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fema.ipynb
{
"cells": [
{
"cell_type": "code",
"execution_count": 33,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"Populating the interactive namespace from numpy and matplotlib\n"
]
}
],
"source": [
"%pylab inline\n",
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"pd.set_option('display.max_columns', 500)\n",
"pd.set_option('display.max_columns', 500)"
]
},
{
"cell_type": "code",
"execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
"disasters = pd.read_csv('../data/DisasterDeclarationsSummaries.csv')"
]
},
{
"cell_type": "code",
"execution_count": 8,
"metadata": {},
"outputs": [],
"source": [
"individuals = pd.read_csv('../data/IndividualAssistanceHousingRegistrantsLargeDisasters.csv', dtype={'censusBlockId':str, 'damagedZipCode': str})"
]
},
{
"cell_type": "code",
"execution_count": 9,
"metadata": {},
"outputs": [],
"source": [
"values = {'repairAmount': 0}\n",
"individuals = individuals.fillna(value=values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Number of households registered for assistance by disaster"
]
},
{
"cell_type": "code",
"execution_count": 10,
"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>disasterNumber</th>\n",
" <th>counts</th>\n",
" <th>title</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>4337</td>\n",
" <td>2643471</td>\n",
" <td>HURRICANE IRMA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>67</th>\n",
" <td>4339</td>\n",
" <td>1122571</td>\n",
" <td>HURRICANE MARIA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>145</th>\n",
" <td>4332</td>\n",
" <td>895529</td>\n",
" <td>HURRICANE HARVEY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>198</th>\n",
" <td>4393</td>\n",
" <td>132643</td>\n",
" <td>HURRICANE FLORENCE</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td>4336</td>\n",
" <td>16913</td>\n",
" <td>HURRICANE IRMA</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" disasterNumber counts title\n",
"0 4337 2643471 HURRICANE IRMA\n",
"67 4339 1122571 HURRICANE MARIA\n",
"145 4332 895529 HURRICANE HARVEY\n",
"198 4393 132643 HURRICANE FLORENCE\n",
"250 4336 16913 HURRICANE IRMA"
]
},
"execution_count": 10,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disaster_counts = individuals['disasterNumber'].value_counts().rename_axis('disasterNumber').reset_index(name='counts')\n",
"pd.merge(disaster_counts, disasters[['disasterNumber', 'title']], on='disasterNumber', how='inner').drop_duplicates(['disasterNumber'])"
]
},
{
"cell_type": "code",
"execution_count": 11,
"metadata": {},
"outputs": [],
"source": [
"zippop = pd.read_csv('../data/pop-by-zip-code.csv', dtype={'zip_code': str})\n",
"zipplacename = pd.read_csv('../data/zip-to-placename.csv', dtype={'Zipcode': str})\n",
"merged_zip = pd.merge(zippop[['zip_code', 'y-2016']], zipplacename[['Zipcode', 'City', 'State']], left_on='zip_code', right_on='Zipcode')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Number of households registered for assistance by zip code"
]
},
{
"cell_type": "code",
"execution_count": 12,
"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>zip_code</th>\n",
" <th>counts</th>\n",
" <th>y-2016</th>\n",
" <th>Zipcode</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>00725</td>\n",
" <td>33769</td>\n",
" <td>83479</td>\n",
" <td>00725</td>\n",
" <td>CAGUAS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>00926</td>\n",
" <td>30468</td>\n",
" <td>101337</td>\n",
" <td>00926</td>\n",
" <td>SAN JUAN</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>00956</td>\n",
" <td>24768</td>\n",
" <td>71602</td>\n",
" <td>00956</td>\n",
" <td>BAYAMON</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>00612</td>\n",
" <td>24657</td>\n",
" <td>63884</td>\n",
" <td>00612</td>\n",
" <td>ARECIBO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>00949</td>\n",
" <td>23782</td>\n",
" <td>77458</td>\n",
" <td>00949</td>\n",
" <td>TOA BAJA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>33311</td>\n",
" <td>21070</td>\n",
" <td>68664</td>\n",
" <td>33311</td>\n",
" <td>FORT LAUDERDALE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>00953</td>\n",
" <td>20536</td>\n",
" <td>72712</td>\n",
" <td>00953</td>\n",
" <td>TOA ALTA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>00976</td>\n",
" <td>20117</td>\n",
" <td>61084</td>\n",
" <td>00976</td>\n",
" <td>TRUJILLO ALTO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>33023</td>\n",
" <td>19423</td>\n",
" <td>70910</td>\n",
" <td>33023</td>\n",
" <td>HOLLYWOOD</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>00693</td>\n",
" <td>18909</td>\n",
" <td>57428</td>\n",
" <td>00693</td>\n",
" <td>VEGA BAJA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>00680</td>\n",
" <td>18783</td>\n",
" <td>50628</td>\n",
" <td>00680</td>\n",
" <td>MAYAGUEZ</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>33142</td>\n",
" <td>18239</td>\n",
" <td>54571</td>\n",
" <td>33142</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>33012</td>\n",
" <td>17925</td>\n",
" <td>76384</td>\n",
" <td>33012</td>\n",
" <td>HIALEAH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>00924</td>\n",
" <td>17338</td>\n",
" <td>54062</td>\n",
" <td>00924</td>\n",
" <td>SAN JUAN</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>00791</td>\n",
" <td>17166</td>\n",
" <td>50515</td>\n",
" <td>00791</td>\n",
" <td>HUMACAO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>00729</td>\n",
" <td>17050</td>\n",
" <td>52897</td>\n",
" <td>00729</td>\n",
" <td>CANOVANAS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>33147</td>\n",
" <td>16782</td>\n",
" <td>45676</td>\n",
" <td>33147</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>33125</td>\n",
" <td>16753</td>\n",
" <td>58144</td>\n",
" <td>33125</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>33040</td>\n",
" <td>16633</td>\n",
" <td>35357</td>\n",
" <td>33040</td>\n",
" <td>KEY WEST</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>00987</td>\n",
" <td>16306</td>\n",
" <td>58705</td>\n",
" <td>00987</td>\n",
" <td>CAROLINA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>33157</td>\n",
" <td>16254</td>\n",
" <td>68396</td>\n",
" <td>33157</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>00745</td>\n",
" <td>15932</td>\n",
" <td>53395</td>\n",
" <td>00745</td>\n",
" <td>RIO GRANDE</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>33161</td>\n",
" <td>15866</td>\n",
" <td>56385</td>\n",
" <td>33161</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>33033</td>\n",
" <td>15714</td>\n",
" <td>55956</td>\n",
" <td>33033</td>\n",
" <td>HOMESTEAD</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>00795</td>\n",
" <td>15684</td>\n",
" <td>45852</td>\n",
" <td>00795</td>\n",
" <td>JUANA DIAZ</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>00603</td>\n",
" <td>15633</td>\n",
" <td>51565</td>\n",
" <td>00603</td>\n",
" <td>AGUADILLA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>33313</td>\n",
" <td>15482</td>\n",
" <td>61117</td>\n",
" <td>33313</td>\n",
" <td>FORT LAUDERDALE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>33025</td>\n",
" <td>14936</td>\n",
" <td>65059</td>\n",
" <td>33025</td>\n",
" <td>HOLLYWOOD</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>00959</td>\n",
" <td>14802</td>\n",
" <td>48349</td>\n",
" <td>00959</td>\n",
" <td>BAYAMON</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>00736</td>\n",
" <td>14043</td>\n",
" <td>49841</td>\n",
" <td>00736</td>\n",
" <td>CAYEY</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>00674</td>\n",
" <td>13855</td>\n",
" <td>41545</td>\n",
" <td>00674</td>\n",
" <td>MANATI</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>33177</td>\n",
" <td>13836</td>\n",
" <td>57570</td>\n",
" <td>33177</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>33165</td>\n",
" <td>13800</td>\n",
" <td>56771</td>\n",
" <td>33165</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>77642</td>\n",
" <td>13722</td>\n",
" <td>39252</td>\n",
" <td>77642</td>\n",
" <td>PORT ARTHUR</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>33024</td>\n",
" <td>13655</td>\n",
" <td>73034</td>\n",
" <td>33024</td>\n",
" <td>HOLLYWOOD</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>33032</td>\n",
" <td>13501</td>\n",
" <td>43281</td>\n",
" <td>33032</td>\n",
" <td>HOMESTEAD</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>33055</td>\n",
" <td>13438</td>\n",
" <td>45974</td>\n",
" <td>33055</td>\n",
" <td>OPA LOCKA</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>00739</td>\n",
" <td>13431</td>\n",
" <td>37558</td>\n",
" <td>00739</td>\n",
" <td>CIDRA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>00777</td>\n",
" <td>13380</td>\n",
" <td>40398</td>\n",
" <td>00777</td>\n",
" <td>JUNCOS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>00957</td>\n",
" <td>13369</td>\n",
" <td>42155</td>\n",
" <td>00957</td>\n",
" <td>BAYAMON</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>00698</td>\n",
" <td>13292</td>\n",
" <td>38502</td>\n",
" <td>00698</td>\n",
" <td>YAUCO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>33169</td>\n",
" <td>13173</td>\n",
" <td>41037</td>\n",
" <td>33169</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>00985</td>\n",
" <td>13014</td>\n",
" <td>33320</td>\n",
" <td>00985</td>\n",
" <td>CAROLINA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>00778</td>\n",
" <td>13001</td>\n",
" <td>46990</td>\n",
" <td>00778</td>\n",
" <td>GURABO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>32808</td>\n",
" <td>12887</td>\n",
" <td>51507</td>\n",
" <td>32808</td>\n",
" <td>ORLANDO</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>77084</td>\n",
" <td>12859</td>\n",
" <td>103635</td>\n",
" <td>77084</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>33010</td>\n",
" <td>12822</td>\n",
" <td>47581</td>\n",
" <td>33010</td>\n",
" <td>HIALEAH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>00662</td>\n",
" <td>12822</td>\n",
