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Choropleth
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{"metadata":{"kernelspec":{"display_name":"Python 3 (ipykernel)","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":"3.13.2"},"varInspector":{"cols":{"lenName":16,"lenType":16,"lenVar":40},"kernels_config":{"python":{"delete_cmd_postfix":"","delete_cmd_prefix":"del ","library":"var_list.py","varRefreshCmd":"print(var_dic_list())"},"r":{"delete_cmd_postfix":") ","delete_cmd_prefix":"rm(","library":"var_list.r","varRefreshCmd":"cat(var_dic_list()) "}},"types_to_exclude":["module","function","builtin_function_or_method","instance","_Feature"],"window_display":false},"gist_info":{"gist_url":"https://gist.github.com/bmtgoncalves/8bd7303e0b3747738aae9882ba878db9","gist_id":"8bd7303e0b3747738aae9882ba878db9","create_date":"2025-04-02T14:19:26Z"}},"nbformat_minor":5,"nbformat":4,"cells":[{"id":"d4cfb25b","cell_type":"markdown","source":"<div style=\"width: 100%; overflow: hidden;\">\n <div style=\"width: 150px; float: left;\"> <img src=\"https://raw.githubusercontent.com/DataForScience/Viz4Sci/refs/heads/master/data/D4Sci_logo_ball.png\" alt=\"Data For Science, Inc\" align=\"left\" border=\"0\" width=150px> </div>\n <div style=\"float: left; margin-left: 10px;\"> <h1>Choropleth maps in Matplotlib</h1>\n <p>Bruno Gonçalves<br/>\n <a href=\"http://www.data4sci.com/\">www.data4sci.com</a><br/>\n @bgoncalves, @data4sci</p></div>\n</div>","metadata":{}},{"id":"339b2cbe","cell_type":"code","source":"from collections import Counter, defaultdict\nimport random\n\nimport pandas as pd\nimport numpy as np\n\nimport matplotlib\nimport matplotlib.pyplot as plt \n\nimport os\nfrom pathlib import Path\nfrom zipfile import ZipFile\nimport shutil\n\nimport requests\n\nimport geopandas as gpd\nimport plotly.express as px\n\nimport wget\n\nimport tqdm as tq\nfrom tqdm.notebook import tqdm\n\nimport watermark\n\n%load_ext watermark\n%matplotlib inline","metadata":{"trusted":false},"outputs":[],"execution_count":1},{"id":"14c91827","cell_type":"markdown","source":"We start by printing out the versions of the libraries we're using for future reference","metadata":{}},{"id":"2233edb5","cell_type":"code","source":"%watermark -n -v -m -g -iv","metadata":{"trusted":false},"outputs":[{"name":"stdout","output_type":"stream","text":"Python implementation: CPython\nPython version : 3.12.4\nIPython version : 8.12.3\n\nCompiler : Clang 14.0.6 \nOS : Darwin\nRelease : 23.6.0\nMachine : arm64\nProcessor : arm\nCPU cores : 16\nArchitecture: 64bit\n\nGit hash: b0df0744a9ceb2dc3278e596daa1577a69f9ac99\n\nwget : 3.2\ntqdm : 4.66.4\nwatermark : 2.4.3\ngeopandas : 1.0.1\nmatplotlib: 3.8.4\npandas : 2.2.3\nplotly : 5.9.0\nrequests : 2.32.2\nnumpy : 1.26.4\n\n"}],"execution_count":2},{"id":"243f2dbf","cell_type":"markdown","source":"Load default color wheel","metadata":{}},{"id":"84fb41ef","cell_type":"code","source":"colors = plt.rcParams['axes.prop_cycle'].by_key()['color']","metadata":{"trusted":false},"outputs":[],"execution_count":3},{"id":"5e3e7a94","cell_type":"markdown","source":"# Shapefile","metadata":{}},{"id":"0ab3f73e","cell_type":"markdown","source":"The census website provides us with detailed shapefiles for the US","metadata":{}},{"id":"675d36f8","cell_type":"code","source":"url = \"https://www2.census.gov/geo/tiger/GENZ2018/shp/cb_2018_us_state_500k.zip\"","metadata":{"trusted":false},"outputs":[],"execution_count":4},{"id":"685c3859","cell_type":"markdown","source":"Extract the filename from the URL","metadata":{}},{"id":"f33e3a5d","cell_type":"code","source":"basename = os.path.join('data', os.path.basename(url))\nbasename","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"'data/cb_2018_us_state_500k.zip'"},"execution_count":5,"metadata":{},"output_type":"execute_result"}],"execution_count":5},{"id":"0dc2dccf","cell_type":"markdown","source":"Utility function to download the file with a progress bar","metadata":{}},{"id":"fb297acf","cell_type":"code","source":"def download_file(url, filename):\n with requests.get(url, stream=True) as r:\n total_length = int(r.headers.get(\"Content-Length\"))\n with tqdm.wrapattr(r.raw, \"read\", total=total_length, desc=filename) as raw:\n with open(filename, 'wb')as output:\n shutil.copyfileobj(raw, output)","metadata":{"trusted":false},"outputs":[],"execution_count":6},{"id":"36271158","cell_type":"markdown","source":"Download the file, if necessary","metadata":{}},{"id":"366bce9e","cell_type":"code","source":"if not os.path.exists(basename):\n