Skip to content

Instantly share code, notes, and snippets.

@dfolch
Last active July 30, 2021 01:15
Show Gist options
  • Select an option

  • Save dfolch/ace80ca0307c571b6a1a719430c4052e to your computer and use it in GitHub Desktop.

Select an option

Save dfolch/ace80ca0307c571b6a1a719430c4052e to your computer and use it in GitHub Desktop.
Integrating GeoTiler and GeoPandas for Spatial Data Visualization
Display the source blob
Display the rendered blob
Raw
{
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Visualization Combining GeoTiler and GeoPandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"This example uses demographic data from the US Census Bureau for the Phoenix area. A goal of this introduction is to show that GeoPandas and GeoTiler are each very good at different things, and that there separate strengths work well together."
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get all the imports out of the way"
]
},
{
"cell_type": "code",
"execution_count": 1,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"import cenpy as cen # this is only needed to get census data\n",
"import geopandas as gpd\n",
"from shapely.geometry import Point, Polygon # comes along with the install of geopandas\n",
"import pysal as ps # necessary for choropleth mapping, usually comes with geopandas\n",
"import geotiler\n",
"import matplotlib as mpl\n",
"import matplotlib.pyplot as plt\n",
"\n",
"%matplotlib inline"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Get some example data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pull American Community Survey data from the US Census Bureau's API. An [introduction to cenpy can be found here](https://gist.github.com/dfolch/2440ba28c2ddf5192ad7). We are specifically pulling census tract data (about 4000 people per polygon) and data on income and poverty for one US county."
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"/Users/dfolch/anaconda2/envs/urban_prac3/lib/python3.6/site-packages/cenpy/remote.py:172: FutureWarning: convert_objects is deprecated. Use the data-type specific converters pd.to_datetime, pd.to_timedelta and pd.to_numeric.\n",
" df[cols] = df[cols].convert_objects(convert_numeric=convert_numeric)\n"
]
}
],
"source": [
"api_database = 'ACSSF5Y2015' # ACS 2011-2015\n",
"api_conn = cen.base.Connection(api_database)\n",
"\n",
"g_unit = 'tract'\n",
"g_filter = {'state':'04', 'county':'013'} # Maricopa County AZ\n",
"\n",
"cols = ['B19013_001E', 'B19013_001M'] # median HH income\n",
"pov = api_conn.varslike('B17020_\\\\S+') # poverty status by age (all columns)\n",
"cols.extend(pov)\n",
"cols.extend(['NAME', 'GEOID']) # some additional identifier columns\n",
"\n",
"data = api_conn.query(cols, geo_unit=g_unit, geo_filter=g_filter)\n",
"data.GEOID = data.GEOID.str.replace('14000US','') # tract name cleanup\n",
"\n",
"api_conn.set_mapservice('tigerWMS_ACS2015')\n",
"geodata = api_conn.mapservice.query(layer=8, where='STATE=04 and COUNTY=013', pkg='geopandas')\n",
"geodata.crs = {'init' :'epsg:3857'} # this corrects weird CRS error"
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {
"collapsed": true
},
"outputs": [],
"source": [
"phx = geodata.merge(data, on='GEOID') # merge demographic and spatial data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting in GeoPandas"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Take a look at the geodataframe."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"geopandas.geodataframe.GeoDataFrame"
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"type(phx)"
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {
"scrolled": false
},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style>\n",
" .dataframe thead tr:only-child th {\n",
" text-align: right;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: left;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>AREALAND</th>\n",
" <th>AREAWATER</th>\n",
" <th>BASENAME</th>\n",
" <th>CENTLAT</th>\n",
" <th>CENTLON</th>\n",
" <th>COUNTY</th>\n",
" <th>FUNCSTAT</th>\n",
" <th>GEOID</th>\n",
" <th>INTPTLAT</th>\n",
" <th>INTPTLON</th>\n",
" <th>...</th>\n",
" <th>B17020_015E</th>\n",
" <th>B17020_015M</th>\n",
" <th>B17020_016E</th>\n",
" <th>B17020_016M</th>\n",
" <th>B17020_017E</th>\n",
" <th>B17020_017M</th>\n",
" <th>NAME_y</th>\n",
" <th>state</th>\n",
" <th>county</th>\n",
" <th>tract</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>5141353</td>\n",
" <td>27430</td>\n",
" <td>4226.15</td>\n",
" <td>+33.3933914</td>\n",
" <td>-111.6071062</td>\n",
" <td>013</td>\n",
" <td>S</td>\n",
" <td>04013422615</td>\n",
" <td>+33.3950184</td>\n",
" <td>-111.6097111</td>\n",
" <td>...</td>\n",
" <td>524</td>\n",
" <td>190</td>\n",
" <td>152</td>\n",
" <td>112</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>Census Tract 4226.15, Maricopa County, Arizona</td>\n",
" <td>04</td>\n",
" <td>013</td>\n",
" <td>422615</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>5258682</td>\n",
" <td>63025</td>\n",
" <td>4226.16</td>\n",
" <td>+33.3930378</td>\n",
" <td>-111.5895620</td>\n",
" <td>013</td>\n",
" <td>S</td>\n",
" <td>04013422616</td>\n",
" <td>+33.3926894</td>\n",
" <td>-111.5917179</td>\n",
" <td>...</td>\n",
" <td>633</td>\n",
" <td>166</td>\n",
" <td>418</td>\n",
" <td>204</td>\n",
" <td>291</td>\n",
" <td>122</td>\n",
" <td>Census Tract 4226.16, Maricopa County, Arizona</td>\n",
" <td>04</td>\n",
" <td>013</td>\n",
" <td>422616</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>2636303</td>\n",
" <td>454</td>\n",
" <td>4226.17</td>\n",
" <td>+33.3724017</td>\n",
" <td>-111.6788692</td>\n",
" <td>013</td>\n",
" <td>S</td>\n",
" <td>04013422617</td>\n",
" <td>+33.3730628</td>\n",
" <td>-111.6788572</td>\n",
" <td>...</td>\n",
" <td>633</td>\n",
" <td>145</td>\n",
" <td>225</td>\n",
" <td>75</td>\n",
" <td>23</td>\n",
" <td>31</td>\n",
" <td>Census Tract 4226.17, Maricopa County, Arizona</td>\n",
" <td>04</td>\n",
" <td>013</td>\n",
" <td>422617</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>2462194</td>\n",
" <td>0</td>\n",
" <td>4226.18</td>\n",
" <td>+33.3717644</td>\n",
" <td>-111.6618167</td>\n",
" <td>013</td>\n",
" <td>S</td>\n",
" <td>04013422618</td>\n",
" <td>+33.3717644</td>\n",
" <td>-111.6618167</td>\n",
" <td>...</td>\n",
" <td>1004</td>\n",
" <td>196</td>\n",
" <td>1244</td>\n",
" <td>155</td>\n",
" <td>442</td>\n",
" <td>121</td>\n",
" <td>Census Tract 4226.18, Maricopa County, Arizona</td>\n",
" <td>04</td>\n",
" <td>013</td>\n",
" <td>422618</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>4969751</td>\n",
" <td>121069</td>\n",
" <td>2168.20</td>\n",
" <td>+33.6129243</td>\n",
" <td>-111.7091366</td>\n",
" <td>013</td>\n",
" <td>S</td>\n",
" <td>04013216820</td>\n",
" <td>+33.6132017</td>\n",
" <td>-111.7063840</td>\n",
" <td>...</td>\n",
" <td>1240</td>\n",
" <td>205</td>\n",
" <td>312</td>\n",
" <td>100</td>\n",
" <td>113</td>\n",
" <td>73</td>\n",
" <td>Census Tract 2168.20, Maricopa County, Arizona</td>\n",
" <td>04</td>\n",
" <td>013</td>\n",
" <td>216820</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>5 rows × 58 columns</p>\n",
"</div>"
],
"text/plain": [
" AREALAND AREAWATER BASENAME CENTLAT CENTLON COUNTY FUNCSTAT \\\n",
"0 5141353 27430 4226.15 +33.3933914 -111.6071062 013 S \n",
"1 5258682 63025 4226.16 +33.3930378 -111.5895620 013 S \n",
"2 2636303 454 4226.17 +33.3724017 -111.6788692 013 S \n",
"3 2462194 0 4226.18 +33.3717644 -111.6618167 013 S \n",
"4 4969751 121069 2168.20 +33.6129243 -111.7091366 013 S \n",
"\n",
" GEOID INTPTLAT INTPTLON ... B17020_015E B17020_015M \\\n",
"0 04013422615 +33.3950184 -111.6097111 ... 524 190 \n",
"1 04013422616 +33.3926894 -111.5917179 ... 633 166 \n",
"2 04013422617 +33.3730628 -111.6788572 ... 633 145 \n",
"3 04013422618 +33.3717644 -111.6618167 ... 1004 196 \n",
"4 04013216820 +33.6132017 -111.7063840 ... 1240 205 \n",
"\n",
" B17020_016E B17020_016M B17020_017E B17020_017M \\\n",
"0 152 112 4 5 \n",
"1 418 204 291 122 \n",
"2 225 75 23 31 \n",
"3 1244 155 442 121 \n",
"4 312 100 113 73 \n",
"\n",
" NAME_y state county tract \n",
"0 Census Tract 4226.15, Maricopa County, Arizona 04 013 422615 \n",
"1 Census Tract 4226.16, Maricopa County, Arizona 04 013 422616 \n",
"2 Census Tract 4226.17, Maricopa County, Arizona 04 013 422617 \n",
"3 Census Tract 4226.18, Maricopa County, Arizona 04 013 422618 \n",
"4 Census Tract 2168.20, Maricopa County, Arizona 04 013 216820 \n",
"\n",
"[5 rows x 58 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"phx.head()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Basic plotting in GeoPandas"
]
},
{
"cell_type": "code",
"execution_count": 6,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x10f933b70>"
]
},