" <td>41986</td>\n",
" <td>00662</td>\n",
" <td>ISABELA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>33162</td>\n",
" <td>12769</td>\n",
" <td>47394</td>\n",
" <td>33162</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>00602</td>\n",
" <td>12702</td>\n",
" <td>39716</td>\n",
" <td>00602</td>\n",
" <td>AGUADA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2837</th>\n",
" <td>75010</td>\n",
" <td>1</td>\n",
" <td>25738</td>\n",
" <td>75010</td>\n",
" <td>CARROLLTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2838</th>\n",
" <td>43214</td>\n",
" <td>1</td>\n",
" <td>26300</td>\n",
" <td>43214</td>\n",
" <td>COLUMBUS</td>\n",
" <td>OH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2839</th>\n",
" <td>75009</td>\n",
" <td>1</td>\n",
" <td>10220</td>\n",
" <td>75009</td>\n",
" <td>CELINA</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2840</th>\n",
" <td>28642</td>\n",
" <td>1</td>\n",
" <td>5884</td>\n",
" <td>28642</td>\n",
" <td>JONESVILLE</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2841</th>\n",
" <td>06514</td>\n",
" <td>1</td>\n",
" <td>27475</td>\n",
" <td>06514</td>\n",
" <td>HAMDEN</td>\n",
" <td>CT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2842</th>\n",
" <td>11212</td>\n",
" <td>1</td>\n",
" <td>86469</td>\n",
" <td>11212</td>\n",
" <td>BROOKLYN</td>\n",
" <td>NY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2843</th>\n",
" <td>76543</td>\n",
" <td>1</td>\n",
" <td>29385</td>\n",
" <td>76543</td>\n",
" <td>KILLEEN</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2844</th>\n",
" <td>30044</td>\n",
" <td>1</td>\n",
" <td>87791</td>\n",
" <td>30044</td>\n",
" <td>LAWRENCEVILLE</td>\n",
" <td>GA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2845</th>\n",
" <td>78016</td>\n",
" <td>1</td>\n",
" <td>9073</td>\n",
" <td>78016</td>\n",
" <td>DEVINE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2846</th>\n",
" <td>06512</td>\n",
" <td>1</td>\n",
" <td>28890</td>\n",
" <td>06512</td>\n",
" <td>EAST HAVEN</td>\n",
" <td>CT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2847</th>\n",
" <td>35744</td>\n",
" <td>1</td>\n",
" <td>2466</td>\n",
" <td>35744</td>\n",
" <td>DUTTON</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2848</th>\n",
" <td>07760</td>\n",
" <td>1</td>\n",
" <td>8945</td>\n",
" <td>07760</td>\n",
" <td>RUMSON</td>\n",
" <td>NJ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2849</th>\n",
" <td>75051</td>\n",
" <td>1</td>\n",
" <td>40929</td>\n",
" <td>75051</td>\n",
" <td>GRAND PRAIRIE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2850</th>\n",
" <td>39564</td>\n",
" <td>1</td>\n",
" <td>39662</td>\n",
" <td>39564</td>\n",
" <td>OCEAN SPRINGS</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2851</th>\n",
" <td>28634</td>\n",
" <td>1</td>\n",
" <td>5327</td>\n",
" <td>28634</td>\n",
" <td>HARMONY</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2852</th>\n",
" <td>76306</td>\n",
" <td>1</td>\n",
" <td>15078</td>\n",
" <td>76306</td>\n",
" <td>WICHITA FALLS</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2853</th>\n",
" <td>55046</td>\n",
" <td>1</td>\n",
" <td>5456</td>\n",
" <td>55046</td>\n",
" <td>LONSDALE</td>\n",
" <td>MN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2854</th>\n",
" <td>27839</td>\n",
" <td>1</td>\n",
" <td>3552</td>\n",
" <td>27839</td>\n",
" <td>HALIFAX</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2855</th>\n",
" <td>28031</td>\n",
" <td>1</td>\n",
" <td>26686</td>\n",
" <td>28031</td>\n",
" <td>CORNELIUS</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2856</th>\n",
" <td>28716</td>\n",
" <td>1</td>\n",
" <td>17163</td>\n",
" <td>28716</td>\n",
" <td>CANTON</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2857</th>\n",
" <td>76092</td>\n",
" <td>1</td>\n",
" <td>29155</td>\n",
" <td>76092</td>\n",
" <td>SOUTHLAKE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2858</th>\n",
" <td>16441</td>\n",
" <td>1</td>\n",
" <td>10124</td>\n",
" <td>16441</td>\n",
" <td>WATERFORD</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2859</th>\n",
" <td>06120</td>\n",
" <td>1</td>\n",
" <td>14120</td>\n",
" <td>06120</td>\n",
" <td>HARTFORD</td>\n",
" <td>CT</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2860</th>\n",
" <td>75249</td>\n",
" <td>1</td>\n",
" <td>15767</td>\n",
" <td>75249</td>\n",
" <td>DALLAS</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2861</th>\n",
" <td>75766</td>\n",
" <td>1</td>\n",
" <td>26393</td>\n",
" <td>75766</td>\n",
" <td>JACKSONVILLE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2862</th>\n",
" <td>27915</td>\n",
" <td>1</td>\n",
" <td>830</td>\n",
" <td>27915</td>\n",
" <td>AVON</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2863</th>\n",
" <td>29566</td>\n",
" <td>1</td>\n",
" <td>16387</td>\n",
" <td>29566</td>\n",
" <td>LITTLE RIVER</td>\n",
" <td>SC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2864</th>\n",
" <td>27050</td>\n",
" <td>1</td>\n",
" <td>4040</td>\n",
" <td>27050</td>\n",
" <td>TOBACCOVILLE</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2865</th>\n",
" <td>75019</td>\n",
" <td>1</td>\n",
" <td>40863</td>\n",
" <td>75019</td>\n",
" <td>COPPELL</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2866</th>\n",
" <td>78578</td>\n",
" <td>1</td>\n",
" <td>11955</td>\n",
" <td>78578</td>\n",
" <td>PORT ISABEL</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2867</th>\n",
" <td>27943</td>\n",
" <td>1</td>\n",
" <td>481</td>\n",
" <td>27943</td>\n",
" <td>HATTERAS</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2868</th>\n",
" <td>79906</td>\n",
" <td>1</td>\n",
" <td>4863</td>\n",
" <td>79906</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2869</th>\n",
" <td>78238</td>\n",
" <td>1</td>\n",
" <td>25243</td>\n",
" <td>78238</td>\n",
" <td>SAN ANTONIO</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2870</th>\n",
" <td>78385</td>\n",
" <td>1</td>\n",
" <td>441</td>\n",
" <td>78385</td>\n",
" <td>SARITA</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2871</th>\n",
" <td>27055</td>\n",
" <td>1</td>\n",
" <td>14011</td>\n",
" <td>27055</td>\n",
" <td>YADKINVILLE</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2872</th>\n",
" <td>77201</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>77201</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2873</th>\n",
" <td>18103</td>\n",
" <td>1</td>\n",
" <td>47155</td>\n",
" <td>18103</td>\n",
" <td>ALLENTOWN</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2874</th>\n",
" <td>28075</td>\n",
" <td>1</td>\n",
" <td>17265</td>\n",
" <td>28075</td>\n",
" <td>HARRISBURG</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2875</th>\n",
" <td>75973</td>\n",
" <td>1</td>\n",
" <td>2403</td>\n",
" <td>75973</td>\n",
" <td>SHELBYVILLE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2876</th>\n",
" <td>75227</td>\n",
" <td>1</td>\n",
" <td>57604</td>\n",
" <td>75227</td>\n",
" <td>DALLAS</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2877</th>\n",
" <td>07016</td>\n",
" <td>1</td>\n",
" <td>23531</td>\n",
" <td>07016</td>\n",
" <td>CRANFORD</td>\n",
" <td>NJ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2878</th>\n",
" <td>04346</td>\n",
" <td>1</td>\n",
" <td>1814</td>\n",
" <td>04346</td>\n",
" <td>RANDOLPH</td>\n",
" <td>ME</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2879</th>\n",
" <td>28779</td>\n",
" <td>1</td>\n",
" <td>16965</td>\n",
" <td>28779</td>\n",
" <td>SYLVA</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2880</th>\n",
" <td>27356</td>\n",
" <td>1</td>\n",
" <td>3231</td>\n",
" <td>27356</td>\n",
" <td>STAR</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2881</th>\n",
" <td>89107</td>\n",
" <td>1</td>\n",
" <td>37943</td>\n",
" <td>89107</td>\n",
" <td>LAS VEGAS</td>\n",
" <td>NV</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2882</th>\n",
" <td>35233</td>\n",
" <td>1</td>\n",
" <td>1503</td>\n",
" <td>35233</td>\n",
" <td>BIRMINGHAM</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2883</th>\n",
" <td>35031</td>\n",
" <td>1</td>\n",
" <td>8306</td>\n",
" <td>35031</td>\n",
" <td>BLOUNTSVILLE</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2884</th>\n",
" <td>28630</td>\n",
" <td>1</td>\n",
" <td>20239</td>\n",
" <td>28630</td>\n",
" <td>GRANITE FALLS</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2885</th>\n",
" <td>32334</td>\n",
" <td>1</td>\n",
" <td>2202</td>\n",
" <td>32334</td>\n",
" <td>HOSFORD</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2886</th>\n",
" <td>75770</td>\n",
" <td>1</td>\n",
" <td>3022</td>\n",
" <td>75770</td>\n",
" <td>LARUE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2887 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" zip_code counts y-2016 Zipcode City State\n",
"0 00725 33769 83479 00725 CAGUAS PR\n",
"1 00926 30468 101337 00926 SAN JUAN PR\n",
"2 00956 24768 71602 00956 BAYAMON PR\n",
"3 00612 24657 63884 00612 ARECIBO PR\n",
"4 00949 23782 77458 00949 TOA BAJA PR\n",
"5 33311 21070 68664 33311 FORT LAUDERDALE FL\n",
"6 00953 20536 72712 00953 TOA ALTA PR\n",
"7 00976 20117 61084 00976 TRUJILLO ALTO PR\n",
"8 33023 19423 70910 33023 HOLLYWOOD FL\n",
"9 00693 18909 57428 00693 VEGA BAJA PR\n",
"10 00680 18783 50628 00680 MAYAGUEZ PR\n",
"11 33142 18239 54571 33142 MIAMI FL\n",
"12 33012 17925 76384 33012 HIALEAH FL\n",
"13 00924 17338 54062 00924 SAN JUAN PR\n",
"14 00791 17166 50515 00791 HUMACAO PR\n",
"15 00729 17050 52897 00729 CANOVANAS PR\n",
"16 33147 16782 45676 33147 MIAMI FL\n",
"17 33125 16753 58144 33125 MIAMI FL\n",
"18 33040 16633 35357 33040 KEY WEST FL\n",
"19 00987 16306 58705 00987 CAROLINA PR\n",
"20 33157 16254 68396 33157 MIAMI FL\n",
"21 00745 15932 53395 00745 RIO GRANDE PR\n",
"22 33161 15866 56385 33161 MIAMI FL\n",
"23 33033 15714 55956 33033 HOMESTEAD FL\n",
"24 00795 15684 45852 00795 JUANA DIAZ PR\n",
"25 00603 15633 51565 00603 AGUADILLA PR\n",
"26 33313 15482 61117 33313 FORT LAUDERDALE FL\n",
"27 33025 14936 65059 33025 HOLLYWOOD FL\n",
