
"2805 POLYGON ((75.28558079241463 29.96011958741704,... \n",
"2806 POLYGON ((75.34419575106806 30.02618105122179,... \n",
"2807 POLYGON ((75.46264596037483 29.96343228082119,... \n",
"2808 POLYGON ((75.51307093773067 29.77807009558667,... \n",
"\n",
"[2809 rows x 3 columns]"
]
},
"execution_count": 215,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"df_test"
]
},
{
"cell_type": "code",
"execution_count": 216,
"metadata": {},
"outputs": [],
"source": [
"df_test.to_csv('../../datasets/processed/h3_summary_stats_test_india_interpolated.csv')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Interpolate dataframe"
]
},
{
"cell_type": "code",
"execution_count": 319,
"metadata": {},
"outputs": [],
"source": [
"from shapely.ops import nearest_points"
]
},
{
"cell_type": "code",
"execution_count": 263,
"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>h3_id</th>\n",
" <th>wfbl_mmyr_cotton_median</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>88424b2233fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.6074418197777 29.79350192090343, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>88424b3263fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.40028293493194 29.88497810981381,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>88424baa19fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.28128099659251 29.99871989410271,...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>88424ba837fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.33637256876028 29.9134531746183, ...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>88424b2269fffff</td>\n",
" <td>NaN</td>\n",
" <td>POLYGON ((75.53526115712842 29.8067245908356, ...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" h3_id wfbl_mmyr_cotton_median \\\n",
"0 88424b2233fffff NaN \n",
"1 88424b3263fffff NaN \n",
"2 88424baa19fffff NaN \n",
"3 88424ba837fffff NaN \n",
"4 88424b2269fffff NaN \n",
"\n",
" geometry \n",
"0 POLYGON ((75.6074418197777 29.79350192090343, ... \n",
"1 POLYGON ((75.40028293493194 29.88497810981381,... \n",
"2 POLYGON ((75.28128099659251 29.99871989410271,... \n",
"3 POLYGON ((75.33637256876028 29.9134531746183, ... \n",
"4 POLYGON ((75.53526115712842 29.8067245908356, ... "
]
},
"execution_count": 263,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h3_gdf_wfbl.head()"
]
},
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": [
"h3_gdf_wfbl.insert(3, 'nearest_geometry', None)"
]
},
{
"cell_type": "code",
"execution_count": 276,
"metadata": {},
"outputs": [],
"source": [
"points = [row.geometry. centroid for index, row in h3_gdf_wfbl.iterrows() ]\n",
"h3_gdf_wfbl['points']=points"
]
},
{
"cell_type": "code",
"execution_count": 287,
"metadata": {},
"outputs": [
{
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" h3_id wfbl_mmyr_cotton_median \\\n",
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"3 88424ba837fffff NaN \n",
"4 88424b2269fffff NaN \n",
"\n",
" geometry nearest_geometry \\\n",
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"\n",
" points \n",
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"1 POINT (75.40503431105761 29.8878265560569) \n",
"2 POINT (75.28603623844813 30.00157574510652) \n",
"3 POINT (75.33583947160386 29.9182752138279) \n",
"4 POINT (75.54052894411139 29.804749285465) "
]
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"execution_count": 287,
"metadata": {},
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"source": [
"h3_gdf_wfbl.head()"
]
},
{
"cell_type": "code",
"execution_count": 298,
"metadata": {},
"outputs": [
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" h3_id wfbl_mmyr_cotton_median \\\n",
"19 88424bae3bfffff 219.589920 \n",
"42 88424b3725fffff 232.460968 \n",