download_file(url, basename)\n zfile = ZipFile(basename);\n zfile.extractall()\nelse:\n print(\"File already exists\")","metadata":{"trusted":false},"outputs":[{"name":"stdout","output_type":"stream","text":"File already exists\n"}],"execution_count":7},{"id":"981ca94c","cell_type":"markdown","source":"Load the shapeifle using GeoPandas","metadata":{}},{"id":"48adbeb3","cell_type":"code","source":"geodf = gpd.read_file('data/cb_2018_us_state_500k.shp')\ngeodf = geodf.to_crs(\"WGS84\")","metadata":{"trusted":false},"outputs":[],"execution_count":8},{"id":"c0ac5cf9","cell_type":"markdown","source":"GeoPandas dataframes are just like regualr pandas DataFrames with just a bit of extra geographical information in the geometry column","metadata":{}},{"id":"188a427f","cell_type":"code","source":"geodf","metadata":{"trusted":false},"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>STATEFP</th>\n <th>STATENS</th>\n <th>AFFGEOID</th>\n <th>GEOID</th>\n <th>STUSPS</th>\n <th>NAME</th>\n <th>LSAD</th>\n <th>ALAND</th>\n <th>AWATER</th>\n <th>geometry</th>\n </tr>\n </thead>\n <tbody>\n <tr>\n <th>0</th>\n <td>28</td>\n <td>01779790</td>\n <td>0400000US28</td>\n <td>28</td>\n <td>MS</td>\n <td>Mississippi</td>\n <td>00</td>\n <td>121533519481</td>\n <td>3926919758</td>\n <td>MULTIPOLYGON (((-88.50297 30.21524, -88.49176 ...</td>\n </tr>\n <tr>\n <th>1</th>\n <td>37</td>\n <td>01027616</td>\n <td>0400000US37</td>\n <td>37</td>\n <td>NC</td>\n <td>North Carolina</td>\n <td>00</td>\n <td>125923656064</td>\n <td>13466071395</td>\n <td>MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ...</td>\n </tr>\n <tr>\n <th>2</th>\n <td>40</td>\n <td>01102857</td>\n <td>0400000US40</td>\n <td>40</td>\n <td>OK</td>\n <td>Oklahoma</td>\n <td>00</td>\n <td>177662925723</td>\n <td>3374587997</td>\n <td>POLYGON ((-103.00256 36.52659, -103.00219 36.6...</td>\n </tr>\n <tr>\n <th>3</th>\n <td>51</td>\n <td>01779803</td>\n <td>0400000US51</td>\n <td>51</td>\n <td>VA</td>\n <td>Virginia</td>\n <td>00</td>\n <td>102257717110</td>\n <td>8528531774</td>\n <td>MULTIPOLYGON (((-75.74241 37.80835, -75.74151 ...</td>\n </tr>\n <tr>\n <th>4</th>\n <td>54</td>\n <td>01779805</td>\n <td>0400000US54</td>\n <td>54</td>\n <td>WV</td>\n <td>West Virginia</td>\n <td>00</td>\n <td>62266474513</td>\n <td>489028543</td>\n <td>POLYGON ((-82.6432 38.16909, -82.643 38.16956,...</td>\n </tr>\n <tr>\n <th>5</th>\n <td>22</td>\n <td>01629543</td>\n <td>0400000US22</td>\n <td>22</td>\n <td>LA</td>\n <td>Louisiana</td>\n <td>00</td>\n <td>111897594374</td>\n <td>23753621895</td>\n <td>MULTIPOLYGON (((-88.8677 29.86155, -88.86566 2...</td>\n </tr>\n <tr>\n <th>6</th>\n <td>26</td>\n <td>01779789</td>\n <td>0400000US26</td>\n <td>26</td>\n <td>MI</td>\n <td>Michigan</td>\n <td>00</td>\n <td>146600952990</td>\n <td>103885855702</td>\n <td>MULTIPOLYGON (((-83.19159 42.03537, -83.18993 ...</td>\n </tr>\n <tr>\n <th>7</th>\n <td>25</td>\n <td>00606926</td>\n <td>0400000US25</td>\n <td>25</td>\n <td>MA</td>\n <td>Massachusetts</td>\n <td>00</td>\n <td>20205125364</td>\n <td>7129925486</td>\n <td>MULTIPOLYGON (((-70.23405 41.28565, -70.22361 ...</td>\n </tr>\n <tr>\n <th>8</th>\n <td>16</td>\n <td>01779783</td>\n <td>0400000US16</td>\n <td>16</td>\n <td>ID</td>\n <td>Idaho</td>\n <td>00</td>\n <td>214049787659</td>\n <td>2391722557</td>\n <td>POLYGON ((-117.24267 44.39655, -117.23484 44.3...</td>\n </tr>\n <tr>\n <th>9</th>\n <td>12</td>\n <td>00294478</td>\n <td>0400000US12</td>\n <td>12</td>\n <td>FL</td>\n <td>Florida</td>\n <td>00</td>\n <td>138949136250</td>\n <td>31361101223</td>\n <td>MULTIPOLYGON (((-80.17628 25.52505, -80.17395 ...</td>\n </tr>\n <tr>\n <th>10</th>\n <td>31</td>\n <td>01779792</td>\n <td>0400000US31</td>\n <td>31</td>\n <td>NE</td>\n <td>Nebraska</td>\n <td>00</td>\n <td>198956658395</td>\n <td>1371829134</td>\n <td>POLYGON ((-104.05342 41.17054, -104.05324 41.1...</td>\n </tr>\n <tr>\n <th>11</th>\n <td>53</td>\n <td>01779804</td>\n <td>0400000US53</td>\n <td>53</td>\n <td>WA</td>\n <td>Washington</td>\n <td>00</td>\n <td>172112588220</td>\n <td>12559278850</td>\n <td>MULTIPOLYGON (((-122.57039 48.53785, -122.5686...</td>\n </tr>\n <tr>\n <th>12</th>\n <td>35</td>\n <td>00897535</td>\n <td>0400000US35</td>\n <td>35</td>\n <td>NM</td>\n <td>New Mexico</td>\n <td>00</td>\n <td>314196306401</td>\n <td>728776523</td>\n <td>POLYGON ((-109.05017 31.48, -109.04984 31.4995...</td>\n </tr>\n <tr>\n <th>13</th>\n <td>72</td>\n <td>01779808</td>\n <td>0400000US72</td>\n <td>72</td>\n <td>PR</td>\n <td>Puerto Rico</td>\n <td>00</td>\n <td>8868896030</td>\n <td>4922382562</td>\n <td>MULTIPOLYGON (((-65.23805 18.32167, -65.23467 ...