EnergyData.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "d6acd608",
   "metadata": {},
   "outputs": [],
   "source": [
    "import geopandas as gpd\n",
    "from shapely.geometry import Point, Polygon, LineString\n",
    "import matplotlib.pyplot as plt\n",
    "from matplotlib.colors import LinearSegmentedColormap\n",
    "import pandas as pnd\n",
    "import numpy as np"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "aec63114",
   "metadata": {},
   "source": [
    "__Here is the downlaod of the shapefile.__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "6e046afa",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</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>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 ((-104.05351 41.15726, -104.05267 41.2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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 (((-122.32834 48.02134, -122.3217...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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 31.48000, -109.04984 31.4...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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 ((-104.05770 44.99743, -104.05021 44.9...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>POLYGON ((-106.64548 31.89867, -106.64084 31.9...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  STATEFP   STATENS     AFFGEOID GEOID STUSPS          NAME LSAD  \\\n",
       "0      31  01779792  0400000US31    31     NE      Nebraska   00   \n",
       "1      53  01779804  0400000US53    53     WA    Washington   00   \n",
       "2      35  00897535  0400000US35    35     NM    New Mexico   00   \n",
       "3      46  01785534  0400000US46    46     SD  South Dakota   00   \n",
       "4      48  01779801  0400000US48    48     TX         Texas   00   \n",
       "\n",
       "          ALAND       AWATER  \\\n",
       "0  198956658395   1371829134   \n",
       "1  172112588220  12559278850   \n",
       "2  314196306401    728776523   \n",
       "3  196346981786   3382720225   \n",
       "4  676653171537  19006305260   \n",
       "\n",
       "                                            geometry  \n",
       "0  POLYGON ((-104.05351 41.15726, -104.05267 41.2...  \n",
       "1  MULTIPOLYGON (((-122.32834 48.02134, -122.3217...  \n",
       "2  POLYGON ((-109.05017 31.48000, -109.04984 31.4...  \n",
       "3  POLYGON ((-104.05770 44.99743, -104.05021 44.9...  \n",
       "4  POLYGON ((-106.64548 31.89867, -106.64084 31.9...  "
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states =gpd.read_file(\"cb_2018_us_state_5m.geojson\")\n",
    "states.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e8f15bf6",
   "metadata": {},
   "source": [
    "<font color=\"purple\">Now pull the data regarding energy source by state<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "551cad18",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Abrv</th>\n",
       "      <th>NAME</th>\n",
       "      <th>Total</th>\n",
       "      <th>Coal</th>\n",
       "      <th>Geothermal</th>\n",
       "      <th>Pumped Storage</th>\n",
       "      <th>Hydroelectric Conventional</th>\n",
       "      <th>Natural Gas</th>\n",
       "      <th>Nuclear</th>\n",
       "      <th>Other Gases</th>\n",
       "      <th>Other</th>\n",
       "      <th>Petroleum</th>\n",
       "      <th>Solar Thermal and Photovoltaic</th>\n",
       "      <th>Other Biomass</th>\n",
       "      <th>Wind</th>\n",
       "      <th>Wood and Wood Derived Fuels</th>\n",
       "      <th>Dirty</th>\n",
       "      <th>Clean</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>AL</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>1</td>\n",
       "      <td>0.186818</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.079936</td>\n",
       "      <td>0.400880</td>\n",
       "      <td>0.305979</td>\n",
       "      <td>0.000019</td>\n",
       "      <td>-3.924880e-07</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.002698</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023248</td>\n",
       "      <td>19%</td>\n",
       "      <td>81%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>AK</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>1</td>\n",
       "      <td>0.112514</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.267404</td>\n",
       "      <td>0.442606</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-6.427440e-04</td>\n",
       "      <td>0.148447</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006185</td>\n",
       "      <td>0.023488</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26%</td>\n",
       "      <td>74%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>AZ</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>1</td>\n",
       "      <td>0.204470</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000022</td>\n",
       "      <td>0.054640</td>\n",
       "      <td>0.405844</td>\n",
       "      <td>0.281108</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>-3.911860e-05</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>0.046481</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.004882</td>\n",
       "      <td>0.001761</td>\n",
       "      <td>20%</td>\n",
       "      <td>80%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>AR</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>1</td>\n",
       "      <td>0.361765</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000787</td>\n",
       "      <td>0.064161</td>\n",
       "      <td>0.337856</td>\n",
       "      <td>0.210651</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7.508970e-05</td>\n",
       "      <td>0.000732</td>\n",
       "      <td>0.003264</td>\n",
       "      <td>0.001444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019266</td>\n",
       "      <td>36%</td>\n",
       "      <td>64%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>CA</td>\n",
       "      <td>California</td>\n",
       "      <td>1</td>\n",
       "      <td>0.001192</td>\n",
       "      <td>0.054088</td>\n",
       "      <td>-0.000152</td>\n",
       "      <td>0.190078</td>\n",
       "      <td>0.425409</td>\n",
       "      <td>0.080112</td>\n",
       "      <td>0.007316</td>\n",
       "      <td>3.791303e-03</td>\n",
       "      <td>0.000253</td>\n",
       "      <td>0.140405</td>\n",
       "      <td>0.013493</td>\n",
       "      <td>0.068068</td>\n",
       "      <td>0.015947</td>\n",
       "      <td>1%</td>\n",
       "      <td>99%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  Abrv        NAME  Total      Coal  Geothermal  Pumped Storage  \\\n",
       "0   AL     Alabama      1  0.186818    0.000000        0.000000   \n",
       "1   AK      Alaska      1  0.112514    0.000000        0.000000   \n",
       "2   AZ     Arizona      1  0.204470    0.000000        0.000022   \n",
       "3   AR    Arkansas      1  0.361765    0.000000        0.000787   \n",
       "4   CA  California      1  0.001192    0.054088       -0.000152   \n",
       "\n",
       "   Hydroelectric Conventional  Natural Gas   Nuclear  Other Gases  \\\n",
       "0                    0.079936     0.400880  0.305979     0.000019   \n",
