{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "\n", "# Creating a choropleth building permit density in Nashville\n", "> In this chapter, you will learn about a special map called a choropleth. Then you will learn and practice building choropleths using two different packages - geopandas and folium. This is the Summary of lecture \"Visualizing Geospatial Data in Python\", via datacamp.\n", "\n", "- toc: true \n", "- badges: true\n", "- comments: true\n", "- author: Chanseok Kang\n", "- categories: [Python, Datacamp, Visualization]\n", "- image: images/geopandas_choropleth.png" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import geopandas as gpd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import folium\n", "from shapely.geometry import Point\n", "from IPython.display import IFrame\n", "\n", "plt.rcParams['figure.figsize'] = (10,5)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## What is choropleth?" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Finding counts from a spatial join\n", "You will be using a dataset of the building permits issued in Nashville during 2017." ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [], "source": [ "permits = gpd.read_file('./dataset/building_permits_2017.csv')\n", "council_districts = gpd.read_file('./dataset/council_districts.geojson')" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " permit_id issued cost lat lng \\\n", "0 2017032777 2017-05-24 226201.0 36.198241 -86.742235 \n", "68 2017053890 2017-09-05 0.0 36.185442 -86.768239 \n", "\n", " geometry index_right first_name \\\n", "0 POINT (-86.74223 36.19824) 5 Scott \n", "68 POINT (-86.76824 36.18544) 5 Scott \n", "\n", " email res_phone bus_phone last_name \\\n", "0 scott.davis@nashville.gov 615-554-9730 615-862-6780 Davis \n", "68 scott.davis@nashville.gov 615-554-9730 615-862-6780 Davis \n", "\n", " position district \n", "0 Council Member 5 \n", "68 Council Member 5 \n", "district\n", "1 146\n", "10 119\n", "11 239\n", "12 163\n", "13 139\n", "14 261\n", "15 322\n", "16 303\n", "17 786\n", "18 287\n", "19 969\n", "2 399\n", "20 799\n", "21 569\n", "22 291\n", "23 206\n", "24 458\n", "25 435\n", "26 179\n", "27 105\n", "28 119\n", "29 154\n", "3 215\n", "30 79\n", "31 134\n", "32 225\n", "33 355\n", "34 218\n", "35 192\n", "4 139\n", "5 452\n", "6 455\n", "7 468\n", "8 209\n", "9 186\n", "dtype: int64\n" ] } ], "source": [ "# Create a shapely Point from lat and lng\n", "permits['geometry'] = permits.apply(lambda x: Point((float(x.lng), float(x.lat))), axis=1)\n", "\n", "# Build a GeoDataFrame: permits_geo\n", "permits_geo = gpd.GeoDataFrame(permits, crs = council_districts.crs, geometry=permits.geometry)\n", "\n", "# Spatial join of permits_geo and council_districts\n", "permits_by_district = gpd.sjoin(permits_geo, council_districts, op='within')\n", "print(permits_by_district.head(2))\n", "\n", "# Create permit_counts\n", "permit_counts = permits_by_district.groupby(['district']).size()\n", "print(permit_counts)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Now you have a count of building permits issued for each council district. Next you'll get the area of each council_district." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Council district areas and permit counts\n", "In order to create a normalized value for the building permits issued in each council district, you will need to find the area of each council district. Remember that you can leverage the `area` attribute of a GeoSeries to do this. You will need to convert `permit_counts` to a DataFrame so you can merge it with the `council_districts` data. " ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " first_name email res_phone bus_phone \\\n", "0 Nick nick.leonardo@nashville.gov 615-509-6334 615-862-6780 \n", "1 DeCosta decosta.hastings@nashville.gov 615-779-1565 615-862-6780 \n", "\n", " last_name position district \\\n", "0 Leonardo Council Member 1 \n", "1 Hastings Council Member 2 \n", "\n", " geometry area \n", "0 MULTIPOLYGON (((-86.90738 36.39052, -86.90725 ... 0.022786 \n", "1 MULTIPOLYGON (((-86.75902 36.23091, -86.75909 ... 0.002927 \n", " 0\n", "district \n", "1 146\n", "10 119\n", " district bldg_permits\n", "0 1 146\n", "1 10 119\n", " first_name email res_phone bus_phone \\\n", "0 Nick nick.leonardo@nashville.gov 615-509-6334 615-862-6780 \n", "1 DeCosta decosta.hastings@nashville.gov 615-779-1565 615-862-6780 \n", "\n", " last_name position district \\\n", "0 Leonardo Council Member 1 \n", "1 Hastings Council Member 2 \n", "\n", " geometry area bldg_permits \n", "0 MULTIPOLYGON (((-86.90738 36.39052, -86.90725 ... 0.022786 146 \n", "1 MULTIPOLYGON (((-86.75902 36.23091, -86.75909 ... 