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@andrashann
Created October 17, 2020 13:49
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Companion notebook to my article about population density and social distancing
import matplotlib
import numpy as np
import matplotlib.pyplot as plt
#https://scipy-cookbook.readthedocs.io/items/Matplotlib_ColormapTransformations.html
def cmap_map(function, cmap):
""" Applies function (which should operate on vectors of shape 3: [r, g, b]), on colormap cmap.
This routine will break any discontinuous points in a colormap.
"""
cdict = cmap._segmentdata
step_dict = {}
# Firt get the list of points where the segments start or end
for key in ('red', 'green', 'blue'):
step_dict[key] = list(map(lambda x: x[0], cdict[key]))
step_list = sum(step_dict.values(), [])
step_list = np.array(list(set(step_list)))
# Then compute the LUT, and apply the function to the LUT
reduced_cmap = lambda step : np.array(cmap(step)[0:3])
old_LUT = np.array(list(map(reduced_cmap, step_list)))
new_LUT = np.array(list(map(function, old_LUT)))
# Now try to make a minimal segment definition of the new LUT
cdict = {}
for i, key in enumerate(['red','green','blue']):
this_cdict = {}
for j, step in enumerate(step_list):
if step in step_dict[key]:
this_cdict[step] = new_LUT[j, i]
elif new_LUT[j,i] != old_LUT[j, i]:
this_cdict[step] = new_LUT[j, i]
colorvector = list(map(lambda x: x + (x[1], ), this_cdict.items()))
colorvector.sort()
cdict[key] = colorvector
return matplotlib.colors.LinearSegmentedColormap('colormap',cdict,1024)
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"import urllib\n",
"import pathlib\n",
"\n",
"import geopandas as gpd\n",
"import pandas as pd\n",
"\n",
"import zipfile\n",
"import rasterio\n",
"import matplotlib.pyplot as plt\n",
"from matplotlib import cm\n",
"from rasterio import plot as rplt\n",
"import rasterstats as rs\n",
"import numpy as np\n",
"import contextily as ctx"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"from pyproj import CRS"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline"
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [],
"source": [
"from cmap_map import cmap_map\n",
"\n",
"light_blues = cmap_map(lambda x: x*0.65 + 0.3, cm.Blues)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [],
"source": [
"# create a folder called data\n",
"pathlib.Path(\"data\").mkdir(exist_ok=True)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Downloads"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('data/ntas.geojson', <http.client.HTTPMessage at 0x121da8f60>)"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# download neighborhood data as geojson then load it into geopandas\n",
"# https://data.cityofnewyork.us/City-Government/Neighborhood-Tabulation-Areas-NTA-/cpf4-rkhq\n",
"url = 'http://data.cityofnewyork.us/api/geospatial/cpf4-rkhq?method=export&format=GeoJSON'\n",
"urllib.request.urlretrieve(url, 'data/ntas.geojson')"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"('data/nta_population.csv', <http.client.HTTPMessage at 0x121dbe550>)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# download neighborhood population data in a csv\n",
"# https://data.cityofnewyork.us/City-Government/New-York-City-Population-By-Neighborhood-Tabulatio/swpk-hqdp\n",
"url = 'http://data.cityofnewyork.us/api/views/swpk-hqdp/rows.csv?accessType=DOWNLOAD'\n",