       "1                    0.267404     0.442606  0.000000     0.000000   \n",
       "2                    0.054640     0.405844  0.281108     0.000000   \n",
       "3                    0.064161     0.337856  0.210651     0.000000   \n",
       "4                    0.190078     0.425409  0.080112     0.007316   \n",
       "\n",
       "          Other  Petroleum  Solar Thermal and Photovoltaic  Other Biomass  \\\n",
       "0 -3.924880e-07   0.000140                        0.002698       0.000284   \n",
       "1 -6.427440e-04   0.148447                        0.000000       0.006185   \n",
       "2 -3.911860e-05   0.000561                        0.046481       0.000270   \n",
       "3  7.508970e-05   0.000732                        0.003264       0.001444   \n",
       "4  3.791303e-03   0.000253                        0.140405       0.013493   \n",
       "\n",
       "       Wind  Wood and Wood Derived Fuels Dirty Clean  \n",
       "0  0.000000                     0.023248   19%   81%  \n",
       "1  0.023488                     0.000000   26%   74%  \n",
       "2  0.004882                     0.001761   20%   80%  \n",
       "3  0.000000                     0.019266   36%   64%  \n",
       "4  0.068068                     0.015947    1%   99%  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "St_energy=pnd.read_csv(\"State_energy_Profile.csv\")\n",
    "St_energy.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c13a95ad",
   "metadata": {},
   "source": [
    "<font color=\"blue\">Here let's create a merged file, and then let's create two charts for continental and not<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "ceac988e",
   "metadata": {},
   "outputs": [
    {
     "ename": "AttributeError",
     "evalue": "'AxesSubplot' object has no attribute 'array_split'",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mAttributeError\u001b[0m                            Traceback (most recent call last)",
      "\u001b[1;32m<ipython-input-42-46fdf8047791>\u001b[0m in \u001b[0;36m<module>\u001b[1;34m\u001b[0m\n\u001b[0;32m      5\u001b[0m \u001b[0mFull_State\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0minsert\u001b[0m\u001b[1;33m(\u001b[0m\u001b[1;36m27\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;34m\"Ranked\"\u001b[0m\u001b[1;33m,\u001b[0m\u001b[0mRanked\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      6\u001b[0m \u001b[1;31m#This seemed to just group each into a bucket, and we ended up with 5 so that didn't work\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[1;32m----> 7\u001b[1;33m \u001b[0mRankedRange\u001b[0m \u001b[1;33m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[1;33m.\u001b[0m\u001b[0marray_split\u001b[0m\u001b[1;33m(\u001b[0m\u001b[0mFull_State\u001b[0m\u001b[1;33m[\u001b[0m\u001b[1;34m\"Ranked\"\u001b[0m\u001b[1;33m]\u001b[0m\u001b[1;33m,\u001b[0m\u001b[1;36m5\u001b[0m\u001b[1;33m)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0m\u001b[0;32m      8\u001b[0m \u001b[1;31m#Full_State.insert(28,\"Ranked_Range\",RankedRange)\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n\u001b[0;32m      9\u001b[0m \u001b[1;31m#Full_State[\"Ranked\"]\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[1;33m\u001b[0m\u001b[0m\n",
      "\u001b[1;31mAttributeError\u001b[0m: 'AxesSubplot' object has no attribute 'array_split'"
     ]
    }
   ],
   "source": [
    "Full_State = pnd.merge(states,St_energy,on=[\"NAME\"])\n",
    "\n",
    "Ranked = Full_State[\"Clean\"].str.replace(\"%\",\"\",).astype(float).rank()\n",
    "Ranked = pnd.Series(Ranked)\n",
    "Full_State.insert(27,\"Ranked\",Ranked)\n",
    "#This seemed to just group each into a bucket, and we ended up with 5 so that didn't work \n",
    "RankedRange = np.array_split(Full_State[\"Ranked\"],5)\n",
    "#Full_State.insert(28,\"Ranked_Range\",RankedRange)\n",
    "#Full_State[\"Ranked\"]\n",
    "#RankedRange"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "1fbccdec",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "</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",
       "      <th>...</th>\n",
       "      <th>Other</th>\n",
       "      <th>Petroleum</th>\n",
       "      <th>Solar Thermal and Photovoltaic</th>\n",
       "      <th>Other Biomass</th>\n",
       "      <th>Wind</th>\n",
       "      <th>Wood and Wood Derived Fuels</th>\n",
       "      <th>Dirty</th>\n",
       "      <th>Clean</th>\n",
       "      <th>RankRange</th>\n",
       "      <th>Ranked</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</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 ((-104.05351 41.15726, -104.05267 41.2...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000433</td>\n",
       "      <td>0.000850</td>\n",
       "      <td>0.002266</td>\n",
       "      <td>0.193339</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>55%</td>\n",
       "      <td>45%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>9.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</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 (((-122.32834 48.02134, -122.3217...</td>\n",
       "      <td>...</td>\n",
       "      <td>6.217620e-04</td>\n",
       "      <td>0.000187</td>\n",
       "      <td>0.000411</td>\n",
       "      <td>0.001046</td>\n",
       "      <td>0.062719</td>\n",
       "      <td>0.013440</td>\n",
       "      <td>7%</td>\n",
       "      <td>93%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</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 31.48000, -109.04984 31.4...</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.274370e-05</td>\n",
       "      <td>0.005220</td>\n",
       "      <td>0.038832</td>\n",
       "      <td>0.000642</td>\n",
       "      <td>0.195940</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>42%</td>\n",
       "      <td>58%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</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 ((-104.05770 44.99743, -104.05021 44.9...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000940</td>\n",
       "      <td>0.000126</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.192279</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>18%</td>\n",
       "      <td>82%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>28.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</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>POLYGON ((-106.64548 31.89867, -106.64084 31.9...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.056295e-03</td>\n",
       "      <td>0.000320</td>\n",
       "      <td>0.009034</td>\n",
       "      <td>0.000867</td>\n",
       "      <td>0.173055</td>\n",
       "      <td>0.002157</td>\n",
       "      <td>20%</td>\n",
       "      <td>80%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</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 (((-118.60337 33.47810, -118.5987...</td>\n",
       "      <td>...</td>\n",
       "      <td>3.791303e-03</td>\n",
       "      <td>0.000253</td>\n",
       "      <td>0.140405</td>\n",
       "      <td>0.013493</td>\n",
       "      <td>0.068068</td>\n",
       "      <td>0.015947</td>\n",
       "      <td>1%</td>\n",
