Mapping PFAS webscraped data GH.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "56b381ef",
   "metadata": {},
   "source": [
    "### This notebook creates a map that displays military base locations that exceed EPA's PFAS guidelines of 4 parts per trillion (ppt) from webscraped data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "5cb016d6",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Current working directory is: /Users/swilson/Library/CloudStorage/OneDrive-Personal/python/python notebooks/GitHub/Webscraping\n"
     ]
    }
   ],
   "source": [
    "import os\n",
    "import pandas as pd\n",
    "import plotly.express as px\n",
    "import geopandas as gpd\n",
    "import matplotlib\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "os.chdir(r'/Users/swilson/Library/CloudStorage/OneDrive-Personal/python/python notebooks/GitHub/Webscraping')\n",
    "cwd = os.getcwd()\n",
    "print(\"Current working directory is:\", cwd)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "271d66a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing store magic and pulling data in via csv instead for GitHub\n",
    "#lsmagic\n",
    "#%store -r \n",
    "#exceed\n",
    "#%store -r\n",
    "#metadata_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "ef2be005",
   "metadata": {},
   "outputs": [],
   "source": [
    "#exceed_geo = exceed.merge(metadata_df.rename({'InstallationName': 'FinalData.InstallationName'}, axis=1), on='FinalData.InstallationName', how='left', indicator=True)\n",
    "#exceed_geo.head()\n",
    "#exceed_geo.to_csv('exceed_geo_all.csv', index='False')\n",
    "                        "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "2dd30c33",
   "metadata": {},
   "outputs": [
    {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>FinalData.Id</th>\n",
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       "      <th>FinalData.AnalysisMethod</th>\n",
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       "      <th>FinalData.FinalResult</th>\n",
       "      <th>MCLs</th>\n",
       "      <th>...</th>\n",
       "      <th>FinalData.TreatmentSystem</th>\n",
       "      <th>FinalData.PreOrPostTreatment</th>\n",
       "      <th>Id</th>\n",
       "      <th>DodComponentId</th>\n",
       "      <th>DodComponent</th>\n",
       "      <th>State</th>\n",
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       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>123477.0</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Air Force Plant 44</td>\n",
       "      <td>Active</td>\n",
       "      <td>2022-10-11T00:00:00-04:00</td>\n",
       "      <td>QSM_B15</td>\n",
       "      <td>PFOS</td>\n",
       "      <td>29.2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>pre-treatment</td>\n",
       "      <td>24</td>\n",
       "      <td>5700</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>Active</td>\n",
       "      <td>32.221743</td>\n",
       "      <td>-110.926479</td>\n",
       "      <td>both</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>123501.0</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Air Force Plant 44</td>\n",
       "      <td>Active</td>\n",
       "      <td>2022-10-11T00:00:00-04:00</td>\n",
       "      <td>QSM_B15</td>\n",
       "      <td>PFOS</td>\n",
       "      <td>28.5</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>Yes</td>\n",
       "      <td>pre-treatment</td>\n",
       "      <td>24</td>\n",
       "      <td>5700</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>Active</td>\n",
       "      <td>32.221743</td>\n",
       "      <td>-110.926479</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>24112.0</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arnold AFB</td>\n",
       "      <td>Active</td>\n",
       "      <td>2021-12-14T00:00:00-05:00</td>\n",
       "      <td>QSM_B15</td>\n",
       "      <td>PFOS</td>\n",
       "      <td>13.9</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>5700</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>Active</td>\n",
       "      <td>35.398810</td>\n",
       "      <td>-86.078066</td>\n",
       "      <td>both</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>24113.0</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arnold AFB</td>\n",
       "      <td>Active</td>\n",
       "      <td>2021-12-14T00:00:00-05:00</td>\n",
       "      <td>QSM_B15</td>\n",
       "      <td>PFOA</td>\n",
       "      <td>39.2</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>5700</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>Active</td>\n",
       "      <td>35.398810</td>\n",
       "      <td>-86.078066</td>\n",
       "      <td>both</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>24136.0</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arnold AFB</td>\n",
       "      <td>Active</td>\n",
       "      <td>2021-12-14T00:00:00-05:00</td>\n",
       "      <td>QSM_B15</td>\n",
       "      <td>PFOS</td>\n",
       "      <td>14.3</td>\n",
       "      <td>4</td>\n",
       "      <td>...</td>\n",
       "      <td>No</td>\n",
       "      <td>NaN</td>\n",
       "      <td>41</td>\n",
       "      <td>5700</td>\n",
       "      <td>Air Force</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>Active</td>\n",
       "      <td>35.398810</td>\n",
       "      <td>-86.078066</td>\n",
       "      <td>both</td>\n",
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       "<p>5 rows × 24 columns</p>\n",
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       "   Unnamed: 0  FinalData.Id FinalData.Component FinalData.InstallationName  \\\n",
       "0           0      123477.0           Air Force         Air Force Plant 44   \n",
       "1           1      123501.0           Air Force         Air Force Plant 44   \n",
       "2           2       24112.0           Air Force                 Arnold AFB   \n",
       "3           3       24113.0           Air Force                 Arnold AFB   \n",
       "4           4       24136.0           Air Force                 Arnold AFB   \n",
       "\n",
       "  FinalData.InstallationType       FinalData.SampleDate  \\\n",
       "0                     Active  2022-10-11T00:00:00-04:00   \n",
       "1                     Active  2022-10-11T00:00:00-04:00   \n",
       "2                     Active  2021-12-14T00:00:00-05:00   \n",
       "3                     Active  2021-12-14T00:00:00-05:00   \n",
       "4                     Active  2021-12-14T00:00:00-05:00   \n",
       "\n",
       "  FinalData.AnalysisMethod FinalData.AnalyteAbbrev  FinalData.FinalResult  \\\n",
       "0                  QSM_B15                    PFOS                   29.2   \n",
       "1                  QSM_B15                    PFOS                   28.5   \n",
       "2                  QSM_B15                    PFOS                   13.9   \n",
       "3                  QSM_B15                    PFOA                   39.2   \n",