"urllib.request.urlretrieve(url, 'data/nta_population.csv')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"# download and unzip land use raster data\n",
"# https://data.cityofnewyork.us/Environment/Landcover-Raster-Data-2010-3ft-Resolution/9auy-76zt\n",
"url = 'http://data.cityofnewyork.us/api/views/9auy-76zt/files/mn9_hD2f5PJkYhHA_ebIDk7wCDXbFEBEWtMc05-3B1U'\n",
"urllib.request.urlretrieve(url, 'data/landcover.zip')\n",
"\n",
"with zipfile.ZipFile('data/landcover.zip', 'r') as zipObj:\n",
" zipObj.extractall('data/landcover')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Getting the data\n",
"## Neighborhoods"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"ntas = gpd.read_file('data/ntas.geojson') # neighborhood tabulation areas"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [],
"source": [
"# convert to the projection the land cover raster data (used later) also uses\n",
"# https://epsg.io/102718 - this is not recognized by geopandas, so we use the\n",
"# WKT text format\n",
"ntas = ntas.to_crs(CRS('PROJCS[\"NAD_1983_StatePlane_New_York_Long_Island_FIPS_3104_Feet\",GEOGCS[\"GCS_North_American_1983\",DATUM[\"North_American_Datum_1983\",SPHEROID[\"GRS_1980\",6378137,298.257222101]],PRIMEM[\"Greenwich\",0],UNIT[\"Degree\",0.017453292519943295]],PROJECTION[\"Lambert_Conformal_Conic_2SP\"],PARAMETER[\"False_Easting\",984249.9999999999],PARAMETER[\"False_Northing\",0],PARAMETER[\"Central_Meridian\",-74],PARAMETER[\"Standard_Parallel_1\",40.66666666666666],PARAMETER[\"Standard_Parallel_2\",41.03333333333333],PARAMETER[\"Latitude_Of_Origin\",40.16666666666666],UNIT[\"Foot_US\",0.30480060960121924],AUTHORITY[\"EPSG\",\"102718\"]]'))"
]
},
{
"cell_type": "code",
"execution_count": 11,
"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>ntacode</th>\n",
" <th>shape_area</th>\n",
" <th>county_fips</th>\n",
" <th>ntaname</th>\n",
" <th>shape_leng</th>\n",
" <th>boro_name</th>\n",
" <th>boro_code</th>\n",
" <th>geometry</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>BK88</td>\n",
" <td>54005019.048</td>\n",
" <td>047</td>\n",
" <td>Borough Park</td>\n",
" <td>39247.2278309</td>\n",
" <td>Brooklyn</td>\n",
" <td>3</td>\n",
" <td>MULTIPOLYGON (((990897.900 169268.121, 990588....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>QN51</td>\n",
" <td>52488277.5915</td>\n",
" <td>081</td>\n",
" <td>Murray Hill</td>\n",
" <td>33266.9048721</td>\n",
" <td>Queens</td>\n",
" <td>4</td>\n",
" <td>MULTIPOLYGON (((1038593.459 221913.355, 103936...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>QN27</td>\n",
" <td>19726845.5925</td>\n",
" <td>081</td>\n",
" <td>East Elmhurst</td>\n",
" <td>19816.7121316</td>\n",
" <td>Queens</td>\n",
" <td>4</td>\n",
" <td>MULTIPOLYGON (((1022728.275 217530.808, 102305...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>BK95</td>\n",
" <td>14522603.5915</td>\n",
" <td>047</td>\n",
" <td>Erasmus</td>\n",
" <td>18756.7018646</td>\n",
" <td>Brooklyn</td>\n",
" <td>3</td>\n",
" <td>MULTIPOLYGON (((998608.334 171942.436, 998339....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>QN07</td>\n",
" <td>22887772.8087</td>\n",
" <td>081</td>\n",
" <td>Hollis</td>\n",
" <td>20976.3355996</td>\n",
" <td>Queens</td>\n",
" <td>4</td>\n",
" <td>MULTIPOLYGON (((1051539.660 201007.013, 105192...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>BK25</td>\n",
" <td>29991967.283</td>\n",
" <td>047</td>\n",
" <td>Homecrest</td>\n",
" <td>27514.0229182</td>\n",
" <td>Brooklyn</td>\n",
" <td>3</td>\n",
