notebooks/ACS Comparison Profile.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "43e3f5b0-e0bf-40f1-8462-d6a715e8515f",
   "metadata": {},
   "source": [
    "# ACS Comparison Profile Demo"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7c145dbb-d2b2-411a-87fa-633c3122b3c7",
   "metadata": {},
   "source": [
    "## Introduction\n",
    "\n",
    "This notebook demonstrates how to load and plot\n",
    "[US Census American Community Survey (ACS) 5-year Comparison Profiles](https://api.census.gov/data/2021/acs/acs5/cprofile.html)."
   ]
  },
  {
   "cell_type": "markdown",
   "id": "32db5e9b-6150-4030-887f-3417f578f7c3",
   "metadata": {},
   "source": [
    "## Imports and configuration"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "7141bf90-d3de-475c-b40c-50462968bbe7",
   "metadata": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "import censusdis.data as ced\n",
    "import censusdis.maps as cem\n",
    "from censusdis.states import ALL_STATES_AND_DC\n",
    "\n",
    "from matplotlib.ticker import FuncFormatter"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "7ae40f0e-6e8b-43d8-85fe-c92dd026719b",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Set your API key here.\n",
    "CENSUS_API_KEY = None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "6d4e70ce-e322-429b-ac93-23098ec3b580",
   "metadata": {},
   "outputs": [],
   "source": [
    "DATASET_YEAR = 2021\n",
    "DATASET = \"acs/acs5/cprofile\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ef93e4bd-ed0e-4849-aa8a-8f1931a25bc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "PERCENT_POVERTY_VARIABLE = \"CP03_2016_119E\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "044aa9d9-da5d-4dd8-982d-90039fa95b6a",
   "metadata": {},
   "source": [
    "## Download the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "38c6bfc7-3526-4b6f-9f85-c6d0210416cc",
   "metadata": {},
   "outputs": [],
   "source": [
    "gdf = ced.download(\n",
    "    DATASET,\n",
    "    DATASET_YEAR,\n",
    "    [\"NAME\", PERCENT_POVERTY_VARIABLE],\n",
    "    state=ALL_STATES_AND_DC,\n",
    "    with_geometry=True,\n",
    ")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "20ae6a02-8d93-419d-8d75-2ae1e8a9fce0",
   "metadata": {},
   "source": [
    "## Plot the data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "ed70844e-b29e-4e01-a244-0f877dc5fc2e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x600 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ax = cem.plot_us(\n",
    "    gdf,\n",
    "    PERCENT_POVERTY_VARIABLE,\n",
    "    figsize=(12, 6),\n",
    "    legend=True,\n",
    "    cmap=\"Reds\",\n",
    "    edgecolor=\"black\",\n",
    "    linewidth=0.25,\n",
    "    vmin=0.0,\n",
    "    vmax=20.0,\n",
    "    legend_kwds={\"format\": FuncFormatter(lambda x, pos: f\"{x:.0f}%\")},\n",
    ")\n",
    "\n",
    "ax.axis(\"off\")\n",
    "ax.set_title(\"2012-2016 Change in Percent of Households Below the Poverty Line\")\n",
    "\n",
    "None"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "b1de4a7c-14a8-4685-9a9f-5825bdfd70ca",
   "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>STATE</th>\n",
       "      <th>NAME</th>\n",
       "      <th>CP03_2016_119E</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>28</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>17.4</td>\n",
       "      <td>MULTIPOLYGON (((-88.50297 30.21523, -88.49176 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>35</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>15.9</td>\n",
       "      <td>POLYGON ((-109.05017 31.48000, -109.04984 31.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>22</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>15.1</td>\n",
       "      <td>MULTIPOLYGON (((-88.86770 29.86155, -88.86566 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>21</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>14.3</td>\n",
       "      <td>MULTIPOLYGON (((-89.40565 36.52817, -89.39869 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>11</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>14.1</td>\n",
       "      <td>POLYGON ((-77.11976 38.93434, -77.11253 38.940...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>14.0</td>\n",
       "      <td>MULTIPOLYGON (((-88.05338 30.50699, -88.05109 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>05</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>13.8</td>\n",
       "      <td>POLYGON ((-94.61792 36.49941, -94.61765 36.499...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>13.6</td>\n",
       "      <td>MULTIPOLYGON (((-81.27939 31.30792, -81.27716 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>48</td>\n",
       "      <td>Texas</td>\n",
       "      <td>13.0</td>\n",
       "      <td>MULTIPOLYGON (((-94.71830 29.72885, -94.71721 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>47</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>12.9</td>\n",