       "4                  QSM_B15                    PFOS                   14.3   \n",
       "\n",
       "   MCLs  ...  FinalData.TreatmentSystem  FinalData.PreOrPostTreatment  Id  \\\n",
       "0     4  ...                        Yes                 pre-treatment  24   \n",
       "1     4  ...                        Yes                 pre-treatment  24   \n",
       "2     4  ...                         No                           NaN  41   \n",
       "3     4  ...                         No                           NaN  41   \n",
       "4     4  ...                         No                           NaN  41   \n",
       "\n",
       "  DodComponentId DodComponent      State  InstallationType   Latitude  \\\n",
       "0           5700    Air Force    Arizona            Active  32.221743   \n",
       "1           5700    Air Force    Arizona            Active  32.221743   \n",
       "2           5700    Air Force  Tennessee            Active  35.398810   \n",
       "3           5700    Air Force  Tennessee            Active  35.398810   \n",
       "4           5700    Air Force  Tennessee            Active  35.398810   \n",
       "\n",
       "    Longitude _merge  \n",
       "0 -110.926479   both  \n",
       "1 -110.926479   both  \n",
       "2  -86.078066   both  \n",
       "3  -86.078066   both  \n",
       "4  -86.078066   both  \n",
       "\n",
       "[5 rows x 24 columns]"
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     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "url = 'https://github.com/plain-jane-gray/PFAS-webscrape/blob/main/exceed_geo_all.csv?raw=true'\n",
    "exceed_geo = pd.read_csv(url)\n",
    "exceed_geo.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "bf155702",
   "metadata": {},
   "outputs": [
    {
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       "      <th>FinalData.Component</th>\n",
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       "      <th>Longitude</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Air Force Plant 44</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>32.221743</td>\n",
       "      <td>-110.926479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arnold AFB</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>35.398810</td>\n",
       "      <td>-86.078066</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Avon Park Air Force Reserve</td>\n",
       "      <td>Florida</td>\n",
       "      <td>27.595670</td>\n",
       "      <td>-81.506186</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Biddle ANGB (formerly Horsham/Willow Grove ANG)</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.208241</td>\n",
       "      <td>-75.148506</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Navy</td>\n",
       "      <td>Brunswick NAS</td>\n",
       "      <td>Maine</td>\n",
       "      <td>43.890348</td>\n",
       "      <td>-69.934373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Navy</td>\n",
       "      <td>CID CORRY STATION</td>\n",
       "      <td>Florida</td>\n",
       "      <td>30.402749</td>\n",
       "      <td>-87.290008</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Eielson AFB</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>64.665556</td>\n",
       "      <td>-147.101389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Ellsworth AFB</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>44.140000</td>\n",
       "      <td>-103.070000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Army</td>\n",
       "      <td>Fort William Henry Harrison /JFHQ MT</td>\n",
       "      <td>Montana</td>\n",
       "      <td>46.630102</td>\n",
       "      <td>-112.087286</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Galena Forward Operating Location</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>64.736452</td>\n",
       "      <td>-156.936453</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>George AFB</td>\n",
       "      <td>California</td>\n",
       "      <td>34.582954</td>\n",
       "      <td>-117.392197</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Goodfellow AFB</td>\n",
       "      <td>Texas</td>\n",
       "      <td>31.434928</td>\n",
       "      <td>-100.403137</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Great Falls International Airport</td>\n",
       "      <td>Montana</td>\n",
       "      <td>47.477513</td>\n",
       "      <td>-111.363902</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Homestead Air Reserve Base</td>\n",
       "      <td>Florida</td>\n",
       "      <td>25.489029</td>\n",
       "      <td>-80.394086</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Hurlburt Field</td>\n",
       "      <td>Florida</td>\n",
       "      <td>30.620166</td>\n",
       "      <td>-86.540067</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Joint Base McGuire-Dix-Lakehurst</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>40.041267</td>\n",
       "      <td>-74.584368</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Little Rock AFB</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>34.911592</td>\n",
       "      <td>-92.146859</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Loring AFB</td>\n",
       "      <td>Maine</td>\n",
       "      <td>46.939676</td>\n",
       "      <td>-67.905252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Luke AFB</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>33.539951</td>\n",
       "      <td>-112.366482</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>March AFB</td>\n",
       "      <td>California</td>\n",
       "      <td>33.898203</td>\n",
       "      <td>-117.263728</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Mather AFB</td>\n",
       "      <td>California</td>\n",
       "      <td>38.563659</td>\n",
       "      <td>-121.297211</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>McConnell AFB</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>37.620787</td>\n",
       "      <td>-97.277092</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>McEntire Air Guard</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>33.922953</td>\n",
       "      <td>-80.800610</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Navy</td>\n",
       "      <td>MECHANICSBURG PA NAVICP</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.227695</td>\n",
       "      <td>-76.986598</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Formerly Used Defense Site</td>\n",
       "      <td>NAVAL AUX LANDING FIELD</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>41.370278</td>\n",
       "      <td>-71.663056</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Navy</td>\n",
       "      <td>NCTAMSLANT DET CUTLER</td>\n",
       "      <td>Maine</td>\n",
       "      <td>44.649271</td>\n",
       "      <td>-67.285090</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Navy</td>\n",
       "      <td>OCEANA VA NAS</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>36.815192</td>\n",