</td>\n </tr>\n <tr>\n <th>14</th>\n <td>46</td>\n <td>01785534</td>\n <td>0400000US46</td>\n <td>46</td>\n <td>SD</td>\n <td>South Dakota</td>\n <td>00</td>\n <td>196346981786</td>\n <td>3382720225</td>\n <td>POLYGON ((-104.05788 44.9976, -104.05078 44.99...</td>\n </tr>\n <tr>\n <th>15</th>\n <td>48</td>\n <td>01779801</td>\n <td>0400000US48</td>\n <td>48</td>\n <td>TX</td>\n <td>Texas</td>\n <td>00</td>\n <td>676653171537</td>\n <td>19006305260</td>\n <td>MULTIPOLYGON (((-94.7183 29.72886, -94.71721 2...</td>\n </tr>\n <tr>\n <th>16</th>\n <td>06</td>\n <td>01779778</td>\n <td>0400000US06</td>\n <td>06</td>\n <td>CA</td>\n <td>California</td>\n <td>00</td>\n <td>403503931312</td>\n <td>20463871877</td>\n <td>MULTIPOLYGON (((-118.60442 33.47855, -118.5987...</td>\n </tr>\n <tr>\n <th>17</th>\n <td>01</td>\n <td>01779775</td>\n <td>0400000US01</td>\n <td>01</td>\n <td>AL</td>\n <td>Alabama</td>\n <td>00</td>\n <td>131174048583</td>\n <td>4593327154</td>\n <td>MULTIPOLYGON (((-88.05338 30.50699, -88.05109 ...</td>\n </tr>\n <tr>\n <th>18</th>\n <td>13</td>\n <td>01705317</td>\n <td>0400000US13</td>\n <td>13</td>\n <td>GA</td>\n <td>Georgia</td>\n <td>00</td>\n <td>149482048342</td>\n <td>4422936154</td>\n <td>MULTIPOLYGON (((-81.27939 31.30792, -81.27716 ...</td>\n </tr>\n <tr>\n <th>19</th>\n <td>42</td>\n <td>01779798</td>\n <td>0400000US42</td>\n <td>42</td>\n <td>PA</td>\n <td>Pennsylvania</td>\n <td>00</td>\n <td>115884442321</td>\n <td>3394589990</td>\n <td>POLYGON ((-80.51989 40.90666, -80.51909 40.921...</td>\n </tr>\n <tr>\n <th>20</th>\n <td>29</td>\n <td>01779791</td>\n <td>0400000US29</td>\n <td>29</td>\n <td>MO</td>\n <td>Missouri</td>\n <td>00</td>\n <td>178050802184</td>\n <td>2489425460</td>\n <td>POLYGON ((-95.77355 40.5782, -95.76853 40.5833...</td>\n </tr>\n <tr>\n <th>21</th>\n <td>08</td>\n <td>01779779</td>\n <td>0400000US08</td>\n <td>08</td>\n <td>CO</td>\n <td>Colorado</td>\n <td>00</td>\n <td>268422891711</td>\n <td>1181621593</td>\n <td>POLYGON ((-109.06025 38.59933, -109.05954 38.7...</td>\n </tr>\n <tr>\n <th>22</th>\n <td>49</td>\n <td>01455989</td>\n <td>0400000US49</td>\n <td>49</td>\n <td>UT</td>\n <td>Utah</td>\n <td>00</td>\n <td>212886221680</td>\n <td>6998824394</td>\n <td>POLYGON ((-114.05296 37.59278, -114.05247 37.6...</td>\n </tr>\n <tr>\n <th>23</th>\n <td>47</td>\n <td>01325873</td>\n <td>0400000US47</td>\n <td>47</td>\n <td>TN</td>\n <td>Tennessee</td>\n <td>00</td>\n <td>106802728188</td>\n <td>2350123465</td>\n <td>POLYGON ((-90.3103 35.0043, -90.30988 35.00975...</td>\n </tr>\n <tr>\n <th>24</th>\n <td>56</td>\n <td>01779807</td>\n <td>0400000US56</td>\n <td>56</td>\n <td>WY</td>\n <td>Wyoming</td>\n <td>00</td>\n <td>251458544898</td>\n <td>1867670745</td>\n <td>POLYGON ((-111.05456 45.00096, -111.04507 45.0...</td>\n </tr>\n <tr>\n <th>25</th>\n <td>36</td>\n <td>01779796</td>\n <td>0400000US36</td>\n <td>36</td>\n <td>NY</td>\n <td>New York</td>\n <td>00</td>\n <td>122049149763</td>\n <td>19246994695</td>\n <td>MULTIPOLYGON (((-72.03683 41.24984, -72.03496 ...</td>\n </tr>\n <tr>\n <th>26</th>\n <td>20</td>\n <td>00481813</td>\n <td>0400000US20</td>\n <td>20</td>\n <td>KS</td>\n <td>Kansas</td>\n <td>00</td>\n <td>211755344060</td>\n <td>1344141205</td>\n <td>POLYGON ((-102.05174 40.00308, -101.9167 40.00...</td>\n </tr>\n <tr>\n <th>27</th>\n <td>02</td>\n <td>01785533</td>\n <td>0400000US02</td>\n <td>02</td>\n <td>AK</td>\n <td>Alaska</td>\n <td>00</td>\n <td>1478839695958</td>\n <td>245481577452</td>\n <td>MULTIPOLYGON (((179.48246 51.98284, 179.48657 ...</td>\n </tr>\n <tr>\n <th>28</th>\n <td>32</td>\n <td>01779793</td>\n <td>0400000US32</td>\n <td>32</td>\n <td>NV</td>\n <td>Nevada</td>\n <td>00</td>\n <td>284329506470</td>\n <td>2047206072</td>\n <td>POLYGON ((-120.00574 39.22866, -120.00559 39.2...</td>\n </tr>\n <tr>\n <th>29</th>\n <td>17</td>\n <td>01779784</td>\n <td>0400000US17</td>\n <td>17</td>\n <td>IL</td>\n <td>Illinois</td>\n <td>00</td>\n <td>143780567633</td>\n <td>6214824948</td>\n <td>POLYGON ((-91.51297 40.18106, -91.51107 40.188...</td>\n </tr>\n <tr>\n <th>30</th>\n <td>50</td>\n <td>01779802</td>\n <td>0400000US50</td>\n <td>50</td>\n <td>VT</td>\n <td>Vermont</td>\n <td>00</td>\n <td>23874175944</td>\n <td>1030416650</td>\n <td>POLYGON ((-73.43774 44.04501, -73.43199 44.063...</td>\n </tr>\n <tr>\n <th>31</th>\n <td>30</td>\n <td>00767982</td>\n <td>0400000US30</td>\n <td>30</td>\n <td>MT</td>\n <td>Montana</td>\n <td>00</td>\n <td>376962738765</td>\n <td>3869208832</td>\n <td>POLYGON ((-116.04914 48.50205, -116.04913 48.5...