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@renanxcortes
Created July 23, 2019 20:19
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{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"raster_filepath = 'C:\\\\Users\\\\renan\\\\Desktop\\\\harmonization_osnap\\\\NLCD2011_LC_Pennsylvania\\\\NLCD2011_LC_Pennsylvania.tif'"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import rasterio\n",
"from rasterio.plot import show\n",
"\n",
"import pandas as pd\n",
"import pickle\n",
"\n",
"import geopandas as gpd\n",
"\n",
"import statsmodels.formula.api as smf\n",
"from statsmodels.genmod.families import Poisson\n",
"\n",
"import numpy as np\n",
"\n",
"import time"
]
},
{
"cell_type": "code",
"execution_count": 3,
"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 0x226b9e34cf8>"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"penn_raster = rasterio.open(raster_filepath)\n",
"show(penn_raster, cmap='terrain')"
]
},
{
"cell_type": "code",
"execution_count": 4,
"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>STATEFP10</th>\n",
" <th>COUNTYFP10</th>\n",
" <th>TRACTCE10</th>\n",
" <th>GEOID10</th>\n",
" <th>NAME10</th>\n",
" <th>COUNTY_ID</th>\n",
" <th>county_id2</th>\n",
" <th>COUNTYNS10</th>\n",
" <th>NAME10_COU</th>\n",
" <th>GEOID_MSA</th>\n",
" <th>...</th>\n",
" <th>a15hsp10</th>\n",
" <th>a60hsp10</th>\n",
" <th>ageasn10</th>\n",
" <th>a15asn10</th>\n",
" <th>a60asn10</th>\n",
" <th>agentv10</th>\n",
" <th>a15ntv10</th>\n",
" <th>a60ntv10</th>\n",
" <th>GlobD10</th>\n",
" <th>GlobG10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>42</td>\n",
" <td>001</td>\n",
" <td>030800</td>\n",
" <td>42001030800</td>\n",
" <td>308</td>\n",
" <td>42001</td>\n",
" <td>42001</td>\n",
" <td>1213656</td>\n",
" <td>Adams</td>\n",
" <td>23900</td>\n",
" <td>...</td>\n",
" <td>132</td>\n",
" <td>14</td>\n",
" <td>60</td>\n",
" <td>14</td>\n",
" <td>5</td>\n",
" <td>6</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>w</td>\n",
" <td>White</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>42</td>\n",
" <td>001</td>\n",
" <td>030400</td>\n",
" <td>42001030400</td>\n",
" <td>304</td>\n",
" <td>42001</td>\n",
" <td>42001</td>\n",
" <td>1213656</td>\n",
" <td>Adams</td>\n",
" <td>23900</td>\n",
" <td>...</td>\n",
" <td>164</td>\n",
" <td>24</td>\n",
" <td>23</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>11</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>wh</td>\n",
" <td>Single immig</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>42</td>\n",
" <td>001</td>\n",
" <td>030300</td>\n",
" <td>42001030300</td>\n",
" <td>303</td>\n",
" <td>42001</td>\n",
" <td>42001</td>\n",
" <td>1213656</td>\n",
" <td>Adams</td>\n",
" <td>23900</td>\n",
" <td>...</td>\n",
" <td>204</td>\n",
" <td>15</td>\n",
" <td>11</td>\n",
" <td>4</td>\n",
" <td>1</td>\n",
" <td>15</td>\n",
" <td>5</td>\n",
" <td>2</td>\n",
" <td>wh</td>\n",
" <td>Single immig</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>42</td>\n",
" <td>001</td>\n",
" <td>030500</td>\n",
" <td>42001030500</td>\n",
" <td>305</td>\n",
" <td>42001</td>\n",
" <td>42001</td>\n",
" <td>1213656</td>\n",
" <td>Adams</td>\n",
" <td>23900</td>\n",
" <td>...</td>\n",
" <td>155</td>\n",
" <td>18</td>\n",
" <td>8</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>wh</td>\n",
" <td>Single immig</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>42</td>\n",
" <td>001</td>\n",
" <td>030700</td>\n",
" <td>42001030700</td>\n",
" <td>307</td>\n",
" <td>42001</td>\n",
" <td>42001</td>\n",
" <td>1213656</td>\n",
" <td>Adams</td>\n",
" <td>23900</td>\n",
" <td>...</td>\n",
" <td>167</td>\n",
" <td>19</td>\n",
" <td>42</td>\n",
" <td>6</td>\n",
" <td>7</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>w</td>\n",
" <td>White</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 61 columns</p>\n",
"</div>"
],
"text/plain": [
" STATEFP10 COUNTYFP10 TRACTCE10 GEOID10 NAME10 COUNTY_ID county_id2 \\\n",