"28 00959 14802 48349 00959 BAYAMON PR\n",
"29 00736 14043 49841 00736 CAYEY PR\n",
"30 00674 13855 41545 00674 MANATI PR\n",
"31 33177 13836 57570 33177 MIAMI FL\n",
"32 33165 13800 56771 33165 MIAMI FL\n",
"33 77642 13722 39252 77642 PORT ARTHUR TX\n",
"34 33024 13655 73034 33024 HOLLYWOOD FL\n",
"35 33032 13501 43281 33032 HOMESTEAD FL\n",
"36 33055 13438 45974 33055 OPA LOCKA FL\n",
"37 00739 13431 37558 00739 CIDRA PR\n",
"38 00777 13380 40398 00777 JUNCOS PR\n",
"39 00957 13369 42155 00957 BAYAMON PR\n",
"40 00698 13292 38502 00698 YAUCO PR\n",
"41 33169 13173 41037 33169 MIAMI FL\n",
"42 00985 13014 33320 00985 CAROLINA PR\n",
"43 00778 13001 46990 00778 GURABO PR\n",
"44 32808 12887 51507 32808 ORLANDO FL\n",
"45 77084 12859 103635 77084 HOUSTON TX\n",
"46 33010 12822 47581 33010 HIALEAH FL\n",
"47 00662 12822 41986 00662 ISABELA PR\n",
"48 33162 12769 47394 33162 MIAMI FL\n",
"49 00602 12702 39716 00602 AGUADA PR\n",
"... ... ... ... ... ... ...\n",
"2837 75010 1 25738 75010 CARROLLTON TX\n",
"2838 43214 1 26300 43214 COLUMBUS OH\n",
"2839 75009 1 10220 75009 CELINA TX\n",
"2840 28642 1 5884 28642 JONESVILLE NC\n",
"2841 06514 1 27475 06514 HAMDEN CT\n",
"2842 11212 1 86469 11212 BROOKLYN NY\n",
"2843 76543 1 29385 76543 KILLEEN TX\n",
"2844 30044 1 87791 30044 LAWRENCEVILLE GA\n",
"2845 78016 1 9073 78016 DEVINE TX\n",
"2846 06512 1 28890 06512 EAST HAVEN CT\n",
"2847 35744 1 2466 35744 DUTTON AL\n",
"2848 07760 1 8945 07760 RUMSON NJ\n",
"2849 75051 1 40929 75051 GRAND PRAIRIE TX\n",
"2850 39564 1 39662 39564 OCEAN SPRINGS MS\n",
"2851 28634 1 5327 28634 HARMONY NC\n",
"2852 76306 1 15078 76306 WICHITA FALLS TX\n",
"2853 55046 1 5456 55046 LONSDALE MN\n",
"2854 27839 1 3552 27839 HALIFAX NC\n",
"2855 28031 1 26686 28031 CORNELIUS NC\n",
"2856 28716 1 17163 28716 CANTON NC\n",
"2857 76092 1 29155 76092 SOUTHLAKE TX\n",
"2858 16441 1 10124 16441 WATERFORD PA\n",
"2859 06120 1 14120 06120 HARTFORD CT\n",
"2860 75249 1 15767 75249 DALLAS TX\n",
"2861 75766 1 26393 75766 JACKSONVILLE TX\n",
"2862 27915 1 830 27915 AVON NC\n",
"2863 29566 1 16387 29566 LITTLE RIVER SC\n",
"2864 27050 1 4040 27050 TOBACCOVILLE NC\n",
"2865 75019 1 40863 75019 COPPELL TX\n",
"2866 78578 1 11955 78578 PORT ISABEL TX\n",
"2867 27943 1 481 27943 HATTERAS NC\n",
"2868 79906 1 4863 79906 EL PASO TX\n",
"2869 78238 1 25243 78238 SAN ANTONIO TX\n",
"2870 78385 1 441 78385 SARITA TX\n",
"2871 27055 1 14011 27055 YADKINVILLE NC\n",
"2872 77201 1 0 77201 HOUSTON TX\n",
"2873 18103 1 47155 18103 ALLENTOWN PA\n",
"2874 28075 1 17265 28075 HARRISBURG NC\n",
"2875 75973 1 2403 75973 SHELBYVILLE TX\n",
"2876 75227 1 57604 75227 DALLAS TX\n",
"2877 07016 1 23531 07016 CRANFORD NJ\n",
"2878 04346 1 1814 04346 RANDOLPH ME\n",
"2879 28779 1 16965 28779 SYLVA NC\n",
"2880 27356 1 3231 27356 STAR NC\n",
"2881 89107 1 37943 89107 LAS VEGAS NV\n",
"2882 35233 1 1503 35233 BIRMINGHAM AL\n",
"2883 35031 1 8306 35031 BLOUNTSVILLE AL\n",
"2884 28630 1 20239 28630 GRANITE FALLS NC\n",
"2885 32334 1 2202 32334 HOSFORD FL\n",
"2886 75770 1 3022 75770 LARUE TX\n",
"\n",
"[2887 rows x 6 columns]"
]
},
"execution_count": 12,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"individuals_by_zip = individuals['damagedZipCode'].value_counts().sort_values(ascending=False).rename_axis('zip_code').reset_index(name='counts')\n",
"zip_counts = individuals_by_zip.merge(merged_zip)\n",
"zip_counts"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Individual assistance registrants by zip code per capita"
]
},
{
"cell_type": "code",
"execution_count": 13,
"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>zip_code</th>\n",
" <th>counts</th>\n",
" <th>y-2016</th>\n",
" <th>Zipcode</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" <th>per_capita</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>2819</th>\n",
" <td>20540</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>20540</td>\n",
" <td>WASHINGTON</td>\n",
" <td>DC</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1696</th>\n",
" <td>34445</td>\n",
" <td>15</td>\n",
" <td>0</td>\n",
" <td>34445</td>\n",
" <td>HOLDER</td>\n",
" <td>FL</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1675</th>\n",
" <td>78335</td>\n",
" <td>18</td>\n",
" <td>0</td>\n",
" <td>78335</td>\n",
" <td>ARANSAS PASS</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1773</th>\n",
" <td>77440</td>\n",
" <td>10</td>\n",
" <td>0</td>\n",
" <td>77440</td>\n",
" <td>ELMATON</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1853</th>\n",
" <td>78951</td>\n",
" <td>7</td>\n",
" <td>0</td>\n",
" <td>78951</td>\n",
" <td>OAKLAND</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1875</th>\n",
" <td>77428</td>\n",
" <td>6</td>\n",
" <td>0</td>\n",
" <td>77428</td>\n",
" <td>COLLEGEPORT</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1473</th>\n",
" <td>77507</td>\n",
" <td>76</td>\n",
" <td>0</td>\n",
" <td>77507</td>\n",
" <td>PASADENA</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1976</th>\n",
" <td>34101</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>34101</td>\n",
" <td>NAPLES</td>\n",
" <td>FL</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1982</th>\n",
" <td>77342</td>\n",
" <td>4</td>\n",
" <td>0</td>\n",
" <td>77342</td>\n",
" <td>HUNTSVILLE</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1378</th>\n",
" <td>00950</td>\n",
" <td>156</td>\n",
" <td>0</td>\n",
" <td>00950</td>\n",
" <td>TOA BAJA</td>\n",
" <td>PR</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2160</th>\n",
" <td>33101</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>33101</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2347</th>\n",
" <td>10278</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>10278</td>\n",
" <td>NEW YORK</td>\n",
" <td>NY</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2814</th>\n",
" <td>20560</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>20560</td>\n",
" <td>WASHINGTON</td>\n",
" <td>DC</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2872</th>\n",
" <td>77201</td>\n",
" <td>1</td>\n",
" <td>0</td>\n",
" <td>77201</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>787</th>\n",
" <td>00951</td>\n",
" <td>1663</td>\n",
" <td>8</td>\n",
" <td>00951</td>\n",
" <td>TOA BAJA</td>\n",
" <td>PR</td>\n",
" <td>207.875000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1359</th>\n",
" <td>33855</td>\n",
" <td>172</td>\n",
" <td>15</td>\n",
" <td>33855</td>\n",
" <td>INDIAN LAKE ESTATES</td>\n",
" <td>FL</td>\n",
" <td>11.466667</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1098</th>\n",
" <td>00694</td>\n",
" <td>696</td>\n",
" <td>66</td>\n",
" <td>00694</td>\n",
" <td>VEGA BAJA</td>\n",
" <td>PR</td>\n",
" <td>10.545455</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1436</th>\n",
" <td>77451</td>\n",
" <td>101</td>\n",
" <td>41</td>\n",
" <td>77451</td>\n",
" <td>KENDLETON</td>\n",
" <td>TX</td>\n",
" <td>2.463415</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1600</th>\n",
" <td>77481</td>\n",
" <td>31</td>\n",
" <td>14</td>\n",
" <td>77481</td>\n",
" <td>THOMPSONS</td>\n",
" <td>TX</td>\n",
" <td>2.214286</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1371</th>\n",
" <td>33854</td>\n",
" <td>164</td>\n",
" <td>77</td>\n",
" <td>33854</td>\n",
" <td>LAKESHORE</td>\n",
" <td>FL</td>\n",
" <td>2.129870</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1484</th>\n",
" <td>77468</td>\n",
" <td>70</td>\n",
" <td>35</td>\n",
" <td>77468</td>\n",
" <td>PLEDGER</td>\n",
" <td>TX</td>\n",
" <td>2.000000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1251</th>\n",
" <td>33001</td>\n",
" <td>318</td>\n",
" <td>192</td>\n",
" <td>33001</td>\n",
" <td>LONG KEY</td>\n",
" <td>FL</td>\n",
" <td>1.656250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1345</th>\n",
" <td>34138</td>\n",
" <td>182</td>\n",
" <td>130</td>\n",
" <td>34138</td>\n",
" <td>CHOKOLOSKEE</td>\n",
" <td>FL</td>\n",
" <td>1.400000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1569</th>\n",
" <td>77960</td>\n",
" <td>39</td>\n",
" <td>28</td>\n",
" <td>77960</td>\n",
" <td>FANNIN</td>\n",
" <td>TX</td>\n",
" <td>1.392857</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1121</th>\n",
" <td>78358</td>\n",
" <td>647</td>\n",
" <td>570</td>\n",
" <td>78358</td>\n",
" <td>FULTON</td>\n",
" <td>TX</td>\n",
" <td>1.135088</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1283</th>\n",
" <td>00786</td>\n",
" <td>272</td>\n",
" <td>287</td>\n",
" <td>00786</td>\n",
" <td>LA PLATA</td>\n",
" <td>PR</td>\n",
" <td>0.947735</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1314</th>\n",
" <td>34140</td>\n",
" <td>235</td>\n",
" <td>260</td>\n",
" <td>34140</td>\n",
" <td>GOODLAND</td>\n",
" <td>FL</td>\n",
" <td>0.903846</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1366</th>\n",
" <td>77476</td>\n",
" <td>167</td>\n",
" <td>200</td>\n",
" <td>77476</td>\n",
" <td>SIMONTON</td>\n",
" <td>TX</td>\n",
" <td>0.835000</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1545</th>\n",
" <td>34141</td>\n",
" <td>45</td>\n",
" <td>56</td>\n",
" <td>34141</td>\n",
" <td>OCHOPEE</td>\n",
" <td>FL</td>\n",
" <td>0.803571</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1592</th>\n",
" <td>77436</td>\n",
" <td>34</td>\n",
" <td>43</td>\n",
" <td>77436</td>\n",
" <td>EGYPT</td>\n",
" <td>TX</td>\n",
" <td>0.790698</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1426</th>\n",
" <td>33122</td>\n",
" <td>113</td>\n",
" <td>151</td>\n",
" <td>33122</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" <td>0.748344</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1170</th>\n",
" <td>33051</td>\n",
" <td>518</td>\n",
" <td>696</td>\n",
" <td>33051</td>\n",
" <td>KEY COLONY BEACH</td>\n",
" <td>FL</td>\n",
" <td>0.744253</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1814</th>\n",
" <td>32830</td>\n",
" <td>8</td>\n",
" <td>11</td>\n",
" <td>32830</td>\n",
" <td>ORLANDO</td>\n",
" <td>FL</td>\n",