" <td>MULTIPOLYGON (((995746.857 161665.390, 995833....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>QN41</td>\n",
" <td>27774853.4174</td>\n",
" <td>081</td>\n",
" <td>Fresh Meadows-Utopia</td>\n",
" <td>22106.4312721</td>\n",
" <td>Queens</td>\n",
" <td>4</td>\n",
" <td>MULTIPOLYGON (((1045896.171 205383.934, 104564...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>BX33</td>\n",
" <td>10732452.1794</td>\n",
" <td>005</td>\n",
" <td>Longwood</td>\n",
" <td>18982.1296554</td>\n",
" <td>Bronx</td>\n",
" <td>2</td>\n",
" <td>MULTIPOLYGON (((1013354.947 240318.698, 101334...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>BK43</td>\n",
" <td>35799574.385</td>\n",
" <td>047</td>\n",
" <td>Midwood</td>\n",
" <td>27996.5906116</td>\n",
" <td>Brooklyn</td>\n",
" <td>3</td>\n",
" <td>MULTIPOLYGON (((995312.051 168409.655, 995365....</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>QN08</td>\n",
" <td>77412748.1543</td>\n",
" <td>081</td>\n",
" <td>St. Albans</td>\n",
" <td>45401.3170041</td>\n",
" <td>Queens</td>\n",
" <td>4</td>\n",
" <td>MULTIPOLYGON (((1052996.114 196307.361, 105308...</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" ntacode shape_area county_fips ntaname shape_leng \\\n",
"0 BK88 54005019.048 047 Borough Park 39247.2278309 \n",
"1 QN51 52488277.5915 081 Murray Hill 33266.9048721 \n",
"2 QN27 19726845.5925 081 East Elmhurst 19816.7121316 \n",
"3 BK95 14522603.5915 047 Erasmus 18756.7018646 \n",
"4 QN07 22887772.8087 081 Hollis 20976.3355996 \n",
"5 BK25 29991967.283 047 Homecrest 27514.0229182 \n",
"6 QN41 27774853.4174 081 Fresh Meadows-Utopia 22106.4312721 \n",
"7 BX33 10732452.1794 005 Longwood 18982.1296554 \n",
"8 BK43 35799574.385 047 Midwood 27996.5906116 \n",
"9 QN08 77412748.1543 081 St. Albans 45401.3170041 \n",
"\n",
" boro_name boro_code geometry \n",
"0 Brooklyn 3 MULTIPOLYGON (((990897.900 169268.121, 990588.... \n",
"1 Queens 4 MULTIPOLYGON (((1038593.459 221913.355, 103936... \n",
"2 Queens 4 MULTIPOLYGON (((1022728.275 217530.808, 102305... \n",
"3 Brooklyn 3 MULTIPOLYGON (((998608.334 171942.436, 998339.... \n",
"4 Queens 4 MULTIPOLYGON (((1051539.660 201007.013, 105192... \n",
"5 Brooklyn 3 MULTIPOLYGON (((995746.857 161665.390, 995833.... \n",
"6 Queens 4 MULTIPOLYGON (((1045896.171 205383.934, 104564... \n",
"7 Bronx 2 MULTIPOLYGON (((1013354.947 240318.698, 101334... \n",
"8 Brooklyn 3 MULTIPOLYGON (((995312.051 168409.655, 995365.... \n",
"9 Queens 4 MULTIPOLYGON (((1052996.114 196307.361, 105308... "
]
},
"execution_count": 11,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# look at imported data\n",
"ntas.head(10)"
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# this is needed not to print axes as we don't care about coordinates\n",
"fig, ax = plt.subplots(1, figsize=(8,8))\n",
"ax.set_axis_off()\n",
"\n",
"ntas.plot(ax=ax, edgecolor='black', linewidth=0.25, alpha=0.5)\n",
"\n",
"fig.savefig(\"neighborhoods.pdf\", bbox_inches='tight')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Neighborhood population"
]
},
{
"cell_type": "code",
"execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
"# load population data as a pandas df\n",
"nta_pop = pd.read_csv('data/nta_population.csv')"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>Borough</th>\n",
" <th>Year</th>\n",
" <th>FIPS County Code</th>\n",
" <th>NTA Code</th>\n",
" <th>NTA Name</th>\n",
" <th>Population</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>233</th>\n",
