Skip to content

Instantly share code, notes, and snippets.

@andrashann
Created October 17, 2020 13:49
Show Gist options
  • Star 0 You must be signed in to star a gist
  • Fork 0 You must be signed in to fork a gist
  • Save andrashann/3ff77487786de4fe8eeb45b3839b5a49 to your computer and use it in GitHub Desktop.
Save andrashann/3ff77487786de4fe8eeb45b3839b5a49 to your computer and use it in GitHub Desktop.
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": {
"image/png": "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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"
}
],
"source": [
"df.sort_values('usable_sqft_per_person').head()"
]
},
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [],
"source": [
"# there is more than enough space. :("
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {
"scrolled": true
},
"outputs": [
{
"data": {
"text/plain": [
"array([[<matplotlib.axes._subplots.AxesSubplot object at 0x12d2574a8>]],\n",
" dtype=object)"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"# what is the distribution of space availability in these neighborhoods?\n",
"\n",
"df.hist('max_physical_distance_m')"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"#histax = df['usable_sqm_per_person'].plot.kde()\n",
"#histax.set_xlim((0,300))"
]
},
{
"cell_type": "code",
"execution_count": 36,
"metadata": {},
"outputs": [
{
"data": {
"image/png": "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
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment