notebooks/ACS Data Profile.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "43e3f5b0-e0bf-40f1-8462-d6a715e8515f",
   "metadata": {},
   "source": [
    "# ACS Data 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 Data Profiles](https://api.census.gov/data/2021/acs/acs5/profile.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",
    "\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": [
    "YEAR = 2021\n",
    "DATASET = \"acs/acs5/profile\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "ef93e4bd-ed0e-4849-aa8a-8f1931a25bc5",
   "metadata": {},
   "outputs": [],
   "source": [
    "TOTAL_HOUSEHOLDS_VARIABLE = \"DP02_0001E\""
   ]
  },
  {
   "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": {
    "tags": []
   },
   "outputs": [],
   "source": [
    "gdf = ced.download(\n",
    "    DATASET, YEAR, [\"NAME\", TOTAL_HOUSEHOLDS_VARIABLE], state=\"*\", 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",
    "    TOTAL_HOUSEHOLDS_VARIABLE,\n",
    "    figsize=(12, 6),\n",
    "    legend=True,\n",
    "    cmap=\"Blues\",\n",
    "    edgecolor=\"black\",\n",
    "    linewidth=0.25,\n",
    "    vmin=0,\n",
    "    vmax=15_000_000,\n",
    "    legend_kwds={\"format\": FuncFormatter(lambda x, pos: f\"{x:,.0f}\")},\n",
    ")\n",
    "\n",
    "ax.axis(\"off\")\n",
    "ax.set_title(\"Total Households\")\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>DP02_0001E</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>1902983.0</td>\n",
       "      <td>MULTIPOLYGON (((-88.05338 30.50699, -88.05109 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>02</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>260561.0</td>\n",
       "      <td>MULTIPOLYGON (((179.48246 51.98283, 179.48657 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>04</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>2683557.0</td>\n",
       "      <td>POLYGON ((-114.81629 32.50804, -114.81432 32.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>05</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>1158460.0</td>\n",
       "      <td>POLYGON ((-94.61792 36.49941, -94.61765 36.499...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>06</td>\n",
       "      <td>California</td>\n",
       "      <td>13217586.0</td>\n",
       "      <td>MULTIPOLYGON (((-118.60442 33.47855, -118.5987...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>08</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>2227932.0</td>\n",
       "      <td>POLYGON ((-109.06025 38.59933, -109.05954 38.7...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>09</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>1397324.0</td>\n",
       "      <td>MULTIPOLYGON (((-72.22593 41.29384, -72.22523 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>10</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>381097.0</td>\n",
       "      <td>MULTIPOLYGON (((-75.56555 39.51485, -75.56174 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>11</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>310104.0</td>\n",
       "      <td>POLYGON ((-77.11976 38.93434, -77.11253 38.940...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>12</td>\n",
       "      <td>Florida</td>\n",
       "      <td>8157420.0</td>\n",
       "      <td>MULTIPOLYGON (((-80.62717 25.00040, -80.62600 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>13</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>3885371.0</td>\n",
       "      <td>MULTIPOLYGON (((-81.27939 31.30792, -81.27716 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>15</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>478413.0</td>\n",
       "      <td>MULTIPOLYGON (((-156.06076 19.73055, -156.0566...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>16</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>657101.0</td>\n",
       "      <td>POLYGON ((-117.24268 44.39655, -117.23484 44.3...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>17</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>4930255.0</td>\n",
       "      <td>POLYGON ((-91.51297 40.18106, -91.51107 40.188...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>18</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>2622601.0</td>\n",
       "      <td>POLYGON ((-88.09776 37.90403, -88.09448 37.905...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>19</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>1275893.0</td>\n",
       "      <td>POLYGON ((-96.63836 42.73550, -96.63797 42.736...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>1139738.0</td>\n",
       "      <td>POLYGON ((-102.05174 40.00308, -101.91670 40.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>21</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>1748475.0</td>\n",
       "      <td>MULTIPOLYGON (((-89.40565 36.52817, -89.39869 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>22</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>1748688.0</td>\n",
       "      <td>MULTIPOLYGON (((-88.86770 29.86155, -88.86566 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>23</td>\n",
       "      <td>Maine</td>\n",
       "      <td>571064.0</td>\n",
       "      <td>MULTIPOLYGON (((-67.32260 44.61160, -67.32174 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>24</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>2294270.0</td>\n",
       "      <td>MULTIPOLYGON (((-76.05015 37.98691, -76.04998 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>25</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>2714448.0</td>\n",
       "      <td>MULTIPOLYGON (((-70.23405 41.28565, -70.22122 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>26</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>3976729.0</td>\n",
       "      <td>MULTIPOLYGON (((-83.19159 42.03537, -83.18993 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>27</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>2229100.0</td>\n",
       "      <td>MULTIPOLYGON (((-89.59206 47.96668, -89.59147 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>28</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>1108670.0</td>\n",
       "      <td>MULTIPOLYGON (((-88.50297 30.21523, -88.49176 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>29</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>2433819.0</td>\n",
       "      <td>POLYGON ((-95.77355 40.57820, -95.76853 40.583...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>30</td>\n",
       "      <td>Montana</td>\n",
       "      <td>436481.0</td>\n",
       "      <td>POLYGON ((-116.04914 48.50205, -116.04913 48.5...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>31</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>766887.0</td>\n",
       "      <td>POLYGON ((-104.05342 41.17054, -104.05321 41.1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>32</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>1141952.0</td>\n",
       "      <td>POLYGON ((-120.00645 39.27288, -120.00643 39.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>33</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>540498.0</td>\n",
       "      <td>MULTIPOLYGON (((-70.61702 42.97718, -70.61529 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>34</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>3397156.0</td>\n",
       "      <td>MULTIPOLYGON (((-74.04220 40.69997, -74.03900 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>35</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>797596.0</td>\n",
       "      <td>POLYGON ((-109.05017 31.48000, -109.04984 31.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>36</td>\n",
       "      <td>New York</td>\n",
       "      <td>7530150.0</td>\n",
       "      <td>MULTIPOLYGON (((-72.03683 41.24984, -72.03496 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>37</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>4034684.0</td>\n",
       "      <td>MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>38</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>316542.0</td>\n",
       "      <td>POLYGON ((-104.04868 48.86378, -104.04865 48.8...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>39</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>4754161.0</td>\n",
       "      <td>MULTIPOLYGON (((-82.73447 41.60351, -82.72425 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>40</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>1503868.0</td>\n",
       "      <td>POLYGON ((-103.00257 36.52659, -103.00219 36.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>41</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>1658091.0</td>\n",
       "      <td>MULTIPOLYGON (((-123.66475 46.24431, -123.6489...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>42</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>5147783.0</td>\n",
       "      <td>POLYGON ((-80.51989 40.90666, -80.51963 40.911...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>44</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>426769.0</td>\n",
       "      <td>MULTIPOLYGON (((-71.28802 41.64558, -71.28647 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>45</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>1976447.0</td>\n",
       "      <td>MULTIPOLYGON (((-79.50795 33.02008, -79.50713 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>46</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>345779.0</td>\n",
       "      <td>POLYGON ((-104.05788 44.99761, -104.05078 44.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>47</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>2664791.0</td>\n",
       "      <td>POLYGON ((-90.31045 35.00270, -90.30926 35.009...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>48</td>\n",
       "      <td>Texas</td>\n",
       "      <td>10239341.0</td>\n",
       "      <td>MULTIPOLYGON (((-94.71830 29.72885, -94.71721 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>49</td>\n",
       "      <td>Utah</td>\n",
       "      <td>1033651.0</td>\n",
       "      <td>POLYGON ((-114.05296 37.59278, -114.05247 37.6...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>50</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>262514.0</td>\n",
       "      <td>POLYGON ((-73.43774 44.04501, -73.43199 44.063...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>51</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>3248528.0</td>\n",
       "      <td>MULTIPOLYGON (((-75.74241 37.80835, -75.74151 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>53</td>\n",
       "      <td>Washington</td>\n",
       "      <td>2931841.0</td>\n",
       "      <td>MULTIPOLYGON (((-122.33164 48.02056, -122.3283...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>54</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>711352.0</td>\n",
       "      <td>POLYGON ((-82.64320 38.16909, -82.64300 38.169...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>55</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>2401818.0</td>\n",
       "      <td>MULTIPOLYGON (((-86.95617 45.35549, -86.95463 ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>56</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>230653.0</td>\n",
       "      <td>POLYGON ((-111.05456 45.00095, -111.04507 45.0...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>72</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>NaN</td>\n",
       "      <td>MULTIPOLYGON (((-65.23805 18.32167, -65.23467 ...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   STATE                  NAME  DP02_0001E  \\\n",
       "0     01               Alabama   1902983.0   \n",
       "1     02                Alaska    260561.0   \n",
       "2     04               Arizona   2683557.0   \n",
       "3     05              Arkansas   1158460.0   \n",
       "4     06            California  13217586.0   \n",
       "5     08              Colorado   2227932.0   \n",
       "6     09           Connecticut   1397324.0   \n",
       "7     10              Delaware    381097.0   \n",
       "8     11  District of Columbia    310104.0   \n",
       "9     12               Florida   8157420.0   \n",
       "10    13               Georgia   3885371.0   \n",
       "11    15                Hawaii    478413.0   \n",
       "12    16                 Idaho    657101.0   \n",
       "13    17              Illinois   4930255.0   \n",
       "14    18               Indiana   2622601.0   \n",
       "15    19                  Iowa   1275893.0   \n",
       "16    20                Kansas   1139738.0   \n",
       "17    21              Kentucky   1748475.0   \n",
       "18    22             Louisiana   1748688.0   \n",
       "19    23                 Maine    571064.0   \n",
       "20    24              Maryland   2294270.0   \n",
       "21    25         Massachusetts   2714448.0   \n",
       "22    26              Michigan   3976729.0   \n",
       "23    27             Minnesota   2229100.0   \n",
       "24    28           Mississippi   1108670.0   \n",
       "25    29              Missouri   2433819.0   \n",
       "26    30               Montana    436481.0   \n",
       "27    31              Nebraska    766887.0   \n",
       "28    32                Nevada   1141952.0   \n",
       "29    33         New Hampshire    540498.0   \n",
       "30    34            New Jersey   3397156.0   \n",
       "31    35            New Mexico    797596.0   \n",
       "32    36              New York   7530150.0   \n",
       "33    37        North Carolina   4034684.0   \n",
       "34    38          North Dakota    316542.0   \n",
       "35    39                  Ohio   4754161.0   \n",
       "36    40              Oklahoma   1503868.0   \n",
       "37    41                Oregon   1658091.0   \n",
       "38    42          Pennsylvania   5147783.0   \n",
       "39    44          Rhode Island    426769.0   \n",