" <td>0.727273</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1525</th>\n",
" <td>32681</td>\n",
" <td>52</td>\n",
" <td>76</td>\n",
" <td>32681</td>\n",
" <td>ORANGE LAKE</td>\n",
" <td>FL</td>\n",
" <td>0.684211</td>\n",
" </tr>\n",
" <tr>\n",
" <th>592</th>\n",
" <td>78373</td>\n",
" <td>2708</td>\n",
" <td>3982</td>\n",
" <td>78373</td>\n",
" <td>PORT ARANSAS</td>\n",
" <td>TX</td>\n",
" <td>0.680060</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>33050</td>\n",
" <td>5921</td>\n",
" <td>9417</td>\n",
" <td>33050</td>\n",
" <td>MARATHON</td>\n",
" <td>FL</td>\n",
" <td>0.628757</td>\n",
" </tr>\n",
" <tr>\n",
" <th>402</th>\n",
" <td>33042</td>\n",
" <td>4183</td>\n",
" <td>6707</td>\n",
" <td>33042</td>\n",
" <td>SUMMERLAND KEY</td>\n",
" <td>FL</td>\n",
" <td>0.623677</td>\n",
" </tr>\n",
" <tr>\n",
" <th>546</th>\n",
" <td>33043</td>\n",
" <td>3100</td>\n",
" <td>4977</td>\n",
" <td>33043</td>\n",
" <td>BIG PINE KEY</td>\n",
" <td>FL</td>\n",
" <td>0.622865</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1585</th>\n",
" <td>77448</td>\n",
" <td>36</td>\n",
" <td>58</td>\n",
" <td>77448</td>\n",
" <td>HUNGERFORD</td>\n",
" <td>TX</td>\n",
" <td>0.620690</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1451</th>\n",
" <td>34137</td>\n",
" <td>92</td>\n",
" <td>149</td>\n",
" <td>34137</td>\n",
" <td>COPELAND</td>\n",
" <td>FL</td>\n",
" <td>0.617450</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1237</th>\n",
" <td>77560</td>\n",
" <td>351</td>\n",
" <td>609</td>\n",
" <td>77560</td>\n",
" <td>HANKAMER</td>\n",
" <td>TX</td>\n",
" <td>0.576355</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1442</th>\n",
" <td>77950</td>\n",
" <td>97</td>\n",
" <td>169</td>\n",
" <td>77950</td>\n",
" <td>AUSTWELL</td>\n",
" <td>TX</td>\n",
" <td>0.573964</td>\n",
" </tr>\n",
" <tr>\n",
" <th>71</th>\n",
" <td>78382</td>\n",
" <td>11398</td>\n",
" <td>21300</td>\n",
" <td>78382</td>\n",
" <td>ROCKPORT</td>\n",
" <td>TX</td>\n",
" <td>0.535117</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1060</th>\n",
" <td>00775</td>\n",
" <td>797</td>\n",
" <td>1493</td>\n",
" <td>00775</td>\n",
" <td>CULEBRA</td>\n",
" <td>PR</td>\n",
" <td>0.533825</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1313</th>\n",
" <td>78340</td>\n",
" <td>236</td>\n",
" <td>476</td>\n",
" <td>78340</td>\n",
" <td>BAYSIDE</td>\n",
" <td>TX</td>\n",
" <td>0.495798</td>\n",
" </tr>\n",
" <tr>\n",
" <th>278</th>\n",
" <td>33037</td>\n",
" <td>5404</td>\n",
" <td>11071</td>\n",
" <td>33037</td>\n",
" <td>KEY LARGO</td>\n",
" <td>FL</td>\n",
" <td>0.488122</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1606</th>\n",
" <td>77617</td>\n",
" <td>29</td>\n",
" <td>60</td>\n",
" <td>77617</td>\n",
" <td>GILCHRIST</td>\n",
" <td>TX</td>\n",
" <td>0.483333</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td>78336</td>\n",
" <td>5778</td>\n",
" <td>11999</td>\n",
" <td>78336</td>\n",
" <td>ARANSAS PASS</td>\n",
" <td>TX</td>\n",
" <td>0.481540</td>\n",
" </tr>\n",
" <tr>\n",
" <th>169</th>\n",
" <td>77640</td>\n",
" <td>7369</td>\n",
" <td>15327</td>\n",
" <td>77640</td>\n",
" <td>PORT ARTHUR</td>\n",
" <td>TX</td>\n",
" <td>0.480786</td>\n",
" </tr>\n",
" <tr>\n",
" <th>814</th>\n",
" <td>33036</td>\n",
" <td>1568</td>\n",
" <td>3293</td>\n",
" <td>33036</td>\n",
" <td>ISLAMORADA</td>\n",
" <td>FL</td>\n",
" <td>0.476162</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2357</th>\n",
" <td>35758</td>\n",
" <td>1</td>\n",
" <td>45052</td>\n",
" <td>35758</td>\n",
" <td>MADISON</td>\n",
" <td>AL</td>\n",
" <td>0.000022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2703</th>\n",
" <td>78041</td>\n",
" <td>1</td>\n",
" <td>45468</td>\n",
" <td>78041</td>\n",
" <td>LAREDO</td>\n",
" <td>TX</td>\n",
" <td>0.000022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2676</th>\n",
" <td>78258</td>\n",
" <td>1</td>\n",
" <td>45750</td>\n",
" <td>78258</td>\n",
" <td>SAN ANTONIO</td>\n",
" <td>TX</td>\n",
" <td>0.000022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2442</th>\n",
" <td>75071</td>\n",
" <td>1</td>\n",
" <td>45875</td>\n",
" <td>75071</td>\n",
" <td>MCKINNEY</td>\n",
" <td>TX</td>\n",
" <td>0.000022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2592</th>\n",
" <td>76017</td>\n",
" <td>1</td>\n",
" <td>45894</td>\n",
" <td>76017</td>\n",
" <td>ARLINGTON</td>\n",
" <td>TX</td>\n",
" <td>0.000022</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2545</th>\n",
" <td>29229</td>\n",
" <td>1</td>\n",
" <td>47054</td>\n",
" <td>29229</td>\n",
" <td>COLUMBIA</td>\n",
" <td>SC</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2369</th>\n",
" <td>01902</td>\n",
" <td>1</td>\n",
" <td>47081</td>\n",
" <td>01902</td>\n",
" <td>LYNN</td>\n",
" <td>MA</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2413</th>\n",
" <td>60645</td>\n",
" <td>1</td>\n",
" <td>47131</td>\n",
" <td>60645</td>\n",
" <td>CHICAGO</td>\n",
" <td>IL</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2341</th>\n",
" <td>11590</td>\n",
" <td>1</td>\n",
" <td>47134</td>\n",
" <td>11590</td>\n",
" <td>WESTBURY</td>\n",
" <td>NY</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2873</th>\n",
" <td>18103</td>\n",
" <td>1</td>\n",
" <td>47155</td>\n",
" <td>18103</td>\n",
" <td>ALLENTOWN</td>\n",
" <td>PA</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2739</th>\n",
" <td>06606</td>\n",
" <td>1</td>\n",
" <td>47671</td>\n",
" <td>06606</td>\n",
" <td>BRIDGEPORT</td>\n",
" <td>CT</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2683</th>\n",
" <td>10459</td>\n",
" <td>1</td>\n",
" <td>47972</td>\n",
" <td>10459</td>\n",
" <td>BRONX</td>\n",
" <td>NY</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2395</th>\n",
" <td>75080</td>\n",
" <td>1</td>\n",
" <td>48315</td>\n",
" <td>75080</td>\n",
" <td>RICHARDSON</td>\n",
" <td>TX</td>\n",
" <td>0.000021</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2762</th>\n",
" <td>75068</td>\n",
" <td>1</td>\n",
" <td>49620</td>\n",
" <td>75068</td>\n",
" <td>LITTLE ELM</td>\n",
" <td>TX</td>\n",
" <td>0.000020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2565</th>\n",
" <td>10461</td>\n",
" <td>1</td>\n",
" <td>50255</td>\n",
" <td>10461</td>\n",
" <td>BRONX</td>\n",
" <td>NY</td>\n",
" <td>0.000020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2343</th>\n",
" <td>85022</td>\n",
" <td>1</td>\n",
" <td>50369</td>\n",
" <td>85022</td>\n",
" <td>PHOENIX</td>\n",
" <td>AZ</td>\n",
" <td>0.000020</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2707</th>\n",
" <td>75098</td>\n",
" <td>1</td>\n",
" <td>52063</td>\n",
" <td>75098</td>\n",
" <td>WYLIE</td>\n",
" <td>TX</td>\n",
" <td>0.000019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2643</th>\n",
" <td>39503</td>\n",
" <td>1</td>\n",
" <td>52387</td>\n",
" <td>39503</td>\n",
" <td>GULFPORT</td>\n",
" <td>MS</td>\n",
" <td>0.000019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2601</th>\n",
" <td>30253</td>\n",
" <td>1</td>\n",
" <td>52663</td>\n",
" <td>30253</td>\n",
" <td>MCDONOUGH</td>\n",
" <td>GA</td>\n",
" <td>0.000019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2636</th>\n",
" <td>75287</td>\n",
" <td>1</td>\n",
" <td>53116</td>\n",
" <td>75287</td>\n",
" <td>DALLAS</td>\n",
" <td>TX</td>\n",
" <td>0.000019</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2453</th>\n",
" <td>75007</td>\n",
" <td>1</td>\n",
" <td>54312</td>\n",
" <td>75007</td>\n",
" <td>CARROLLTON</td>\n",
" <td>TX</td>\n",
" <td>0.000018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2419</th>\n",
" <td>30058</td>\n",
" <td>1</td>\n",
" <td>54918</td>\n",
" <td>30058</td>\n",
" <td>LITHONIA</td>\n",
" <td>GA</td>\n",
" <td>0.000018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2765</th>\n",
" <td>30080</td>\n",
" <td>1</td>\n",
" <td>55746</td>\n",
" <td>30080</td>\n",
" <td>SMYRNA</td>\n",
" <td>GA</td>\n",
" <td>0.000018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2254</th>\n",
" <td>79936</td>\n",
" <td>2</td>\n",
" <td>113255</td>\n",
" <td>79936</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" <td>0.000018</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2663</th>\n",
" <td>79928</td>\n",
" <td>1</td>\n",
" <td>57415</td>\n",
" <td>79928</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" <td>0.000017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2876</th>\n",
" <td>75227</td>\n",
" <td>1</td>\n",
" <td>57604</td>\n",
" <td>75227</td>\n",
" <td>DALLAS</td>\n",
" <td>TX</td>\n",
" <td>0.000017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2593</th>\n",
" <td>22407</td>\n",
" <td>1</td>\n",
" <td>57950</td>\n",
" <td>22407</td>\n",
" <td>FREDERICKSBURG</td>\n",
" <td>VA</td>\n",
" <td>0.000017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2767</th>\n",
" <td>79924</td>\n",
" <td>1</td>\n",
" <td>59901</td>\n",
" <td>79924</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" <td>0.000017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2450</th>\n",
" <td>06010</td>\n",
" <td>1</td>\n",
" <td>60437</td>\n",
" <td>06010</td>\n",
" <td>BRISTOL</td>\n",
" <td>CT</td>\n",
" <td>0.000017</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2532</th>\n",
" <td>78664</td>\n",
" <td>1</td>\n",
" <td>60884</td>\n",
" <td>78664</td>\n",
" <td>ROUND ROCK</td>\n",
" <td>TX</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2784</th>\n",
" <td>75150</td>\n",
" <td>1</td>\n",
" <td>60986</td>\n",
" <td>75150</td>\n",
" <td>MESQUITE</td>\n",
" <td>TX</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2600</th>\n",
" <td>21215</td>\n",
" <td>1</td>\n",
" <td>61019</td>\n",
" <td>21215</td>\n",
" <td>BALTIMORE</td>\n",
" <td>MD</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2675</th>\n",
" <td>60651</td>\n",
" <td>1</td>\n",
" <td>61759</td>\n",
" <td>60651</td>\n",
" <td>CHICAGO</td>\n",
" <td>IL</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2660</th>\n",
" <td>75040</td>\n",
" <td>1</td>\n",
" <td>61947</td>\n",
" <td>75040</td>\n",