       "      <td>-76.031174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Otis ANG (Joint Base Cape Cod -Massachusetts M...</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>41.658201</td>\n",
       "      <td>-70.521583</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Pease AFB</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>43.080259</td>\n",
       "      <td>-70.821129</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Peterson AFB</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>38.820337</td>\n",
       "      <td>-104.696366</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Plattsburgh AFB</td>\n",
       "      <td>New York</td>\n",
       "      <td>44.683551</td>\n",
       "      <td>-73.447904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Army</td>\n",
       "      <td>Presidio of Monterey - Sharpe Army Depot</td>\n",
       "      <td>California</td>\n",
       "      <td>37.853982</td>\n",
       "      <td>-121.265966</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Navy</td>\n",
       "      <td>SAUFLEY FLD FL NAS</td>\n",
       "      <td>Florida</td>\n",
       "      <td>30.470444</td>\n",
       "      <td>-87.341373</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Schriever AFB</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>38.803380</td>\n",
       "      <td>-104.525640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Scott AFB</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>38.541451</td>\n",
       "      <td>-89.853690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Seymour Johnson AFB</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>35.348746</td>\n",
       "      <td>-77.967841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Shaw AFB</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>33.970000</td>\n",
       "      <td>-80.470000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Sheppard AFB</td>\n",
       "      <td>Texas</td>\n",
       "      <td>33.976016</td>\n",
       "      <td>-98.500712</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Tinker AFB</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>35.425779</td>\n",
       "      <td>-97.391055</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Army</td>\n",
       "      <td>Vint Hill Farms</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>38.748428</td>\n",
       "      <td>-77.673877</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Navy</td>\n",
       "      <td>Warminster NAWC AD</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.204319</td>\n",
       "      <td>-75.067753</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Navy</td>\n",
       "      <td>WASHINGTON DC COMNAVDIST</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>38.874022</td>\n",
       "      <td>-76.994970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Navy</td>\n",
       "      <td>WHIDBEY IS WA NAS</td>\n",
       "      <td>Washington</td>\n",
       "      <td>48.338638</td>\n",
       "      <td>-122.661501</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Navy</td>\n",
       "      <td>Willow Grove NASJRB</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.198518</td>\n",
       "      <td>-75.145664</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           FinalData.Component  \\\n",
       "0                    Air Force   \n",
       "1                    Air Force   \n",
       "2                    Air Force   \n",
       "3                    Air Force   \n",
       "4                         Navy   \n",
       "5                         Navy   \n",
       "6                    Air Force   \n",
       "7                    Air Force   \n",
       "8                         Army   \n",
       "9                    Air Force   \n",
       "10                   Air Force   \n",
       "11                   Air Force   \n",
       "12                   Air Force   \n",
       "13                   Air Force   \n",
       "14                   Air Force   \n",
       "15                   Air Force   \n",
       "16                   Air Force   \n",
       "17                   Air Force   \n",
       "18                   Air Force   \n",
       "19                   Air Force   \n",
       "20                   Air Force   \n",
       "21                   Air Force   \n",
       "22                   Air Force   \n",
       "23                        Navy   \n",
       "24  Formerly Used Defense Site   \n",
       "25                        Navy   \n",
       "26                        Navy   \n",
       "27                   Air Force   \n",
       "28                   Air Force   \n",
       "29                   Air Force   \n",
       "30                   Air Force   \n",
       "31                        Army   \n",
       "32                        Navy   \n",
       "33                   Air Force   \n",
       "34                   Air Force   \n",
       "35                   Air Force   \n",
       "36                   Air Force   \n",
       "37                   Air Force   \n",
       "38                   Air Force   \n",
       "39                        Army   \n",
       "40                        Navy   \n",
       "41                        Navy   \n",
       "42                        Navy   \n",
       "43                        Navy   \n",
       "\n",
       "                           FinalData.InstallationName                 State  \\\n",
       "0                                  Air Force Plant 44               Arizona   \n",
       "1                                          Arnold AFB             Tennessee   \n",
       "2                         Avon Park Air Force Reserve               Florida   \n",
       "3     Biddle ANGB (formerly Horsham/Willow Grove ANG)          Pennsylvania   \n",
       "4                                       Brunswick NAS                 Maine   \n",
       "5                                   CID CORRY STATION               Florida   \n",
       "6                                         Eielson AFB                Alaska   \n",
       "7                                       Ellsworth AFB          South Dakota   \n",
       "8                Fort William Henry Harrison /JFHQ MT               Montana   \n",
       "9                   Galena Forward Operating Location                Alaska   \n",
       "10                                         George AFB            California   \n",
       "11                                     Goodfellow AFB                 Texas   \n",
       "12                  Great Falls International Airport               Montana   \n",
       "13                         Homestead Air Reserve Base               Florida   \n",
       "14                                     Hurlburt Field               Florida   \n",
       "15                   Joint Base McGuire-Dix-Lakehurst            New Jersey   \n",
       "16                                    Little Rock AFB              Arkansas   \n",