"execution_count": 6,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAHwCAYAAAA4gmJVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nEgz8iIiIiFyCgR8RERGRS/x/vDeDQOqMrmkAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a1d9dd4e0>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"phx.plot(figsize=(10,10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Choropleth map of median household income. Since there are some tracts with NaN for income we need to drop those records before plotting."
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-12629103.006030001, -12348134.381170003, 3855878.837785, 4043814.443115002)"
]
},
"execution_count": 7,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAGlCAYAAABkwfsRAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nfqHEhB9MAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a1d9a5f98>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"phx.dropna().plot('B19013_001E', cmap='YlOrRd', k=6, scheme='Quantiles', \n",
" legend=True, figsize=(10,10))\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Since the map above looks a little weird we can add those dropped polygons back in."
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-12629103.006030001,\n",
" -12348134.381169999,\n",
" 3819500.8083700039,\n",
" 4045546.7302300017)"
]
},
"execution_count": 8,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAHwCAYAAAA4gmJVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nWk4LuUEAAAAASUVORK5CYII=\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a216d3048>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = phx.plot(color='lightgrey', figsize=(10,10)) \n",
"phx.dropna().plot('B19013_001E', cmap='YlOrRd', k=6, scheme='Quantiles', \n",
" legend=True, ax=ax)\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"The census data also comes with information on a representative point for each tract."
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x1a21943128>"
]
},
"execution_count": 9,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAioAAAJPCAYAAABSCf9aAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a217ed9e8>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"# Manipulate point coordinates into shapely Point objects\n",
"phx['LAT'] = phx.CENTLAT.astype(float) # convert latitude to number\n",
"phx['LON'] = phx.CENTLON.astype(float) # convert longitude to number\n",
"coords = [Point(xy) for xy in zip(phx.LON, phx.LAT)] # make list of shapely Point objects\n",
"\n",
"# Create a geodataframe and assign CRS for unprojected lat/lon\n",
"phx_pnts = gpd.GeoDataFrame(phx.copy(), geometry=coords, crs={'init' :'epsg:4326'})\n",
"\n",
"# Reproject point data to match polygon CRS\n",
"phx_pnts = phx_pnts.to_crs(phx.crs)\n",
"\n",
"# Plot the points\n",
"phx_pnts.plot(figsize=(10,10))"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Plot the points on top of the polygons"
]
},
{
"cell_type": "code",
"execution_count": 10,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"(-12629103.006030001,\n",
" -12348134.381169999,\n",
" 3819500.8083700039,\n",
" 4045546.7302300017)"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": "iVBORw0KGgoAAAANSUhEUgAAAn4AAAHwCAYAAAA4gmJVAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz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\nAAAAAElFTkSuQmCC\n",
"text/plain": [
"<matplotlib.figure.Figure at 0x1a2193d198>"
]
},
"metadata": {},
"output_type": "display_data"
}
],
"source": [
"ax = phx.plot(color='lightgrey', figsize=(10,10))\n",
"phx.dropna().plot('B19013_001E', cmap='YlOrRd', k=6, scheme='Quantiles', \n",
" legend=True, ax=ax)\n",
"phx_pnts.plot(markersize=5, ax=ax)\n",
"plt.axis('off')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"### Plotting in GeoTiler"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Pull the Phoenix area basemap tiles and do basic setup for plotting."
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [
{
"name": "stderr",
"output_type": "stream",
"text": [
"configuration file /Users/dfolch/.config/geotiler/geotiler.ini does not exist\n"
]
}
],
"source": [
"# Define map tiles to pull\n",
"phx_tiler = geotiler.Map(center=(-112.00, 33.5), zoom=9, size=(512,512))\n",
"# Pull map tiles\n",
"phx_img = geotiler.render_map(phx_tiler)"
]
},
{
"cell_type": "markdown",
"metadata": {
"collapsed": true
},
"source": [
"Plot the map."
]
},
{
"cell_type": "code",
"execution_count": 12,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.image.AxesImage at 0x1a20e77cc0>"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
Sign up for free to join this conversation on GitHub. Already have an account? Sign in to comment