" <td>Brooklyn</td>\n",
" <td>2010</td>\n",
" <td>47</td>\n",
" <td>BK09</td>\n",
" <td>Brooklyn Heights-Cobble Hill</td>\n",
" <td>22887</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Brooklyn</td>\n",
" <td>2000</td>\n",
" <td>47</td>\n",
" <td>BK09</td>\n",
" <td>Brooklyn Heights-Cobble Hill</td>\n",
" <td>22548</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Brooklyn</td>\n",
" <td>2000</td>\n",
" <td>47</td>\n",
" <td>BK17</td>\n",
" <td>Sheepshead Bay-Gerritsen Beach-Manhattn Bch</td>\n",
" <td>64596</td>\n",
" </tr>\n",
" <tr>\n",
" <th>234</th>\n",
" <td>Brooklyn</td>\n",
" <td>2010</td>\n",
" <td>47</td>\n",
" <td>BK17</td>\n",
" <td>Sheepshead Bay-Gerritsen Beach-Manhattn Bch</td>\n",
" <td>64518</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Brooklyn</td>\n",
" <td>2000</td>\n",
" <td>47</td>\n",
" <td>BK19</td>\n",
" <td>Brighton Beach</td>\n",
" <td>35244</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" Borough Year FIPS County Code NTA Code \\\n",
"233 Brooklyn 2010 47 BK09 \n",
"38 Brooklyn 2000 47 BK09 \n",
"39 Brooklyn 2000 47 BK17 \n",
"234 Brooklyn 2010 47 BK17 \n",
"40 Brooklyn 2000 47 BK19 \n",
"\n",
" NTA Name Population \n",
"233 Brooklyn Heights-Cobble Hill 22887 \n",
"38 Brooklyn Heights-Cobble Hill 22548 \n",
"39 Sheepshead Bay-Gerritsen Beach-Manhattn Bch 64596 \n",
"234 Sheepshead Bay-Gerritsen Beach-Manhattn Bch 64518 \n",
"40 Brighton Beach 35244 "
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"nta_pop.sort_values('NTA Code').head()"
]
},
{
"cell_type": "code",
"execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
"# we have data for two years: 2000 and 2010, let's only take the latter one\n",
"# keep only the column we need (pop) and the one to join on (ntacode)\n",
"nta_pop = nta_pop[nta_pop['Year'] == 2010][['NTA Code', 'Population']]\n",
"\n",
"# rename column to match naming style of other data frame\n",
"nta_pop.columns = ['ntacode', 'pop']"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combine these two"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"combined_nta_data = ntas.set_index('ntacode').join(nta_pop.set_index('ntacode'))\n",
"\n",
"# NTA codes above 90 are special: airports, cemeteries etc, so remove those.\n",
"# they are in a XX11 format, so we look at the last two characters and turn\n",
"# them into ints, after which we filter out these areas\n",
"combined_nta_data = combined_nta_data[combined_nta_data.index.map(lambda x: int(x[-2:]) < 90)]\n",
"\n",
"# there is a field with the area of the neighborhoods, but let's make sure it is correct\n",
"combined_nta_data['area'] = combined_nta_data.area # in sqft\n",
"combined_nta_data['area_sqkm'] = combined_nta_data.area/10.764/1e6"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x121f9bc18>"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# plot a choropleth map of the neighborhood size (area) to check if\n",
"# everything is working well\n",
"\n",
"# this is needed not to print axes as we don't care about coordinates\n",
"fig, ax = plt.subplots(1, figsize=(8,8))\n",
"ax.set_axis_off()\n",
"\n",
"# make the actual plot\n",
"combined_nta_data.plot(column='area', cmap='Blues', scheme='quantiles', classification_kwds={'k':100},\n",
" edgecolor='black', linewidth=0.25, ax=ax)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Land cover raster data"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [],