       "17                                         Loring AFB                 Maine   \n",
       "18                                           Luke AFB               Arizona   \n",
       "19                                          March AFB            California   \n",
       "20                                         Mather AFB            California   \n",
       "21                                      McConnell AFB                Kansas   \n",
       "22                                 McEntire Air Guard        South Carolina   \n",
       "23                            MECHANICSBURG PA NAVICP          Pennsylvania   \n",
       "24                            NAVAL AUX LANDING FIELD          Rhode Island   \n",
       "25                              NCTAMSLANT DET CUTLER                 Maine   \n",
       "26                                      OCEANA VA NAS              Virginia   \n",
       "27  Otis ANG (Joint Base Cape Cod -Massachusetts M...         Massachusetts   \n",
       "28                                          Pease AFB         New Hampshire   \n",
       "29                                       Peterson AFB              Colorado   \n",
       "30                                    Plattsburgh AFB              New York   \n",
       "31           Presidio of Monterey - Sharpe Army Depot            California   \n",
       "32                                 SAUFLEY FLD FL NAS               Florida   \n",
       "33                                      Schriever AFB              Colorado   \n",
       "34                                          Scott AFB              Illinois   \n",
       "35                                Seymour Johnson AFB        North Carolina   \n",
       "36                                           Shaw AFB        South Carolina   \n",
       "37                                       Sheppard AFB                 Texas   \n",
       "38                                         Tinker AFB              Oklahoma   \n",
       "39                                    Vint Hill Farms              Virginia   \n",
       "40                                 Warminster NAWC AD          Pennsylvania   \n",
       "41                           WASHINGTON DC COMNAVDIST  District of Columbia   \n",
       "42                                  WHIDBEY IS WA NAS            Washington   \n",
       "43                                Willow Grove NASJRB          Pennsylvania   \n",
       "\n",
       "     Latitude   Longitude  \n",
       "0   32.221743 -110.926479  \n",
       "1   35.398810  -86.078066  \n",
       "2   27.595670  -81.506186  \n",
       "3   40.208241  -75.148506  \n",
       "4   43.890348  -69.934373  \n",
       "5   30.402749  -87.290008  \n",
       "6   64.665556 -147.101389  \n",
       "7   44.140000 -103.070000  \n",
       "8   46.630102 -112.087286  \n",
       "9   64.736452 -156.936453  \n",
       "10  34.582954 -117.392197  \n",
       "11  31.434928 -100.403137  \n",
       "12  47.477513 -111.363902  \n",
       "13  25.489029  -80.394086  \n",
       "14  30.620166  -86.540067  \n",
       "15  40.041267  -74.584368  \n",
       "16  34.911592  -92.146859  \n",
       "17  46.939676  -67.905252  \n",
       "18  33.539951 -112.366482  \n",
       "19  33.898203 -117.263728  \n",
       "20  38.563659 -121.297211  \n",
       "21  37.620787  -97.277092  \n",
       "22  33.922953  -80.800610  \n",
       "23  40.227695  -76.986598  \n",
       "24  41.370278  -71.663056  \n",
       "25  44.649271  -67.285090  \n",
       "26  36.815192  -76.031174  \n",
       "27  41.658201  -70.521583  \n",
       "28  43.080259  -70.821129  \n",
       "29  38.820337 -104.696366  \n",
       "30  44.683551  -73.447904  \n",
       "31  37.853982 -121.265966  \n",
       "32  30.470444  -87.341373  \n",
       "33  38.803380 -104.525640  \n",
       "34  38.541451  -89.853690  \n",
       "35  35.348746  -77.967841  \n",
       "36  33.970000  -80.470000  \n",
       "37  33.976016  -98.500712  \n",
       "38  35.425779  -97.391055  \n",
       "39  38.748428  -77.673877  \n",
       "40  40.204319  -75.067753  \n",
       "41  38.874022  -76.994970  \n",
       "42  48.338638 -122.661501  \n",
       "43  40.198518  -75.145664  "
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#filterning to only needed columns and dropping duplicates\n",
    "exceed_geo = exceed_geo[['FinalData.Component',\n",
    "                         'FinalData.InstallationName',\n",
    "                         'State',\n",
    "                         'Latitude',\n",
    "                         'Longitude']]\n",
    "\n",
    "exceed_geo = exceed_geo.drop_duplicates()\n",
    "exceed_geo.reset_index(drop=True, inplace=True)\n",
    "exceed_geo"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "13b42f3b",
   "metadata": {
    "scrolled": true
   },
   "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>FinalData.Component</th>\n",
       "      <th>FinalData.InstallationName</th>\n",
       "      <th>State</th>\n",
       "      <th>Latitude</th>\n",
       "      <th>Longitude</th>\n",
       "      <th>geometry</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Air Force Plant 44</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>32.221743</td>\n",
       "      <td>-110.926479</td>\n",
       "      <td>POINT (-110.92648 32.22174)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Arnold AFB</td>\n",
       "      <td>Tennessee</td>\n",
       "      <td>35.398810</td>\n",
       "      <td>-86.078066</td>\n",
       "      <td>POINT (-86.07807 35.39881)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Avon Park Air Force Reserve</td>\n",
       "      <td>Florida</td>\n",
       "      <td>27.595670</td>\n",
       "      <td>-81.506186</td>\n",
       "      <td>POINT (-81.50619 27.59567)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Biddle ANGB (formerly Horsham/Willow Grove ANG)</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.208241</td>\n",
       "      <td>-75.148506</td>\n",
       "      <td>POINT (-75.14851 40.20824)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Navy</td>\n",
       "      <td>Brunswick NAS</td>\n",
       "      <td>Maine</td>\n",
       "      <td>43.890348</td>\n",
       "      <td>-69.934373</td>\n",
       "      <td>POINT (-69.93437 43.89035)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Navy</td>\n",
       "      <td>CID CORRY STATION</td>\n",
       "      <td>Florida</td>\n",
       "      <td>30.402749</td>\n",
       "      <td>-87.290008</td>\n",
       "      <td>POINT (-87.29001 30.40275)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Eielson AFB</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>64.665556</td>\n",
       "      <td>-147.101389</td>\n",
       "      <td>POINT (-147.10139 64.66556)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Ellsworth AFB</td>\n",
       "      <td>South Dakota</td>\n",
       "      <td>44.140000</td>\n",
       "      <td>-103.070000</td>\n",