       "      <td>99%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>46.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</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 36.52817, -89.39869 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>6.601420e-04</td>\n",
       "      <td>0.000701</td>\n",
       "      <td>0.000627</td>\n",
       "      <td>0.001364</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.003845</td>\n",
       "      <td>72%</td>\n",
       "      <td>28%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>4.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</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, -82.71880 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>6.809940e-05</td>\n",
       "      <td>0.007037</td>\n",
       "      <td>0.001180</td>\n",
       "      <td>0.003702</td>\n",
       "      <td>0.017024</td>\n",
       "      <td>0.002009</td>\n",
       "      <td>40%</td>\n",
       "      <td>60%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>14.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</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 (((-88.04374 30.51742, -88.03661 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.924880e-07</td>\n",
       "      <td>0.000140</td>\n",
       "      <td>0.002698</td>\n",
       "      <td>0.000284</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.023248</td>\n",
       "      <td>19%</td>\n",
       "      <td>81%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>27.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</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>POLYGON ((-85.60516 34.98468, -85.55259 34.984...</td>\n",
       "      <td>...</td>\n",
       "      <td>7.287190e-04</td>\n",
       "      <td>0.001922</td>\n",
       "      <td>0.016790</td>\n",
       "      <td>0.002472</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.039300</td>\n",
       "      <td>20%</td>\n",
       "      <td>80%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</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 (((-86.95620 45.35201, -86.95339 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>6.694460e-04</td>\n",
       "      <td>0.002275</td>\n",
       "      <td>0.000604</td>\n",
       "      <td>0.008221</td>\n",
       "      <td>0.029914</td>\n",
       "      <td>0.013006</td>\n",
       "      <td>42%</td>\n",
       "      <td>58%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>12.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</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>POLYGON ((-124.55244 42.84057, -124.50014 42.9...</td>\n",
       "      <td>...</td>\n",
       "      <td>5.745570e-04</td>\n",
       "      <td>0.000106</td>\n",
       "      <td>0.010863</td>\n",
       "      <td>0.005211</td>\n",
       "      <td>0.105510</td>\n",
       "      <td>0.010237</td>\n",
       "      <td>4%</td>\n",
       "      <td>96%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</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",
       "      <td>...</td>\n",
       "      <td>3.743945e-03</td>\n",
       "      <td>0.000809</td>\n",
       "      <td>0.000362</td>\n",
       "      <td>0.007306</td>\n",
       "      <td>0.014195</td>\n",
       "      <td>0.001377</td>\n",
       "      <td>17%</td>\n",
       "      <td>83%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>29.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</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 (((-88.51067 30.21702, -88.49238 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.000208</td>\n",
       "      <td>0.004887</td>\n",
       "      <td>0.000257</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020898</td>\n",
       "      <td>7%</td>\n",
       "      <td>93%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</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 40.57820, -95.76853 40.583...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.136960e-06</td>\n",
       "      <td>0.001241</td>\n",
       "      <td>0.001275</td>\n",
       "      <td>0.000974</td>\n",
       "      <td>0.036509</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>71%</td>\n",
       "      <td>29%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>5.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</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",
       "      <td>...</td>\n",
       "      <td>4.099712e-03</td>\n",
       "      <td>0.001465</td>\n",
       "      <td>0.056805</td>\n",
       "      <td>0.005116</td>\n",
       "      <td>0.003988</td>\n",
       "      <td>0.014318</td>\n",
       "      <td>24%</td>\n",
       "      <td>76%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>22.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</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 ((-103.00257 36.52659, -103.00219 36.6...</td>\n",
       "      <td>...</td>\n",
       "      <td>8.702540e-05</td>\n",
       "      <td>0.000205</td>\n",
       "      <td>0.000700</td>\n",
       "      <td>0.000878</td>\n",
       "      <td>0.340405</td>\n",
       "      <td>0.002767</td>\n",
       "      <td>9%</td>\n",
       "      <td>91%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>34.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</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 ((-82.64300 38.16956, -82.63905 38.171...</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.003980e-04</td>\n",
       "      <td>0.002008</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.025516</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>91%</td>\n",
       "      <td>9%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>1.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</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 (((-72.03496 41.25546, -72.02944 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>7.292576e-03</td>\n",
       "      <td>0.003889</td>\n",
       "      <td>0.003979</td>\n",
       "      <td>0.011198</td>\n",
       "      <td>0.033858</td>\n",
       "      <td>0.003590</td>\n",
       "      <td>1%</td>\n",
       "      <td>99%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>46.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</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 ((-88.09566 37.90581, -88.08624 37.905...</td>\n",
       "      <td>...</td>\n",
       "      <td>3.253224e-03</td>\n",
       "      <td>0.001236</td>\n",
       "      <td>0.003147</td>\n",
       "      <td>0.004514</td>\n",
       "      <td>0.060641</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>62%</td>\n",
       "      <td>38%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>7.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</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, -101.91670 40.0...</td>\n",
       "      <td>...</td>\n",
       "      <td>9.817640e-05</td>\n",
       "      <td>0.001536</td>\n",
       "      <td>0.000223</td>\n",
       "      <td>0.001233</td>\n",
       "      <td>0.415099</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>34%</td>\n",
       "      <td>66%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</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 ((-117.24268 44.39655, -117.23484 44.3...</td>\n",
       "      <td>...</td>\n",
