tornado.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Twister! United States tornadoes"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Analyzing United States tornadoes\n",
    "Tornadoes occur in many parts of the world, including Australia, Europe, Africa, Asia, and South America, but they are found most frequently in the United States. Outside the United States, two of the highest concentrations of tornadoes are found in Argentina and Bangladesh.\n",
    "\n",
    "Tornadoes are the most violent of all atmospheric storms and in the United States alone have caused an average of more than 80 deaths and 1,400 injuries each year (based on 1950–2008 data). A tornado is a narrow, violently rotating column of air that extends from the base of a thunderstorm to the ground. Tornado formation is complex and no two tornadoes are the same; however, they need certain conditions to form, including intense or unseasonable heat. Wind speed within a tornado can vary from just above 0 mph up to 70 mph, with an average of 30 mph (NOAA). The Fujita damage scale is used to quantify the intensity of a tornado."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](tornado_img/2.png)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Explore the map of tornadoes across the United States: Twister! United States tornadoes from 1950 to 2012\n",
    "\n",
    "### Which states have had the most tornadoes?\n",
    "Using tornado location data from the United States severe weather report database, provided by the National Oceanic and Atmospheric Administration (NOAA)/National Weather Service Storm Prediction Center (http://www.spc.noaa.gov/gis/svrgis/), you can find the total number of tornadoes by state."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "from arcgis.gis import GIS\n",
    "import pandas as pd"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "gis = GIS(\"https://deldev.maps.arcgis.com\", \"demos_deldev\", \"DelDevs12\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "data = gis.content.search('title:tornado_lyr', 'Feature layer',)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "                        <a href='https://deldev.maps.arcgis.com/home/item.html?id=bb5a137855444f2caebb45af053f88ab' target='_blank'><b>Aggregation_of_tornado_lyr___Tornadoes_5011_to_tornado_lyr___StatePop_5011</b>\n",
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       "                        <br/>Feature layer generated from Aggregate Points<img src='https://deldev.maps.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/featureshosted16.png' style=\"vertical-align:middle;\">Feature Layer Collection by demos_deldev\n",
       "                        <br/>Last Modified: October 12, 2018\n",
       "                        <br/>0 comments, 2 views\n",
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src='data:image/png;base64,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' width='200' height='133' class=\"itemThumbnail\">\n",
       "                       </a>\n",
       "                    </div>\n",
       "\n",
       "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n",
       "                        <a href='https://deldev.maps.arcgis.com/home/item.html?id=862842af46234f6295a60c082406298f' target='_blank'><b>tornado_lyr</b>\n",
       "                        </a>\n",
       "                        <br/>Tornado Tracks for 1950-2011, Kansas, USA<img src='https://deldev.maps.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/featureshosted16.png' style=\"vertical-align:middle;\">Feature Layer Collection by demos_deldev\n",
       "                        <br/>Last Modified: October 12, 2018\n",
       "                        <br/>0 comments, 0 views\n",
       "                    </div>\n",
       "                </div>\n",
       "                "
      ],
      "text/plain": [
       "<Item title:\"tornado_lyr\" type:Feature Layer Collection owner:demos_deldev>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from IPython.display import display\n",
    "\n",
    "for item in data:\n",
    "    display(item)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "item = data[1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "StatePop_5011\n",
      "Kansas_tracks\n",
      "MeanTrack_Merge\n",
      "Kansas_counties10\n",
      "Tornadoes_5011\n"
     ]
    }
   ],
   "source": [
    "for lyr in item.layers:\n",
    "    print(lyr.properties.name)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "boundary = item.layers[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "tornado_lyr = item.layers[4]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "from arcgis.features.summarize_data import aggregate_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg_points = aggregate_points(point_layer=tornado_lyr,  polygon_layer=boundary, keep_boundaries_with_no_points=True,\n",
    "                              output_name=\"agg_tornado_points\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "agg = gis.content.get('5f9c031f0aef4e5f83907150981208ed')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div class=\"item_container\" style=\"height: auto; overflow: hidden; border: 1px solid #cfcfcf; border-radius: 2px; background: #f6fafa; line-height: 1.21429em; padding: 10px;\">\n",
       "                    <div class=\"item_left\" style=\"width: 210px; float: left;\">\n",
       "                       <a href='https://deldev.maps.arcgis.com/home/item.html?id=5f9c031f0aef4e5f83907150981208ed' target='_blank'>\n",