</td>\n </tr>\n <tr>\n <th>32</th>\n <td>19</td>\n <td>01779785</td>\n <td>0400000US19</td>\n <td>19</td>\n <td>IA</td>\n <td>Iowa</td>\n <td>00</td>\n <td>144661267977</td>\n <td>1084180812</td>\n <td>POLYGON ((-96.6397 42.73707, -96.63589 42.741,...</td>\n </tr>\n <tr>\n <th>33</th>\n <td>45</td>\n <td>01779799</td>\n <td>0400000US45</td>\n <td>45</td>\n <td>SC</td>\n <td>South Carolina</td>\n <td>00</td>\n <td>77864918488</td>\n <td>5075218778</td>\n <td>MULTIPOLYGON (((-79.50795 33.02008, -79.50713 ...</td>\n </tr>\n <tr>\n <th>34</th>\n <td>33</td>\n <td>01779794</td>\n <td>0400000US33</td>\n <td>33</td>\n <td>NH</td>\n <td>New Hampshire</td>\n <td>00</td>\n <td>23189413166</td>\n <td>1026675248</td>\n <td>MULTIPOLYGON (((-70.61702 42.97718, -70.61529 ...</td>\n </tr>\n <tr>\n <th>35</th>\n <td>04</td>\n <td>01779777</td>\n <td>0400000US04</td>\n <td>04</td>\n <td>AZ</td>\n <td>Arizona</td>\n <td>00</td>\n <td>294198551143</td>\n <td>1027337603</td>\n <td>POLYGON ((-114.81629 32.50804, -114.81432 32.5...</td>\n </tr>\n <tr>\n <th>36</th>\n <td>11</td>\n <td>01702382</td>\n <td>0400000US11</td>\n <td>11</td>\n <td>DC</td>\n <td>District of Columbia</td>\n <td>00</td>\n <td>158340391</td>\n <td>18687198</td>\n <td>POLYGON ((-77.11976 38.93434, -77.11253 38.940...</td>\n </tr>\n <tr>\n <th>37</th>\n <td>60</td>\n <td>01802701</td>\n <td>0400000US60</td>\n <td>60</td>\n <td>AS</td>\n <td>American Samoa</td>\n <td>00</td>\n <td>197759063</td>\n <td>1307243754</td>\n <td>MULTIPOLYGON (((-168.14582 -14.54791, -168.145...</td>\n </tr>\n <tr>\n <th>38</th>\n <td>78</td>\n <td>01802710</td>\n <td>0400000US78</td>\n <td>78</td>\n <td>VI</td>\n <td>United States Virgin Islands</td>\n <td>00</td>\n <td>348021896</td>\n <td>1550236201</td>\n <td>MULTIPOLYGON (((-64.62799 17.78933, -64.62717 ...</td>\n </tr>\n <tr>\n <th>39</th>\n <td>34</td>\n <td>01779795</td>\n <td>0400000US34</td>\n <td>34</td>\n <td>NJ</td>\n <td>New Jersey</td>\n <td>00</td>\n <td>19047825980</td>\n <td>3544860246</td>\n <td>POLYGON ((-75.5591 39.62906, -75.55945 39.6298...</td>\n </tr>\n <tr>\n <th>40</th>\n <td>24</td>\n <td>01714934</td>\n <td>0400000US24</td>\n <td>24</td>\n <td>MD</td>\n <td>Maryland</td>\n <td>00</td>\n <td>25151100280</td>\n <td>6979966958</td>\n <td>MULTIPOLYGON (((-76.05015 37.9869, -76.04998 3...</td>\n </tr>\n <tr>\n <th>41</th>\n <td>23</td>\n <td>01779787</td>\n <td>0400000US23</td>\n <td>23</td>\n <td>ME</td>\n <td>Maine</td>\n <td>00</td>\n <td>79887426037</td>\n <td>11746549764</td>\n <td>MULTIPOLYGON (((-67.3558 44.64226, -67.35437 4...</td>\n </tr>\n <tr>\n <th>42</th>\n <td>15</td>\n <td>01779782</td>\n <td>0400000US15</td>\n <td>15</td>\n <td>HI</td>\n <td>Hawaii</td>\n <td>00</td>\n <td>16633990195</td>\n <td>11777809026</td>\n <td>MULTIPOLYGON (((-156.06076 19.73054, -156.0566...</td>\n </tr>\n <tr>\n <th>43</th>\n <td>10</td>\n <td>01779781</td>\n <td>0400000US10</td>\n <td>10</td>\n <td>DE</td>\n <td>Delaware</td>\n <td>00</td>\n <td>5045925646</td>\n <td>1399985648</td>\n <td>MULTIPOLYGON (((-75.56555 39.51485, -75.56174 ...</td>\n </tr>\n <tr>\n <th>44</th>\n <td>66</td>\n <td>01802705</td>\n <td>0400000US66</td>\n <td>66</td>\n <td>GU</td>\n <td>Guam</td>\n <td>00</td>\n <td>543555840</td>\n <td>934337453</td>\n <td>MULTIPOLYGON (((144.64538 13.23627, 144.64716 ...</td>\n </tr>\n <tr>\n <th>45</th>\n <td>69</td>\n <td>01779809</td>\n <td>0400000US69</td>\n <td>69</td>\n <td>MP</td>\n <td>Commonwealth of the Northern Mariana Islands</td>\n <td>00</td>\n <td>472292529</td>\n <td>4644252461</td>\n <td>MULTIPOLYGON (((146.05103 16.00674, 146.05167 ...</td>\n </tr>\n <tr>\n <th>46</th>\n <td>44</td>\n <td>01219835</td>\n <td>0400000US44</td>\n <td>44</td>\n <td>RI</td>\n <td>Rhode Island</td>\n <td>00</td>\n <td>2677779902</td>\n <td>1323670487</td>\n <td>MULTIPOLYGON (((-71.28802 41.64558, -71.28647 ...</td>\n </tr>\n <tr>\n <th>47</th>\n <td>21</td>\n <td>01779786</td>\n <td>0400000US21</td>\n <td>21</td>\n <td>KY</td>\n <td>Kentucky</td>\n <td>00</td>\n <td>102279490672</td>\n <td>2375337755</td>\n <td>MULTIPOLYGON (((-89.40565 36.52816, -89.39868 ...</td>\n </tr>\n <tr>\n <th>48</th>\n <td>39</td>\n <td>01085497</td>\n <td>0400000US39</td>\n <td>39</td>\n <td>OH</td>\n <td>Ohio</td>\n <td>00</td>\n <td>105828882568</td>\n <td>10268850702</td>\n <td>MULTIPOLYGON (((-82.73571 41.60336, -82.73392 ...