       "      <td>3.566692e-03</td>\n",
       "      <td>0.000013</td>\n",
       "      <td>0.030250</td>\n",
       "      <td>0.006153</td>\n",
       "      <td>0.138572</td>\n",
       "      <td>0.021973</td>\n",
       "      <td>0%</td>\n",
       "      <td>100%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</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, -120.00526 39.2...</td>\n",
       "      <td>...</td>\n",
       "      <td>5.394630e-04</td>\n",
       "      <td>0.000309</td>\n",
       "      <td>0.120595</td>\n",
       "      <td>0.001361</td>\n",
       "      <td>0.008258</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>7%</td>\n",
       "      <td>93%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</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",
       "      <td>...</td>\n",
       "      <td>-4.223080e-04</td>\n",
       "      <td>0.000449</td>\n",
       "      <td>0.064323</td>\n",
       "      <td>0.029026</td>\n",
       "      <td>0.164852</td>\n",
       "      <td>0.157062</td>\n",
       "      <td>0%</td>\n",
       "      <td>100%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</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 ((-116.04905 48.48102, -116.04905 48.5...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.033058e-02</td>\n",
       "      <td>0.016714</td>\n",
       "      <td>0.001057</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.085381</td>\n",
       "      <td>0.000725</td>\n",
       "      <td>53%</td>\n",
       "      <td>47%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>10.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</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>POLYGON ((-97.23921 48.96868, -97.23802 48.975...</td>\n",
       "      <td>...</td>\n",
       "      <td>5.976939e-03</td>\n",
       "      <td>0.000853</td>\n",
       "      <td>0.021031</td>\n",
       "      <td>0.005909</td>\n",
       "      <td>0.184658</td>\n",
       "      <td>0.014098</td>\n",
       "      <td>31%</td>\n",
       "      <td>69%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>19.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</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 ((-104.04865 48.86573, -104.04882 48.8...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.204598e-03</td>\n",
       "      <td>0.000816</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.000004</td>\n",
       "      <td>0.272509</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>61%</td>\n",
       "      <td>39%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>8.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</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 (((-156.05722 19.74254, -156.0523...</td>\n",
       "      <td>...</td>\n",
       "      <td>4.048473e-02</td>\n",
       "      <td>0.704017</td>\n",
       "      <td>0.027501</td>\n",
       "      <td>0.029902</td>\n",
       "      <td>0.054288</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>88%</td>\n",
       "      <td>12%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>2.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</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 ((-114.79968 32.59362, -114.80939 32.6...</td>\n",
       "      <td>...</td>\n",
       "      <td>-3.911860e-05</td>\n",
       "      <td>0.000561</td>\n",
       "      <td>0.046481</td>\n",
       "      <td>0.000270</td>\n",
       "      <td>0.004882</td>\n",
       "      <td>0.001761</td>\n",
       "      <td>20%</td>\n",
       "      <td>80%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>25.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</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 (((-75.57080 39.62677, -75.55945 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.003560</td>\n",
       "      <td>0.010232</td>\n",
       "      <td>0.011674</td>\n",
       "      <td>0.001002</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>6%</td>\n",
       "      <td>94%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>38.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</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 (((-71.36152 41.46483, -71.34707 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>0.000000e+00</td>\n",
       "      <td>0.001447</td>\n",
       "      <td>0.007176</td>\n",
       "      <td>0.027254</td>\n",
       "      <td>0.027044</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0%</td>\n",
       "      <td>100%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>49.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</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",
       "      <td>...</td>\n",
       "      <td>1.072035e-03</td>\n",
       "      <td>0.000141</td>\n",
       "      <td>0.021624</td>\n",
       "      <td>0.001305</td>\n",
       "      <td>0.192631</td>\n",
       "      <td>0.001571</td>\n",
       "      <td>45%</td>\n",
       "      <td>55%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>11.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</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",
       "      <td>...</td>\n",
       "      <td>4.821097e-03</td>\n",
       "      <td>0.001017</td>\n",
       "      <td>0.055894</td>\n",
       "      <td>0.001808</td>\n",
       "      <td>0.020929</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>65%</td>\n",
       "      <td>35%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>6.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</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 (((-75.99966 37.84820, -75.99686 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>5.766091e-03</td>\n",
       "      <td>0.002664</td>\n",
       "      <td>0.009802</td>\n",
       "      <td>0.011172</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.027520</td>\n",
       "      <td>4%</td>\n",
       "      <td>96%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</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 ((-111.05689 44.86666, -111.05563 44.9...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.791122e-03</td>\n",
       "      <td>0.001038</td>\n",
       "      <td>0.004274</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.098772</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>85%</td>\n",
       "      <td>15%</td>\n",
       "      <td>0-20th Percentile</td>\n",
       "      <td>3.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</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 (((-88.88145 30.05320, -88.87048 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>5.719325e-03</td>\n",
       "      <td>0.031830</td>\n",
       "      <td>0.000015</td>\n",
       "      <td>0.000832</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.021608</td>\n",
       "      <td>13%</td>\n",
       "      <td>87%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>32.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</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 (((-84.00966 46.10133, -83.98768 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.483289e-03</td>\n",
       "      <td>0.007842</td>\n",
       "      <td>0.001225</td>\n",