       "                        <img src='data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAMgAAACFCAYAAAAenrcsAAABGUlEQVR42u3TAQ0AAAzCMPybBgU38LQSliwFTpEADAIGAYOAQcAgYBAwCBgEDAIYBAwCBgGDgEHAIGAQMAgYBAwCGAQMAgYBg4BBwCBgEDAIGAQwCBgEDAIGAYOAQcAgYBAwCBgEMAgYBAwCBgGDgEHAIGAQMAhgEDAIGAQMAgYBg4BBwCBgEDAIYBAwCBgEDAIGAYOAQcAgYBDAIGAQMAgYBAwCBgGDgEHAIGAQwCBgEDAIGAQMAgYBg4BBwCBgEAnAIGAQMAgYBAwCBgGDgEHAIIBBwCBgEDAIGAQMAgYBg4BBwCCAQcAgYBAwCBgEDAIGAYOAQQCDgEHAIGAQMAgYBAwCBgGDgEEAg4BBwCBgEDAIGAQMAu8MNFIYo2feTFIAAAAASUVORK5CYII=' width='200' height='133' class=\"itemThumbnail\">\n",
       "                       </a>\n",
       "                    </div>\n",
       "\n",
       "                    <div class=\"item_right\"     style=\"float: none; width: auto; overflow: hidden;\">\n",
       "                        <a href='https://deldev.maps.arcgis.com/home/item.html?id=5f9c031f0aef4e5f83907150981208ed' target='_blank'><b>agg_tornado_points</b>\n",
       "                        </a>\n",
       "                        <br/><img src='https://deldev.maps.arcgis.com/home/js/jsapi/esri/css/images/item_type_icons/featureshosted16.png' style=\"vertical-align:middle;\">Feature Layer Collection by demos_deldev\n",
       "                        <br/>Last Modified: October 15, 2018\n",
       "                        <br/>0 comments, 6 views\n",
       "                    </div>\n",
       "                </div>\n",
       "                "
      ],
      "text/plain": [
       "<Item title:\"agg_tornado_points\" type:Feature Layer Collection owner:demos_deldev>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "agg"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "a821a26e69054193a8ae9dddfc9b4546",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>MapView</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "MapView(basemaps=['dark-gray', 'dark-gray-vector', 'gray', 'gray-vector', 'hybrid', 'national-geographic', 'oceans', 'osm', 'satellite', 'streets', 'streets-navigation-vector', 'streets-night-vector', 'streets-relief-vector', 'streets-vector', 'terrain', 'topo', 'topo-vector'], center=[0, 0])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "m = gis.map('US')\n",
    "m"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](tornado_img/1.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [],
   "source": [
    "m.add_layer(agg)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Who has suffered the most?"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "There can be many devastating effects from a tornado, including loss of life, injuries, property damage, and financial losses. To identify populations that have been affected by tornadoes, you can aggregate the number of tornadoes to the state level and normalize by population."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "aggregate_lyr = agg.layers[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "38600970f49c48099ca7ad7730c33e5c",
       "version_major": 2,
       "version_minor": 0
      },
      "text/html": [
       "<p>Failed to display Jupyter Widget of type <code>MapView</code>.</p>\n",
       "<p>\n",
       "  If you're reading this message in the Jupyter Notebook or JupyterLab Notebook, it may mean\n",
       "  that the widgets JavaScript is still loading. If this message persists, it\n",
       "  likely means that the widgets JavaScript library is either not installed or\n",
       "  not enabled. See the <a href=\"https://ipywidgets.readthedocs.io/en/stable/user_install.html\">Jupyter\n",
       "  Widgets Documentation</a> for setup instructions.\n",
       "</p>\n",
       "<p>\n",
       "  If you're reading this message in another frontend (for example, a static\n",
       "  rendering on GitHub or <a href=\"https://nbviewer.jupyter.org/\">NBViewer</a>),\n",
       "  it may mean that your frontend doesn't currently support widgets.\n",
       "</p>\n"
      ],
      "text/plain": [
       "MapView(basemaps=['dark-gray', 'dark-gray-vector', 'gray', 'gray-vector', 'hybrid', 'national-geographic', 'oceans', 'osm', 'satellite', 'streets', 'streets-navigation-vector', 'streets-night-vector', 'streets-relief-vector', 'streets-vector', 'terrain', 'topo', 'topo-vector'], center=[0, 0])"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "map2 = gis.map('Poway')\n",
    "map2"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "![](tornado_img/4.png)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "map2.add_layer(aggregate_lyr, {\"type\":\"FeatureLayer\", \n",
    "               \"url\":\"https://deldev.maps.arcgis.com/home/webmap/viewer.html?layers=5f9c031f0aef4e5f83907150981208ed\",\n",
    "               \"renderer\":\"ClassedColorRenderer\",\n",
    "               \"field_name\":\"AvgPop\",\n",
    "               \"opacity\":0.7\n",
    "              })"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "from arcgis.features import SpatialDataFrame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "sdf = SpatialDataFrame.from_layer(aggregate_lyr)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "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>AnalysisArea</th>\n",
       "      <th>Average</th>\n",
       "      <th>AvgPop</th>\n",
       "      <th>NAME</th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>Point_Count</th>\n",
       "      <th>STATE</th>\n",
       "      <th>Shape__Area</th>\n",
       "      <th>Shape__Length</th>\n",
       "      <th>SHAPE</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>68.337260</td>\n",
       "      <td>6.739205e+05</td>\n",
       "      <td>6.739205e+05</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>11</td>\n",
       "      <td>1.750669e+08</td>\n",
       "      <td>6.326963e+04</td>\n",
       "      <td>{'rings': [[[1622167.2093, 168943.499699999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2025.149984</td>\n",
       "      <td>6.099492e+05</td>\n",
       "      <td>6.099492e+05</td>\n",
       "      <td>Delaware</td>\n",
       "      <td>2</td>\n",
       "      <td>56</td>\n",