</td>\n </tr>\n <tr>\n <th>49</th>\n <td>55</td>\n <td>01779806</td>\n <td>0400000US55</td>\n <td>55</td>\n <td>WI</td>\n <td>Wisconsin</td>\n <td>00</td>\n <td>140290039723</td>\n <td>29344951758</td>\n <td>MULTIPOLYGON (((-86.95617 45.35549, -86.95463 ...</td>\n </tr>\n <tr>\n <th>50</th>\n <td>41</td>\n <td>01155107</td>\n <td>0400000US41</td>\n <td>41</td>\n <td>OR</td>\n <td>Oregon</td>\n <td>00</td>\n <td>248606993270</td>\n <td>6192386935</td>\n <td>MULTIPOLYGON (((-123.59892 46.25145, -123.5984...</td>\n </tr>\n <tr>\n <th>51</th>\n <td>38</td>\n <td>01779797</td>\n <td>0400000US38</td>\n <td>38</td>\n <td>ND</td>\n <td>North Dakota</td>\n <td>00</td>\n <td>178707534813</td>\n <td>4403267548</td>\n <td>POLYGON ((-104.04868 48.86378, -104.04865 48.8...</td>\n </tr>\n <tr>\n <th>52</th>\n <td>05</td>\n <td>00068085</td>\n <td>0400000US05</td>\n <td>05</td>\n <td>AR</td>\n <td>Arkansas</td>\n <td>00</td>\n <td>134768872727</td>\n <td>2962859592</td>\n <td>POLYGON ((-94.61783 36.49941, -94.61765 36.499...</td>\n </tr>\n <tr>\n <th>53</th>\n <td>18</td>\n <td>00448508</td>\n <td>0400000US18</td>\n <td>18</td>\n <td>IN</td>\n <td>Indiana</td>\n <td>00</td>\n <td>92789302676</td>\n <td>1538002829</td>\n <td>POLYGON ((-88.09776 37.90403, -88.09448 37.905...</td>\n </tr>\n <tr>\n <th>54</th>\n <td>27</td>\n <td>00662849</td>\n <td>0400000US27</td>\n <td>27</td>\n <td>MN</td>\n <td>Minnesota</td>\n <td>00</td>\n <td>206228939448</td>\n <td>18945217189</td>\n <td>MULTIPOLYGON (((-89.59206 47.96668, -89.59147 ...</td>\n </tr>\n <tr>\n <th>55</th>\n <td>09</td>\n <td>01779780</td>\n <td>0400000US09</td>\n <td>09</td>\n <td>CT</td>\n <td>Connecticut</td>\n <td>00</td>\n <td>12542497068</td>\n <td>1815617571</td>\n <td>MULTIPOLYGON (((-72.76143 41.24233, -72.75973 ...</td>\n </tr>\n </tbody>\n</table>\n</div>","text/plain":" STATEFP STATENS AFFGEOID GEOID STUSPS \\\n0 28 01779790 0400000US28 28 MS \n1 37 01027616 0400000US37 37 NC \n2 40 01102857 0400000US40 40 OK \n3 51 01779803 0400000US51 51 VA \n4 54 01779805 0400000US54 54 WV \n5 22 01629543 0400000US22 22 LA \n6 26 01779789 0400000US26 26 MI \n7 25 00606926 0400000US25 25 MA \n8 16 01779783 0400000US16 16 ID \n9 12 00294478 0400000US12 12 FL \n10 31 01779792 0400000US31 31 NE \n11 53 01779804 0400000US53 53 WA \n12 35 00897535 0400000US35 35 NM \n13 72 01779808 0400000US72 72 PR \n14 46 01785534 0400000US46 46 SD \n15 48 01779801 0400000US48 48 TX \n16 06 01779778 0400000US06 06 CA \n17 01 01779775 0400000US01 01 AL \n18 13 01705317 0400000US13 13 GA \n19 42 01779798 0400000US42 42 PA \n20 29 01779791 0400000US29 29 MO \n21 08 01779779 0400000US08 08 CO \n22 49 01455989 0400000US49 49 UT \n23 47 01325873 0400000US47 47 TN \n24 56 01779807 0400000US56 56 WY \n25 36 01779796 0400000US36 36 NY \n26 20 00481813 0400000US20 20 KS \n27 02 01785533 0400000US02 02 AK \n28 32 01779793 0400000US32 32 NV \n29 17 01779784 0400000US17 17 IL \n30 50 01779802 0400000US50 50 VT \n31 30 00767982 0400000US30 30 MT \n32 19 01779785 0400000US19 19 IA \n33 45 01779799 0400000US45 45 SC \n34 33 01779794 0400000US33 33 NH \n35 04 01779777 0400000US04 04 AZ \n36 11 01702382 0400000US11 11 DC \n37 60 01802701 0400000US60 60 AS \n38 78 01802710 0400000US78 78 VI \n39 34 01779795 0400000US34 34 NJ \n40 24 01714934 0400000US24 24 MD \n41 23 01779787 0400000US23 23 ME \n42 15 01779782 0400000US15 15 HI \n43 10 01779781 0400000US10 10 DE \n44 66 01802705 0400000US66 66 GU \n45 69 01779809 0400000US69 69 MP \n46 44 01219835 0400000US44 44 RI \n47 21 01779786 0400000US21 21 KY \n48 39 01085497 0400000US39 39 OH \n49 55 01779806 0400000US55 55 WI \n50 41 01155107 0400000US41 41 OR \n51 38 01779797 0400000US38 38 ND \n52 05 00068085 0400000US05 05 AR \n53 18 00448508 0400000US18 18 IN \n54 27 00662849 0400000US27 27 MN \n55 09 01779780 0400000US09 09 CT \n\n NAME LSAD ALAND \\\n0 Mississippi 00 121533519481 \n1 North Carolina 00 125923656064 \n2 Oklahoma 00 177662925723 \n3 Virginia 00 102257717110 \n4 West Virginia 00 62266474513 \n5 Louisiana 00 111897594374 \n6 Michigan 00 146600952990 \n7 Massachusetts 00 20205125364 \n8 Idaho 00 214049787659 \n9 Florida 00 138949136250 \n10 Nebraska 00 198956658395 \n11 Washington 00 172112588220 \n12 New Mexico 00 314196306401 \n13 Puerto Rico 00 8868896030 \n14 South Dakota 00 196346981786 \n15 Texas 00 676653171537 \n16 California 00 403503931312 \n17 Alabama 00 131174048583 \n18 Georgia 00 149482048342 \n19 Pennsylvania 00 115884442321 \n20 Missouri 00 178050802184 \n21 Colorado 00 268422891711 \n22 Utah 00 212886221680 \n23 Tennessee 00 106802728188 \n24 Wyoming 00 251458544898 \n25 New York 00 122049149763 \n26 Kansas 00 