"source": [
"landcover = rasterio.open('data/landcover/landcover_2010_nyc_3ft.img')"
]
},
{
"cell_type": "code",
"execution_count": 19,
"metadata": {},
"outputs": [],
"source": [
"# note: the following is a great resource:\n",
"# https://automating-gis-processes.github.io/CSC/notebooks/L5/zonal-statistics.html "
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12cffb668>"
]
},
"execution_count": 20,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 576x576 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"fig, ax = plt.subplots(1, figsize=(8,8))\n",
"ax.set_axis_off()\n",
"rplt.show(landcover, ax=ax)\n",
"\n",
"#fig.savefig(\"landcover.png\", bbox_inches='tight', dpi=200)"
]
},
{
"cell_type": "code",
"execution_count": 21,
"metadata": {},
"outputs": [],
"source": [
"# get it into a np array and get the affine. why? the manual says so.\n",
"# https://pythonhosted.org/rasterstats/manual.html?highlight=affine#raster-data-sources\n",
"\n",
"array = landcover.read(1)\n",
"affine = landcover.transform"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Calcualting zonal statistics based on raster data"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [],
"source": [
"# the nyc land cover database has seven land cover classes: \n",
"# (1) tree canopy, (2) grass/shrub, (3) bare earth, (4) water,\n",
"# (5) buildings, (6) roads, and (7) other paved surfaces.\n",
"# out of this (4) and (5) are not suitable for people to be on,\n",
"# so we need figure out what percentage of the area is NOT covered\n",
"# by these two values -- or, in the second variant, we only take (6)\n",
"# at half value as part of it is unusable for pedestrians (train\n",
"# tracks, part of the pavement)\n",
"\n",
"# see also: https://pythonhosted.org/rasterstats/manual.html#user-defined-statistics\n",
"\n",
"def not_building_or_water(x):\n",
" # find the share of values in an array that are\n",
" # not 4 or 5\n",
" \n",
" # note: rs.zonal_stats will pass a masked array into this function;\n",
" # we are only interested in the non-masked values. this is what\n",
" # .compressed gives us in a 1-D array\n",
" comp_x = x.compressed()\n",
" \n",
" # these other values could show up in the data (see its docs)\n",
" # but we ignore them:\n",
" comp_x = comp_x[np.isin(comp_x, [0,8,9,10,11,12,13,14,15], invert=True)]\n",
" \n",
" return np.isin(comp_x, [4,5], invert=True).mean()\n",
"\n",
"def not_building_or_water_roads_half_value(x):\n",
" # find the share of values in an array that are\n",
" # not 4 or 5 AND roads should be taken at half value -- as\n",
" # it is not obvious that all those areas can actually be used\n",
" # by people\n",
"\n",
" # note: rs.zonal_stats will pass a masked array into this function;\n",
" # we are only interested in the non-masked values. this is what\n",
" # .compressed gives us in a 1-D array\n",
" comp_x = x.compressed()\n",
" \n",
" # these other values could show up in the data (see its docs)\n",
" # but we ignore them:\n",
" comp_x = comp_x[np.isin(comp_x, [0,8,9,10,11,12,13,14,15], invert=True)]\n",
" \n",
" new_array = np.copy(comp_x).astype(float)\n",
" mapping_dict = {1:1.0, 2:1.0, 3:1.0, 4:0.0, 5:0.0, 6:0.5, 7:1.0, 999.0: 0.0}\n",
" \n",
" # https://stackoverflow.com/questions/3403973/fast-replacement-of-values-in-a-numpy-array\n",
" for k, v in mapping_dict.items(): \n",
" new_array[comp_x==k] = v\n",
" \n",
" return new_array.mean()"
]
},
{
"cell_type": "code",