       "      <td>POINT (-103.07000 44.14000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Army</td>\n",
       "      <td>Fort William Henry Harrison /JFHQ MT</td>\n",
       "      <td>Montana</td>\n",
       "      <td>46.630102</td>\n",
       "      <td>-112.087286</td>\n",
       "      <td>POINT (-112.08729 46.63010)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Galena Forward Operating Location</td>\n",
       "      <td>Alaska</td>\n",
       "      <td>64.736452</td>\n",
       "      <td>-156.936453</td>\n",
       "      <td>POINT (-156.93645 64.73645)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>George AFB</td>\n",
       "      <td>California</td>\n",
       "      <td>34.582954</td>\n",
       "      <td>-117.392197</td>\n",
       "      <td>POINT (-117.39220 34.58295)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Goodfellow AFB</td>\n",
       "      <td>Texas</td>\n",
       "      <td>31.434928</td>\n",
       "      <td>-100.403137</td>\n",
       "      <td>POINT (-100.40314 31.43493)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Great Falls International Airport</td>\n",
       "      <td>Montana</td>\n",
       "      <td>47.477513</td>\n",
       "      <td>-111.363902</td>\n",
       "      <td>POINT (-111.36390 47.47751)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Homestead Air Reserve Base</td>\n",
       "      <td>Florida</td>\n",
       "      <td>25.489029</td>\n",
       "      <td>-80.394086</td>\n",
       "      <td>POINT (-80.39409 25.48903)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Hurlburt Field</td>\n",
       "      <td>Florida</td>\n",
       "      <td>30.620166</td>\n",
       "      <td>-86.540067</td>\n",
       "      <td>POINT (-86.54007 30.62017)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Joint Base McGuire-Dix-Lakehurst</td>\n",
       "      <td>New Jersey</td>\n",
       "      <td>40.041267</td>\n",
       "      <td>-74.584368</td>\n",
       "      <td>POINT (-74.58437 40.04127)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Little Rock AFB</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>34.911592</td>\n",
       "      <td>-92.146859</td>\n",
       "      <td>POINT (-92.14686 34.91159)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Loring AFB</td>\n",
       "      <td>Maine</td>\n",
       "      <td>46.939676</td>\n",
       "      <td>-67.905252</td>\n",
       "      <td>POINT (-67.90525 46.93968)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Luke AFB</td>\n",
       "      <td>Arizona</td>\n",
       "      <td>33.539951</td>\n",
       "      <td>-112.366482</td>\n",
       "      <td>POINT (-112.36648 33.53995)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>March AFB</td>\n",
       "      <td>California</td>\n",
       "      <td>33.898203</td>\n",
       "      <td>-117.263728</td>\n",
       "      <td>POINT (-117.26373 33.89820)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Mather AFB</td>\n",
       "      <td>California</td>\n",
       "      <td>38.563659</td>\n",
       "      <td>-121.297211</td>\n",
       "      <td>POINT (-121.29721 38.56366)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>McConnell AFB</td>\n",
       "      <td>Kansas</td>\n",
       "      <td>37.620787</td>\n",
       "      <td>-97.277092</td>\n",
       "      <td>POINT (-97.27709 37.62079)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>McEntire Air Guard</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>33.922953</td>\n",
       "      <td>-80.800610</td>\n",
       "      <td>POINT (-80.80061 33.92295)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Navy</td>\n",
       "      <td>MECHANICSBURG PA NAVICP</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.227695</td>\n",
       "      <td>-76.986598</td>\n",
       "      <td>POINT (-76.98660 40.22769)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Formerly Used Defense Site</td>\n",
       "      <td>NAVAL AUX LANDING FIELD</td>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>41.370278</td>\n",
       "      <td>-71.663056</td>\n",
       "      <td>POINT (-71.66306 41.37028)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Navy</td>\n",
       "      <td>NCTAMSLANT DET CUTLER</td>\n",
       "      <td>Maine</td>\n",
       "      <td>44.649271</td>\n",
       "      <td>-67.285090</td>\n",
       "      <td>POINT (-67.28509 44.64927)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Navy</td>\n",
       "      <td>OCEANA VA NAS</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>36.815192</td>\n",
       "      <td>-76.031174</td>\n",
       "      <td>POINT (-76.03117 36.81519)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Otis ANG (Joint Base Cape Cod -Massachusetts M...</td>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>41.658201</td>\n",
       "      <td>-70.521583</td>\n",
       "      <td>POINT (-70.52158 41.65820)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Pease AFB</td>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>43.080259</td>\n",
       "      <td>-70.821129</td>\n",
       "      <td>POINT (-70.82113 43.08026)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Peterson AFB</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>38.820337</td>\n",
       "      <td>-104.696366</td>\n",
       "      <td>POINT (-104.69637 38.82034)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Plattsburgh AFB</td>\n",
       "      <td>New York</td>\n",
       "      <td>44.683551</td>\n",
       "      <td>-73.447904</td>\n",
       "      <td>POINT (-73.44790 44.68355)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Army</td>\n",
       "      <td>Presidio of Monterey - Sharpe Army Depot</td>\n",
       "      <td>California</td>\n",
       "      <td>37.853982</td>\n",
       "      <td>-121.265966</td>\n",
       "      <td>POINT (-121.26597 37.85398)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Navy</td>\n",
       "      <td>SAUFLEY FLD FL NAS</td>\n",
       "      <td>Florida</td>\n",
       "      <td>30.470444</td>\n",
       "      <td>-87.341373</td>\n",
       "      <td>POINT (-87.34137 30.47044)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Schriever AFB</td>\n",
       "      <td>Colorado</td>\n",
       "      <td>38.803380</td>\n",
       "      <td>-104.525640</td>\n",
       "      <td>POINT (-104.52564 38.80338)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Scott AFB</td>\n",
       "      <td>Illinois</td>\n",
       "      <td>38.541451</td>\n",
       "      <td>-89.853690</td>\n",
       "      <td>POINT (-89.85369 38.54145)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Seymour Johnson AFB</td>\n",
       "      <td>North Carolina</td>\n",
       "      <td>35.348746</td>\n",
       "      <td>-77.967841</td>\n",
       "      <td>POINT (-77.96784 35.34875)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Shaw AFB</td>\n",
       "      <td>South Carolina</td>\n",
       "      <td>33.970000</td>\n",
       "      <td>-80.470000</td>\n",