       "      <td>0.007841</td>\n",
       "      <td>0.049920</td>\n",
       "      <td>0.011990</td>\n",
       "      <td>34%</td>\n",
       "      <td>66%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>17.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</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 (((-70.27553 41.31046, -70.26063 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>4.230737e-02</td>\n",
       "      <td>0.004816</td>\n",
       "      <td>0.054090</td>\n",
       "      <td>0.042393</td>\n",
       "      <td>0.009798</td>\n",
       "      <td>0.004280</td>\n",
       "      <td>5%</td>\n",
       "      <td>95%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>39.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</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 (((-80.75164 24.85725, -80.72906 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.284379e-02</td>\n",
       "      <td>0.006210</td>\n",
       "      <td>0.015885</td>\n",
       "      <td>0.008779</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.009336</td>\n",
       "      <td>11%</td>\n",
       "      <td>89%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>33.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</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>POLYGON ((-73.72777 41.10070, -73.69595 41.115...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.443659e-02</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.003457</td>\n",
       "      <td>0.012009</td>\n",
       "      <td>0.000305</td>\n",
       "      <td>0.006702</td>\n",
       "      <td>2%</td>\n",
       "      <td>98%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</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 ((-75.55910 39.62906, -75.55945 39.629...</td>\n",
       "      <td>...</td>\n",
       "      <td>8.669891e-03</td>\n",
       "      <td>0.002005</td>\n",
       "      <td>0.016400</td>\n",
       "      <td>0.011221</td>\n",
       "      <td>0.000310</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>3%</td>\n",
       "      <td>97%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>43.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</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 (((-76.04940 37.99031, -76.04881 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>8.275425e-03</td>\n",
       "      <td>0.001711</td>\n",
       "      <td>0.012570</td>\n",
       "      <td>0.008401</td>\n",
       "      <td>0.013230</td>\n",
       "      <td>0.001529</td>\n",
       "      <td>16%</td>\n",
       "      <td>84%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</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>POLYGON ((-83.35324 34.72865, -83.34883 34.737...</td>\n",
       "      <td>...</td>\n",
       "      <td>4.456110e-04</td>\n",
       "      <td>0.000785</td>\n",
       "      <td>0.008576</td>\n",
       "      <td>0.001293</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.020365</td>\n",
       "      <td>15%</td>\n",
       "      <td>85%</td>\n",
       "      <td>60-80th Percentile</td>\n",
       "      <td>31.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</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 (((-68.37659 44.11376, -68.37538 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>3.230018e-02</td>\n",
       "      <td>0.003308</td>\n",
       "      <td>0.000672</td>\n",
       "      <td>0.011553</td>\n",
       "      <td>0.237731</td>\n",
       "      <td>0.202770</td>\n",
       "      <td>4%</td>\n",
       "      <td>96%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>41.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</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>POLYGON ((-72.55725 42.85302, -72.55423 42.860...</td>\n",
       "      <td>...</td>\n",
       "      <td>3.031022e-03</td>\n",
       "      <td>0.001669</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.007394</td>\n",
       "      <td>0.024043</td>\n",
       "      <td>0.059949</td>\n",
       "      <td>2%</td>\n",
       "      <td>98%</td>\n",
       "      <td>Top 20th Percentile</td>\n",
       "      <td>44.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</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 ((-96.63970 42.73707, -96.63589 42.741...</td>\n",
       "      <td>...</td>\n",
       "      <td>-1.500410e-06</td>\n",
       "      <td>0.002247</td>\n",
       "      <td>0.000246</td>\n",
       "      <td>0.003242</td>\n",
       "      <td>0.419875</td>\n",
       "      <td>0.000199</td>\n",
       "      <td>36%</td>\n",
       "      <td>64%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>15.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</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 ((-94.61792 36.49941, -94.55929 36.499...</td>\n",
       "      <td>...</td>\n",
       "      <td>7.508970e-05</td>\n",
       "      <td>0.000732</td>\n",
       "      <td>0.003264</td>\n",
       "      <td>0.001444</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.019266</td>\n",
       "      <td>36%</td>\n",
       "      <td>64%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>15.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</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 ((-90.30988 35.00975, -90.30690 35.018...</td>\n",
       "      <td>...</td>\n",
       "      <td>1.236290e-04</td>\n",
       "      <td>0.001696</td>\n",
       "      <td>0.003964</td>\n",
       "      <td>0.001072</td>\n",
       "      <td>0.000461</td>\n",
       "      <td>0.010086</td>\n",
       "      <td>23%</td>\n",
       "      <td>77%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>23.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</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",
       "      <td>...</td>\n",
       "      <td>1.293934e-03</td>\n",
       "      <td>0.000236</td>\n",
       "      <td>0.000336</td>\n",
       "      <td>0.002234</td>\n",
       "      <td>0.078385</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>27%</td>\n",
       "      <td>73%</td>\n",
       "      <td>20-40th Percentile</td>\n",
       "      <td>20.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</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 51.98283, 179.48657 ...</td>\n",
       "      <td>...</td>\n",
       "      <td>-6.427440e-04</td>\n",
       "      <td>0.148447</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>0.006185</td>\n",
       "      <td>0.023488</td>\n",
       "      <td>0.000000</td>\n",
       "      <td>26%</td>\n",
       "      <td>74%</td>\n",
       "      <td>40-60th Percentile</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>50 rows × 29 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "   STATEFP   STATENS     AFFGEOID GEOID STUSPS            NAME LSAD  \\\n",
       "0       31  01779792  0400000US31    31     NE        Nebraska   00   \n",
       "1       53  01779804  0400000US53    53     WA      Washington   00   \n",
       "2       35  00897535  0400000US35    35     NM      New Mexico   00   \n",
       "3       46  01785534  0400000US46    46     SD    South Dakota   00   \n",
       "4       48  01779801  0400000US48    48     TX           Texas   00   \n",