"execution_count": 23,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/andras/env/lib/python3.7/site-packages/rasterstats/io.py:301: UserWarning: Setting nodata to -999; specify nodata explicitly\n",
" warnings.warn(\"Setting nodata to -999; specify nodata explicitly\")\n"
]
}
],
"source": [
"# get the zonal statistics by counting raster pixels within each\n",
"# vector shape. we create a \"frac_suitable\" value for each shape,\n",
"# which is the fraction of its area that is not water or buildings\n",
"\n",
"zs = rs.zonal_stats(\n",
" combined_nta_data,\n",
" array, affine=affine,\n",
" stats=\"count\",\n",
" add_stats={\n",
" 'frac_suitable': not_building_or_water,\n",
" 'frac_suitable_half_road': not_building_or_water_roads_half_value,\n",
" },\n",
")"
]
},
{
"cell_type": "code",
"execution_count": 24,
"metadata": {},
"outputs": [],
"source": [
"# turn the results (a dict) into a zonal statistics DataFrame\n",
"zsdf = pd.DataFrame(zs)\n",
"\n",
"# the feature order is the same as in the source vector data \n",
"# frame, so we can copy the index over\n",
"zsdf.index = combined_nta_data.index"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Combined final data"
]
},
{
"cell_type": "code",
"execution_count": 25,
"metadata": {},
"outputs": [],
"source": [
"df = combined_nta_data.join(zsdf)"
]
},
{
"cell_type": "code",
"execution_count": 26,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"31.176903608234795\n",
"2.896405017487439\n"
]
}
],
"source": [
"# circle packing: https://en.wikipedia.org/wiki/Circle_packing\n",
"# well packed circles take up 90.69% of the surface\n",
"PACKED_CIRCLE_SURFACE_USE = 0.9069\n",
"\n",
"# people are expected to keep 6 feet distance, a circle with a\n",
"# radius of 3 feet.\n",
"# https://www.nytimes.com/2020/04/14/health/coronavirus-six-feet.html\n",
"# so we need this many squre feet per person:\n",
"sqft_needed_per_person = 3**2*np.pi/PACKED_CIRCLE_SURFACE_USE\n",
"sqm_needed_per_person = sqft_needed_per_person/10.764\n",
"print(sqft_needed_per_person)\n",
"print(sqm_needed_per_person)"
]
},
{
"cell_type": "code",
"execution_count": 27,
"metadata": {},
"outputs": [],
"source": [
"df['usable_area'] = df['area'] * df['frac_suitable']\n",
"df['usable_area_half_road'] = df['area'] * df['frac_suitable_half_road']\n",
"df['usable_sqft_per_person'] = df['usable_area']/df['pop']\n",
"df['usable_sqft_per_person_half_road'] = df['usable_area_half_road']/df['pop']\n",
"df['usable_sqm_per_person'] = df['usable_sqft_per_person']/10.764\n",
"df['usable_sqm_per_person_half_road'] = df['usable_sqft_per_person_half_road']/10.764\n",
"df['usable_sqm_multiple'] = df['usable_sqm_per_person']/sqm_needed_per_person\n",
"df['usable_sqm_multiple_half_road'] = df['usable_sqm_per_person_half_road']/sqm_needed_per_person\n",
"df['popdens'] = df['pop']/df['area_sqkm']"
]
},
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"31281.825815620912"
]
},
"execution_count": 28,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# population density in Manhattan in the relevant neighborhoods\n",
"df[df['boro_name'] == 'Manhattan'].sum()['pop'] / df[df['boro_name'] == 'Manhattan'].sum()['area_sqkm']"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"# we can invert the calculations above to get the distance \n",
"# people can be from each other:\n",
"\n",
"# note that we multiply by 2 because we use radii up until here\n",
"# but the DISTANCE between people will be the diameter\n",