0.002927 399 \n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\kcsgo\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'area' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " \n" ] } ], "source": [ "# Create an area column in council_districts\n", "council_districts['area'] = council_districts.geometry.area\n", "print(council_districts.head(2))\n", "\n", "# Convert permit_counts to a DataFrame\n", "permits_df = permit_counts.to_frame()\n", "print(permits_df.head(2))\n", "\n", "# Reset index and column names\n", "permits_df.reset_index(inplace=True)\n", "permits_df.columns = ['district', 'bldg_permits']\n", "print(permits_df.head(2))\n", "\n", "# Merge council_districts and permits_df\n", "districts_and_permits = pd.merge(council_districts, permits_df, on='district')\n", "print(districts_and_permits.head(2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have created a column with the area in the council_districts Geo DataFrame and built a DataFrame from the permit_counts. You have merged all the information into a single GeoDataFrame. Next you will calculate the permits by area for each council district." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Calculating a normalized metric\n", "Now you are ready to divide the number of building permits issued for projects in each council district by the area of that district to get a normalized value for the permits issued. " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " first_name email res_phone bus_phone \\\n", "0 Nick nick.leonardo@nashville.gov 615-509-6334 615-862-6780 \n", "1 DeCosta decosta.hastings@nashville.gov 615-779-1565 615-862-6780 \n", "2 Nancy nancy.vanreece@nashville.gov 615-576-0488 615-862-6780 \n", "3 Bill bill.pridemore@nashville.gov 615-915-1419 615-862-6780 \n", "4 Robert robert.swope@nashville.gov 615-308-0577 615-862-6780 \n", "\n", " last_name position district \\\n", "0 Leonardo Council Member 1 \n", "1 Hastings Council Member 2 \n", "2 VanReece Council Member 8 \n", "3 Pridemore Council Member 9 \n", "4 Swope Council Member 4 \n", "\n", " geometry area bldg_permits \\\n", "0 MULTIPOLYGON (((-86.90738 36.39052, -86.90725 ... 0.022786 146 \n", "1 MULTIPOLYGON (((-86.75902 36.23091, -86.75909 ... 0.002927 399 \n", "2 MULTIPOLYGON (((-86.72850 36.28328, -86.72791 ... 0.002517 209 \n", "3 MULTIPOLYGON (((-86.68681 36.28671, -86.68706 ... 0.002883 186 \n", "4 MULTIPOLYGON (((-86.74489 36.05316, -86.74491 ... 0.002052 139 \n", "\n", " permit_density \n", "0 6407.401089 \n", "1 136305.586710 \n", "2 83049.371383 \n", "3 64514.836204 \n", "4 67741.788057 \n" ] } ], "source": [ "# Print the type of districts_and_permits\n", "print(type(districts_and_permits))\n", "\n", "# Create permit_density column in districts_and_permits\n", "districts_and_permits['permit_density'] = districts_and_permits.apply(lambda row: row.bldg_permits/row.area, axis=1)\n", "\n", "# Print the head of districts_and_permits\n", "print(districts_and_permits.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choropleths with geopandas\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Geopandas choropleths\n", "First you will plot a choropleth of the building permit density for each council district using the default colormap. Then you will polish it by changing the colormap and adding labels and a title.\n", "\n" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "data": { "image/png": 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\n", "text/plain": [ "
" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Simple plot of building permit_density\n", "districts_and_permits.plot(column='permit_density', legend=True);" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "Text(0.5, 1, '2017 Building Project Density by Council District')" ] }, "execution_count": 7, "metadata": {}, "output_type": "execute_result" }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Polished choropleth of building permit_density\n", "districts_and_permits.plot(column = 'permit_density', cmap = 'BuGn', edgecolor = 'black', legend = True)\n", "plt.xlabel('longitude')\n", "plt.ylabel('latitude')\n", "plt.xticks(rotation = 'vertical')\n", "plt.title('2017 Building Project Density by Council District')" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ " You can see that most development has happened close to the city center! The scale for permit density is hard to interpret. We'll fix that next." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Area in km squared, geometry in decimal degrees\n", "In this exercise, you'll start again with the `council_districts` GeoDataFrame and the `permits` DataFrame. You will change the `council_districts` to use the EPSG 3857 coordinate reference system before creating a column for `area`. Once the `area` column has been created, you will change the CRS back to EPSG 4326 so that the geometry is in decimal degrees." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "epsg:3857\n", " first_name email res_phone bus_phone \\\n", "0 Nick nick.leonardo@nashville.gov 615-509-6334 615-862-6780 \n", "1 DeCosta decosta.hastings@nashville.gov 615-779-1565 615-862-6780 \n", "2 Nancy nancy.vanreece@nashville.gov 615-576-0488 615-862-6780 \n", "3 Bill bill.pridemore@nashville.gov 615-915-1419 615-862-6780 \n", "4 Robert robert.swope@nashville.gov 615-308-0577 615-862-6780 \n", "\n", " last_name position district \\\n", "0 Leonardo Council Member 1 \n", "1 Hastings Council Member 2 \n", "2 VanReece Council Member 8 \n", "3 Pridemore Council Member 9 \n", "4 Swope Council Member 4 \n", "\n", " geometry area \n", "0 MULTIPOLYGON (((-9674485.565 4354489.556, -967... 0.022786 \n", "1 MULTIPOLYGON (((-9657970.373 4332440.650, -965... 0.002927 \n", "2 MULTIPOLYGON (((-9654572.680 4339671.152, -965... 0.002517 \n", "3 MULTIPOLYGON (((-9649930.991 4340143.590, -964... 0.002883 \n", "4 MULTIPOLYGON (((-9656396.833 4307939.015, -965... 0.002052 \n", "epsg:4326\n", " first_name email res_phone bus_phone \\\n", "0 Nick nick.leonardo@nashville.gov 615-509-6334 615-862-6780 \n", "1 DeCosta decosta.hastings@nashville.gov 615-779-1565 615-862-6780 \n", "2 Nancy nancy.vanreece@nashville.gov 615-576-0488 615-862-6780 \n", "3 Bill bill.pridemore@nashville.gov 615-915-1419 615-862-6780 \n", "4 Robert robert.swope@nashville.gov 615-308-0577 615-862-6780 \n", "\n", " last_name position district \\\n", "0 Leonardo Council Member 1 \n", "1 Hastings Council Member 2 \n", "2 VanReece Council Member 8 \n", "3 Pridemore Council Member 9 \n", "4 Swope Council Member 4 \n", "\n", " geometry area \n", "0 MULTIPOLYGON (((-86.90738 36.39052, -86.90725 ... 350.194851 \n", "1 MULTIPOLYGON (((-86.75902 36.23091, -86.75909 ... 44.956987 \n", "2 MULTIPOLYGON (((-86.72850 36.28328, -86.72791 ... 38.667932 \n", "3 MULTIPOLYGON (((-86.68681 36.28671, -86.68706 ... 44.295293 \n", "4 MULTIPOLYGON (((-86.74489 36.05316, -86.74491 ... 31.441618 \n" ] } ], "source": [ "# Change council_districts crs to epsg 3857\n", "council_districts = council_districts.to_crs(epsg=3857)\n", "print(council_districts.crs)\n", "print(council_districts.head())\n", "\n", "# Create area in square km\n", "sqm_to_sqkm = 10 ** 6\n", "council_districts['area'] = council_districts.geometry.area / sqm_to_sqkm\n", "\n", "# Change council_districts crs back to epsg 4326\n", "council_districts = council_districts.to_crs(epsg=4326)\n", "print(council_districts.crs)\n", "print(council_districts.head())" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Spatially joining and getting counts\n", "You will continue preparing your dataset for plotting a `geopandas` choropleth by creating a GeoDataFrame of the building permits spatially joined to the council districts. After that, you will be able to get counts of the building permits issued in each council district." ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " district bldg_permits\n", "0 1 146\n", "1 10 119\n" ] } ], "source": [ "# Create permits_geo\n", "permits_geo = gpd.GeoDataFrame(permits, crs=council_districts.crs, geometry=permits.geometry)\n", "\n", "# Spatially join permits_geo and council_districts\n", "permits_by_district = gpd.sjoin(permits_geo, council_districts, op='within')\n", "\n", "# Count permits in each district\n", "permits_counts = permits_by_district.groupby(['district']).size()\n", "\n", "# Convert permit_counts to a df with 2 columns: district and bldg_permits\n", "counts_df = permits_counts.to_frame()\n", "counts_df.reset_index(inplace=True)\n", "counts_df.columns = ['district', 'bldg_permits']\n", "print(counts_df.head(2))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "You have done all the work to get the area units in km squared, latitude and longitude in decimal degrees, and a count of building permits issued for each council district all in the same dataset. All that's left is to calculate a normalized value and plot the choropleth!" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Building a polished Geopandas choropleth\n", "After merging the `counts_df` with `permits_by_district`, you will create a column with normalized `permit_density` by dividing the count of permits in each council district by the area of that council district. Then you will plot your final geopandas choropleth of the building projects in each council district." ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " permit_id issued cost lat lng \\\n", "0 2017032777 2017-05-24 226201.0 36.198241 -86.742235 \n", "1 2017053890 2017-09-05 0.0 36.185442 -86.768239 \n", "\n", " geometry index_right first_name \\\n", "0 POINT (-86.74223 36.19824) 5 Scott \n", "1 POINT (-86.76824 36.18544) 5 Scott \n", "\n", " email res_phone bus_phone last_name \\\n", "0 scott.davis@nashville.gov 615-554-9730 615-862-6780 Davis \n", "1 scott.davis@nashville.gov 615-554-9730 615-862-6780 Davis \n", "\n", " position district area bldg_permits permit_density \n", "0 Council Member 5 19.030612 452 23.751207 \n", "1 Council Member 5 19.030612 452 23.751207 \n" ] }, { "data": { "image/png": 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\n", 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" ] }, "metadata": { "needs_background": "light" }, "output_type": "display_data" } ], "source": [ "# Merge permits_by_district and counts_df\n", "districts_and_permits = pd.merge(permits_by_district, counts_df, on='district')\n", "\n", "# Create permit_density column\n", "districts_and_permits['permit_density'] = districts_and_permits.apply(lambda row: row.bldg_permits / row.area, axis=1)\n", "print(districts_and_permits.head(2))\n", "\n", "# Create choropleth plot\n", "districts_and_permits.plot(column='permit_density', cmap='OrRd', edgecolor='black', legend=True);\n", "\n", "# Add axis labels and title\n", "plt.xlabel('longitude');\n", "plt.ylabel('latitude');\n", "plt.title('2017 Building Project Density by Council District');" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Choropleths with folium\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "### Folium choropleth\n", "In this exercise, you will construct a folium choropleth to show the density of permitted construction projects in different Nashville council districts. You will be using a single data source, the `districts_and_permits` GeoDataFrame, which is in your workspace.\n", "\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [], "source": [ "# Center point for Nashville\n", "nashville = [36.1636,-86.7823]\n", "\n", "# Create map\n", "m = folium.Map(location=nashville, zoom_start=10)\n", "\n", "# Build choropleth\n", "folium.Choropleth(\n", " geo_data=r'./dataset/council_districts.geojson',\n", " name='geometry',\n", " data=districts_and_permits,\n", " columns=['district', 'permit_density'],\n", " key_on='feature.properties.district',\n", " fill_color='Reds',\n", " fill_opacity=0.5,\n", " line_opacity=1.0,\n", " legend_name='2017 Permitted Building Projects per km squared',\n", " \n", ").add_to(m)\n", "\n", "folium.LayerControl().add_to(m)\n", "\n", "m.save('./html/permits_choropleth.html')" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 17, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#hide_input\n", "IFrame(src='/chans_jupyter/assets/attach/permits_choropleth.html', width=600, height=600)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Folium choropleth with markers and popups\n", "Now you will add a marker to the center of each council district that shows the district number along with the count of building permits issued in 2017 for that district." ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "C:\\Users\\kcsgo\\anaconda3\\lib\\site-packages\\ipykernel_launcher.py:2: UserWarning: Geometry is in a geographic CRS. Results from 'centroid' are likely incorrect. Use 'GeoSeries.to_crs()' to re-project geometries to a projected CRS before this operation.\n", "\n", " \n" ] } ], "source": [ "# Create center column for the centroid of each district\n", "districts_and_permits['center'] = districts_and_permits.geometry.centroid\n", "\n", "distinct = []\n", "# Build markers and popups\n", "for row in districts_and_permits.iterrows():\n", " row_values = row[1] \n", " if row_values['district'] not in distinct:\n", " center_point = row_values['center']\n", " location = [center_point.y, center_point.x]\n", " popup = ('Council District: ' + str(row_values['district']) + \n", " '; ' + 'permits issued: ' + str(row_values['bldg_permits']))\n", " marker = folium.Marker(location = location, popup = popup)\n", " marker.add_to(m)\n", " distinct.append(row_values['district'])\n", " \n", "# Display the map\n", "m.save('./html/permits_choropleth2.html')" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/html": [ "\n", " \n", " " ], "text/plain": [ "" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "#hide_input\n", "IFrame(src='/chans_jupyter/assets/attach/permits_choropleth2.html', width=600, height=600)" ] } ], "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": "3.7.6" } }, "nbformat": 4, "nbformat_minor": 4 }