       "      <td>POINT (-80.47000 33.97000)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Sheppard AFB</td>\n",
       "      <td>Texas</td>\n",
       "      <td>33.976016</td>\n",
       "      <td>-98.500712</td>\n",
       "      <td>POINT (-98.50071 33.97602)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Air Force</td>\n",
       "      <td>Tinker AFB</td>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>35.425779</td>\n",
       "      <td>-97.391055</td>\n",
       "      <td>POINT (-97.39105 35.42578)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Army</td>\n",
       "      <td>Vint Hill Farms</td>\n",
       "      <td>Virginia</td>\n",
       "      <td>38.748428</td>\n",
       "      <td>-77.673877</td>\n",
       "      <td>POINT (-77.67388 38.74843)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Navy</td>\n",
       "      <td>Warminster NAWC AD</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.204319</td>\n",
       "      <td>-75.067753</td>\n",
       "      <td>POINT (-75.06775 40.20432)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Navy</td>\n",
       "      <td>WASHINGTON DC COMNAVDIST</td>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>38.874022</td>\n",
       "      <td>-76.994970</td>\n",
       "      <td>POINT (-76.99497 38.87402)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Navy</td>\n",
       "      <td>WHIDBEY IS WA NAS</td>\n",
       "      <td>Washington</td>\n",
       "      <td>48.338638</td>\n",
       "      <td>-122.661501</td>\n",
       "      <td>POINT (-122.66150 48.33864)</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Navy</td>\n",
       "      <td>Willow Grove NASJRB</td>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>40.198518</td>\n",
       "      <td>-75.145664</td>\n",
       "      <td>POINT (-75.14566 40.19852)</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           FinalData.Component  \\\n",
       "0                    Air Force   \n",
       "1                    Air Force   \n",
       "2                    Air Force   \n",
       "3                    Air Force   \n",
       "4                         Navy   \n",
       "5                         Navy   \n",
       "6                    Air Force   \n",
       "7                    Air Force   \n",
       "8                         Army   \n",
       "9                    Air Force   \n",
       "10                   Air Force   \n",
       "11                   Air Force   \n",
       "12                   Air Force   \n",
       "13                   Air Force   \n",
       "14                   Air Force   \n",
       "15                   Air Force   \n",
       "16                   Air Force   \n",
       "17                   Air Force   \n",
       "18                   Air Force   \n",
       "19                   Air Force   \n",
       "20                   Air Force   \n",
       "21                   Air Force   \n",
       "22                   Air Force   \n",
       "23                        Navy   \n",
       "24  Formerly Used Defense Site   \n",
       "25                        Navy   \n",
       "26                        Navy   \n",
       "27                   Air Force   \n",
       "28                   Air Force   \n",
       "29                   Air Force   \n",
       "30                   Air Force   \n",
       "31                        Army   \n",
       "32                        Navy   \n",
       "33                   Air Force   \n",
       "34                   Air Force   \n",
       "35                   Air Force   \n",
       "36                   Air Force   \n",
       "37                   Air Force   \n",
       "38                   Air Force   \n",
       "39                        Army   \n",
       "40                        Navy   \n",
       "41                        Navy   \n",
       "42                        Navy   \n",
       "43                        Navy   \n",
       "\n",
       "                           FinalData.InstallationName                 State  \\\n",
       "0                                  Air Force Plant 44               Arizona   \n",
       "1                                          Arnold AFB             Tennessee   \n",
       "2                         Avon Park Air Force Reserve               Florida   \n",
       "3     Biddle ANGB (formerly Horsham/Willow Grove ANG)          Pennsylvania   \n",
       "4                                       Brunswick NAS                 Maine   \n",
       "5                                   CID CORRY STATION               Florida   \n",
       "6                                         Eielson AFB                Alaska   \n",
       "7                                       Ellsworth AFB          South Dakota   \n",
       "8                Fort William Henry Harrison /JFHQ MT               Montana   \n",
       "9                   Galena Forward Operating Location                Alaska   \n",
       "10                                         George AFB            California   \n",
       "11                                     Goodfellow AFB                 Texas   \n",
       "12                  Great Falls International Airport               Montana   \n",
       "13                         Homestead Air Reserve Base               Florida   \n",
       "14                                     Hurlburt Field               Florida   \n",
       "15                   Joint Base McGuire-Dix-Lakehurst            New Jersey   \n",
       "16                                    Little Rock AFB              Arkansas   \n",
       "17                                         Loring AFB                 Maine   \n",
       "18                                           Luke AFB               Arizona   \n",
       "19                                          March AFB            California   \n",
       "20                                         Mather AFB            California   \n",
       "21                                      McConnell AFB                Kansas   \n",
       "22                                 McEntire Air Guard        South Carolina   \n",
       "23                            MECHANICSBURG PA NAVICP          Pennsylvania   \n",
       "24                            NAVAL AUX LANDING FIELD          Rhode Island   \n",
       "25                              NCTAMSLANT DET CUTLER                 Maine   \n",
       "26                                      OCEANA VA NAS              Virginia   \n",
       "27  Otis ANG (Joint Base Cape Cod -Massachusetts M...         Massachusetts   \n",
       "28                                          Pease AFB         New Hampshire   \n",
       "29                                       Peterson AFB              Colorado   \n",
       "30                                    Plattsburgh AFB              New York   \n",
       "31           Presidio of Monterey - Sharpe Army Depot            California   \n",
       "32                                 SAUFLEY FLD FL NAS               Florida   \n",