       "5       06  01779778  0400000US06    06     CA      California   00   \n",
       "6       21  01779786  0400000US21    21     KY        Kentucky   00   \n",
       "7       39  01085497  0400000US39    39     OH            Ohio   00   \n",
       "8       01  01779775  0400000US01    01     AL         Alabama   00   \n",
       "9       13  01705317  0400000US13    13     GA         Georgia   00   \n",
       "10      55  01779806  0400000US55    55     WI       Wisconsin   00   \n",
       "11      41  01155107  0400000US41    41     OR          Oregon   00   \n",
       "12      42  01779798  0400000US42    42     PA    Pennsylvania   00   \n",
       "13      28  01779790  0400000US28    28     MS     Mississippi   00   \n",
       "14      29  01779791  0400000US29    29     MO        Missouri   00   \n",
       "15      37  01027616  0400000US37    37     NC  North Carolina   00   \n",
       "16      40  01102857  0400000US40    40     OK        Oklahoma   00   \n",
       "17      54  01779805  0400000US54    54     WV   West Virginia   00   \n",
       "18      36  01779796  0400000US36    36     NY        New York   00   \n",
       "19      18  00448508  0400000US18    18     IN         Indiana   00   \n",
       "20      20  00481813  0400000US20    20     KS          Kansas   00   \n",
       "21      16  01779783  0400000US16    16     ID           Idaho   00   \n",
       "22      32  01779793  0400000US32    32     NV          Nevada   00   \n",
       "23      50  01779802  0400000US50    50     VT         Vermont   00   \n",
       "24      30  00767982  0400000US30    30     MT         Montana   00   \n",
       "25      27  00662849  0400000US27    27     MN       Minnesota   00   \n",
       "26      38  01779797  0400000US38    38     ND    North Dakota   00   \n",
       "27      15  01779782  0400000US15    15     HI          Hawaii   00   \n",
       "28      04  01779777  0400000US04    04     AZ         Arizona   00   \n",
       "29      10  01779781  0400000US10    10     DE        Delaware   00   \n",
       "30      44  01219835  0400000US44    44     RI    Rhode Island   00   \n",
       "31      08  01779779  0400000US08    08     CO        Colorado   00   \n",
       "32      49  01455989  0400000US49    49     UT            Utah   00   \n",
       "33      51  01779803  0400000US51    51     VA        Virginia   00   \n",
       "34      56  01779807  0400000US56    56     WY         Wyoming   00   \n",
       "35      22  01629543  0400000US22    22     LA       Louisiana   00   \n",
       "36      26  01779789  0400000US26    26     MI        Michigan   00   \n",
       "37      25  00606926  0400000US25    25     MA   Massachusetts   00   \n",
       "38      12  00294478  0400000US12    12     FL         Florida   00   \n",
       "39      09  01779780  0400000US09    09     CT     Connecticut   00   \n",
       "40      34  01779795  0400000US34    34     NJ      New Jersey   00   \n",
       "41      24  01714934  0400000US24    24     MD        Maryland   00   \n",
       "42      45  01779799  0400000US45    45     SC  South Carolina   00   \n",
       "43      23  01779787  0400000US23    23     ME           Maine   00   \n",
       "44      33  01779794  0400000US33    33     NH   New Hampshire   00   \n",
       "45      19  01779785  0400000US19    19     IA            Iowa   00   \n",
       "46      05  00068085  0400000US05    05     AR        Arkansas   00   \n",
       "47      47  01325873  0400000US47    47     TN       Tennessee   00   \n",
       "48      17  01779784  0400000US17    17     IL        Illinois   00   \n",
       "49      02  01785533  0400000US02    02     AK          Alaska   00   \n",
       "\n",
       "            ALAND        AWATER  \\\n",
       "0    198956658395    1371829134   \n",
       "1    172112588220   12559278850   \n",
       "2    314196306401     728776523   \n",
       "3    196346981786    3382720225   \n",
       "4    676653171537   19006305260   \n",
       "5    403503931312   20463871877   \n",
       "6    102279490672    2375337755   \n",
       "7    105828882568   10268850702   \n",
       "8    131174048583    4593327154   \n",
       "9    149482048342    4422936154   \n",
       "10   140290039723   29344951758   \n",
       "11   248606993270    6192386935   \n",
       "12   115884442321    3394589990   \n",
       "13   121533519481    3926919758   \n",
       "14   178050802184    2489425460   \n",
       "15   125923656064   13466071395   \n",
       "16   177662925723    3374587997   \n",
       "17    62266474513     489028543   \n",
       "18   122049149763   19246994695   \n",
       "19    92789302676    1538002829   \n",
       "20   211755344060    1344141205   \n",
       "21   214049787659    2391722557   \n",
       "22   284329506470    2047206072   \n",
       "23    23874175944    1030416650   \n",
       "24   376962738765    3869208832   \n",
       "25   206228939448   18945217189   \n",
       "26   178707534813    4403267548   \n",
       "27    16633990195   11777809026   \n",
       "28   294198551143    1027337603   \n",
       "29     5045925646    1399985648   \n",
       "30     2677779902    1323670487   \n",
       "31   268422891711    1181621593   \n",
       "32   212886221680    6998824394   \n",
       "33   102257717110    8528531774   \n",
       "34   251458544898    1867670745   \n",
       "35   111897594374   23753621895   \n",
       "36   146600952990  103885855702   \n",
       "37    20205125364    7129925486   \n",
       "38   138949136250   31361101223   \n",
       "39    12542497068    1815617571   \n",
       "40    19047825980    3544860246   \n",
       "41    25151100280    6979966958   \n",
       "42    77864918488    5075218778   \n",
       "43    79887426037   11746549764   \n",
       "44    23189413166    1026675248   \n",
       "45   144661267977    1084180812   \n",
       "46   134768872727    2962859592   \n",
       "47   106802728188    2350123465   \n",
       "48   143780567633    6214824948   \n",
       "49  1478839695958  245481577452   \n",
       "\n",
       "                                             geometry  ...         Other  \\\n",
       "0   POLYGON ((-104.05351 41.15726, -104.05267 41.2...  ...  0.000000e+00   \n",
       "1   MULTIPOLYGON (((-122.32834 48.02134, -122.3217...  ...  6.217620e-04   \n",
       "2   POLYGON ((-109.05017 31.48000, -109.04984 31.4...  ... -2.274370e-05   \n",
       "3   POLYGON ((-104.05770 44.99743, -104.05021 44.9...  ...  0.000000e+00   \n",
       "4   POLYGON ((-106.64548 31.89867, -106.64084 31.9...  ...  1.056295e-03   \n",
       "5   MULTIPOLYGON (((-118.60337 33.47810, -118.5987...  ...  3.791303e-03   \n",
       "6   MULTIPOLYGON (((-89.40565 36.52817, -89.39869 ...  ...  6.601420e-04   \n",
       "7   MULTIPOLYGON (((-82.73571 41.60336, -82.71880 ...  ...  6.809940e-05   \n",
       "8   MULTIPOLYGON (((-88.04374 30.51742, -88.03661 ...  ... -3.924880e-07   \n",
       "9   POLYGON ((-85.60516 34.98468, -85.55259 34.984...  ...  7.287190e-04   \n",
       "10  MULTIPOLYGON (((-86.95620 45.35201, -86.95339 ...  ...  6.694460e-04   \n",
       "11  POLYGON ((-124.55244 42.84057, -124.50014 42.9...  ...  5.745570e-04   \n",