"\n",
"\n",
"df['max_physical_distance_m'] = df['usable_sqm_per_person'].map(\n",
" lambda x: (np.sqrt(x * PACKED_CIRCLE_SURFACE_USE/np.pi) * 2)\n",
")\n",
"\n",
"df['max_physical_distance_m_half_road'] = df['usable_sqm_per_person_half_road'].map(\n",
" lambda x: (np.sqrt(x * PACKED_CIRCLE_SURFACE_USE/np.pi) * 2)\n",
")\n"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [],
"source": [
"import seaborn as sns"
]
},
{
"cell_type": "code",
"execution_count": 31,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x12d3ff6d8>"
]
},
"execution_count": 31,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"sns.scatterplot(x='frac_suitable', y='frac_suitable_half_road', data=df)"
]
},
{
"cell_type": "code",
"execution_count": 32,
"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>shape_area</th>\n",
" <th>county_fips</th>\n",
" <th>ntaname</th>\n",
" <th>shape_leng</th>\n",
" <th>boro_name</th>\n",
" <th>boro_code</th>\n",
" <th>geometry</th>\n",
" <th>pop</th>\n",
" <th>area</th>\n",
" <th>area_sqkm</th>\n",
" <th>...</th>\n",
" <th>usable_area_half_road</th>\n",
" <th>usable_sqft_per_person</th>\n",
" <th>usable_sqft_per_person_half_road</th>\n",
" <th>usable_sqm_per_person</th>\n",
" <th>usable_sqm_per_person_half_road</th>\n",
" <th>usable_sqm_multiple</th>\n",
" <th>usable_sqm_multiple_half_road</th>\n",
" <th>popdens</th>\n",
" <th>max_physical_distance_m</th>\n",
" <th>max_physical_distance_m_half_road</th>\n",
" </tr>\n",
" <tr>\n",
" <th>ntacode</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>MN32</th>\n",
" <td>13602063.8367</td>\n",
" <td>061</td>\n",
" <td>Yorkville</td>\n",
" <td>17998.7206133</td>\n",
" <td>Manhattan</td>\n",
" <td>1</td>\n",
" <td>MULTIPOLYGON (((1001407.715 223760.176, 100144...</td>\n",
" <td>77942</td>\n",
" <td>1.360204e+07</td>\n",
" <td>1.263660</td>\n",
" <td>...</td>\n",
" <td>6.970078e+06</td>\n",
" <td>104.667654</td>\n",
" <td>89.426474</td>\n",
" <td>9.723862</td>\n",
" <td>8.307922</td>\n",
" <td>3.357218</td>\n",
" <td>2.868357</td>\n",
" <td>61679.549581</td>\n",
" <td>3.350844</td>\n",
" <td>3.097284</td>\n",
" </tr>\n",
" <tr>\n",
" <th>BX40</th>\n",
" <td>6308875.23637</td>\n",
" <td>005</td>\n",
" <td>Fordham South</td>\n",
" <td>15880.3520716</td>\n",
" <td>Bronx</td>\n",
" <td>2</td>\n",
" <td>MULTIPOLYGON (((1014295.119 253236.989, 101438...</td>\n",
" <td>28262</td>\n",
" <td>6.308875e+06</td>\n",
" <td>0.586109</td>\n",
" <td>...</td>\n",
" <td>3.223926e+06</td>\n",
" <td>138.163740</td>\n",
" <td>114.072834</td>\n",
" <td>12.835725</td>\n",
" <td>10.597625</td>\n",
" <td>4.431606</td>\n",
" <td>3.658889</td>\n",
" <td>48219.715338</td>\n",
" <td>3.849860</td>\n",
" <td>3.498155</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MN21</th>\n",
" <td>7526913.95137</td>\n",
" <td>061</td>\n",
" <td>Gramercy</td>\n",
" <td>12096.8911742</td>\n",
" <td>Manhattan</td>\n",
" <td>1</td>\n",
" <td>MULTIPOLYGON (((990196.892 207745.371, 990187....</td>\n",
" <td>27988</td>\n",
" <td>7.526891e+06</td>\n",
" <td>0.699265</td>\n",
" <td>...</td>\n",
" <td>3.329587e+06</td>\n",
" <td>145.526335</td>\n",
" <td>118.964817</td>\n",
" <td>13.519726</td>\n",
" <td>11.052101</td>\n",
" <td>4.667761</td>\n",
" <td>3.815800</td>\n",
" <td>40024.871145</td>\n",
" <td>3.951106</td>\n",
" <td>3.572376</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MN22</th>\n",
" <td>10894242.5993</td>\n",
" <td>061</td>\n",