       "      <td>POLYGON ((-90.31045 35.00270, -90.30926 35.009...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>54</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>12.9</td>\n",
       "      <td>POLYGON ((-82.64320 38.16909, -82.64300 38.169...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>12.9</td>\n",
       "      <td>POLYGON ((-114.81629 32.50804, -114.81432 32.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>45</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>12.8</td>\n",
       "      <td>MULTIPOLYGON (((-79.50795 33.02008, -79.50713 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>37</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>12.4</td>\n",
       "      <td>MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>40</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>12.2</td>\n",
       "      <td>POLYGON ((-103.00257 36.52659, -103.00219 36.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>06</td>\n",
       "      <td>California</td>\n",
       "      <td>11.8</td>\n",
       "      <td>MULTIPOLYGON (((-118.60442 33.47855, -118.5987...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12</td>\n",
       "      <td>Florida</td>\n",
       "      <td>11.7</td>\n",
       "      <td>MULTIPOLYGON (((-80.62717 25.00040, -80.62600 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>36</td>\n",
       "      <td>New York</td>\n",
       "      <td>11.7</td>\n",
       "      <td>MULTIPOLYGON (((-72.03683 41.24984, -72.03496 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>26</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>11.5</td>\n",
       "      <td>MULTIPOLYGON (((-83.19159 42.03537, -83.18993 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>39</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>11.2</td>\n",
       "      <td>MULTIPOLYGON (((-82.73447 41.60351, -82.72425 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>32</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>11.0</td>\n",
       "      <td>POLYGON ((-120.00645 39.27288, -120.00643 39.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>10.8</td>\n",
       "      <td>POLYGON ((-95.77355 40.57820, -95.76853 40.583...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>16</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>10.7</td>\n",
       "      <td>POLYGON ((-117.24268 44.39655, -117.23484 44.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>18</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>10.7</td>\n",
       "      <td>POLYGON ((-88.09776 37.90403, -88.09448 37.905...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>41</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>10.5</td>\n",
       "      <td>MULTIPOLYGON (((-123.66475 46.24431, -123.6489...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>17</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>10.2</td>\n",
       "      <td>POLYGON ((-91.51297 40.18106, -91.51107 40.188...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>44</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>9.8</td>\n",
       "      <td>MULTIPOLYGON (((-71.28802 41.64558, -71.28647 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>30</td>\n",
       "      <td>Montana</td>\n",
       "      <td>9.6</td>\n",
       "      <td>POLYGON ((-116.04914 48.50205, -116.04913 48.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>42</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>9.1</td>\n",
       "      <td>POLYGON ((-80.51989 40.90666, -80.51963 40.911...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>23</td>\n",
       "      <td>Maine</td>\n",
       "      <td>8.9</td>\n",
       "      <td>MULTIPOLYGON (((-67.32260 44.61160, -67.32174 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>46</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>8.9</td>\n",
       "      <td>POLYGON ((-104.05788 44.99761, -104.05078 44.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>8.8</td>\n",
       "      <td>POLYGON ((-102.05174 40.00308, -101.91670 40.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>55</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>8.5</td>\n",
       "      <td>MULTIPOLYGON (((-86.95617 45.35549, -86.95463 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>31</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>8.4</td>\n",
       "      <td>POLYGON ((-104.05342 41.17054, -104.05321 41.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>53</td>\n",
       "      <td>Washington</td>\n",
       "      <td>8.4</td>\n",
       "      <td>MULTIPOLYGON (((-122.33164 48.02056, -122.3283...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>49</td>\n",
       "      <td>Utah</td>\n",
       "      <td>8.4</td>\n",