       "33                                      Schriever AFB              Colorado   \n",
       "34                                          Scott AFB              Illinois   \n",
       "35                                Seymour Johnson AFB        North Carolina   \n",
       "36                                           Shaw AFB        South Carolina   \n",
       "37                                       Sheppard AFB                 Texas   \n",
       "38                                         Tinker AFB              Oklahoma   \n",
       "39                                    Vint Hill Farms              Virginia   \n",
       "40                                 Warminster NAWC AD          Pennsylvania   \n",
       "41                           WASHINGTON DC COMNAVDIST  District of Columbia   \n",
       "42                                  WHIDBEY IS WA NAS            Washington   \n",
       "43                                Willow Grove NASJRB          Pennsylvania   \n",
       "\n",
       "     Latitude   Longitude                     geometry  \n",
       "0   32.221743 -110.926479  POINT (-110.92648 32.22174)  \n",
       "1   35.398810  -86.078066   POINT (-86.07807 35.39881)  \n",
       "2   27.595670  -81.506186   POINT (-81.50619 27.59567)  \n",
       "3   40.208241  -75.148506   POINT (-75.14851 40.20824)  \n",
       "4   43.890348  -69.934373   POINT (-69.93437 43.89035)  \n",
       "5   30.402749  -87.290008   POINT (-87.29001 30.40275)  \n",
       "6   64.665556 -147.101389  POINT (-147.10139 64.66556)  \n",
       "7   44.140000 -103.070000  POINT (-103.07000 44.14000)  \n",
       "8   46.630102 -112.087286  POINT (-112.08729 46.63010)  \n",
       "9   64.736452 -156.936453  POINT (-156.93645 64.73645)  \n",
       "10  34.582954 -117.392197  POINT (-117.39220 34.58295)  \n",
       "11  31.434928 -100.403137  POINT (-100.40314 31.43493)  \n",
       "12  47.477513 -111.363902  POINT (-111.36390 47.47751)  \n",
       "13  25.489029  -80.394086   POINT (-80.39409 25.48903)  \n",
       "14  30.620166  -86.540067   POINT (-86.54007 30.62017)  \n",
       "15  40.041267  -74.584368   POINT (-74.58437 40.04127)  \n",
       "16  34.911592  -92.146859   POINT (-92.14686 34.91159)  \n",
       "17  46.939676  -67.905252   POINT (-67.90525 46.93968)  \n",
       "18  33.539951 -112.366482  POINT (-112.36648 33.53995)  \n",
       "19  33.898203 -117.263728  POINT (-117.26373 33.89820)  \n",
       "20  38.563659 -121.297211  POINT (-121.29721 38.56366)  \n",
       "21  37.620787  -97.277092   POINT (-97.27709 37.62079)  \n",
       "22  33.922953  -80.800610   POINT (-80.80061 33.92295)  \n",
       "23  40.227695  -76.986598   POINT (-76.98660 40.22769)  \n",
       "24  41.370278  -71.663056   POINT (-71.66306 41.37028)  \n",
       "25  44.649271  -67.285090   POINT (-67.28509 44.64927)  \n",
       "26  36.815192  -76.031174   POINT (-76.03117 36.81519)  \n",
       "27  41.658201  -70.521583   POINT (-70.52158 41.65820)  \n",
       "28  43.080259  -70.821129   POINT (-70.82113 43.08026)  \n",
       "29  38.820337 -104.696366  POINT (-104.69637 38.82034)  \n",
       "30  44.683551  -73.447904   POINT (-73.44790 44.68355)  \n",
       "31  37.853982 -121.265966  POINT (-121.26597 37.85398)  \n",
       "32  30.470444  -87.341373   POINT (-87.34137 30.47044)  \n",
       "33  38.803380 -104.525640  POINT (-104.52564 38.80338)  \n",
       "34  38.541451  -89.853690   POINT (-89.85369 38.54145)  \n",
       "35  35.348746  -77.967841   POINT (-77.96784 35.34875)  \n",
       "36  33.970000  -80.470000   POINT (-80.47000 33.97000)  \n",
       "37  33.976016  -98.500712   POINT (-98.50071 33.97602)  \n",
       "38  35.425779  -97.391055   POINT (-97.39105 35.42578)  \n",
       "39  38.748428  -77.673877   POINT (-77.67388 38.74843)  \n",
       "40  40.204319  -75.067753   POINT (-75.06775 40.20432)  \n",
       "41  38.874022  -76.994970   POINT (-76.99497 38.87402)  \n",
       "42  48.338638 -122.661501  POINT (-122.66150 48.33864)  \n",
       "43  40.198518  -75.145664   POINT (-75.14566 40.19852)  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#creating a geometry column from latitudes and longitudes for mapping in geopandas\n",
    "exceed_geo_points = gpd.GeoDataFrame(exceed_geo, \n",
    "                                     geometry = gpd.points_from_xy(exceed_geo.Longitude, exceed_geo.Latitude))\n",
    "exceed_geo_points"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "db365e40",
   "metadata": {},
   "outputs": [],
   "source": [
    "#removing data for Alaska because it does not properly display\n",
    "exceed_geo_points = exceed_geo_points[exceed_geo_points.State != 'Alaska']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "2cdbb4b6",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "geopandas.geodataframe.GeoDataFrame"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#pulling in basemap, outline of states. Commented out due to GitHub issues. \n",
    "states = gpd.read_file('tl_2012_us_state.shp')\n",
    "type(states)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "02d459cc",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>OBJECTID</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATEFP</th>\n",
       "      <th>STATENS</th>\n",
       "      <th>GEOID</th>\n",
       "      <th>STUSPS</th>\n",
       "      <th>NAME</th>\n",
       "      <th>LSAD</th>\n",
       "      <th>MTFCC</th>\n",
       "      <th>FUNCSTAT</th>\n",
       "      <th>ALAND</th>\n",
       "      <th>AWATER</th>\n",
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       "      <th>INTPTLON</th>\n",
       "      <th>Shape_Leng</th>\n",
       "      <th>Shape_Area</th>\n",
       "      <th>geometry</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>1</td>\n",
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       "      <td>15</td>\n",
       "      <td>01779782</td>\n",
       "      <td>15</td>\n",
       "      <td>HI</td>\n",
       "      <td>Hawaii</td>\n",
       "      <td>00</td>\n",
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       "      <td>A</td>\n",
       "      <td>1.663425e+10</td>\n",
       "      <td>1.167874e+10</td>\n",
       "      <td>+19.8097670</td>\n",
       "      <td>-155.5061027</td>\n",
       "      <td>2.419034e+06</td>\n",
       "      <td>3.268482e+10</td>\n",
       "      <td>MULTIPOLYGON (((-17361760.204 2164544.588, -17...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>05</td>\n",
       "      <td>00068085</td>\n",
       "      <td>05</td>\n",
       "      <td>AR</td>\n",
       "      <td>Arkansas</td>\n",
       "      <td>00</td>\n",
       "      <td>G4000</td>\n",
       "      <td>A</td>\n",
       "      <td>1.347726e+11</td>\n",
       "      <td>2.959210e+09</td>\n",
       "      <td>+34.8955256</td>\n",
       "      <td>-092.4446262</td>\n",
       "      <td>2.656648e+06</td>\n",
       "      <td>2.053261e+11</td>\n",
       "      <td>POLYGON ((-10515267.713 4101325.818, -10515269...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>35</td>\n",