" <td>GARLAND</td>\n",
" <td>TX</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2716</th>\n",
" <td>43123</td>\n",
" <td>1</td>\n",
" <td>62094</td>\n",
" <td>43123</td>\n",
" <td>GROVE CITY</td>\n",
" <td>OH</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2737</th>\n",
" <td>23462</td>\n",
" <td>1</td>\n",
" <td>62326</td>\n",
" <td>23462</td>\n",
" <td>VIRGINIA BEACH</td>\n",
" <td>VA</td>\n",
" <td>0.000016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2606</th>\n",
" <td>11706</td>\n",
" <td>1</td>\n",
" <td>67959</td>\n",
" <td>11706</td>\n",
" <td>BAY SHORE</td>\n",
" <td>NY</td>\n",
" <td>0.000015</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2461</th>\n",
" <td>20906</td>\n",
" <td>1</td>\n",
" <td>69112</td>\n",
" <td>20906</td>\n",
" <td>SILVER SPRING</td>\n",
" <td>MD</td>\n",
" <td>0.000014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2823</th>\n",
" <td>97006</td>\n",
" <td>1</td>\n",
" <td>69158</td>\n",
" <td>97006</td>\n",
" <td>BEAVERTON</td>\n",
" <td>OR</td>\n",
" <td>0.000014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2752</th>\n",
" <td>76244</td>\n",
" <td>1</td>\n",
" <td>72474</td>\n",
" <td>76244</td>\n",
" <td>KELLER</td>\n",
" <td>TX</td>\n",
" <td>0.000014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2718</th>\n",
" <td>30024</td>\n",
" <td>1</td>\n",
" <td>73917</td>\n",
" <td>30024</td>\n",
" <td>SUWANEE</td>\n",
" <td>GA</td>\n",
" <td>0.000014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2418</th>\n",
" <td>10457</td>\n",
" <td>1</td>\n",
" <td>74010</td>\n",
" <td>10457</td>\n",
" <td>BRONX</td>\n",
" <td>NY</td>\n",
" <td>0.000014</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2358</th>\n",
" <td>92553</td>\n",
" <td>1</td>\n",
" <td>74925</td>\n",
" <td>92553</td>\n",
" <td>MORENO VALLEY</td>\n",
" <td>CA</td>\n",
" <td>0.000013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2782</th>\n",
" <td>91709</td>\n",
" <td>1</td>\n",
" <td>77266</td>\n",
" <td>91709</td>\n",
" <td>CHINO HILLS</td>\n",
" <td>CA</td>\n",
" <td>0.000013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2574</th>\n",
" <td>79912</td>\n",
" <td>1</td>\n",
" <td>79492</td>\n",
" <td>79912</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" <td>0.000013</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2788</th>\n",
" <td>91335</td>\n",
" <td>1</td>\n",
" <td>80161</td>\n",
" <td>91335</td>\n",
" <td>RESEDA</td>\n",
" <td>CA</td>\n",
" <td>0.000012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2650</th>\n",
" <td>11221</td>\n",
" <td>1</td>\n",
" <td>84034</td>\n",
" <td>11221</td>\n",
" <td>BROOKLYN</td>\n",
" <td>NY</td>\n",
" <td>0.000012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2842</th>\n",
" <td>11212</td>\n",
" <td>1</td>\n",
" <td>86469</td>\n",
" <td>11212</td>\n",
" <td>BROOKLYN</td>\n",
" <td>NY</td>\n",
" <td>0.000012</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2844</th>\n",
" <td>30044</td>\n",
" <td>1</td>\n",
" <td>87791</td>\n",
" <td>30044</td>\n",
" <td>LAWRENCEVILLE</td>\n",
" <td>GA</td>\n",
" <td>0.000011</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2631</th>\n",
" <td>11208</td>\n",
" <td>1</td>\n",
" <td>95715</td>\n",
" <td>11208</td>\n",
" <td>BROOKLYN</td>\n",
" <td>NY</td>\n",
" <td>0.000010</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2887 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" zip_code counts y-2016 Zipcode City State per_capita\n",
"2819 20540 1 0 20540 WASHINGTON DC inf\n",
"1696 34445 15 0 34445 HOLDER FL inf\n",
"1675 78335 18 0 78335 ARANSAS PASS TX inf\n",
"1773 77440 10 0 77440 ELMATON TX inf\n",
"1853 78951 7 0 78951 OAKLAND TX inf\n",
"1875 77428 6 0 77428 COLLEGEPORT TX inf\n",
"1473 77507 76 0 77507 PASADENA TX inf\n",
"1976 34101 4 0 34101 NAPLES FL inf\n",
"1982 77342 4 0 77342 HUNTSVILLE TX inf\n",
"1378 00950 156 0 00950 TOA BAJA PR inf\n",
"2160 33101 2 0 33101 MIAMI FL inf\n",
"2347 10278 1 0 10278 NEW YORK NY inf\n",
"2814 20560 1 0 20560 WASHINGTON DC inf\n",
"2872 77201 1 0 77201 HOUSTON TX inf\n",
"787 00951 1663 8 00951 TOA BAJA PR 207.875000\n",
"1359 33855 172 15 33855 INDIAN LAKE ESTATES FL 11.466667\n",
"1098 00694 696 66 00694 VEGA BAJA PR 10.545455\n",
"1436 77451 101 41 77451 KENDLETON TX 2.463415\n",
"1600 77481 31 14 77481 THOMPSONS TX 2.214286\n",
"1371 33854 164 77 33854 LAKESHORE FL 2.129870\n",
"1484 77468 70 35 77468 PLEDGER TX 2.000000\n",
"1251 33001 318 192 33001 LONG KEY FL 1.656250\n",
"1345 34138 182 130 34138 CHOKOLOSKEE FL 1.400000\n",
"1569 77960 39 28 77960 FANNIN TX 1.392857\n",
"1121 78358 647 570 78358 FULTON TX 1.135088\n",
"1283 00786 272 287 00786 LA PLATA PR 0.947735\n",
"1314 34140 235 260 34140 GOODLAND FL 0.903846\n",
"1366 77476 167 200 77476 SIMONTON TX 0.835000\n",
"1545 34141 45 56 34141 OCHOPEE FL 0.803571\n",
"1592 77436 34 43 77436 EGYPT TX 0.790698\n",
"1426 33122 113 151 33122 MIAMI FL 0.748344\n",
"1170 33051 518 696 33051 KEY COLONY BEACH FL 0.744253\n",
"1814 32830 8 11 32830 ORLANDO FL 0.727273\n",
"1525 32681 52 76 32681 ORANGE LAKE FL 0.684211\n",
"592 78373 2708 3982 78373 PORT ARANSAS TX 0.680060\n",
"240 33050 5921 9417 33050 MARATHON FL 0.628757\n",
"402 33042 4183 6707 33042 SUMMERLAND KEY FL 0.623677\n",
"546 33043 3100 4977 33043 BIG PINE KEY FL 0.622865\n",
"1585 77448 36 58 77448 HUNGERFORD TX 0.620690\n",
"1451 34137 92 149 34137 COPELAND FL 0.617450\n",
"1237 77560 351 609 77560 HANKAMER TX 0.576355\n",
"1442 77950 97 169 77950 AUSTWELL TX 0.573964\n",
"71 78382 11398 21300 78382 ROCKPORT TX 0.535117\n",
"1060 00775 797 1493 00775 CULEBRA PR 0.533825\n",
"1313 78340 236 476 78340 BAYSIDE TX 0.495798\n",
"278 33037 5404 11071 33037 KEY LARGO FL 0.488122\n",
"1606 77617 29 60 77617 GILCHRIST TX 0.483333\n",
"250 78336 5778 11999 78336 ARANSAS PASS TX 0.481540\n",
"169 77640 7369 15327 77640 PORT ARTHUR TX 0.480786\n",
"814 33036 1568 3293 33036 ISLAMORADA FL 0.476162\n",
"... ... ... ... ... ... ... ...\n",
"2357 35758 1 45052 35758 MADISON AL 0.000022\n",
"2703 78041 1 45468 78041 LAREDO TX 0.000022\n",
"2676 78258 1 45750 78258 SAN ANTONIO TX 0.000022\n",
"2442 75071 1 45875 75071 MCKINNEY TX 0.000022\n",
"2592 76017 1 45894 76017 ARLINGTON TX 0.000022\n",
"2545 29229 1 47054 29229 COLUMBIA SC 0.000021\n",
"2369 01902 1 47081 01902 LYNN MA 0.000021\n",
"2413 60645 1 47131 60645 CHICAGO IL 0.000021\n",
"2341 11590 1 47134 11590 WESTBURY NY 0.000021\n",
"2873 18103 1 47155 18103 ALLENTOWN PA 0.000021\n",
"2739 06606 1 47671 06606 BRIDGEPORT CT 0.000021\n",
"2683 10459 1 47972 10459 BRONX NY 0.000021\n",
"2395 75080 1 48315 75080 RICHARDSON TX 0.000021\n",
"2762 75068 1 49620 75068 LITTLE ELM TX 0.000020\n",
"2565 10461 1 50255 10461 BRONX NY 0.000020\n",
"2343 85022 1 50369 85022 PHOENIX AZ 0.000020\n",
"2707 75098 1 52063 75098 WYLIE TX 0.000019\n",
"2643 39503 1 52387 39503 GULFPORT MS 0.000019\n",
"2601 30253 1 52663 30253 MCDONOUGH GA 0.000019\n",
"2636 75287 1 53116 75287 DALLAS TX 0.000019\n",
"2453 75007 1 54312 75007 CARROLLTON TX 0.000018\n",
"2419 30058 1 54918 30058 LITHONIA GA 0.000018\n",
"2765 30080 1 55746 30080 SMYRNA GA 0.000018\n",
"2254 79936 2 113255 79936 EL PASO TX 0.000018\n",
"2663 79928 1 57415 79928 EL PASO TX 0.000017\n",
"2876 75227 1 57604 75227 DALLAS TX 0.000017\n",
"2593 22407 1 57950 22407 FREDERICKSBURG VA 0.000017\n",
"2767 79924 1 59901 79924 EL PASO TX 0.000017\n",
"2450 06010 1 60437 06010 BRISTOL CT 0.000017\n",
"2532 78664 1 60884 78664 ROUND ROCK TX 0.000016\n",
"2784 75150 1 60986 75150 MESQUITE TX 0.000016\n",
"2600 21215 1 61019 21215 BALTIMORE MD 0.000016\n",
"2675 60651 1 61759 60651 CHICAGO IL 0.000016\n",
"2660 75040 1 61947 75040 GARLAND TX 0.000016\n",
"2716 43123 1 62094 43123 GROVE CITY OH 0.000016\n",
"2737 23462 1 62326 23462 VIRGINIA BEACH VA 0.000016\n",
"2606 11706 1 67959 11706 BAY SHORE NY 0.000015\n",
"2461 20906 1 69112 20906 SILVER SPRING MD 0.000014\n",
"2823 97006 1 69158 97006 BEAVERTON OR 0.000014\n",
"2752 76244 1 72474 76244 KELLER TX 0.000014\n",
"2718 30024 1 73917 30024 SUWANEE GA 0.000014\n",
"2418 10457 1 74010 10457 BRONX NY 0.000014\n",
"2358 92553 1 74925 92553 MORENO VALLEY CA 0.000013\n",
"2782 91709 1 77266 91709 CHINO HILLS CA 0.000013\n",
"2574 79912 1 79492 79912 EL PASO TX 0.000013\n",
"2788 91335 1 80161 91335 RESEDA CA 0.000012\n",
"2650 11221 1 84034 11221 BROOKLYN NY 0.000012\n",
"2842 11212 1 86469 11212 BROOKLYN NY 0.000012\n",
"2844 30044 1 87791 30044 LAWRENCEVILLE GA 0.000011\n",
"2631 11208 1 95715 11208 BROOKLYN NY 0.000010\n",
"\n",
"[2887 rows x 7 columns]"
]
},
"execution_count": 13,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"zip_counts = individuals_by_zip.merge(merged_zip)\n",
"zip_counts['per_capita'] = zip_counts['counts']/zip_counts['y-2016']\n",
"zip_counts.sort_values(['per_capita'], ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Repair totals by zip code"
]
},
{
"cell_type": "code",
"execution_count": 14,
"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>damagedZipCode</th>\n",
" <th>repairtotal</th>\n",
" <th>zip_code</th>\n",
" <th>y-2016</th>\n",
" <th>Zipcode</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>77662</td>\n",
" <td>39632379.32</td>\n",
" <td>77662</td>\n",
" <td>26547</td>\n",
" <td>77662</td>\n",
" <td>VIDOR</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>77450</td>\n",
" <td>32859376.53</td>\n",
" <td>77450</td>\n",
" <td>74206</td>\n",
" <td>77450</td>\n",
" <td>KATY</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>77642</td>\n",
" <td>29698712.69</td>\n",
" <td>77642</td>\n",
" <td>39252</td>\n",
" <td>77642</td>\n",
" <td>PORT ARTHUR</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>77632</td>\n",
" <td>27529398.54</td>\n",
" <td>77632</td>\n",
" <td>23709</td>\n",
" <td>77632</td>\n",
" <td>ORANGE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>77539</td>\n",
" <td>26030758.78</td>\n",
" <td>77539</td>\n",
" <td>41991</td>\n",
" <td>77539</td>\n",
" <td>DICKINSON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>77044</td>\n",