       "12  POLYGON ((-80.51989 40.90666, -80.51909 40.921...  ...  3.743945e-03   \n",
       "13  MULTIPOLYGON (((-88.51067 30.21702, -88.49238 ...  ...  0.000000e+00   \n",
       "14  POLYGON ((-95.77355 40.57820, -95.76853 40.583...  ...  1.136960e-06   \n",
       "15  MULTIPOLYGON (((-75.72681 35.93584, -75.71827 ...  ...  4.099712e-03   \n",
       "16  POLYGON ((-103.00257 36.52659, -103.00219 36.6...  ...  8.702540e-05   \n",
       "17  POLYGON ((-82.64300 38.16956, -82.63905 38.171...  ... -1.003980e-04   \n",
       "18  MULTIPOLYGON (((-72.03496 41.25546, -72.02944 ...  ...  7.292576e-03   \n",
       "19  POLYGON ((-88.09566 37.90581, -88.08624 37.905...  ...  3.253224e-03   \n",
       "20  POLYGON ((-102.05174 40.00308, -101.91670 40.0...  ...  9.817640e-05   \n",
       "21  POLYGON ((-117.24268 44.39655, -117.23484 44.3...  ...  3.566692e-03   \n",
       "22  POLYGON ((-120.00574 39.22866, -120.00526 39.2...  ...  5.394630e-04   \n",
       "23  POLYGON ((-73.43774 44.04501, -73.43199 44.063...  ... -4.223080e-04   \n",
       "24  POLYGON ((-116.04905 48.48102, -116.04905 48.5...  ...  1.033058e-02   \n",
       "25  POLYGON ((-97.23921 48.96868, -97.23802 48.975...  ...  5.976939e-03   \n",
       "26  POLYGON ((-104.04865 48.86573, -104.04882 48.8...  ...  1.204598e-03   \n",
       "27  MULTIPOLYGON (((-156.05722 19.74254, -156.0523...  ...  4.048473e-02   \n",
       "28  POLYGON ((-114.79968 32.59362, -114.80939 32.6...  ... -3.911860e-05   \n",
       "29  MULTIPOLYGON (((-75.57080 39.62677, -75.55945 ...  ...  0.000000e+00   \n",
       "30  MULTIPOLYGON (((-71.36152 41.46483, -71.34707 ...  ...  0.000000e+00   \n",
       "31  POLYGON ((-109.06025 38.59933, -109.05954 38.7...  ...  1.072035e-03   \n",
       "32  POLYGON ((-114.05296 37.59278, -114.05247 37.6...  ...  4.821097e-03   \n",
       "33  MULTIPOLYGON (((-75.99966 37.84820, -75.99686 ...  ...  5.766091e-03   \n",
       "34  POLYGON ((-111.05689 44.86666, -111.05563 44.9...  ...  1.791122e-03   \n",
       "35  MULTIPOLYGON (((-88.88145 30.05320, -88.87048 ...  ...  5.719325e-03   \n",
       "36  MULTIPOLYGON (((-84.00966 46.10133, -83.98768 ...  ...  1.483289e-03   \n",
       "37  MULTIPOLYGON (((-70.27553 41.31046, -70.26063 ...  ...  4.230737e-02   \n",
       "38  MULTIPOLYGON (((-80.75164 24.85725, -80.72906 ...  ...  1.284379e-02   \n",
       "39  POLYGON ((-73.72777 41.10070, -73.69595 41.115...  ...  1.443659e-02   \n",
       "40  POLYGON ((-75.55910 39.62906, -75.55945 39.629...  ...  8.669891e-03   \n",
       "41  MULTIPOLYGON (((-76.04940 37.99031, -76.04881 ...  ...  8.275425e-03   \n",
       "42  POLYGON ((-83.35324 34.72865, -83.34883 34.737...  ...  4.456110e-04   \n",
       "43  MULTIPOLYGON (((-68.37659 44.11376, -68.37538 ...  ...  3.230018e-02   \n",
       "44  POLYGON ((-72.55725 42.85302, -72.55423 42.860...  ...  3.031022e-03   \n",
       "45  POLYGON ((-96.63970 42.73707, -96.63589 42.741...  ... -1.500410e-06   \n",
       "46  POLYGON ((-94.61792 36.49941, -94.55929 36.499...  ...  7.508970e-05   \n",
       "47  POLYGON ((-90.30988 35.00975, -90.30690 35.018...  ...  1.236290e-04   \n",
       "48  POLYGON ((-91.51297 40.18106, -91.51107 40.188...  ...  1.293934e-03   \n",
       "49  MULTIPOLYGON (((179.48246 51.98283, 179.48657 ...  ... -6.427440e-04   \n",
       "\n",
       "    Petroleum  Solar Thermal and Photovoltaic  Other Biomass      Wind  \\\n",
       "0    0.000433                        0.000850       0.002266  0.193339   \n",
       "1    0.000187                        0.000411       0.001046  0.062719   \n",
       "2    0.005220                        0.038832       0.000642  0.195940   \n",
       "3    0.000940                        0.000126       0.000000  0.192279   \n",
       "4    0.000320                        0.009034       0.000867  0.173055   \n",
       "5    0.000253                        0.140405       0.013493  0.068068   \n",
       "6    0.000701                        0.000627       0.001364  0.000000   \n",
       "7    0.007037                        0.001180       0.003702  0.017024   \n",
       "8    0.000140                        0.002698       0.000284  0.000000   \n",
       "9    0.001922                        0.016790       0.002472  0.000000   \n",
       "10   0.002275                        0.000604       0.008221  0.029914   \n",
       "11   0.000106                        0.010863       0.005211  0.105510   \n",
       "12   0.000809                        0.000362       0.007306  0.014195   \n",
       "13   0.000208                        0.004887       0.000257  0.000000   \n",
       "14   0.001241                        0.001275       0.000974  0.036509   \n",
       "15   0.001465                        0.056805       0.005116  0.003988   \n",
       "16   0.000205                        0.000700       0.000878  0.340405   \n",
       "17   0.002008                        0.000000       0.000000  0.025516   \n",
       "18   0.003889                        0.003979       0.011198  0.033858   \n",
       "19   0.001236                        0.003147       0.004514  0.060641   \n",
       "20   0.001536                        0.000223       0.001233  0.415099   \n",
       "21   0.000013                        0.030250       0.006153  0.138572   \n",
       "22   0.000309                        0.120595       0.001361  0.008258   \n",
       "23   0.000449                        0.064323       0.029026  0.164852   \n",
       "24   0.016714                        0.001057       0.000000  0.085381   \n",
       "25   0.000853                        0.021031       0.005909  0.184658   \n",
       "26   0.000816                        0.000000       0.000004  0.272509   \n",
       "27   0.704017                        0.027501       0.029902  0.054288   \n",
       "28   0.000561                        0.046481       0.000270  0.004882   \n",
       "29   0.003560                        0.010232       0.011674  0.001002   \n",
       "30   0.001447                        0.007176       0.027254  0.027044   \n",
       "31   0.000141                        0.021624       0.001305  0.192631   \n",
       "32   0.001017                        0.055894       0.001808  0.020929   \n",
       "33   0.002664                        0.009802       0.011172  0.000000   \n",
       "34   0.001038                        0.004274       0.000000  0.098772   \n",
       "35   0.031830                        0.000015       0.000832  0.000000   \n",
       "36   0.007842                        0.001225       0.007841  0.049920   \n",
       "37   0.004816                        0.054090       0.042393  0.009798   \n",
       "38   0.006210                        0.015885       0.008779  0.000000   \n",
       "39   0.000305                        0.003457       0.012009  0.000305   \n",
       "40   0.002005                        0.016400       0.011221  0.000310   \n",
       "41   0.001711                        0.012570       0.008401  0.013230   \n",
       "42   0.000785                        0.008576       0.001293  0.000000   \n",
       "43   0.003308                        0.000672       0.011553  0.237731   \n",
       "44   0.001669                        0.000000       0.007394  0.024043   \n",