       "      <td>10</td>\n",
       "      <td>5.188242e+09</td>\n",
       "      <td>4.349366e+05</td>\n",
       "      <td>{'rings': [[[1735404.4165, 275742.248], [17353...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>1104.035111</td>\n",
       "      <td>9.550124e+05</td>\n",
       "      <td>9.550124e+05</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "      <td>44</td>\n",
       "      <td>2.834163e+09</td>\n",
       "      <td>4.908612e+05</td>\n",
       "      <td>{'rings': [[[2009268.9923, 594594.814100001], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4986.289976</td>\n",
       "      <td>3.027383e+06</td>\n",
       "      <td>3.027383e+06</td>\n",
       "      <td>Connecticut</td>\n",
       "      <td>4</td>\n",
       "      <td>89</td>\n",
       "      <td>09</td>\n",
       "      <td>1.279924e+10</td>\n",
       "      <td>5.603045e+05</td>\n",
       "      <td>{'rings': [[[1872089.7645, 573487.747400001], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>7780.017847</td>\n",
       "      <td>7.269192e+06</td>\n",
       "      <td>7.269192e+06</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>5</td>\n",
       "      <td>137</td>\n",
       "      <td>34</td>\n",
       "      <td>1.994016e+10</td>\n",
       "      <td>8.336551e+05</td>\n",
       "      <td>{'rings': [[[1801150.006, 453422.537999999], [...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>9614.203282</td>\n",
       "      <td>5.034385e+05</td>\n",
       "      <td>5.034384e+05</td>\n",
       "      <td>Vermont</td>\n",
       "      <td>6</td>\n",
       "      <td>42</td>\n",
       "      <td>50</td>\n",
       "      <td>2.482397e+10</td>\n",
       "      <td>8.819880e+05</td>\n",
       "      <td>{'rings': [[[1767675.8008, 886698.015299998], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>9281.845434</td>\n",
       "      <td>9.238086e+05</td>\n",
       "      <td>9.238086e+05</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>7</td>\n",
       "      <td>84</td>\n",
       "      <td>33</td>\n",
       "      <td>2.393775e+10</td>\n",
       "      <td>8.977089e+05</td>\n",
       "      <td>{'rings': [[[1930811.7019, 964287.034499999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>8216.153826</td>\n",
       "      <td>5.763614e+06</td>\n",
       "      <td>5.763614e+06</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>8</td>\n",
       "      <td>146</td>\n",
       "      <td>25</td>\n",
       "      <td>2.111380e+10</td>\n",
       "      <td>1.401703e+06</td>\n",
       "      <td>{'rings': [[[2024830.4322, 710336.205899999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>31156.979063</td>\n",
       "      <td>3.173051e+06</td>\n",
       "      <td>3.173052e+06</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>9</td>\n",
       "      <td>898</td>\n",
       "      <td>45</td>\n",
       "      <td>8.046884e+10</td>\n",
       "      <td>1.416258e+06</td>\n",
       "      <td>{'rings': [[[1199295.1788, -346831.465399999],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>6453.218219</td>\n",
       "      <td>9.384976e+05</td>\n",
       "      <td>9.384976e+05</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>10</td>\n",
       "      <td>26</td>\n",
       "      <td>15</td>\n",
       "      <td>1.829376e+10</td>\n",
       "      <td>1.568294e+06</td>\n",
       "      <td>{'rings': [[[-6066460.5727, -50313.9743999988]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>36181.663273</td>\n",
       "      <td>5.370940e+06</td>\n",
       "      <td>5.370940e+06</td>\n",
       "      <td>Indiana</td>\n",
       "      <td>11</td>\n",
       "      <td>1277</td>\n",
       "      <td>18</td>\n",
       "      <td>9.274046e+10</td>\n",
       "      <td>1.570143e+06</td>\n",
       "      <td>{'rings': [[[827022.622699998, 350492.8961], [...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>45306.184612</td>\n",
       "      <td>1.179985e+07</td>\n",
       "      <td>1.179985e+07</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>12</td>\n",
       "      <td>706</td>\n",
       "      <td>42</td>\n",
       "      <td>1.161929e+11</td>\n",
       "      <td>1.576396e+06</td>\n",
       "      <td>{'rings': [[[1327677.1216, 478195.143599998], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>41325.921825</td>\n",
       "      <td>1.052068e+07</td>\n",
       "      <td>1.052068e+07</td>\n",
       "      <td>Ohio</td>\n",
       "      <td>13</td>\n",
       "      <td>936</td>\n",
       "      <td>39</td>\n",
       "      <td>1.059368e+11</td>\n",
       "      <td>1.606652e+06</td>\n",
       "      <td>{'rings': [[[1273265.8034, 427290.186000001], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>56271.124006</td>\n",
       "      <td>2.841412e+06</td>\n",
       "      <td>2.841412e+06</td>\n",
       "      <td>Iowa</td>\n",
       "      <td>14</td>\n",
       "      <td>2244</td>\n",
       "      <td>19</td>\n",
       "      <td>1.445796e+11</td>\n",
       "      <td>1.818846e+06</td>\n",
       "      <td>{'rings': [[[373430.717500001, 507131.96420000...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>70698.724518</td>\n",
       "      <td>6.389494e+05</td>\n",
       "      <td>6.389494e+05</td>\n",
       "      <td>North Dakota</td>\n",
       "      <td>15</td>\n",
       "      <td>1411</td>\n",
       "      <td>38</td>\n",
       "      <td>1.852233e+11</td>\n",
       "      <td>1.845366e+06</td>\n",
       "      <td>{'rings': [[[-105357.537699997, 1111643.4249],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>51699.225173</td>\n",
       "      <td>3.842205e+06</td>\n",
       "      <td>3.842205e+06</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>16</td>\n",