       "      <td>00897535</td>\n",
       "      <td>35</td>\n",
       "      <td>NM</td>\n",
       "      <td>New Mexico</td>\n",
       "      <td>00</td>\n",
       "      <td>G4000</td>\n",
       "      <td>A</td>\n",
       "      <td>3.141611e+11</td>\n",
       "      <td>7.564385e+08</td>\n",
       "      <td>+34.4346843</td>\n",
       "      <td>-106.1316181</td>\n",
       "      <td>2.900368e+06</td>\n",
       "      <td>4.643927e+11</td>\n",
       "      <td>POLYGON ((-12138963.727 4106855.170, -12138964...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>00767982</td>\n",
       "      <td>30</td>\n",
       "      <td>MT</td>\n",
       "      <td>Montana</td>\n",
       "      <td>00</td>\n",
       "      <td>G4000</td>\n",
       "      <td>A</td>\n",
       "      <td>3.769636e+11</td>\n",
       "      <td>3.868565e+09</td>\n",
       "      <td>+47.0511771</td>\n",
       "      <td>-109.6348174</td>\n",
       "      <td>4.607246e+06</td>\n",
       "      <td>8.201836e+11</td>\n",
       "      <td>POLYGON ((-12727480.235 5886876.586, -12727567...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>5</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>01779796</td>\n",
       "      <td>36</td>\n",
       "      <td>NY</td>\n",
       "      <td>New York</td>\n",
       "      <td>00</td>\n",
       "      <td>G4000</td>\n",
       "      <td>A</td>\n",
       "      <td>1.220579e+11</td>\n",
       "      <td>1.923885e+10</td>\n",
       "      <td>+42.9133974</td>\n",
       "      <td>-075.5962723</td>\n",
       "      <td>3.212630e+06</td>\n",
       "      <td>2.637702e+11</td>\n",
       "      <td>MULTIPOLYGON (((-8866092.533 5160809.769, -886...</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   OBJECTID REGION DIVISION STATEFP   STATENS GEOID STUSPS        NAME LSAD  \\\n",
       "0         1      4        9      15  01779782    15     HI      Hawaii   00   \n",
       "1         2      3        7      05  00068085    05     AR    Arkansas   00   \n",
       "2         3      4        8      35  00897535    35     NM  New Mexico   00   \n",
       "3         4      4        8      30  00767982    30     MT     Montana   00   \n",
       "4         5      1        2      36  01779796    36     NY    New York   00   \n",
       "\n",
       "   MTFCC FUNCSTAT         ALAND        AWATER     INTPTLAT      INTPTLON  \\\n",
       "0  G4000        A  1.663425e+10  1.167874e+10  +19.8097670  -155.5061027   \n",
       "1  G4000        A  1.347726e+11  2.959210e+09  +34.8955256  -092.4446262   \n",
       "2  G4000        A  3.141611e+11  7.564385e+08  +34.4346843  -106.1316181   \n",
       "3  G4000        A  3.769636e+11  3.868565e+09  +47.0511771  -109.6348174   \n",
       "4  G4000        A  1.220579e+11  1.923885e+10  +42.9133974  -075.5962723   \n",
       "\n",
       "     Shape_Leng    Shape_Area  \\\n",
       "0  2.419034e+06  3.268482e+10   \n",
       "1  2.656648e+06  2.053261e+11   \n",
       "2  2.900368e+06  4.643927e+11   \n",
       "3  4.607246e+06  8.201836e+11   \n",
       "4  3.212630e+06  2.637702e+11   \n",
       "\n",
       "                                            geometry  \n",
       "0  MULTIPOLYGON (((-17361760.204 2164544.588, -17...  \n",
       "1  POLYGON ((-10515267.713 4101325.818, -10515269...  \n",
       "2  POLYGON ((-12138963.727 4106855.170, -12138964...  \n",
       "3  POLYGON ((-12727480.235 5886876.586, -12727567...  \n",
       "4  MULTIPOLYGON (((-8866092.533 5160809.769, -886...  "
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "states.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "e562fcf8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Projected CRS: PROJCS[\"Popular Visualisation CRS / Mercator\",GEOG ...>\n",
       "Name: Popular Visualisation CRS / Mercator\n",
       "Axis Info [cartesian]:\n",
       "- [east]: Easting (metre)\n",
       "- [north]: Northing (metre)\n",
       "Area of Use:\n",
       "- undefined\n",
       "Coordinate Operation:\n",
       "- name: unnamed\n",
       "- method: Popular Visualisation Pseudo Mercator\n",
       "Datum: World Geodetic System 1984\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#viewing projection of states basemap to make sure it's WGS84\n",
    "states.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "b7b69dfd",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(-14220749.550385, -7123029.871115001, 2624847.4692150005, 6517261.706684997)"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#only keeping continential US states for ease of viewing\n",
    "states_50 = states[~states['STUSPS'].isin(['PR','AK','VI','HI','AS','GU','MP'])]\n",
    "us_map = states_50.boundary.plot(color=\"#555555\", linewidth=1)\n",
    "us_map.axis('off')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "3c8bdb43",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Projected CRS: PROJCS[\"Popular Visualisation CRS / Mercator\",GEOG ...>\n",
       "Name: Popular Visualisation CRS / Mercator\n",
       "Axis Info [cartesian]:\n",
       "- [east]: Easting (metre)\n",
       "- [north]: Northing (metre)\n",
       "Area of Use:\n",
       "- undefined\n",
       "Coordinate Operation:\n",
       "- name: unnamed\n",
       "- method: Popular Visualisation Pseudo Mercator\n",
       "Datum: World Geodetic System 1984\n",
       "- Ellipsoid: WGS 84\n",
       "- Prime Meridian: Greenwich"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#viewing the projection to make sure it's WGS84, same as the data\n",
    "states_50.crs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "fef88848",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ensuring projections of the points are also WGS84\n",
    "exceed_geo_points.crs = \"EPSG:4326\" #WGs84 code\n",
    "#make the same as US map. Should be WSG84, but just in case\n",
    "exceed_geo_points = exceed_geo_points.to_crs(states_50.crs) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "b7a42c3f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1800x1200 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "#typically I run %matplotlib qt to display a map of popout window. Displaying inline instead for GitHub. \n",
    "%matplotlib inline\n",
    "from adjustText import adjust_text\n",
    "\n",
    "base = states_50.plot(color='white', edgecolor='grey')\n",
    "\n",
    "ax = exceed_geo_points.plot(ax=base, marker='o', color='red', markersize=20)\n",
    "\n",
    "for x, y, label in zip(exceed_geo_points.geometry.x, exceed_geo_points.geometry.y, exceed_geo_points['FinalData.InstallationName']):\n",
    "    ax.annotate(label, xy=(x, y), xytext=(10, -10), ha='right', fontsize=10, textcoords=\"offset points\") #arrowprops=dict(facecolor='black', shrink=0.05)) # textcoords=\"offset pixels\")\n",
    "\n",
    "fig = matplotlib.pyplot.gcf()\n",
    "fig.set_size_inches(18,12)\n",
    "plt.show()"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 5
}