" <td>22881492.79</td>\n",
" <td>77044</td>\n",
" <td>40389</td>\n",
" <td>77044</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>77640</td>\n",
" <td>19771651.24</td>\n",
" <td>77640</td>\n",
" <td>15327</td>\n",
" <td>77640</td>\n",
" <td>PORT ARTHUR</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>77084</td>\n",
" <td>18528944.92</td>\n",
" <td>77084</td>\n",
" <td>103635</td>\n",
" <td>77084</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>77713</td>\n",
" <td>17184782.02</td>\n",
" <td>77713</td>\n",
" <td>13848</td>\n",
" <td>77713</td>\n",
" <td>BEAUMONT</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>77079</td>\n",
" <td>17174442.71</td>\n",
" <td>77079</td>\n",
" <td>33229</td>\n",
" <td>77079</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>77630</td>\n",
" <td>15121764.34</td>\n",
" <td>77630</td>\n",
" <td>28763</td>\n",
" <td>77630</td>\n",
" <td>ORANGE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>77407</td>\n",
" <td>14473194.42</td>\n",
" <td>77407</td>\n",
" <td>43315</td>\n",
" <td>77407</td>\n",
" <td>RICHMOND</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>00949</td>\n",
" <td>13549695.63</td>\n",
" <td>00949</td>\n",
" <td>77458</td>\n",
" <td>00949</td>\n",
" <td>TOA BAJA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>77546</td>\n",
" <td>13012027.18</td>\n",
" <td>77546</td>\n",
" <td>51204</td>\n",
" <td>77546</td>\n",
" <td>FRIENDSWOOD</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>77521</td>\n",
" <td>12703735.74</td>\n",
" <td>77521</td>\n",
" <td>56141</td>\n",
" <td>77521</td>\n",
" <td>BAYTOWN</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>77078</td>\n",
" <td>12512225.93</td>\n",
" <td>77078</td>\n",
" <td>16323</td>\n",
" <td>77078</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>00612</td>\n",
" <td>12262217.30</td>\n",
" <td>00612</td>\n",
" <td>63884</td>\n",
" <td>00612</td>\n",
" <td>ARECIBO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>77657</td>\n",
" <td>12118796.95</td>\n",
" <td>77657</td>\n",
" <td>21449</td>\n",
" <td>77657</td>\n",
" <td>LUMBERTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>77089</td>\n",
" <td>12114103.58</td>\n",
" <td>77089</td>\n",
" <td>52207</td>\n",
" <td>77089</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>77028</td>\n",
" <td>12041783.93</td>\n",
" <td>77028</td>\n",
" <td>14457</td>\n",
" <td>77028</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>77345</td>\n",
" <td>11668552.79</td>\n",
" <td>77345</td>\n",
" <td>29922</td>\n",
" <td>77345</td>\n",
" <td>KINGWOOD</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>00729</td>\n",
" <td>11069924.01</td>\n",
" <td>00729</td>\n",
" <td>52897</td>\n",
" <td>00729</td>\n",
" <td>CANOVANAS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>00784</td>\n",
" <td>10973097.68</td>\n",
" <td>00784</td>\n",
" <td>41993</td>\n",
" <td>00784</td>\n",
" <td>GUAYAMA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>77041</td>\n",
" <td>10519515.74</td>\n",
" <td>77041</td>\n",
" <td>36129</td>\n",
" <td>77041</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>00956</td>\n",
" <td>10498191.15</td>\n",
" <td>00956</td>\n",
" <td>71602</td>\n",
" <td>00956</td>\n",
" <td>BAYAMON</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>00953</td>\n",
" <td>10397183.48</td>\n",
" <td>00953</td>\n",
" <td>72712</td>\n",
" <td>00953</td>\n",
" <td>TOA ALTA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>00791</td>\n",
" <td>10285831.00</td>\n",
" <td>00791</td>\n",
" <td>50515</td>\n",
" <td>00791</td>\n",
" <td>HUMACAO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>00725</td>\n",
" <td>10252274.23</td>\n",
" <td>00725</td>\n",
" <td>83479</td>\n",
" <td>00725</td>\n",
" <td>CAGUAS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>00719</td>\n",
" <td>9993728.19</td>\n",
" <td>00719</td>\n",
" <td>30094</td>\n",
" <td>00719</td>\n",
" <td>NARANJITO</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>00693</td>\n",
" <td>9976247.34</td>\n",
" <td>00693</td>\n",
" <td>57428</td>\n",
" <td>00693</td>\n",
" <td>VEGA BAJA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>00783</td>\n",
" <td>9934090.42</td>\n",
" <td>00783</td>\n",
" <td>34702</td>\n",
" <td>00783</td>\n",
" <td>COROZAL</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>00767</td>\n",
" <td>9916626.81</td>\n",
" <td>00767</td>\n",
" <td>35734</td>\n",
" <td>00767</td>\n",
" <td>YABUCOA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>00687</td>\n",
" <td>9806168.71</td>\n",
" <td>00687</td>\n",
" <td>32087</td>\n",
" <td>00687</td>\n",
" <td>MOROVIS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>77338</td>\n",
" <td>9439998.66</td>\n",
" <td>77338</td>\n",
" <td>38300</td>\n",
" <td>77338</td>\n",
" <td>HUMBLE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>77573</td>\n",
" <td>9355433.27</td>\n",
" <td>77573</td>\n",
" <td>82121</td>\n",
" <td>77573</td>\n",
" <td>LEAGUE CITY</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>77024</td>\n",
" <td>9311904.10</td>\n",
" <td>77024</td>\n",
" <td>37867</td>\n",
" <td>77024</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>00795</td>\n",
" <td>9237518.88</td>\n",
" <td>00795</td>\n",
" <td>45852</td>\n",
" <td>00795</td>\n",
" <td>JUANA DIAZ</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>77034</td>\n",
" <td>9158256.53</td>\n",
" <td>77034</td>\n",
" <td>39420</td>\n",
" <td>77034</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>78382</td>\n",
" <td>8765907.69</td>\n",
" <td>78382</td>\n",
" <td>21300</td>\n",
" <td>78382</td>\n",
" <td>ROCKPORT</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>00794</td>\n",
" <td>8498305.80</td>\n",
" <td>00794</td>\n",
" <td>29635</td>\n",
" <td>00794</td>\n",
" <td>BARRANQUITAS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>77523</td>\n",
" <td>8475107.91</td>\n",
" <td>77523</td>\n",
" <td>20223</td>\n",
" <td>77523</td>\n",
" <td>BAYTOWN</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>00736</td>\n",
" <td>8464657.42</td>\n",
" <td>00736</td>\n",
" <td>49841</td>\n",
" <td>00736</td>\n",
" <td>CAYEY</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>77339</td>\n",
" <td>8433195.58</td>\n",
" <td>77339</td>\n",
" <td>40950</td>\n",
" <td>77339</td>\n",
" <td>KINGWOOD</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>77511</td>\n",
" <td>8391449.82</td>\n",
" <td>77511</td>\n",
" <td>47099</td>\n",
" <td>77511</td>\n",
" <td>ALVIN</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>77659</td>\n",
" <td>8260468.50</td>\n",
" <td>77659</td>\n",
" <td>4751</td>\n",
" <td>77659</td>\n",
" <td>SOUR LAKE</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>00720</td>\n",
" <td>8116121.26</td>\n",
" <td>00720</td>\n",
" <td>22148</td>\n",
" <td>00720</td>\n",
" <td>OROCOVIS</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>77705</td>\n",
" <td>8115738.02</td>\n",
" <td>77705</td>\n",
" <td>40389</td>\n",
" <td>77705</td>\n",
" <td>BEAUMONT</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>33050</td>\n",
" <td>8064971.48</td>\n",
" <td>33050</td>\n",
" <td>9417</td>\n",
" <td>33050</td>\n",
" <td>MARATHON</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>00692</td>\n",
" <td>7772654.47</td>\n",
" <td>00692</td>\n",
" <td>36700</td>\n",
" <td>00692</td>\n",
" <td>VEGA ALTA</td>\n",
" <td>PR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>77039</td>\n",
" <td>7634801.67</td>\n",
" <td>77039</td>\n",
" <td>28644</td>\n",
" <td>77039</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2837</th>\n",
" <td>60012</td>\n",
" <td>0.00</td>\n",
" <td>60012</td>\n",
" <td>10696</td>\n",
" <td>60012</td>\n",
" <td>CRYSTAL LAKE</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2838</th>\n",
" <td>60064</td>\n",
" <td>0.00</td>\n",
" <td>60064</td>\n",
" <td>15848</td>\n",
" <td>60064</td>\n",
" <td>NORTH CHICAGO</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2839</th>\n",
" <td>35031</td>\n",
" <td>0.00</td>\n",
" <td>35031</td>\n",
" <td>8306</td>\n",
" <td>35031</td>\n",
" <td>BLOUNTSVILLE</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2840</th>\n",
" <td>70510</td>\n",
" <td>0.00</td>\n",
" <td>70510</td>\n",
" <td>26137</td>\n",
" <td>70510</td>\n",
" <td>ABBEVILLE</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2841</th>\n",
" <td>70458</td>\n",
" <td>0.00</td>\n",
" <td>70458</td>\n",
" <td>37227</td>\n",
" <td>70458</td>\n",
" <td>SLIDELL</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2842</th>\n",
" <td>70128</td>\n",
" <td>0.00</td>\n",
" <td>70128</td>\n",
" <td>19475</td>\n",
" <td>70128</td>\n",
" <td>NEW ORLEANS</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2843</th>\n",
" <td>70125</td>\n",
" <td>0.00</td>\n",
" <td>70125</td>\n",
" <td>16752</td>\n",
" <td>70125</td>\n",
" <td>NEW ORLEANS</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2844</th>\n",
" <td>70092</td>\n",
" <td>0.00</td>\n",
" <td>70092</td>\n",
" <td>7195</td>\n",
" <td>70092</td>\n",
" <td>VIOLET</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2845</th>\n",
" <td>70076</td>\n",
" <td>0.00</td>\n",
" <td>70076</td>\n",
" <td>222</td>\n",
" <td>70076</td>\n",
" <td>MOUNT AIRY</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2846</th>\n",
" <td>70071</td>\n",
" <td>0.00</td>\n",
" <td>70071</td>\n",
" <td>3438</td>\n",
" <td>70071</td>\n",
" <td>LUTCHER</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2847</th>\n",
" <td>70058</td>\n",
" <td>0.00</td>\n",
" <td>70058</td>\n",
" <td>38323</td>\n",
" <td>70058</td>\n",
" <td>HARVEY</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2848</th>\n",
" <td>60093</td>\n",
" <td>0.00</td>\n",
" <td>60093</td>\n",
" <td>19204</td>\n",
" <td>60093</td>\n",
" <td>WINNETKA</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2849</th>\n",
" <td>65616</td>\n",
" <td>0.00</td>\n",
" <td>65616</td>\n",
" <td>25704</td>\n",
" <td>65616</td>\n",