       "      <td>1811</td>\n",
       "      <td>01</td>\n",
       "      <td>1.340660e+11</td>\n",
       "      <td>1.895316e+06</td>\n",
       "      <td>{'rings': [[[1009988.0379, -617362.6428], [101...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>24228.614551</td>\n",
       "      <td>1.847955e+06</td>\n",
       "      <td>1.847955e+06</td>\n",
       "      <td>West Virginia</td>\n",
       "      <td>17</td>\n",
       "      <td>116</td>\n",
       "      <td>54</td>\n",
       "      <td>6.208059e+10</td>\n",
       "      <td>1.932819e+06</td>\n",
       "      <td>{'rings': [[[1296618.4264, 291696.274999999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>58921.014944</td>\n",
       "      <td>5.903666e+06</td>\n",
       "      <td>5.903666e+06</td>\n",
       "      <td>Georgia</td>\n",
       "      <td>18</td>\n",
       "      <td>1398</td>\n",
       "      <td>13</td>\n",
       "      <td>1.528725e+11</td>\n",
       "      <td>1.961322e+06</td>\n",
       "      <td>{'rings': [[[1169384.6574, -358694.258200001],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>84897.718325</td>\n",
       "      <td>1.526809e+06</td>\n",
       "      <td>1.526809e+06</td>\n",
       "      <td>Utah</td>\n",
       "      <td>19</td>\n",
       "      <td>119</td>\n",
       "      <td>49</td>\n",
       "      <td>2.176164e+11</td>\n",
       "      <td>1.962665e+06</td>\n",
       "      <td>{'rings': [[[-1326667.338, 449389.181299999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>56344.815570</td>\n",
       "      <td>1.121564e+07</td>\n",
       "      <td>1.121564e+07</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>20</td>\n",
       "      <td>2152</td>\n",
       "      <td>17</td>\n",
       "      <td>1.444649e+11</td>\n",
       "      <td>1.974885e+06</td>\n",
       "      <td>{'rings': [[[438585.865699999, 400628.78979999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>82276.507689</td>\n",
       "      <td>2.394136e+06</td>\n",
       "      <td>2.394136e+06</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>21</td>\n",
       "      <td>3713</td>\n",
       "      <td>20</td>\n",
       "      <td>2.108454e+11</td>\n",
       "      <td>1.998307e+06</td>\n",
       "      <td>{'rings': [[[-501114.919, 127056.2205], [-4975...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>97813.119979</td>\n",
       "      <td>4.188026e+05</td>\n",
       "      <td>4.188027e+05</td>\n",
       "      <td>Wyoming</td>\n",
       "      <td>22</td>\n",
       "      <td>618</td>\n",
       "      <td>56</td>\n",
       "      <td>2.518628e+11</td>\n",
       "      <td>2.024219e+06</td>\n",
       "      <td>{'rings': [[[-1027883.1995, 738052.772999998],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>42145.044904</td>\n",
       "      <td>4.591578e+06</td>\n",
       "      <td>4.591578e+06</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>23</td>\n",
       "      <td>1049</td>\n",
       "      <td>47</td>\n",
       "      <td>1.083139e+11</td>\n",
       "      <td>2.072267e+06</td>\n",
       "      <td>{'rings': [[[707910.372199997, -245405.4663], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>77115.414924</td>\n",
       "      <td>7.053922e+05</td>\n",
       "      <td>7.053922e+05</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>24</td>\n",
       "      <td>1653</td>\n",
       "      <td>46</td>\n",
       "      <td>1.993672e+11</td>\n",
       "      <td>2.073192e+06</td>\n",
       "      <td>{'rings': [[[-624230.350299999, 796797.4849999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>104092.849437</td>\n",
       "      <td>2.954163e+06</td>\n",
       "      <td>2.954163e+06</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>25</td>\n",
       "      <td>1916</td>\n",
       "      <td>08</td>\n",
       "      <td>2.667719e+11</td>\n",
       "      <td>2.091704e+06</td>\n",
       "      <td>{'rings': [[[-994953.916199997, 286459.6979999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>40403.199059</td>\n",
       "      <td>3.553675e+06</td>\n",
       "      <td>3.553675e+06</td>\n",
       "      <td>Kentucky</td>\n",
       "      <td>26</td>\n",
       "      <td>785</td>\n",
       "      <td>21</td>\n",
       "      <td>1.035913e+11</td>\n",
       "      <td>2.115166e+06</td>\n",
       "      <td>{'rings': [[[992677.431500003, 72532.067099999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>53178.282801</td>\n",
       "      <td>2.242957e+06</td>\n",
       "      <td>2.242957e+06</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>27</td>\n",
       "      <td>1626</td>\n",
       "      <td>05</td>\n",
       "      <td>1.369865e+11</td>\n",
       "      <td>2.137131e+06</td>\n",
       "      <td>{'rings': [[[135918.678300001, -274996.2683999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>10454.287928</td>\n",
       "      <td>4.237439e+06</td>\n",
       "      <td>4.237438e+06</td>\n",
       "      <td>Maryland</td>\n",
       "      <td>28</td>\n",
       "      <td>307</td>\n",
       "      <td>24</td>\n",
       "      <td>2.678378e+10</td>\n",
       "      <td>2.175707e+06</td>\n",
       "      <td>{'rings': [[[1714702.1124, 250581.950399999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>77354.097444</td>\n",
       "      <td>1.557746e+06</td>\n",
       "      <td>1.557746e+06</td>\n",
       "      <td>Nebraska</td>\n",
       "      <td>29</td>\n",
       "      <td>2583</td>\n",
       "      <td>31</td>\n",
       "      <td>1.985676e+11</td>\n",
       "      <td>2.180209e+06</td>\n",
       "      <td>{'rings': [[[-594755.5295, 466208.386599999], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>56097.754879</td>\n",
       "      <td>4.654663e+06</td>\n",