" <td>East Village</td>\n",
" <td>13555.2320291</td>\n",
" <td>Manhattan</td>\n",
" <td>1</td>\n",
" <td>MULTIPOLYGON (((989084.531 205727.630, 989108....</td>\n",
" <td>44136</td>\n",
" <td>1.089424e+07</td>\n",
" <td>1.012100</td>\n",
" <td>...</td>\n",
" <td>5.547337e+06</td>\n",
" <td>147.869216</td>\n",
" <td>125.687345</td>\n",
" <td>13.737385</td>\n",
" <td>11.676639</td>\n",
" <td>4.742909</td>\n",
" <td>4.031425</td>\n",
" <td>43608.346305</td>\n",
" <td>3.982784</td>\n",
" <td>3.671924</td>\n",
" </tr>\n",
" <tr>\n",
" <th>MN14</th>\n",
" <td>15805586.3139</td>\n",
" <td>061</td>\n",
" <td>Lincoln Square</td>\n",
" <td>19869.9083138</td>\n",
" <td>Manhattan</td>\n",
" <td>1</td>\n",
" <td>MULTIPOLYGON (((991173.649 222552.152, 991046....</td>\n",
" <td>61489</td>\n",
" <td>1.580552e+07</td>\n",
" <td>1.468369</td>\n",
" <td>...</td>\n",
" <td>8.453124e+06</td>\n",
" <td>161.177334</td>\n",
" <td>137.473760</td>\n",
" <td>14.973740</td>\n",
" <td>12.771624</td>\n",
" <td>5.169767</td>\n",
" <td>4.409474</td>\n",
" <td>41875.714580</td>\n",
" <td>4.158148</td>\n",
" <td>3.840235</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 24 columns</p>\n",
"</div>"
],
"text/plain": [
" shape_area county_fips ntaname shape_leng boro_name \\\n",
"ntacode \n",
"MN32 13602063.8367 061 Yorkville 17998.7206133 Manhattan \n",
"BX40 6308875.23637 005 Fordham South 15880.3520716 Bronx \n",
"MN21 7526913.95137 061 Gramercy 12096.8911742 Manhattan \n",
"MN22 10894242.5993 061 East Village 13555.2320291 Manhattan \n",
"MN14 15805586.3139 061 Lincoln Square 19869.9083138 Manhattan \n",
"\n",
" boro_code geometry pop \\\n",
"ntacode \n",
"MN32 1 MULTIPOLYGON (((1001407.715 223760.176, 100144... 77942 \n",
"BX40 2 MULTIPOLYGON (((1014295.119 253236.989, 101438... 28262 \n",
"MN21 1 MULTIPOLYGON (((990196.892 207745.371, 990187.... 27988 \n",
"MN22 1 MULTIPOLYGON (((989084.531 205727.630, 989108.... 44136 \n",
"MN14 1 MULTIPOLYGON (((991173.649 222552.152, 991046.... 61489 \n",
"\n",
" area area_sqkm ... usable_area_half_road \\\n",
"ntacode ... \n",
"MN32 1.360204e+07 1.263660 ... 6.970078e+06 \n",
"BX40 6.308875e+06 0.586109 ... 3.223926e+06 \n",
"MN21 7.526891e+06 0.699265 ... 3.329587e+06 \n",
"MN22 1.089424e+07 1.012100 ... 5.547337e+06 \n",
"MN14 1.580552e+07 1.468369 ... 8.453124e+06 \n",
"\n",
" usable_sqft_per_person usable_sqft_per_person_half_road \\\n",
"ntacode \n",
"MN32 104.667654 89.426474 \n",
"BX40 138.163740 114.072834 \n",
"MN21 145.526335 118.964817 \n",
"MN22 147.869216 125.687345 \n",
"MN14 161.177334 137.473760 \n",
"\n",
" usable_sqm_per_person usable_sqm_per_person_half_road \\\n",
"ntacode \n",
"MN32 9.723862 8.307922 \n",
"BX40 12.835725 10.597625 \n",
"MN21 13.519726 11.052101 \n",
"MN22 13.737385 11.676639 \n",
"MN14 14.973740 12.771624 \n",
"\n",
" usable_sqm_multiple usable_sqm_multiple_half_road popdens \\\n",
"ntacode \n",
"MN32 3.357218 2.868357 61679.549581 \n",
"BX40 4.431606 3.658889 48219.715338 \n",
"MN21 4.667761 3.815800 40024.871145 \n",
"MN22 4.742909 4.031425 43608.346305 \n",
"MN14 5.169767 4.409474 41875.714580 \n",
"\n",
" max_physical_distance_m max_physical_distance_m_half_road \n",
"ntacode \n",
"MN32 3.350844 3.097284 \n",
"BX40 3.849860 3.498155 \n",
"MN21 3.951106 3.572376 \n",
"MN22 3.982784 3.671924 \n",
"MN14 4.158148 3.840235 \n",
"\n",
"[5 rows x 24 columns]"
]
},
"execution_count": 32,
"metadata": {},
"output_type": "execute_result"
}