"0 42 001 030800 42001030800 308 42001 42001 \n",
"1 42 001 030400 42001030400 304 42001 42001 \n",
"2 42 001 030300 42001030300 303 42001 42001 \n",
"3 42 001 030500 42001030500 305 42001 42001 \n",
"4 42 001 030700 42001030700 307 42001 42001 \n",
"\n",
" COUNTYNS10 NAME10_COU GEOID_MSA ... a15hsp10 a60hsp10 ageasn10 \\\n",
"0 1213656 Adams 23900 ... 132 14 60 \n",
"1 1213656 Adams 23900 ... 164 24 23 \n",
"2 1213656 Adams 23900 ... 204 15 11 \n",
"3 1213656 Adams 23900 ... 155 18 8 \n",
"4 1213656 Adams 23900 ... 167 19 42 \n",
"\n",
" a15asn10 a60asn10 agentv10 a15ntv10 a60ntv10 GlobD10 GlobG10 \n",
"0 14 5 6 1 2 w White \n",
"1 7 0 11 1 2 wh Single immig \n",
"2 4 1 15 5 2 wh Single immig \n",
"3 1 2 4 0 2 wh Single immig \n",
"4 6 7 3 0 1 w White \n",
"\n",
"[5 rows x 61 columns]"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"filepath = 'C:\\\\Users\\\\renan\\\\Desktop\\\\osnap_data\\\\LTDB_Std_All_fullcount\\\\LTDB_Std_2010_fullcount.csv'\n",
"\n",
"census_2010 = pd.read_csv(filepath, encoding = \"ISO-8859-1\", sep = \",\")\n",
"\n",
"# This file can be download here: https://drive.google.com/open?id=1gWF0OCn6xuR_WrEj7Ot2jY6KI2t6taIm\n",
"with open('C:\\\\Users\\\\renan\\\\Desktop\\\\segregation_working_notebooks\\\\data\\\\tracts_US.pkl', 'rb') as input:\n",
" map_gpd = pickle.load(input)\n",
"\n",
"df = census_2010.loc[(census_2010.state == \"PA\")]\n",
"\n",
"map_gpd['INTGEOID10'] = pd.to_numeric(map_gpd[\"GEOID10\"])\n",
"merged_gdf = map_gpd.merge(df, left_on = 'INTGEOID10', right_on = 'tractid')\n",
"merged_gdf.head()"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x22681010ac8>"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"merged_gdf.plot()"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [],
"source": [
"reprojected_gdf = merged_gdf.to_crs(crs = penn_raster.crs.data)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"import rasterstats as rs"
]
},
{
"cell_type": "code",
"execution_count": 8,
"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": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"18.936692714691162"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t1 - t0"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>COUNTYFP10</th>\n",
" <th>COUNTYNS10</th>\n",
" <th>COUNTY_ID</th>\n",
" <th>GEOID10</th>\n",
" <th>GEOID_MSA</th>\n",
" <th>GlobD10</th>\n",
" <th>GlobG10</th>\n",
" <th>INTGEOID10</th>\n",
" <th>NAME10</th>\n",
" <th>NAME10_COU</th>\n",
" <th>...</th>\n",
" <th>prefix_count</th>\n",
" <th>prefix_max</th>\n",
" <th>prefix_mean</th>\n",
" <th>prefix_min</th>\n",
" <th>rent10</th>\n",
" <th>state</th>\n",
" <th>tract</th>\n",
" <th>tractid</th>\n",
" <th>vac10</th>\n",
" <th>viet10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>001</td>\n",
" <td>1213656</td>\n",
" <td>42001</td>\n",
" <td>42001030800</td>\n",
" <td>23900</td>\n",
" <td>w</td>\n",
" <td>White</td>\n",
" <td>42001030800</td>\n",
" <td>308</td>\n",
" <td>Adams</td>\n",
" <td>...</td>\n",
" <td>65239</td>\n",
" <td>95.0</td>\n",
" <td>60.750241</td>\n",
" <td>11.0</td>\n",
" <td>496</td>\n",
" <td>PA</td>\n",
" <td>Census Tract 308</td>\n",
" <td>42001030800</td>\n",
" <td>188</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>001</td>\n",
" <td>1213656</td>\n",
" <td>42001</td>\n",
" <td>42001030400</td>\n",
" <td>23900</td>\n",
" <td>wh</td>\n",
" <td>Single immig</td>\n",
" <td>42001030400</td>\n",
" <td>304</td>\n",
" <td>Adams</td>\n",
" <td>...</td>\n",
" <td>199409</td>\n",
" <td>95.0</td>\n",
" <td>51.924647</td>\n",
" <td>11.0</td>\n",
" <td>474</td>\n",
" <td>PA</td>\n",
" <td>Census Tract 304</td>\n",
" <td>42001030400</td>\n",
" <td>257</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 65 columns</p>\n",
"</div>"
],
"text/plain": [
" COUNTYFP10 COUNTYNS10 COUNTY_ID GEOID10 GEOID_MSA GlobD10 \\\n",
"0 001 1213656 42001 42001030800 23900 w \n",
"1 001 1213656 42001 42001030400 23900 wh \n",