" <td>BRANSON</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2850</th>\n",
" <td>63052</td>\n",
" <td>0.00</td>\n",
" <td>63052</td>\n",
" <td>26051</td>\n",
" <td>63052</td>\n",
" <td>IMPERIAL</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2851</th>\n",
" <td>62901</td>\n",
" <td>0.00</td>\n",
" <td>62901</td>\n",
" <td>26752</td>\n",
" <td>62901</td>\n",
" <td>CARBONDALE</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2852</th>\n",
" <td>61021</td>\n",
" <td>0.00</td>\n",
" <td>61021</td>\n",
" <td>23138</td>\n",
" <td>61021</td>\n",
" <td>DIXON</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2853</th>\n",
" <td>60651</td>\n",
" <td>0.00</td>\n",
" <td>60651</td>\n",
" <td>61759</td>\n",
" <td>60651</td>\n",
" <td>CHICAGO</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2854</th>\n",
" <td>60645</td>\n",
" <td>0.00</td>\n",
" <td>60645</td>\n",
" <td>47131</td>\n",
" <td>60645</td>\n",
" <td>CHICAGO</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2855</th>\n",
" <td>60104</td>\n",
" <td>0.00</td>\n",
" <td>60104</td>\n",
" <td>19010</td>\n",
" <td>60104</td>\n",
" <td>BELLWOOD</td>\n",
" <td>IL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2856</th>\n",
" <td>43123</td>\n",
" <td>0.00</td>\n",
" <td>43123</td>\n",
" <td>62094</td>\n",
" <td>43123</td>\n",
" <td>GROVE CITY</td>\n",
" <td>OH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2857</th>\n",
" <td>43025</td>\n",
" <td>0.00</td>\n",
" <td>43025</td>\n",
" <td>5366</td>\n",
" <td>43025</td>\n",
" <td>HEBRON</td>\n",
" <td>OH</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2858</th>\n",
" <td>35758</td>\n",
" <td>0.00</td>\n",
" <td>35758</td>\n",
" <td>45052</td>\n",
" <td>35758</td>\n",
" <td>MADISON</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2859</th>\n",
" <td>37411</td>\n",
" <td>0.00</td>\n",
" <td>37411</td>\n",
" <td>17810</td>\n",
" <td>37411</td>\n",
" <td>CHATTANOOGA</td>\n",
" <td>TN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2860</th>\n",
" <td>37352</td>\n",
" <td>0.00</td>\n",
" <td>37352</td>\n",
" <td>3361</td>\n",
" <td>37352</td>\n",
" <td>LYNCHBURG</td>\n",
" <td>TN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2861</th>\n",
" <td>35744</td>\n",
" <td>0.00</td>\n",
" <td>35744</td>\n",
" <td>2466</td>\n",
" <td>35744</td>\n",
" <td>DUTTON</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2862</th>\n",
" <td>35572</td>\n",
" <td>0.00</td>\n",
" <td>35572</td>\n",
" <td>1215</td>\n",
" <td>35572</td>\n",
" <td>HOUSTON</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2863</th>\n",
" <td>35233</td>\n",
" <td>0.00</td>\n",
" <td>35233</td>\n",
" <td>1503</td>\n",
" <td>35233</td>\n",
" <td>BIRMINGHAM</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2864</th>\n",
" <td>35205</td>\n",
" <td>0.00</td>\n",
" <td>35205</td>\n",
" <td>21124</td>\n",
" <td>35205</td>\n",
" <td>BIRMINGHAM</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2865</th>\n",
" <td>42366</td>\n",
" <td>0.00</td>\n",
" <td>42366</td>\n",
" <td>5613</td>\n",
" <td>42366</td>\n",
" <td>PHILPOT</td>\n",
" <td>KY</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2866</th>\n",
" <td>39581</td>\n",
" <td>0.00</td>\n",
" <td>39581</td>\n",
" <td>10847</td>\n",
" <td>39581</td>\n",
" <td>PASCAGOULA</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2867</th>\n",
" <td>39567</td>\n",
" <td>0.00</td>\n",
" <td>39567</td>\n",
" <td>11347</td>\n",
" <td>39567</td>\n",
" <td>PASCAGOULA</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2868</th>\n",
" <td>39564</td>\n",
" <td>0.00</td>\n",
" <td>39564</td>\n",
" <td>39662</td>\n",
" <td>39564</td>\n",
" <td>OCEAN SPRINGS</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2869</th>\n",
" <td>39534</td>\n",
" <td>0.00</td>\n",
" <td>39534</td>\n",
" <td>2650</td>\n",
" <td>39534</td>\n",
" <td>BILOXI</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2870</th>\n",
" <td>39503</td>\n",
" <td>0.00</td>\n",
" <td>39503</td>\n",
" <td>52387</td>\n",
" <td>39503</td>\n",
" <td>GULFPORT</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2871</th>\n",
" <td>39339</td>\n",
" <td>0.00</td>\n",
" <td>39339</td>\n",
" <td>14946</td>\n",
" <td>39339</td>\n",
" <td>LOUISVILLE</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2872</th>\n",
" <td>39180</td>\n",
" <td>0.00</td>\n",
" <td>39180</td>\n",
" <td>33113</td>\n",
" <td>39180</td>\n",
" <td>VICKSBURG</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2873</th>\n",
" <td>39069</td>\n",
" <td>0.00</td>\n",
" <td>39069</td>\n",
" <td>5993</td>\n",
" <td>39069</td>\n",
" <td>FAYETTE</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2874</th>\n",
" <td>38619</td>\n",
" <td>0.00</td>\n",
" <td>38619</td>\n",
" <td>5589</td>\n",
" <td>38619</td>\n",
" <td>COMO</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2875</th>\n",
" <td>38461</td>\n",
" <td>0.00</td>\n",
" <td>38461</td>\n",
" <td>1096</td>\n",
" <td>38461</td>\n",
" <td>HAMPSHIRE</td>\n",
" <td>TN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2876</th>\n",
" <td>33503</td>\n",
" <td>0.00</td>\n",
" <td>33503</td>\n",
" <td>98</td>\n",
" <td>33503</td>\n",
" <td>BALM</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2877</th>\n",
" <td>33621</td>\n",
" <td>0.00</td>\n",
" <td>33621</td>\n",
" <td>2384</td>\n",
" <td>33621</td>\n",
" <td>TAMPA</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2878</th>\n",
" <td>33620</td>\n",
" <td>0.00</td>\n",
" <td>33620</td>\n",
" <td>5178</td>\n",
" <td>33620</td>\n",
" <td>TAMPA</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2879</th>\n",
" <td>33924</td>\n",
" <td>0.00</td>\n",
" <td>33924</td>\n",
" <td>233</td>\n",
" <td>33924</td>\n",
" <td>CAPTIVA</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2880</th>\n",
" <td>33921</td>\n",
" <td>0.00</td>\n",
" <td>33921</td>\n",
" <td>1065</td>\n",
" <td>33921</td>\n",
" <td>BOCA GRANDE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2881</th>\n",
" <td>33867</td>\n",
" <td>0.00</td>\n",
" <td>33867</td>\n",
" <td>417</td>\n",
" <td>33867</td>\n",
" <td>RIVER RANCH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2882</th>\n",
" <td>33856</td>\n",
" <td>0.00</td>\n",
" <td>33856</td>\n",
" <td>449</td>\n",
" <td>33856</td>\n",
" <td>NALCREST</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2883</th>\n",
" <td>33854</td>\n",
" <td>0.00</td>\n",
" <td>33854</td>\n",
" <td>77</td>\n",
" <td>33854</td>\n",
" <td>LAKESHORE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2884</th>\n",
" <td>33965</td>\n",
" <td>0.00</td>\n",
" <td>33965</td>\n",
" <td>1539</td>\n",
" <td>33965</td>\n",
" <td>FORT MYERS</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2885</th>\n",
" <td>34101</td>\n",
" <td>0.00</td>\n",
" <td>34101</td>\n",
" <td>0</td>\n",
" <td>34101</td>\n",
" <td>NAPLES</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2886</th>\n",
" <td>33744</td>\n",
" <td>0.00</td>\n",
" <td>33744</td>\n",
" <td>173</td>\n",
" <td>33744</td>\n",
" <td>BAY PINES</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2887 rows × 7 columns</p>\n",
"</div>"
],
"text/plain": [
" damagedZipCode repairtotal zip_code y-2016 Zipcode City State\n",
"0 77662 39632379.32 77662 26547 77662 VIDOR TX\n",
"1 77450 32859376.53 77450 74206 77450 KATY TX\n",
"2 77642 29698712.69 77642 39252 77642 PORT ARTHUR TX\n",
"3 77632 27529398.54 77632 23709 77632 ORANGE TX\n",
"4 77539 26030758.78 77539 41991 77539 DICKINSON TX\n",
"5 77044 22881492.79 77044 40389 77044 HOUSTON TX\n",
"6 77640 19771651.24 77640 15327 77640 PORT ARTHUR TX\n",
"7 77084 18528944.92 77084 103635 77084 HOUSTON TX\n",
"8 77713 17184782.02 77713 13848 77713 BEAUMONT TX\n",
"9 77079 17174442.71 77079 33229 77079 HOUSTON TX\n",
"10 77630 15121764.34 77630 28763 77630 ORANGE TX\n",
"11 77407 14473194.42 77407 43315 77407 RICHMOND TX\n",
"12 00949 13549695.63 00949 77458 00949 TOA BAJA PR\n",
"13 77546 13012027.18 77546 51204 77546 FRIENDSWOOD TX\n",
"14 77521 12703735.74 77521 56141 77521 BAYTOWN TX\n",
"15 77078 12512225.93 77078 16323 77078 HOUSTON TX\n",
"16 00612 12262217.30 00612 63884 00612 ARECIBO PR\n",
"17 77657 12118796.95 77657 21449 77657 LUMBERTON TX\n",
"18 77089 12114103.58 77089 52207 77089 HOUSTON TX\n",
"19 77028 12041783.93 77028 14457 77028 HOUSTON TX\n",
"20 77345 11668552.79 77345 29922 77345 KINGWOOD TX\n",
"21 00729 11069924.01 00729 52897 00729 CANOVANAS PR\n",
"22 00784 10973097.68 00784 41993 00784 GUAYAMA PR\n",
"23 77041 10519515.74 77041 36129 77041 HOUSTON TX\n",
"24 00956 10498191.15 00956 71602 00956 BAYAMON PR\n",
"25 00953 10397183.48 00953 72712 00953 TOA ALTA PR\n",
"26 00791 10285831.00 00791 50515 00791 HUMACAO PR\n",
"27 00725 10252274.23 00725 83479 00725 CAGUAS PR\n",
"28 00719 9993728.19 00719 30094 00719 NARANJITO PR\n",
"29 00693 9976247.34 00693 57428 00693 VEGA BAJA PR\n",
"30 00783 9934090.42 00783 34702 00783 COROZAL PR\n",
"31 00767 9916626.81 00767 35734 00767 YABUCOA PR\n",
"32 00687 9806168.71 00687 32087 00687 MOROVIS PR\n",
"33 77338 9439998.66 77338 38300 77338 HUMBLE TX\n",
"34 77573 9355433.27 77573 82121 77573 LEAGUE CITY TX\n",
"35 77024 9311904.10 77024 37867 77024 HOUSTON TX\n",
"36 00795 9237518.88 00795 45852 00795 JUANA DIAZ PR\n",
"37 77034 9158256.53 77034 39420 77034 HOUSTON TX\n",
"38 78382 8765907.69 78382 21300 78382 ROCKPORT TX\n",
"39 00794 8498305.80 00794 29635 00794 BARRANQUITAS PR\n",
"40 77523 8475107.91 77523 20223 77523 BAYTOWN TX\n",
"41 00736 8464657.42 00736 49841 00736 CAYEY PR\n",
"42 77339 8433195.58 77339 40950 77339 KINGWOOD TX\n",
"43 77511 8391449.82 77511 47099 77511 ALVIN TX\n",
"44 77659 8260468.50 77659 4751 77659 SOUR LAKE TX\n",
"45 00720 8116121.26 00720 22148 00720 OROCOVIS PR\n",
"46 77705 8115738.02 77705 40389 77705 BEAUMONT TX\n",
"47 33050 8064971.48 33050 9417 33050 MARATHON FL\n",
"48 00692 7772654.47 00692 36700 00692 VEGA ALTA PR\n",
"49 77039 7634801.67 77039 28644 77039 HOUSTON TX\n",
"... ... ... ... ... ... ... ...\n",
"2837 60012 0.00 60012 10696 60012 CRYSTAL LAKE IL\n",