       "      <td>POLYGON ((-114.05296 37.59278, -114.05247 37.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>8.2</td>\n",
       "      <td>MULTIPOLYGON (((-75.56555 39.51485, -75.56174 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>34</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>8.1</td>\n",
       "      <td>MULTIPOLYGON (((-74.04220 40.69997, -74.03900 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>51</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>8.1</td>\n",
       "      <td>MULTIPOLYGON (((-75.74241 37.80835, -75.74151 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>08</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>8.1</td>\n",
       "      <td>POLYGON ((-109.06025 38.59933, -109.05954 38.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>25</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>8.0</td>\n",
       "      <td>MULTIPOLYGON (((-70.23405 41.28565, -70.22122 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>7.9</td>\n",
       "      <td>POLYGON ((-96.63836 42.73550, -96.63797 42.736...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>56</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>7.6</td>\n",
       "      <td>POLYGON ((-111.05456 45.00095, -111.04507 45.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>50</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>7.5</td>\n",
       "      <td>POLYGON ((-73.43774 44.04501, -73.43199 44.063...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>15</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>7.3</td>\n",
       "      <td>MULTIPOLYGON (((-156.06076 19.73055, -156.0566...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>09</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>7.3</td>\n",
       "      <td>MULTIPOLYGON (((-72.22593 41.29384, -72.22523 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>7.0</td>\n",
       "      <td>MULTIPOLYGON (((179.48246 51.98283, 179.48657 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>27</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>6.9</td>\n",
       "      <td>MULTIPOLYGON (((-89.59206 47.96668, -89.59147 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>38</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>6.9</td>\n",
       "      <td>POLYGON ((-104.04868 48.86378, -104.04865 48.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>24</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>6.8</td>\n",
       "      <td>MULTIPOLYGON (((-76.05015 37.98691, -76.04998 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>33</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>5.3</td>\n",
       "      <td>MULTIPOLYGON (((-70.61702 42.97718, -70.61529 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   STATE                  NAME  CP03_2016_119E  \\\n",
       "24    28           Mississippi            17.4   \n",
       "31    35            New Mexico            15.9   \n",
       "18    22             Louisiana            15.1   \n",
       "17    21              Kentucky            14.3   \n",
       "8     11  District of Columbia            14.1   \n",
       "0     01               Alabama            14.0   \n",
       "3     05              Arkansas            13.8   \n",
       "10    13               Georgia            13.6   \n",
       "43    48                 Texas            13.0   \n",
       "42    47             Tennessee            12.9   \n",
       "48    54         West Virginia            12.9   \n",
       "2     04               Arizona            12.9   \n",
       "40    45        South Carolina            12.8   \n",
       "33    37        North Carolina            12.4   \n",
       "36    40              Oklahoma            12.2   \n",
       "4     06            California            11.8   \n",
       "9     12               Florida            11.7   \n",
       "32    36              New York            11.7   \n",
       "22    26              Michigan            11.5   \n",
       "35    39                  Ohio            11.2   \n",
       "28    32                Nevada            11.0   \n",
       "25    29              Missouri            10.8   \n",
       "12    16                 Idaho            10.7   \n",
       "14    18               Indiana            10.7   \n",
       "37    41                Oregon            10.5   \n",
       "13    17              Illinois            10.2   \n",
       "39    44          Rhode Island             9.8   \n",
       "26    30               Montana             9.6   \n",
       "38    42          Pennsylvania             9.1   \n",
       "19    23                 Maine             8.9   \n",
       "41    46          South Dakota             8.9   \n",
       "16    20                Kansas             8.8   \n",
       "49    55             Wisconsin             8.5   \n",
       "27    31              Nebraska             8.4   \n",