"\n",
" GlobG10 INTGEOID10 NAME10 NAME10_COU ... prefix_count \\\n",
"0 White 42001030800 308 Adams ... 65239 \n",
"1 Single immig 42001030400 304 Adams ... 199409 \n",
"\n",
" prefix_max prefix_mean prefix_min rent10 state tract \\\n",
"0 95.0 60.750241 11.0 496 PA Census Tract 308 \n",
"1 95.0 51.924647 11.0 474 PA Census Tract 304 \n",
"\n",
" tractid vac10 viet10 \n",
"0 42001030800 188 12 \n",
"1 42001030400 257 0 \n",
"\n",
"[2 rows x 65 columns]"
]
},
"execution_count": 10,
"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": 11,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['COUNTYFP10', 'COUNTYNS10', 'COUNTY_ID', 'GEOID10', 'GEOID_MSA',\n",
" 'GlobD10', 'GlobG10', 'INTGEOID10', 'NAME10', 'NAME10_COU', 'NAME_MSA',\n",
" 'STATEFP10', 'STATES_MSA', 'TRACTCE10', 'a15asn10', 'a15blk10',\n",
" 'a15hsp10', 'a15ntv10', 'a15wht10', 'a18und10', 'a60asn10', 'a60blk10',\n",
" 'a60hsp10', 'a60ntv10', 'a60up10', 'a60wht10', 'a75up10', 'ageasn10',\n",
" 'ageblk10', 'agehsp10', 'agentv10', 'agewht10', 'asian10', 'china10',\n",
" 'county', 'county_id2', 'cuban10', 'family10', 'fhh10', 'filip10',\n",
" 'geometry', 'haw10', 'hisp10', 'hu10', 'india10', 'japan10', 'korea10',\n",
" 'mex10', 'nhblk10', 'nhwht10', 'ntv10', 'ohu10', 'own10', 'pop10',\n",
" 'pr10', 'prefix_count', 'prefix_max', 'prefix_mean', 'prefix_min',\n",
" 'rent10', 'state', 'tract', 'tractid', 'vac10', 'viet10'],\n",
" dtype='object')"
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zonal_ppt_gdf.columns"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Mean of a categorical variable (this does not make sense)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x226e19ece80>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 864x864 with 2 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', legend = True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Adding the `categorical` argument"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"t0 = time.time()\n",
"zonal_gjson = rs.zonal_stats(reprojected_gdf, raster_filepath, prefix='Type_',\n",
" geojson_out=True,\n",
" categorical = True)\n",
"t1 = time.time()"
]
},
{
"cell_type": "code",
"execution_count": 14,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"18.434288501739502"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t1 - t0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Count of land types of the categorical variable (this makes sense)"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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>COUNTYFP10</th>\n",
" <th>COUNTYNS10</th>\n",
" <th>COUNTY_ID</th>\n",
" <th>GEOID10</th>\n",
" <th>GEOID_MSA</th>\n",
" <th>GlobD10</th>\n",
" <th>GlobG10</th>\n",
" <th>INTGEOID10</th>\n",
" <th>NAME10</th>\n",
" <th>NAME10_COU</th>\n",
" <th>...</th>\n",
" <th>ohu10</th>\n",
" <th>own10</th>\n",
" <th>pop10</th>\n",
" <th>pr10</th>\n",
" <th>rent10</th>\n",
" <th>state</th>\n",
" <th>tract</th>\n",
" <th>tractid</th>\n",
" <th>vac10</th>\n",
" <th>viet10</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>001</td>\n",
" <td>1213656</td>\n",
" <td>42001</td>\n",
" <td>42001030800</td>\n",
" <td>23900</td>\n",
" <td>w</td>\n",
" <td>White</td>\n",
" <td>42001030800</td>\n",
" <td>308</td>\n",
" <td>Adams</td>\n",
" <td>...</td>\n",
" <td>2864</td>\n",
" <td>2368</td>\n",
" <td>7451</td>\n",
" <td>76</td>\n",
" <td>496</td>\n",
" <td>PA</td>\n",
" <td>Census Tract 308</td>\n",
" <td>42001030800</td>\n",
" <td>188</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>001</td>\n",
" <td>1213656</td>\n",
" <td>42001</td>\n",
" <td>42001030400</td>\n",
" <td>23900</td>\n",
" <td>wh</td>\n",
" <td>Single immig</td>\n",
" <td>42001030400</td>\n",
" <td>304</td>\n",
" <td>Adams</td>\n",
" <td>...</td>\n",
" <td>2179</td>\n",
" <td>1705</td>\n",
" <td>5829</td>\n",
" <td>40</td>\n",
" <td>474</td>\n",
" <td>PA</td>\n",
" <td>Census Tract 304</td>\n",
" <td>42001030400</td>\n",