       "40    45        South Carolina   1976447.0   \n",
       "41    46          South Dakota    345779.0   \n",
       "42    47             Tennessee   2664791.0   \n",
       "43    48                 Texas  10239341.0   \n",
       "44    49                  Utah   1033651.0   \n",
       "45    50               Vermont    262514.0   \n",
       "46    51              Virginia   3248528.0   \n",
       "47    53            Washington   2931841.0   \n",
       "48    54         West Virginia    711352.0   \n",
       "49    55             Wisconsin   2401818.0   \n",
       "50    56               Wyoming    230653.0   \n",
       "51    72           Puerto Rico         NaN   \n",
       "\n",
       "                                             geometry  \n",
       "0   MULTIPOLYGON (((-88.05338 30.50699, -88.05109 ...  \n",
       "1   MULTIPOLYGON (((179.48246 51.98283, 179.48657 ...  \n",
       "2   POLYGON ((-114.81629 32.50804, -114.81432 32.5...  \n",
       "3   POLYGON ((-94.61792 36.49941, -94.61765 36.499...  \n",
       "4   MULTIPOLYGON (((-118.60442 33.47855, -118.5987...  \n",
       "5   POLYGON ((-109.06025 38.59933, -109.05954 38.7...  \n",
       "6   MULTIPOLYGON (((-72.22593 41.29384, -72.22523 ...  \n",
       "7   MULTIPOLYGON (((-75.56555 39.51485, -75.56174 ...  \n",
       "8   POLYGON ((-77.11976 38.93434, -77.11253 38.940...  \n",
       "9   MULTIPOLYGON (((-80.62717 25.00040, -80.62600 ...  \n",
       "10  MULTIPOLYGON (((-81.27939 31.30792, -81.27716 ...  \n",
       "11  MULTIPOLYGON (((-156.06076 19.73055, -156.0566...  \n",
       "12  POLYGON ((-117.24268 44.39655, -117.23484 44.3...  \n",
       "13  POLYGON ((-91.51297 40.18106, -91.51107 40.188...  \n",
       "14  POLYGON ((-88.09776 37.90403, -88.09448 37.905...  \n",
       "15  POLYGON ((-96.63836 42.73550, -96.63797 42.736...  \n",
       "16  POLYGON ((-102.05174 40.00308, -101.91670 40.0...  \n",
       "17  MULTIPOLYGON (((-89.40565 36.52817, -89.39869 ...  \n",
       "18  MULTIPOLYGON (((-88.86770 29.86155, -88.86566 ...  \n",
       "19  MULTIPOLYGON (((-67.32260 44.61160, -67.32174 ...  \n",
       "20  MULTIPOLYGON (((-76.05015 37.98691, -76.04998 ...  \n",
       "21  MULTIPOLYGON (((-70.23405 41.28565, -70.22122 ...  \n",
       "22  MULTIPOLYGON (((-83.19159 42.03537, -83.18993 ...  \n",
       "23  MULTIPOLYGON (((-89.59206 47.96668, -89.59147 ...  \n",
       "24  MULTIPOLYGON (((-88.50297 30.21523, -88.49176 ...  \n",
       "25  POLYGON ((-95.77355 40.57820, -95.76853 40.583...  \n",
       "26  POLYGON ((-116.04914 48.50205, -116.04913 48.5...  \n",
       "27  POLYGON ((-104.05342 41.17054, -104.05321 41.1...  \n",
       "28  POLYGON ((-120.00645 39.27288, -120.00643 39.2...  \n",
       "29  MULTIPOLYGON (((-70.61702 42.97718, -70.61529 ...  \n",
       "30  MULTIPOLYGON (((-74.04220 40.69997, -74.03900 ...  \n",
       "31  POLYGON ((-109.05017 31.48000, -109.04984 31.4...  \n",
       "32  MULTIPOLYGON (((-72.03683 41.24984, -72.03496 ...  \n",
       "33  MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ...  \n",
       "34  POLYGON ((-104.04868 48.86378, -104.04865 48.8...  \n",
       "35  MULTIPOLYGON (((-82.73447 41.60351, -82.72425 ...  \n",
       "36  POLYGON ((-103.00257 36.52659, -103.00219 36.6...  \n",
       "37  MULTIPOLYGON (((-123.66475 46.24431, -123.6489...  \n",
       "38  POLYGON ((-80.51989 40.90666, -80.51963 40.911...  \n",
       "39  MULTIPOLYGON (((-71.28802 41.64558, -71.28647 ...  \n",
       "40  MULTIPOLYGON (((-79.50795 33.02008, -79.50713 ...  \n",
       "41  POLYGON ((-104.05788 44.99761, -104.05078 44.9...  \n",
       "42  POLYGON ((-90.31045 35.00270, -90.30926 35.009...  \n",
       "43  MULTIPOLYGON (((-94.71830 29.72885, -94.71721 ...  \n",
       "44  POLYGON ((-114.05296 37.59278, -114.05247 37.6...  \n",
       "45  POLYGON ((-73.43774 44.04501, -73.43199 44.063...  \n",
       "46  MULTIPOLYGON (((-75.74241 37.80835, -75.74151 ...  \n",
       "47  MULTIPOLYGON (((-122.33164 48.02056, -122.3283...  \n",
       "48  POLYGON ((-82.64320 38.16909, -82.64300 38.169...  \n",
       "49  MULTIPOLYGON (((-86.95617 45.35549, -86.95463 ...  \n",
       "50  POLYGON ((-111.05456 45.00095, -111.04507 45.0...  \n",
       "51  MULTIPOLYGON (((-65.23805 18.32167, -65.23467 ...  "
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "gdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "b825f302-d09a-44ef-9ee1-1c4b6d8d3e9d",
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "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": "3.9.10"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}