       "47    53            Washington             8.4   \n",
       "44    49                  Utah             8.4   \n",
       "7     10              Delaware             8.2   \n",
       "30    34            New Jersey             8.1   \n",
       "46    51              Virginia             8.1   \n",
       "5     08              Colorado             8.1   \n",
       "21    25         Massachusetts             8.0   \n",
       "15    19                  Iowa             7.9   \n",
       "50    56               Wyoming             7.6   \n",
       "45    50               Vermont             7.5   \n",
       "11    15                Hawaii             7.3   \n",
       "6     09           Connecticut             7.3   \n",
       "1     02                Alaska             7.0   \n",
       "23    27             Minnesota             6.9   \n",
       "34    38          North Dakota             6.9   \n",
       "20    24              Maryland             6.8   \n",
       "29    33         New Hampshire             5.3   \n",
       "\n",
       "                                             geometry  \n",
       "24  MULTIPOLYGON (((-88.50297 30.21523, -88.49176 ...  \n",
       "31  POLYGON ((-109.05017 31.48000, -109.04984 31.4...  \n",
       "18  MULTIPOLYGON (((-88.86770 29.86155, -88.86566 ...  \n",
       "17  MULTIPOLYGON (((-89.40565 36.52817, -89.39869 ...  \n",
       "8   POLYGON ((-77.11976 38.93434, -77.11253 38.940...  \n",
       "0   MULTIPOLYGON (((-88.05338 30.50699, -88.05109 ...  \n",
       "3   POLYGON ((-94.61792 36.49941, -94.61765 36.499...  \n",
       "10  MULTIPOLYGON (((-81.27939 31.30792, -81.27716 ...  \n",
       "43  MULTIPOLYGON (((-94.71830 29.72885, -94.71721 ...  \n",
       "42  POLYGON ((-90.31045 35.00270, -90.30926 35.009...  \n",
       "48  POLYGON ((-82.64320 38.16909, -82.64300 38.169...  \n",
       "2   POLYGON ((-114.81629 32.50804, -114.81432 32.5...  \n",
       "40  MULTIPOLYGON (((-79.50795 33.02008, -79.50713 ...  \n",
       "33  MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ...  \n",
       "36  POLYGON ((-103.00257 36.52659, -103.00219 36.6...  \n",
       "4   MULTIPOLYGON (((-118.60442 33.47855, -118.5987...  \n",
       "9   MULTIPOLYGON (((-80.62717 25.00040, -80.62600 ...  \n",
       "32  MULTIPOLYGON (((-72.03683 41.24984, -72.03496 ...  \n",
       "22  MULTIPOLYGON (((-83.19159 42.03537, -83.18993 ...  \n",
       "35  MULTIPOLYGON (((-82.73447 41.60351, -82.72425 ...  \n",
       "28  POLYGON ((-120.00645 39.27288, -120.00643 39.2...  \n",
       "25  POLYGON ((-95.77355 40.57820, -95.76853 40.583...  \n",
       "12  POLYGON ((-117.24268 44.39655, -117.23484 44.3...  \n",
       "14  POLYGON ((-88.09776 37.90403, -88.09448 37.905...  \n",
       "37  MULTIPOLYGON (((-123.66475 46.24431, -123.6489...  \n",
       "13  POLYGON ((-91.51297 40.18106, -91.51107 40.188...  \n",
       "39  MULTIPOLYGON (((-71.28802 41.64558, -71.28647 ...  \n",
       "26  POLYGON ((-116.04914 48.50205, -116.04913 48.5...  \n",
       "38  POLYGON ((-80.51989 40.90666, -80.51963 40.911...  \n",
       "19  MULTIPOLYGON (((-67.32260 44.61160, -67.32174 ...  \n",
       "41  POLYGON ((-104.05788 44.99761, -104.05078 44.9...  \n",
       "16  POLYGON ((-102.05174 40.00308, -101.91670 40.0...  \n",
       "49  MULTIPOLYGON (((-86.95617 45.35549, -86.95463 ...  \n",
       "27  POLYGON ((-104.05342 41.17054, -104.05321 41.1...  \n",
       "47  MULTIPOLYGON (((-122.33164 48.02056, -122.3283...  \n",
       "44  POLYGON ((-114.05296 37.59278, -114.05247 37.6...  \n",
       "7   MULTIPOLYGON (((-75.56555 39.51485, -75.56174 ...  \n",
       "30  MULTIPOLYGON (((-74.04220 40.69997, -74.03900 ...  \n",
       "46  MULTIPOLYGON (((-75.74241 37.80835, -75.74151 ...  \n",
       "5   POLYGON ((-109.06025 38.59933, -109.05954 38.7...  \n",
       "21  MULTIPOLYGON (((-70.23405 41.28565, -70.22122 ...  \n",
       "15  POLYGON ((-96.63836 42.73550, -96.63797 42.736...  \n",
       "50  POLYGON ((-111.05456 45.00095, -111.04507 45.0...  \n",
       "45  POLYGON ((-73.43774 44.04501, -73.43199 44.063...  \n",
       "11  MULTIPOLYGON (((-156.06076 19.73055, -156.0566...  \n",
       "6   MULTIPOLYGON (((-72.22593 41.29384, -72.22523 ...  \n",
       "1   MULTIPOLYGON (((179.48246 51.98283, 179.48657 ...  \n",
       "23  MULTIPOLYGON (((-89.59206 47.96668, -89.59147 ...  \n",
       "34  POLYGON ((-104.04868 48.86378, -104.04865 48.8...  \n",
       "20  MULTIPOLYGON (((-76.05015 37.98691, -76.04998 ...  \n",
       "29  MULTIPOLYGON (((-70.61702 42.97718, -70.61529 ...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf.sort_values(PERCENT_POVERTY_VARIABLE, ascending=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b825f302-d09a-44ef-9ee1-1c4b6d8d3e9d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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