" <td>257</td>\n",
" <td>0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 77 columns</p>\n",
"</div>"
],
"text/plain": [
" COUNTYFP10 COUNTYNS10 COUNTY_ID GEOID10 GEOID_MSA GlobD10 \\\n",
"0 001 1213656 42001 42001030800 23900 w \n",
"1 001 1213656 42001 42001030400 23900 wh \n",
"\n",
" GlobG10 INTGEOID10 NAME10 NAME10_COU ... ohu10 own10 pop10 pr10 \\\n",
"0 White 42001030800 308 Adams ... 2864 2368 7451 76 \n",
"1 Single immig 42001030400 304 Adams ... 2179 1705 5829 40 \n",
"\n",
" rent10 state tract tractid vac10 viet10 \n",
"0 496 PA Census Tract 308 42001030800 188 12 \n",
"1 474 PA Census Tract 304 42001030400 257 0 \n",
"\n",
"[2 rows x 77 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zonal_ppt_gdf = GeoDataFrame.from_features(zonal_gjson)\n",
"zonal_ppt_gdf.head(2)"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"Index(['COUNTYFP10', 'COUNTYNS10', 'COUNTY_ID', 'GEOID10', 'GEOID_MSA',\n",
" 'GlobD10', 'GlobG10', 'INTGEOID10', 'NAME10', 'NAME10_COU', 'NAME_MSA',\n",
" 'STATEFP10', 'STATES_MSA', 'TRACTCE10', 'Type_0', 'Type_11', 'Type_21',\n",
" 'Type_22', 'Type_23', 'Type_24', 'Type_31', 'Type_41', 'Type_42',\n",
" 'Type_43', 'Type_52', 'Type_71', 'Type_81', 'Type_82', 'Type_90',\n",
" 'Type_95', 'a15asn10', 'a15blk10', 'a15hsp10', 'a15ntv10', 'a15wht10',\n",
" 'a18und10', 'a60asn10', 'a60blk10', 'a60hsp10', 'a60ntv10', 'a60up10',\n",
" 'a60wht10', 'a75up10', 'ageasn10', 'ageblk10', 'agehsp10', 'agentv10',\n",
" 'agewht10', 'asian10', 'china10', 'county', 'county_id2', 'cuban10',\n",
" 'family10', 'fhh10', 'filip10', 'geometry', 'haw10', 'hisp10', 'hu10',\n",
" 'india10', 'japan10', 'korea10', 'mex10', 'nhblk10', 'nhwht10', 'ntv10',\n",
" 'ohu10', 'own10', 'pop10', 'pr10', 'rent10', 'state', 'tract',\n",
" 'tractid', 'vac10', 'viet10'],\n",
" dtype='object')"
]
},
"execution_count": 16,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zonal_ppt_gdf.columns"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"3139 765.0\n",
"Name: Type_24, dtype: float64"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zonal_ppt_gdf[zonal_ppt_gdf.GEOID10 == '42133010120'].Type_24"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It matches the same values of `append_profile_gdf` of tobler."
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"C:\\Users\\renan\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:824: RuntimeWarning: invalid value encountered in greater_equal\n",
" keep = (tmp_a >= first_edge)\n",
"C:\\Users\\renan\\AppData\\Local\\Continuum\\anaconda3\\lib\\site-packages\\numpy\\lib\\histograms.py:825: RuntimeWarning: invalid value encountered in less_equal\n",
" keep &= (tmp_a <= last_edge)\n"
]
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 900x900 with 30 Axes>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"import seaborn as sns; sns.set(style = \"ticks\", color_codes = True)\n",
"sub_df = zonal_ppt_gdf[['pop10', 'Type_21', 'Type_22', 'Type_23', 'Type_24']]\n",
"resulting_plot = sns.pairplot(sub_df)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"It is the same graph as https://github.com/spatialucr/tobler/blob/master/examples/NLCD_weights_from_regression_explained_example.ipynb."
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"from tobler.vectorized_raster_interpolation import *"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Polygon profile 3218 appended out of 3218\r"
]
}
],
"source": [
"t0 = time.time()\n",
"profiled_pa = append_profile_in_gdf(merged_gdf, raster = penn_raster)\n",
"t1 = time.time()"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"62.514464378356934"
]
},
"execution_count": 21,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"t1- t0"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"And the rasterstast implementation is way faster."
]
}
],
"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
}
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