211755344060 \n27 Alaska 00 1478839695958 \n28 Nevada 00 284329506470 \n29 Illinois 00 143780567633 \n30 Vermont 00 23874175944 \n31 Montana 00 376962738765 \n32 Iowa 00 144661267977 \n33 South Carolina 00 77864918488 \n34 New Hampshire 00 23189413166 \n35 Arizona 00 294198551143 \n36 District of Columbia 00 158340391 \n37 American Samoa 00 197759063 \n38 United States Virgin Islands 00 348021896 \n39 New Jersey 00 19047825980 \n40 Maryland 00 25151100280 \n41 Maine 00 79887426037 \n42 Hawaii 00 16633990195 \n43 Delaware 00 5045925646 \n44 Guam 00 543555840 \n45 Commonwealth of the Northern Mariana Islands 00 472292529 \n46 Rhode Island 00 2677779902 \n47 Kentucky 00 102279490672 \n48 Ohio 00 105828882568 \n49 Wisconsin 00 140290039723 \n50 Oregon 00 248606993270 \n51 North Dakota 00 178707534813 \n52 Arkansas 00 134768872727 \n53 Indiana 00 92789302676 \n54 Minnesota 00 206228939448 \n55 Connecticut 00 12542497068 \n\n AWATER geometry \n0 3926919758 MULTIPOLYGON (((-88.50297 30.21524, -88.49176 ... \n1 13466071395 MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ... \n2 3374587997 POLYGON ((-103.00256 36.52659, -103.00219 36.6... \n3 8528531774 MULTIPOLYGON (((-75.74241 37.80835, -75.74151 ... \n4 489028543 POLYGON ((-82.6432 38.16909, -82.643 38.16956,... \n5 23753621895 MULTIPOLYGON (((-88.8677 29.86155, -88.86566 2... \n6 103885855702 MULTIPOLYGON (((-83.19159 42.03537, -83.18993 ... \n7 7129925486 MULTIPOLYGON (((-70.23405 41.28565, -70.22361 ... \n8 2391722557 POLYGON ((-117.24267 44.39655, -117.23484 44.3... \n9 31361101223 MULTIPOLYGON (((-80.17628 25.52505, -80.17395 ... \n10 1371829134 POLYGON ((-104.05342 41.17054, -104.05324 41.1... \n11 12559278850 MULTIPOLYGON (((-122.57039 48.53785, -122.5686... \n12 728776523 POLYGON ((-109.05017 31.48, -109.04984 31.4995... \n13 4922382562 MULTIPOLYGON (((-65.23805 18.32167, -65.23467 ... \n14 3382720225 POLYGON ((-104.05788 44.9976, -104.05078 44.99... \n15 19006305260 MULTIPOLYGON (((-94.7183 29.72886, -94.71721 2... \n16 20463871877 MULTIPOLYGON (((-118.60442 33.47855, -118.5987... \n17 4593327154 MULTIPOLYGON (((-88.05338 30.50699, -88.05109 ... \n18 4422936154 MULTIPOLYGON (((-81.27939 31.30792, -81.27716 ... \n19 3394589990 POLYGON ((-80.51989 40.90666, -80.51909 40.921... \n20 2489425460 POLYGON ((-95.77355 40.5782, -95.76853 40.5833... \n21 1181621593 POLYGON ((-109.06025 38.59933, -109.05954 38.7... \n22 6998824394 POLYGON ((-114.05296 37.59278, -114.05247 37.6... \n23 2350123465 POLYGON ((-90.3103 35.0043, -90.30988 35.00975... \n24 1867670745 POLYGON ((-111.05456 45.00096, -111.04507 45.0... \n25 19246994695 MULTIPOLYGON (((-72.03683 41.24984, -72.03496 ... \n26 1344141205 POLYGON ((-102.05174 40.00308, -101.9167 40.00... \n27 245481577452 MULTIPOLYGON (((179.48246 51.98284, 179.48657 ... \n28 2047206072 POLYGON ((-120.00574 39.22866, -120.00559 39.2... \n29 6214824948 POLYGON ((-91.51297 40.18106, -91.51107 40.188... \n30 1030416650 POLYGON ((-73.43774 44.04501, -73.43199 44.063... \n31 3869208832 POLYGON ((-116.04914 48.50205, -116.04913 48.5... \n32 1084180812 POLYGON ((-96.6397 42.73707, -96.63589 42.741,... \n33 5075218778 MULTIPOLYGON (((-79.50795 33.02008, -79.50713 ... \n34 1026675248 MULTIPOLYGON (((-70.61702 42.97718, -70.61529 ... \n35 1027337603 POLYGON ((-114.81629 32.50804, -114.81432 32.5... \n36 18687198 POLYGON ((-77.11976 38.93434, -77.11253 38.940... \n37 1307243754 MULTIPOLYGON (((-168.14582 -14.54791, -168.145... \n38 1550236201 MULTIPOLYGON (((-64.62799 17.78933, -64.62717 ... \n39 3544860246 POLYGON ((-75.5591 39.62906, -75.55945 39.6298... \n40 6979966958 MULTIPOLYGON (((-76.05015 37.9869, -76.04998 3... \n41 11746549764 MULTIPOLYGON (((-67.3558 44.64226, -67.35437 4... \n42 11777809026 MULTIPOLYGON (((-156.06076 19.73054, -156.0566... \n43 1399985648 MULTIPOLYGON (((-75.56555 39.51485, -75.56174 ... \n44 934337453 MULTIPOLYGON (((144.64538 13.23627, 144.64716 ... \n45 4644252461 MULTIPOLYGON (((146.05103 16.00674, 146.05167 ... \n46 1323670487 MULTIPOLYGON (((-71.28802 41.64558, -71.28647 ... \n47 2375337755 MULTIPOLYGON (((-89.40565 36.52816, -89.39868 ... \n48 10268850702 MULTIPOLYGON (((-82.73571 41.60336, -82.73392 ... \n49 29344951758 MULTIPOLYGON (((-86.95617 45.35549, -86.95463 ... \n50 6192386935 MULTIPOLYGON (((-123.59892 46.25145, -123.5984... \n51 4403267548 POLYGON ((-104.04868 48.86378, -104.04865 48.8... \n52 2962859592 POLYGON ((-94.61783 36.49941, -94.61765 36.499... \n53 1538002829 POLYGON ((-88.09776 37.90403, -88.09448 37.905... \n54 18945217189 MULTIPOLYGON (((-89.59206 47.96668, -89.59147 ... \n55 1815617571 MULTIPOLYGON (((-72.76143 41.24233, -72.75973 ... "},"execution_count":9,"metadata":{},"output_type":"execute_result"}],"execution_count":9},{"id":"b530450b","cell_type":"markdown","source":"And the __plot()__ method shows us the various shapes included","metadata":{}},{"id":"65f0a1a1","cell_type":"code","source":"fig, ax = plt.subplots(1, figsize=(16, 4))\ngeodf.plot(ax=ax)","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"<Axes: 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size 1600x400 with 1 Axes>"},"metadata":{},"output_type":"display_data"}],"execution_count":10},{"id":"65377cc2","cell_type":"markdown","source":"# Population information","metadata":{}},{"id":"8735d501","cell_type":"markdown","source":"Now that we have the geographical layer, we need some data to plot. Let us download the population data for each state from the Census website","metadata":{}},{"id":"f89cae3e","cell_type":"code","source":"pop = pd.read_csv('https://www2.census.gov/programs-surveys/popest/datasets/2020-2023/state/totals/NST-EST2023-POPCHG2020_2023.csv')","metadata":{"trusted":false},"outputs":[],"execution_count":11},{"id":"d572c351","cell_type":"markdown","source":"And merge with with geopandas dataframe to obtain the full dataset. Both dataframes have the state name in the column named 'NAME' so we use that as our merge column.","metadata":{}},{"id":"19fc1b02","cell_type":"code","source":"geodf = geodf.merge(pop, on='NAME')","metadata":{"trusted":false},"outputs":[],"execution_count":12},{"id":"3700f119","cell_type":"markdown","source":"The population dataset only includes data for states, so that automatically removes small territories like Guam and US Virgin Islands, but we still have to deal with Hawaii, Alaska and Puerto Rico so we explicitly remove them for the same of visualization convenience.","metadata":{}},{"id":"1f2b18bb","cell_type":"code","source":"geodf48 = geodf[geodf.NAME.isin(['Puerto Rico', 'Alaska', 'Hawaii'])==False].copy()","metadata":{"trusted":false},"outputs":[],"execution_count":13},{"id":"09507d0f","cell_type":"markdown","source":"leaving us with just the 48 lower states + DC","metadata":{}},{"id":"38c7608a","cell_type":"code","source":"geodf48.shape","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"(49, 40)"},"execution_count":14,"metadata":{},"output_type":"execute_result"}],"execution_count":14},{"id":"35e03fe9","cell_type":"code","source":"geodf48.plot()","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"<Axes: >"},"execution_count":15,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":"<Figure size 640x480 with 1 Axes>"},"metadata":{},"output_type":"display_data"}],"execution_count":15},{"id":"ff572c81","cell_type":"markdown","source":"To color each state based on the respective population, all we need to do is to provide the __column__ argument to the plot function and set it to the name of the column we want to use","metadata":{}},{"id":"9690a88f","cell_type":"code","source":"fig, ax = plt.subplots(1, figsize=(16, 10))\ngeodf48.plot(column='ESTIMATESBASE2020', ax=ax, \n cmap=plt.cm.Blues, legend=True, aspect='equal', \n legend_kwds={\n \"label\": \"Population in 2020\", \n \"orientation\": \"horizontal\",\n },\n )\nax.axis('off')","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"(-127.65372665000001, -64.05923634999999, 23.2800329, 50.6274211)"},"execution_count":16,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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size 1600x1000 with 2 Axes>"},"metadata":{},"output_type":"display_data"}],"execution_count":16},{"id":"23984541","cell_type":"markdown","source":"Next we add the state abreviations for ease of reference. We start by computing the centroid of each state","metadata":{}},{"id":"21007a80","cell_type":"code","source":"geodf48['center_x'] = geodf48.geometry.map(lambda x:x.centroid.x)\ngeodf48['center_y'] = geodf48.geometry.map(lambda x:x.centroid.y)","metadata":{"trusted":false},"outputs":[],"execution_count":17},{"id":"fe69dfe8","cell_type":"markdown","source":"And now we use these coordinates to write the state abreviations","metadata":{}},{"id":"b006c387","cell_type":"code","source":"fig, ax = plt.subplots(1, figsize=(16, 10))\ngeodf48.plot(column='ESTIMATESBASE2020', ax=ax, \n cmap=plt.cm.Blues, legend=True, aspect='equal', \n legend_kwds={\n \"label\": \"Population in 2020\", \n \"orientation\": \"horizontal\",\n },\n )\n\n# Iterate over every state\nfor i in geodf48.index:\n # We choose text color for readability\n color = 'black' if