       "45   0.002247                        0.000246       0.003242  0.419875   \n",
       "46   0.000732                        0.003264       0.001444  0.000000   \n",
       "47   0.001696                        0.003964       0.001072  0.000461   \n",
       "48   0.000236                        0.000336       0.002234  0.078385   \n",
       "49   0.148447                        0.000000       0.006185  0.023488   \n",
       "\n",
       "    Wood and Wood Derived Fuels  Dirty  Clean            RankRange  Ranked  \n",
       "0                      0.000000    55%    45%    0-20th Percentile     9.0  \n",
       "1                      0.013440     7%    93%   60-80th Percentile    36.0  \n",
       "2                      0.000000    42%    58%   20-40th Percentile    12.5  \n",
       "3                      0.000000    18%    82%   40-60th Percentile    28.0  \n",
       "4                      0.002157    20%    80%   40-60th Percentile    25.0  \n",
       "5                      0.015947     1%    99%  Top 20th Percentile    46.5  \n",
       "6                      0.003845    72%    28%    0-20th Percentile     4.0  \n",
       "7                      0.002009    40%    60%   20-40th Percentile    14.0  \n",
       "8                      0.023248    19%    81%   40-60th Percentile    27.0  \n",
       "9                      0.039300    20%    80%   40-60th Percentile    25.0  \n",
       "10                     0.013006    42%    58%   20-40th Percentile    12.5  \n",
       "11                     0.010237     4%    96%  Top 20th Percentile    41.0  \n",
       "12                     0.001377    17%    83%   40-60th Percentile    29.0  \n",
       "13                     0.020898     7%    93%   60-80th Percentile    36.0  \n",
       "14                     0.000561    71%    29%    0-20th Percentile     5.0  \n",
       "15                     0.014318    24%    76%   40-60th Percentile    22.0  \n",
       "16                     0.002767     9%    91%   60-80th Percentile    34.0  \n",
       "17                     0.000000    91%     9%    0-20th Percentile     1.0  \n",
       "18                     0.003590     1%    99%  Top 20th Percentile    46.5  \n",
       "19                     0.000000    62%    38%    0-20th Percentile     7.0  \n",
       "20                     0.000000    34%    66%   20-40th Percentile    17.5  \n",
       "21                     0.021973     0%   100%  Top 20th Percentile    49.0  \n",
       "22                     0.000000     7%    93%   60-80th Percentile    36.0  \n",
       "23                     0.157062     0%   100%  Top 20th Percentile    49.0  \n",
       "24                     0.000725    53%    47%    0-20th Percentile    10.0  \n",
       "25                     0.014098    31%    69%   20-40th Percentile    19.0  \n",
       "26                     0.000000    61%    39%    0-20th Percentile     8.0  \n",
       "27                     0.000000    88%    12%    0-20th Percentile     2.0  \n",
       "28                     0.001761    20%    80%   40-60th Percentile    25.0  \n",
       "29                     0.000000     6%    94%   60-80th Percentile    38.0  \n",
       "30                     0.000000     0%   100%  Top 20th Percentile    49.0  \n",
       "31                     0.001571    45%    55%   20-40th Percentile    11.0  \n",
       "32                     0.000000    65%    35%    0-20th Percentile     6.0  \n",
       "33                     0.027520     4%    96%  Top 20th Percentile    41.0  \n",
       "34                     0.000000    85%    15%    0-20th Percentile     3.0  \n",
       "35                     0.021608    13%    87%   60-80th Percentile    32.0  \n",
       "36                     0.011990    34%    66%   20-40th Percentile    17.5  \n",
       "37                     0.004280     5%    95%   60-80th Percentile    39.0  \n",
       "38                     0.009336    11%    89%   60-80th Percentile    33.0  \n",
       "39                     0.006702     2%    98%  Top 20th Percentile    44.5  \n",
       "40                     0.000000     3%    97%  Top 20th Percentile    43.0  \n",
       "41                     0.001529    16%    84%   40-60th Percentile    30.0  \n",
       "42                     0.020365    15%    85%   60-80th Percentile    31.0  \n",
       "43                     0.202770     4%    96%  Top 20th Percentile    41.0  \n",
       "44                     0.059949     2%    98%  Top 20th Percentile    44.5  \n",
       "45                     0.000199    36%    64%   20-40th Percentile    15.5  \n",
       "46                     0.019266    36%    64%   20-40th Percentile    15.5  \n",
       "47                     0.010086    23%    77%   40-60th Percentile    23.0  \n",
       "48                     0.000000    27%    73%   20-40th Percentile    20.0  \n",
       "49                     0.000000    26%    74%   40-60th Percentile    21.0  \n",
       "\n",
       "[50 rows x 29 columns]"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "RR = []\n",
    "for i in Full_State[\"Ranked\"]:\n",
    "    if 1 <= i <=10:\n",
    "        RR.append([\"0-20th Percentile\"])\n",
    "    elif 11<= i <=20:\n",
    "        RR.append([\"20-40th Percentile\"])\n",
    "    elif 21<= i <=30:\n",
    "        RR.append([\"40-60th Percentile\"])\n",
    "    elif 31<= i <=40:\n",
    "        RR.append([\"60-80th Percentile\"])\n",
    "    else:\n",
    "        RR.append([\"Top 20th Percentile\"])\n",
    "\n",
    "RR=pnd.to_numeric(RR,errors='coerce')        \n",
    "Full_State.insert(27,\"RankRange\",RR) \n",
    "#Full_State.head()\n",
    "Cont_State = Full_State[Full_State[\"NAME\"].isin([\"Alaska\",\"Hawaii\"])==False]\n",
    "NonCont_State = Full_State[Full_State[\"NAME\"].isin([\"Alaska\",\"Vermont\",\"West Virginia\"])==True]\n",
    "HAW = Full_State[Full_State[\"NAME\"].isin([\"Hawaii\"])==True]\n",
    "Full_State"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a9e73785",
   "metadata": {},
   "source": [
    "<font color=\"purple\">__Now just create the graph with two color__<font>"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "28e60e60",
   "metadata": {},
   "outputs": [],
   "source": [
    "colMap = LinearSegmentedColormap.from_list(\"\", [\"red\",\"lime\"])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "0bf570c3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "p = Cont_State.plot(column='RankRange',cmap=colMap,legend=True,legend_kwds={'bbox_to_anchor': (1.45, 1)},edgecolor=\"black\",linewidth=.75)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "080bca13",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": "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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#NonCont_State['geometry']= NonCont_State['geometry'].skew(3,2.5)\n",
    "np = NonCont_State.plot(column='RankRange',cmap=colMap, legend=False, edgecolor=\"black\", linewidth=.75)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "f2ee61fb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "H = HAW.plot(column='RankRange',cmap=colMap, legend=False, edgecolor=\"black\", linewidth=.75)"
   ]
  }
 ],
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