       "      <td>4.654664e+06</td>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>30</td>\n",
       "      <td>1247</td>\n",
       "      <td>55</td>\n",
       "      <td>1.451495e+11</td>\n",
       "      <td>2.279968e+06</td>\n",
       "      <td>{'rings': [[[398608.806999996, 889982.54259999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>97039.047466</td>\n",
       "      <td>2.580286e+06</td>\n",
       "      <td>2.580286e+06</td>\n",
       "      <td>Oregon</td>\n",
       "      <td>31</td>\n",
       "      <td>99</td>\n",
       "      <td>41</td>\n",
       "      <td>2.505108e+11</td>\n",
       "      <td>2.297201e+06</td>\n",
       "      <td>{'rings': [[[-2075246.4999, 1107527.8023], [-2...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>110561.060148</td>\n",
       "      <td>1.049231e+06</td>\n",
       "      <td>1.049231e+06</td>\n",
       "      <td>Nevada</td>\n",
       "      <td>32</td>\n",
       "      <td>77</td>\n",
       "      <td>32</td>\n",
       "      <td>2.834732e+11</td>\n",
       "      <td>2.344833e+06</td>\n",
       "      <td>{'rings': [[[-1719346.8085, 531281.9069], [-17...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>69704.724146</td>\n",
       "      <td>4.940863e+06</td>\n",
       "      <td>4.940863e+06</td>\n",
       "      <td>Missouri</td>\n",
       "      <td>33</td>\n",
       "      <td>1991</td>\n",
       "      <td>29</td>\n",
       "      <td>1.786760e+11</td>\n",
       "      <td>2.365683e+06</td>\n",
       "      <td>{'rings': [[[350770.8345, 185824.929900002], [...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>113998.034637</td>\n",
       "      <td>3.055594e+06</td>\n",
       "      <td>3.055594e+06</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>34</td>\n",
       "      <td>233</td>\n",
       "      <td>04</td>\n",
       "      <td>2.942659e+11</td>\n",
       "      <td>2.366725e+06</td>\n",
       "      <td>{'rings': [[[-1151641.1824, -138130.228100002]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>32792.410663</td>\n",
       "      <td>1.119445e+06</td>\n",
       "      <td>1.119445e+06</td>\n",
       "      <td>Maine</td>\n",
       "      <td>35</td>\n",
       "      <td>110</td>\n",
       "      <td>23</td>\n",
       "      <td>8.507680e+10</td>\n",
       "      <td>2.378668e+06</td>\n",
       "      <td>{'rings': [[[2077663.465, 1245213.5299], [2078...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>121589.885672</td>\n",
       "      <td>1.335518e+06</td>\n",
       "      <td>1.335518e+06</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>36</td>\n",
       "      <td>532</td>\n",
       "      <td>35</td>\n",
       "      <td>3.137347e+11</td>\n",
       "      <td>2.387273e+06</td>\n",
       "      <td>{'rings': [[[-1009043.1255, -157340.295400001]...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>47698.464093</td>\n",
       "      <td>2.487921e+06</td>\n",
       "      <td>2.487921e+06</td>\n",
       "      <td>Mississippi</td>\n",
       "      <td>37</td>\n",
       "      <td>1861</td>\n",
       "      <td>28</td>\n",
       "      <td>1.237150e+11</td>\n",
       "      <td>2.427361e+06</td>\n",
       "      <td>{'rings': [[[714736.648199998, -420430.9725], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>69898.896153</td>\n",
       "      <td>2.921676e+06</td>\n",
       "      <td>2.921676e+06</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>38</td>\n",
       "      <td>3406</td>\n",
       "      <td>40</td>\n",
       "      <td>1.797709e+11</td>\n",
       "      <td>2.504550e+06</td>\n",
       "      <td>{'rings': [[[-362128.341300003, -212451.344500...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>49070.173439</td>\n",
       "      <td>1.778694e+07</td>\n",
       "      <td>1.778694e+07</td>\n",
       "      <td>New York</td>\n",
       "      <td>39</td>\n",
       "      <td>387</td>\n",
       "      <td>36</td>\n",
       "      <td>1.263204e+11</td>\n",
       "      <td>2.540354e+06</td>\n",
       "      <td>{'rings': [[[1774515.4025, 862212.1087], [1774...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>83569.013034</td>\n",
       "      <td>9.562094e+05</td>\n",
       "      <td>9.562094e+05</td>\n",
       "      <td>Idaho</td>\n",
       "      <td>40</td>\n",
       "      <td>194</td>\n",
       "      <td>16</td>\n",
       "      <td>2.161487e+11</td>\n",
       "      <td>2.788799e+06</td>\n",
       "      <td>{'rings': [[[-1470226.2844, 1273708.4356], [-1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>84389.594657</td>\n",
       "      <td>4.130647e+06</td>\n",
       "      <td>4.130647e+06</td>\n",
       "      <td>Minnesota</td>\n",
       "      <td>41</td>\n",
       "      <td>1590</td>\n",
       "      <td>27</td>\n",
       "      <td>2.199363e+11</td>\n",
       "      <td>2.813025e+06</td>\n",
       "      <td>{'rings': [[[62392.6840000004, 1132755.8398], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>40593.785210</td>\n",
       "      <td>5.500573e+06</td>\n",
       "      <td>5.500572e+06</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>42</td>\n",
       "      <td>628</td>\n",
       "      <td>51</td>\n",
       "      <td>1.040853e+11</td>\n",
       "      <td>2.834105e+06</td>\n",
       "      <td>{'rings': [[[1524745.9593, 185056.8094], [1527...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>50295.054998</td>\n",
       "      <td>6.197851e+06</td>\n",
       "      <td>6.197852e+06</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>43</td>\n",
       "      <td>1141</td>\n",
       "      <td>37</td>\n",
       "      <td>1.293446e+11</td>\n",
       "      <td>2.954581e+06</td>\n",