geodf48.ESTIMATESBASE2020.loc[i] < 2e7 else 'white'\n \n ax.text(x=geodf48.center_x.loc[i], y=geodf48.center_y.loc[i], s=geodf.STUSPS.loc[i], \n c=color, va='center', ha='center')\n\nax.axis('off')","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"(-127.65372665000001, -64.05923634999999, 23.2800329, 50.6274211)"},"execution_count":18,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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","text/plain":"<Figure size 1600x1000 with 2 Axes>"},"metadata":{},"output_type":"display_data"}],"execution_count":18},{"id":"d7e01e55","cell_type":"markdown","source":"# Quiver Plot to highlight changes","metadata":{}},{"id":"40dd6385","cell_type":"markdown","source":"This is just another run of the mill matplotlib Axes object, so we can customize it any way we want. Let us calculate the percentage change in the population between 2020 and 2023","metadata":{}},{"id":"48b82ae9","cell_type":"code","source":"geodf48['change'] = (geodf48['POPESTIMATE2023']/geodf48['ESTIMATESBASE2020']-1)*100","metadata":{"trusted":false},"outputs":[],"execution_count":19},{"id":"935504d8","cell_type":"markdown","source":"We can now color the states based on these changes, with green values meaning increases in population and red values representing decreases","metadata":{}},{"id":"216c6c51","cell_type":"code","source":"fig, ax = plt.subplots(1, figsize=(16, 10))\ngeodf48.plot(column='change', ax=ax, \n cmap=plt.cm.RdYlGn, legend=True, aspect='equal', \n legend_kwds={\n \"label\": \"Population change between 2020 and 2023\", \n \"orientation\": \"horizontal\",\n },\n vmin=-7, \n vmax=7\n )\n\nfor i in geodf48.index:\n # We choose text color for readability\n color = 'black' if np.abs(geodf48.change.loc[i]) <= 3 else 'white'\n \n ax.text(x=geodf48.center_x.loc[i], y=geodf48.center_y.loc[i], s=geodf.STUSPS.loc[i], \n c=color, va='center', ha='center')\n\nax.axis('off')","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"(-127.65372665000001, -64.05923634999999, 23.2800329, 50.6274211)"},"execution_count":20,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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size 1600x1000 with 2 Axes>"},"metadata":{},"output_type":"display_data"}],"execution_count":20},{"id":"90f5b567","cell_type":"markdown","source":"Next we compute the components of the arrows","metadata":{}},{"id":"c7e6b971","cell_type":"code","source":"geodf48['v'] = geodf48['change'] # Arrow height proportional to change\ngeodf48['u'] = 0 # Keep the arrows vertical","metadata":{"trusted":false},"outputs":[],"execution_count":21},{"id":"2f9b4189","cell_type":"markdown","source":"And assign a color for each arrow based on whether the change is positive or negative","metadata":{}},{"id":"9cfa4467","cell_type":"code","source":"geodf48['color'] = geodf48.change.map(lambda x: '#70bf41' if x >= 0 else '#f9517b')","metadata":{"trusted":false},"outputs":[],"execution_count":22},{"id":"0b961d59","cell_type":"markdown","source":"And, finally, we generate the full plot","metadata":{}},{"id":"63488854","cell_type":"code","source":"fig, ax = plt.subplots(1, figsize=(16, 10))\ngeodf48.plot(column='ESTIMATESBASE2020', ax=ax, cmap=plt.cm.Blues, legend=True, aspect='equal', \n legend_kwds={\n \"label\": \"Population in 2020\", \n \"orientation\": \"horizontal\",\n },\n )\n\nfor i in geodf48.index:\n # We choose text color for readability\n color = 'black' if geodf48.ESTIMATESBASE2020.loc[i] < 2e7 else 'white'\n\n # We offset the text to avoid overlapping with the arrows\n offset = 0.5 * np.sign(geodf48.change.loc[i])\n ax.text(x=geodf48.center_x.loc[i], y=geodf48.center_y.loc[i]-offset, s=geodf.STUSPS.loc[i], \n c=color, va='center', ha='center')\n\nax.quiver(geodf48['center_x'], geodf48['center_y'], geodf48['u'], geodf48['v'], \n scale=100, color=geodf48['color'], width=.005)\nax.axis('off')","metadata":{"trusted":false},"outputs":[{"data":{"text/plain":"(-127.65372665000001, -64.05923634999999, 23.2800329, 50.6274211)"},"execution_count":23,"metadata":{},"output_type":"execute_result"},{"data":{"image/png":"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size 1600x1000 with 2 Axes>"},"metadata":{},"output_type":"display_data"}],"execution_count":23},{"id":"f236e24f","cell_type":"markdown","source":"<center>\n <img src=\"https://raw.githubusercontent.com/DataForScience/Viz4Sci/refs/heads/master/data/D4Sci_logo_full.png\" alt=\"Data For Science, Inc\" align=\"center\" border=\"0\" width=300px> \n</center>","metadata":{}}]} |
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