"52 88424b0ed9fffff 89.833817 \n",
"66 88424ba93bfffff 237.609573 \n",
"110 88424b075dfffff 129.158951 \n",
"\n",
" geometry \\\n",
"19 POLYGON ((75.46430 30.04152, 75.46907 30.04437... \n",
"42 POLYGON ((75.55334 29.87393, 75.55809 29.87678... \n",
"52 POLYGON ((75.29286 29.71263, 75.29340 29.70782... \n",
"66 POLYGON ((75.29945 29.88100, 75.29998 29.87618... \n",
"110 POLYGON ((75.21731 29.80074, 75.21203 29.80270... \n",
"\n",
" nearest_geometry points \n",
"19 POINT (75.45953941843059 30.03867415278762) POINT (75.46378 30.04635) \n",
"42 POINT (75.54858250363935 29.87109250957127) POINT (75.55282 29.87875) \n",
"52 POINT (75.29393354443759 29.70300973081278) POINT (75.29813 29.71067) \n",
"66 POINT (75.30051904767235 29.87135660040375) POINT (75.30473 29.87903) \n",
"110 POINT (75.2083701471356 29.79021737704207) POINT (75.21257 29.79789) "
]
},
"execution_count": 298,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"#drop nan values\n",
"h3_gdf_wfbl_noNan = h3_gdf_wfbl.dropna()\n",
"h3_gdf_wfbl_noNan.head()"
]
},
{
"cell_type": "code",
"execution_count": 310,
"metadata": {},
"outputs": [],
"source": [
"\n",
"for index, row in h3_gdf_wfbl.iterrows():\n",
" point = row.points\n",
" #multipoint = h3_gdf_wfbl.drop(index, axis=0).points.unary_union\n",
" multipoint = h3_gdf_wfbl_noNan.points.unary_union\n",
" queried_geom, nearest_geom = nearest_points(point, multipoint)\n",
" h3_gdf_wfbl.loc[index, 'nearest_geometry'] = nearest_geom"
]
},
{
"cell_type": "code",
"execution_count": 311,
"metadata": {},
"outputs": [
{
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"text/plain": [
" h3_id wfbl_mmyr_cotton_median \\\n",
"0 88424b2233fffff NaN \n",
"1 88424b3263fffff NaN \n",
"2 88424baa19fffff NaN \n",
"3 88424ba837fffff NaN \n",
"4 88424b2269fffff NaN \n",
"\n",
" geometry \\\n",
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"\n",
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"4 POINT (75.54631310722866 29.79795742207712) POINT (75.54053 29.80475) "
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"source": [
"h3_gdf_wfbl.head()"
]
},
{
"cell_type": "code",
"execution_count": 316,
"metadata": {},
"outputs": [],
"source": [
"for index, row in h3_gdf_wfbl.iterrows():\n",
" nearest_value = h3_gdf_wfbl_noNan[h3_gdf_wfbl_noNan['points']== h3_gdf_wfbl.iloc[index]['nearest_geometry']].iloc[0]['wfbl_mmyr_cotton_median']\n",
" h3_gdf_wfbl.loc[index, 'wfbl_mmyr_cotton_median'] = nearest_value\n",
" "
]
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{
"cell_type": "code",
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" h3_id wfbl_mmyr_cotton_median \\\n",
"0 88424b2233fffff 231.726440 \n",
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"2 88424baa19fffff 235.317368 \n",
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"... ... ... \n",
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"\n",
" geometry \\\n",
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"2808 POINT (75.47040494422882 29.79867166065425) POINT (75.50780 29.78004) \n",
"\n",
"[2809 rows x 5 columns]"
]
},
"execution_count": 317,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"h3_gdf_wfbl"
]
},
{
"cell_type": "code",
"execution_count": 318,
"metadata": {},
"outputs": [],
"source": [
"#set the hexagon as geometry and export\n",
"h3_gdf_wfbl = h3_gdf_wfbl.set_geometry('geometry')[['h3_id', 'wfbl_mmyr_cotton_median', 'geometry']]\n",
"h3_gdf_wfbl.to_csv('../../datasets/processed/h3_summary_stats_test_india_interpolated_nearest.csv')"
]
},
{
"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
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"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
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