       "      <td>{'rings': [[[1781910.3577, -77742.6008000001],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>147039.444623</td>\n",
       "      <td>7.766022e+05</td>\n",
       "      <td>7.766022e+05</td>\n",
       "      <td>Montana</td>\n",
       "      <td>44</td>\n",
       "      <td>383</td>\n",
       "      <td>30</td>\n",
       "      <td>3.844495e+11</td>\n",
       "      <td>3.021800e+06</td>\n",
       "      <td>{'rings': [[[-1470226.2844, 1273708.4356], [-1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>47294.307762</td>\n",
       "      <td>3.902136e+06</td>\n",
       "      <td>3.902136e+06</td>\n",
       "      <td>Louisiana</td>\n",
       "      <td>45</td>\n",
       "      <td>1728</td>\n",
       "      <td>22</td>\n",
       "      <td>1.235235e+11</td>\n",
       "      <td>3.057744e+06</td>\n",
       "      <td>{'rings': [[[223191.805100001, -658317.4234], ...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>68064.454164</td>\n",
       "      <td>4.303187e+06</td>\n",
       "      <td>4.303187e+06</td>\n",
       "      <td>Washington</td>\n",
       "      <td>46</td>\n",
       "      <td>100</td>\n",
       "      <td>53</td>\n",
       "      <td>1.782601e+11</td>\n",
       "      <td>3.183406e+06</td>\n",
       "      <td>{'rings': [[[-1947298.6449, 1399434.5065], [-1...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>58022.610380</td>\n",
       "      <td>1.025711e+07</td>\n",
       "      <td>1.025711e+07</td>\n",
       "      <td>Florida</td>\n",
       "      <td>47</td>\n",
       "      <td>2882</td>\n",
       "      <td>12</td>\n",
       "      <td>1.535832e+11</td>\n",
       "      <td>3.923900e+06</td>\n",
       "      <td>{'rings': [[[1346548.9041, -801145.488000002],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>158252.407297</td>\n",
       "      <td>2.456559e+07</td>\n",
       "      <td>2.456559e+07</td>\n",
       "      <td>California</td>\n",
       "      <td>48</td>\n",
       "      <td>375</td>\n",
       "      <td>06</td>\n",
       "      <td>4.066561e+11</td>\n",
       "      <td>4.155044e+06</td>\n",
       "      <td>{'rings': [[[-2234584.8953, 672251.422400001],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>58342.870841</td>\n",
       "      <td>8.886326e+06</td>\n",
       "      <td>8.886326e+06</td>\n",
       "      <td>Michigan</td>\n",
       "      <td>49</td>\n",
       "      <td>939</td>\n",
       "      <td>26</td>\n",
       "      <td>1.508679e+11</td>\n",
       "      <td>4.329613e+06</td>\n",
       "      <td>{'rings': [[[876066.476899996, 805529.38239999...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>265211.040757</td>\n",
       "      <td>1.496961e+07</td>\n",
       "      <td>1.496961e+07</td>\n",
       "      <td>Texas</td>\n",
       "      <td>50</td>\n",
       "      <td>7935</td>\n",
       "      <td>48</td>\n",
       "      <td>6.921473e+11</td>\n",
       "      <td>6.384124e+06</td>\n",
       "      <td>{'rings': [[[-566386.547899999, -256205.8565],...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>588423.877301</td>\n",
       "      <td>4.230640e+05</td>\n",
       "      <td>4.230640e+05</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>51</td>\n",
       "      <td>3</td>\n",
       "      <td>02</td>\n",
       "      <td>1.909596e+12</td>\n",
       "      <td>2.958247e+07</td>\n",
       "      <td>{'rings': [[[-3009776.5257, 4704174.9531], [-3...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     AnalysisArea       Average        AvgPop                  NAME  OBJECTID  \\\n",
       "0       68.337260  6.739205e+05  6.739205e+05  District of Columbia         1   \n",
       "1     2025.149984  6.099492e+05  6.099492e+05              Delaware         2   \n",
       "2     1104.035111  9.550124e+05  9.550124e+05          Rhode Island         3   \n",
       "3     4986.289976  3.027383e+06  3.027383e+06           Connecticut         4   \n",
       "4     7780.017847  7.269192e+06  7.269192e+06            New Jersey         5   \n",
       "5     9614.203282  5.034385e+05  5.034384e+05               Vermont         6   \n",
       "6     9281.845434  9.238086e+05  9.238086e+05         New Hampshire         7   \n",
       "7     8216.153826  5.763614e+06  5.763614e+06         Massachusetts         8   \n",
       "8    31156.979063  3.173051e+06  3.173052e+06        South Carolina         9   \n",
       "9     6453.218219  9.384976e+05  9.384976e+05                Hawaii        10   \n",
       "10   36181.663273  5.370940e+06  5.370940e+06               Indiana        11   \n",
       "11   45306.184612  1.179985e+07  1.179985e+07          Pennsylvania        12   \n",
       "12   41325.921825  1.052068e+07  1.052068e+07                  Ohio        13   \n",
       "13   56271.124006  2.841412e+06  2.841412e+06                  Iowa        14   \n",
       "14   70698.724518  6.389494e+05  6.389494e+05          North Dakota        15   \n",
       "15   51699.225173  3.842205e+06  3.842205e+06               Alabama        16   \n",
       "16   24228.614551  1.847955e+06  1.847955e+06         West Virginia        17   \n",
       "17   58921.014944  5.903666e+06  5.903666e+06               Georgia        18   \n",
       "18   84897.718325  1.526809e+06  1.526809e+06                  Utah        19   \n",
       "19   56344.815570  1.121564e+07  1.121564e+07              Illinois        20   \n",
       "20   82276.507689  2.394136e+06  2.394136e+06                Kansas        21   \n",
       "21   97813.119979  4.188026e+05  4.188027e+05               Wyoming        22   \n",
       "22   42145.044904  4.591578e+06  4.591578e+06             Tennessee        23   \n",
       "23   77115.414924  7.053922e+05  7.053922e+05          South Dakota        24   \n",
       "24  104092.849437  2.954163e+06  2.954163e+06              Colorado        25   \n",
       "25   40403.199059  3.553675e+06  3.553675e+06              Kentucky        26   \n",
       "26   53178.282801  2.242957e+06  2.242957e+06              Arkansas        27   \n",
       "27   10454.287928  4.237439e+06  4.237438e+06              Maryland        28   \n",
       "28   77354.097444  1.557746e+06  1.557746e+06              Nebraska        29   \n",
       "29   56097.754879  4.654663e+06  4.654664e+06             Wisconsin        30   \n",
       "30   97039.047466  2.580286e+06  2.580286e+06                Oregon        31   \n",
       "31  110561.060148  1.049231e+06  1.049231e+06                Nevada        32   \n",
       "32   69704.724146  4.940863e+06  4.940863e+06              Missouri        33   \n",
       "33  113998.034637  3.055594e+06  3.055594e+06               Arizona        34   \n",
       "34   32792.410663  1.119445e+06  1.119445e+06                 Maine        35   \n",
       "35  121589.885672  1.335518e+06  1.335518e+06            New Mexico        36   \n",
       "36   47698.464093  2.487921e+06  2.487921e+06           Mississippi        37   \n",
       "37   69898.896153  2.921676e+06  2.921676e+06              Oklahoma        38   \n",
       "38   49070.173439  1.778694e+07  1.778694e+07              New York        39   \n",
       "39   83569.013034  9.562094e+05  9.562094e+05                 Idaho        40   \n",
       "40   84389.594657  4.130647e+06  4.130647e+06             Minnesota        41   \n",
       "41   40593.785210  5.500573e+06  5.500572e+06              Virginia        42   \n",
       "42   50295.054998  6.197851e+06  6.197852e+06        North Carolina        43   \n",
       "43  147039.444623  7.766022e+05  7.766022e+05               Montana        44   \n",
       "44   47294.307762  3.902136e+06  3.902136e+06             Louisiana        45   \n",
       "45   68064.454164  4.303187e+06  4.303187e+06            Washington        46   \n",
       "46   58022.610380  1.025711e+07  1.025711e+07               Florida        47   \n",
       "47  158252.407297  2.456559e+07  2.456559e+07            California        48   \n",
       "48   58342.870841  8.886326e+06  8.886326e+06              Michigan        49   \n",
       "49  265211.040757  1.496961e+07  1.496961e+07                 Texas        50   \n",
       "50  588423.877301  4.230640e+05  4.230640e+05                Alaska        51   \n",
       "\n",
       "    Point_Count STATE   Shape__Area  Shape__Length  \\\n",
       "0             2    11  1.750669e+08   6.326963e+04   \n",
       "1            56    10  5.188242e+09   4.349366e+05   \n",
       "2             9    44  2.834163e+09   4.908612e+05   \n",
       "3            89    09  1.279924e+10   5.603045e+05   \n",
       "4           137    34  1.994016e+10   8.336551e+05   \n",
       "5            42    50  2.482397e+10   8.819880e+05   \n",
       "6            84    33  2.393775e+10   8.977089e+05   \n",
       "7           146    25  2.111380e+10   1.401703e+06   \n",
       "8           898    45  8.046884e+10   1.416258e+06   \n",
       "9            26    15  1.829376e+10   1.568294e+06   \n",
       "10         1277    18  9.274046e+10   1.570143e+06   \n",
       "11          706    42  1.161929e+11   1.576396e+06   \n",
       "12          936    39  1.059368e+11   1.606652e+06   \n",
       "13         2244    19  1.445796e+11   1.818846e+06   \n",
       "14         1411    38  1.852233e+11   1.845366e+06   \n",
       "15         1811    01  1.340660e+11   1.895316e+06   \n",
       "16          116    54  6.208059e+10   1.932819e+06   \n",
       "17         1398    13  1.528725e+11   1.961322e+06   \n",
       "18          119    49  2.176164e+11   1.962665e+06   \n",
       "19         2152    17  1.444649e+11   1.974885e+06   \n",
       "20         3713    20  2.108454e+11   1.998307e+06   \n",
       "21          618    56  2.518628e+11   2.024219e+06   \n",
       "22         1049    47  1.083139e+11   2.072267e+06   \n",
       "23         1653    46  1.993672e+11   2.073192e+06   \n",
       "24         1916    08  2.667719e+11   2.091704e+06   \n",
       "25          785    21  1.035913e+11   2.115166e+06   \n",
       "26         1626    05  1.369865e+11   2.137131e+06   \n",
       "27          307    24  2.678378e+10   2.175707e+06   \n",
       "28         2583    31  1.985676e+11   2.180209e+06   \n",
       "29         1247    55  1.451495e+11   2.279968e+06   \n",
       "30           99    41  2.505108e+11   2.297201e+06   \n",
       "31           77    32  2.834732e+11   2.344833e+06   \n",
       "32         1991    29  1.786760e+11   2.365683e+06   \n",
       "33          233    04  2.942659e+11   2.366725e+06   \n",
       "34          110    23  8.507680e+10   2.378668e+06   \n",
       "35          532    35  3.137347e+11   2.387273e+06   \n",
       "36         1861    28  1.237150e+11   2.427361e+06   \n",
       "37         3406    40  1.797709e+11   2.504550e+06   \n",
       "38          387    36  1.263204e+11   2.540354e+06   \n",
       "39          194    16  2.161487e+11   2.788799e+06   \n",
       "40         1590    27  2.199363e+11   2.813025e+06   \n",
       "41          628    51  1.040853e+11   2.834105e+06   \n",
       "42         1141    37  1.293446e+11   2.954581e+06   \n",
       "43          383    30  3.844495e+11   3.021800e+06   \n",
       "44         1728    22  1.235235e+11   3.057744e+06   \n",
       "45          100    53  1.782601e+11   3.183406e+06   \n",
       "46         2882    12  1.535832e+11   3.923900e+06   \n",
       "47          375    06  4.066561e+11   4.155044e+06   \n",
       "48          939    26  1.508679e+11   4.329613e+06   \n",
       "49         7935    48  6.921473e+11   6.384124e+06   \n",
       "50            3    02  1.909596e+12   2.958247e+07   \n",
       "\n",
       "                                                SHAPE  \n",
       "0   {'rings': [[[1622167.2093, 168943.499699999], ...  \n",
       "1   {'rings': [[[1735404.4165, 275742.248], [17353...  \n",
       "2   {'rings': [[[2009268.9923, 594594.814100001], ...  \n",
       "3   {'rings': [[[1872089.7645, 573487.747400001], ...  \n",
       "4   {'rings': [[[1801150.006, 453422.537999999], [...  \n",
       "5   {'rings': [[[1767675.8008, 886698.015299998], ...  \n",
       "6   {'rings': [[[1930811.7019, 964287.034499999], ...  \n",
       "7   {'rings': [[[2024830.4322, 710336.205899999], ...  \n",
       "8   {'rings': [[[1199295.1788, -346831.465399999],...  \n",
       "9   {'rings': [[[-6066460.5727, -50313.9743999988]...  \n",
       "10  {'rings': [[[827022.622699998, 350492.8961], [...  \n",
       "11  {'rings': [[[1327677.1216, 478195.143599998], ...  \n",
       "12  {'rings': [[[1273265.8034, 427290.186000001], ...  \n",
       "13  {'rings': [[[373430.717500001, 507131.96420000...  \n",
       "14  {'rings': [[[-105357.537699997, 1111643.4249],...  \n",
       "15  {'rings': [[[1009988.0379, -617362.6428], [101...  \n",
       "16  {'rings': [[[1296618.4264, 291696.274999999], ...  \n",
       "17  {'rings': [[[1169384.6574, -358694.258200001],...  \n",
       "18  {'rings': [[[-1326667.338, 449389.181299999], ...  \n",
       "19  {'rings': [[[438585.865699999, 400628.78979999...  \n",
       "20  {'rings': [[[-501114.919, 127056.2205], [-4975...  \n",
       "21  {'rings': [[[-1027883.1995, 738052.772999998],...  \n",
       "22  {'rings': [[[707910.372199997, -245405.4663], ...  \n",
       "23  {'rings': [[[-624230.350299999, 796797.4849999...  \n",
       "24  {'rings': [[[-994953.916199997, 286459.6979999...  \n",
       "25  {'rings': [[[992677.431500003, 72532.067099999...  \n",
       "26  {'rings': [[[135918.678300001, -274996.2683999...  \n",
       "27  {'rings': [[[1714702.1124, 250581.950399999], ...  \n",
       "28  {'rings': [[[-594755.5295, 466208.386599999], ...  \n",
       "29  {'rings': [[[398608.806999996, 889982.54259999...  \n",
       "30  {'rings': [[[-2075246.4999, 1107527.8023], [-2...  \n",
       "31  {'rings': [[[-1719346.8085, 531281.9069], [-17...  \n",
       "32  {'rings': [[[350770.8345, 185824.929900002], [...  \n",
       "33  {'rings': [[[-1151641.1824, -138130.228100002]...  \n",
       "34  {'rings': [[[2077663.465, 1245213.5299], [2078...  \n",
       "35  {'rings': [[[-1009043.1255, -157340.295400001]...  \n",
       "36  {'rings': [[[714736.648199998, -420430.9725], ...  \n",
       "37  {'rings': [[[-362128.341300003, -212451.344500...  \n",
       "38  {'rings': [[[1774515.4025, 862212.1087], [1774...  \n",
       "39  {'rings': [[[-1470226.2844, 1273708.4356], [-1...  \n",
       "40  {'rings': [[[62392.6840000004, 1132755.8398], ...  \n",
       "41  {'rings': [[[1524745.9593, 185056.8094], [1527...  \n",
       "42  {'rings': [[[1781910.3577, -77742.6008000001],...  \n",
       "43  {'rings': [[[-1470226.2844, 1273708.4356], [-1...  \n",
       "44  {'rings': [[[223191.805100001, -658317.4234], ...  \n",
       "45  {'rings': [[[-1947298.6449, 1399434.5065], [-1...  \n",
       "46  {'rings': [[[1346548.9041, -801145.488000002],...  \n",
       "47  {'rings': [[[-2234584.8953, 672251.422400001],...  \n",
       "48  {'rings': [[[876066.476899996, 805529.38239999...  \n",
       "49  {'rings': [[[-566386.547899999, -256205.8565],...  \n",
       "50  {'rings': [[[-3009776.5257, 4704174.9531], [-3...  "
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sdf"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "51"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(sdf)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "sdf.sort_values(by='Point_Count', ascending=False, axis=0, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "df = sdf[0:21]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as plt"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0x1ea5fbd4f98>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(10,7))\n",
    "plt.bar(df.NAME, df.Point_Count)\n",
    "plt.xlabel('NAME', fontsize=7)\n",
    "plt.ylabel('Point_Count', fontsize=7)\n",
    "plt.xticks(fontsize=8, rotation=45)\n",
    "plt.title('The ten states with the highest number of tornadoes')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Number of tornadoes by state, 1950–2011\n",
    "\n",
    "\n",
    "Some states are subject to many more tornadoes than others. Over a 62-year period (1950–2011), Texas had by far the most tornadoes (with 7,935), followed by Kansas (with 3,713), while others such as Vermont, Rhode Island, and the District of Columbia had fewer than 50.\n",
    "\n",
    "The ten states shown in the graph below had 20 percent of the total number of tornadoes."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### What direction do they move in?\n",
    "\n",
    "\n",
    "Most tornadoes move from southwest to northeast, or west to east (NOAA 2013); however, tornadoes can travel in any direction, and indeed, some tornadoes have changed direction and even backtracked. The general pattern can clearly be seen at the state level; however, at higher scales of analysis, such as the county level, the complexity can be seen.\n",
    "\n",
    "With analysis you can explore your data to understand events or patterns and potentially reveal new information. Often, different analytical methods are used to describe data. Mapping results often show new insights that lead to deeper understanding and more clearly defined analysis.\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
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