"2838 60064 0.00 60064 15848 60064 NORTH CHICAGO IL\n",
"2839 35031 0.00 35031 8306 35031 BLOUNTSVILLE AL\n",
"2840 70510 0.00 70510 26137 70510 ABBEVILLE LA\n",
"2841 70458 0.00 70458 37227 70458 SLIDELL LA\n",
"2842 70128 0.00 70128 19475 70128 NEW ORLEANS LA\n",
"2843 70125 0.00 70125 16752 70125 NEW ORLEANS LA\n",
"2844 70092 0.00 70092 7195 70092 VIOLET LA\n",
"2845 70076 0.00 70076 222 70076 MOUNT AIRY LA\n",
"2846 70071 0.00 70071 3438 70071 LUTCHER LA\n",
"2847 70058 0.00 70058 38323 70058 HARVEY LA\n",
"2848 60093 0.00 60093 19204 60093 WINNETKA IL\n",
"2849 65616 0.00 65616 25704 65616 BRANSON MO\n",
"2850 63052 0.00 63052 26051 63052 IMPERIAL MO\n",
"2851 62901 0.00 62901 26752 62901 CARBONDALE IL\n",
"2852 61021 0.00 61021 23138 61021 DIXON IL\n",
"2853 60651 0.00 60651 61759 60651 CHICAGO IL\n",
"2854 60645 0.00 60645 47131 60645 CHICAGO IL\n",
"2855 60104 0.00 60104 19010 60104 BELLWOOD IL\n",
"2856 43123 0.00 43123 62094 43123 GROVE CITY OH\n",
"2857 43025 0.00 43025 5366 43025 HEBRON OH\n",
"2858 35758 0.00 35758 45052 35758 MADISON AL\n",
"2859 37411 0.00 37411 17810 37411 CHATTANOOGA TN\n",
"2860 37352 0.00 37352 3361 37352 LYNCHBURG TN\n",
"2861 35744 0.00 35744 2466 35744 DUTTON AL\n",
"2862 35572 0.00 35572 1215 35572 HOUSTON AL\n",
"2863 35233 0.00 35233 1503 35233 BIRMINGHAM AL\n",
"2864 35205 0.00 35205 21124 35205 BIRMINGHAM AL\n",
"2865 42366 0.00 42366 5613 42366 PHILPOT KY\n",
"2866 39581 0.00 39581 10847 39581 PASCAGOULA MS\n",
"2867 39567 0.00 39567 11347 39567 PASCAGOULA MS\n",
"2868 39564 0.00 39564 39662 39564 OCEAN SPRINGS MS\n",
"2869 39534 0.00 39534 2650 39534 BILOXI MS\n",
"2870 39503 0.00 39503 52387 39503 GULFPORT MS\n",
"2871 39339 0.00 39339 14946 39339 LOUISVILLE MS\n",
"2872 39180 0.00 39180 33113 39180 VICKSBURG MS\n",
"2873 39069 0.00 39069 5993 39069 FAYETTE MS\n",
"2874 38619 0.00 38619 5589 38619 COMO MS\n",
"2875 38461 0.00 38461 1096 38461 HAMPSHIRE TN\n",
"2876 33503 0.00 33503 98 33503 BALM FL\n",
"2877 33621 0.00 33621 2384 33621 TAMPA FL\n",
"2878 33620 0.00 33620 5178 33620 TAMPA FL\n",
"2879 33924 0.00 33924 233 33924 CAPTIVA FL\n",
"2880 33921 0.00 33921 1065 33921 BOCA GRANDE FL\n",
"2881 33867 0.00 33867 417 33867 RIVER RANCH FL\n",
"2882 33856 0.00 33856 449 33856 NALCREST FL\n",
"2883 33854 0.00 33854 77 33854 LAKESHORE FL\n",
"2884 33965 0.00 33965 1539 33965 FORT MYERS FL\n",
"2885 34101 0.00 34101 0 34101 NAPLES FL\n",
"2886 33744 0.00 33744 173 33744 BAY PINES FL\n",
"\n",
"[2887 rows x 7 columns]"
]
},
"execution_count": 14,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"totalsbyzip = pd.DataFrame(individuals.groupby(['damagedZipCode'])['repairAmount'].sum().sort_values(ascending=False).reset_index(name='repairtotal')).merge(merged_zip, left_on='damagedZipCode', right_on='zip_code')\n",
"totalsbyzip"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Repair totals per capita by zip"
]
},
{
"cell_type": "code",
"execution_count": 15,
"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",
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>damagedZipCode</th>\n",
" <th>repairtotal</th>\n",
" <th>zip_code</th>\n",
" <th>y-2016</th>\n",
" <th>Zipcode</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" <th>per_capita</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1650</th>\n",
" <td>34445</td>\n",
" <td>1000.00</td>\n",
" <td>34445</td>\n",
" <td>0</td>\n",
" <td>34445</td>\n",
" <td>HOLDER</td>\n",
" <td>FL</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1098</th>\n",
" <td>00950</td>\n",
" <td>63593.30</td>\n",
" <td>00950</td>\n",
" <td>0</td>\n",
" <td>00950</td>\n",
" <td>TOA BAJA</td>\n",
" <td>PR</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1169</th>\n",
" <td>78335</td>\n",
" <td>50169.92</td>\n",
" <td>78335</td>\n",
" <td>0</td>\n",
" <td>78335</td>\n",
" <td>ARANSAS PASS</td>\n",
" <td>TX</td>\n",
" <td>inf</td>\n",
" </tr>\n",
" <tr>\n",
" <th>165</th>\n",
" <td>00951</td>\n",
" <td>2270464.92</td>\n",
" <td>00951</td>\n",
" <td>8</td>\n",
" <td>00951</td>\n",
" <td>TOA BAJA</td>\n",
" <td>PR</td>\n",
" <td>2.838081e+05</td>\n",
" </tr>\n",
" <tr>\n",
" <th>757</th>\n",
" <td>77468</td>\n",
" <td>169926.36</td>\n",
" <td>77468</td>\n",
" <td>35</td>\n",
" <td>77468</td>\n",
" <td>PLEDGER</td>\n",
" <td>TX</td>\n",
" <td>4.855039e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>545</th>\n",
" <td>00694</td>\n",
" <td>310199.33</td>\n",
" <td>00694</td>\n",
" <td>66</td>\n",
" <td>00694</td>\n",
" <td>VEGA BAJA</td>\n",
" <td>PR</td>\n",
" <td>4.699990e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1123</th>\n",
" <td>77481</td>\n",
" <td>57808.00</td>\n",
" <td>77481</td>\n",
" <td>14</td>\n",
" <td>77481</td>\n",
" <td>THOMPSONS</td>\n",
" <td>TX</td>\n",
" <td>4.129143e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>427</th>\n",
" <td>34138</td>\n",
" <td>452716.50</td>\n",
" <td>34138</td>\n",
" <td>130</td>\n",
" <td>34138</td>\n",
" <td>CHOKOLOSKEE</td>\n",
" <td>FL</td>\n",
" <td>3.482435e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>853</th>\n",
" <td>77436</td>\n",
" <td>133175.51</td>\n",
" <td>77436</td>\n",
" <td>43</td>\n",
" <td>77436</td>\n",
" <td>EGYPT</td>\n",
" <td>TX</td>\n",
" <td>3.097105e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td>77560</td>\n",
" <td>1267736.49</td>\n",
" <td>77560</td>\n",
" <td>609</td>\n",
" <td>77560</td>\n",
" <td>HANKAMER</td>\n",
" <td>TX</td>\n",
" <td>2.081669e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>470</th>\n",
" <td>33001</td>\n",
" <td>395343.80</td>\n",
" <td>33001</td>\n",
" <td>192</td>\n",
" <td>33001</td>\n",
" <td>LONG KEY</td>\n",
" <td>FL</td>\n",
" <td>2.059082e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>77659</td>\n",
" <td>8260468.50</td>\n",
" <td>77659</td>\n",
" <td>4751</td>\n",
" <td>77659</td>\n",
" <td>SOUR LAKE</td>\n",
" <td>TX</td>\n",
" <td>1.738680e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>461</th>\n",
" <td>34140</td>\n",
" <td>405414.00</td>\n",
" <td>34140</td>\n",
" <td>260</td>\n",
" <td>34140</td>\n",
" <td>GOODLAND</td>\n",
" <td>FL</td>\n",
" <td>1.559285e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>186</th>\n",
" <td>77622</td>\n",
" <td>2014015.09</td>\n",
" <td>77622</td>\n",
" <td>1306</td>\n",
" <td>77622</td>\n",
" <td>HAMSHIRE</td>\n",
" <td>TX</td>\n",
" <td>1.542125e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>77662</td>\n",
" <td>39632379.32</td>\n",
" <td>77662</td>\n",
" <td>26547</td>\n",
" <td>77662</td>\n",
" <td>VIDOR</td>\n",
" <td>TX</td>\n",
" <td>1.492914e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>283</th>\n",
" <td>34139</td>\n",
" <td>1039066.89</td>\n",
" <td>34139</td>\n",
" <td>752</td>\n",
" <td>34139</td>\n",
" <td>EVERGLADES CITY</td>\n",
" <td>FL</td>\n",
" <td>1.381738e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>77640</td>\n",
" <td>19771651.24</td>\n",
" <td>77640</td>\n",
" <td>15327</td>\n",
" <td>77640</td>\n",
" <td>PORT ARTHUR</td>\n",
" <td>TX</td>\n",
" <td>1.289988e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1070</th>\n",
" <td>34141</td>\n",
" <td>70287.00</td>\n",
" <td>34141</td>\n",
" <td>56</td>\n",
" <td>34141</td>\n",
" <td>OCHOPEE</td>\n",
" <td>FL</td>\n",
" <td>1.255125e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>77713</td>\n",
" <td>17184782.02</td>\n",
" <td>77713</td>\n",
" <td>13848</td>\n",
" <td>77713</td>\n",
" <td>BEAUMONT</td>\n",
" <td>TX</td>\n",
" <td>1.240958e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>306</th>\n",
" <td>77629</td>\n",
" <td>896108.14</td>\n",
" <td>77629</td>\n",
" <td>726</td>\n",
" <td>77629</td>\n",
" <td>NOME</td>\n",
" <td>TX</td>\n",
" <td>1.234309e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>77632</td>\n",
" <td>27529398.54</td>\n",
" <td>77632</td>\n",
" <td>23709</td>\n",
" <td>77632</td>\n",
" <td>ORANGE</td>\n",
" <td>TX</td>\n",
" <td>1.161137e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>668</th>\n",
" <td>77368</td>\n",
" <td>210979.59</td>\n",
" <td>77368</td>\n",
" <td>184</td>\n",
" <td>77368</td>\n",
" <td>ROMAYOR</td>\n",
" <td>TX</td>\n",
" <td>1.146628e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1272</th>\n",
" <td>77960</td>\n",
" <td>31767.08</td>\n",
" <td>77960</td>\n",
" <td>28</td>\n",
" <td>77960</td>\n",
" <td>FANNIN</td>\n",
" <td>TX</td>\n",
" <td>1.134539e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1402</th>\n",
" <td>33855</td>\n",
" <td>16660.00</td>\n",
" <td>33855</td>\n",
" <td>15</td>\n",
" <td>33855</td>\n",
" <td>INDIAN LAKE ESTATES</td>\n",
" <td>FL</td>\n",
" <td>1.110667e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>87</th>\n",
" <td>33043</td>\n",
" <td>5373960.19</td>\n",
" <td>33043</td>\n",
" <td>4977</td>\n",
" <td>33043</td>\n",
" <td>BIG PINE KEY</td>\n",
" <td>FL</td>\n",
" <td>1.079759e+03</td>\n",
" </tr>\n",
" <tr>\n",
" <th>714</th>\n",
" <td>77476</td>\n",
" <td>189904.94</td>\n",
" <td>77476</td>\n",
" <td>200</td>\n",
" <td>77476</td>\n",
" <td>SIMONTON</td>\n",
" <td>TX</td>\n",
" <td>9.495247e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>355</th>\n",
" <td>33051</td>\n",
" <td>652548.00</td>\n",
" <td>33051</td>\n",
" <td>696</td>\n",
" <td>33051</td>\n",
" <td>KEY COLONY BEACH</td>\n",
" <td>FL</td>\n",
" <td>9.375690e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1064</th>\n",
" <td>77561</td>\n",
" <td>71538.69</td>\n",
" <td>77561</td>\n",
" <td>79</td>\n",
" <td>77561</td>\n",
" <td>HARDIN</td>\n",
" <td>TX</td>\n",
" <td>9.055530e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>449</th>\n",
" <td>78340</td>\n",
" <td>421787.59</td>\n",
" <td>78340</td>\n",
" <td>476</td>\n",
" <td>78340</td>\n",
" <td>BAYSIDE</td>\n",
" <td>TX</td>\n",
" <td>8.861084e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>634</th>\n",
" <td>77443</td>\n",
" <td>233696.65</td>\n",
" <td>77443</td>\n",
" <td>268</td>\n",
" <td>77443</td>\n",
" <td>GLEN FLORA</td>\n",
" <td>TX</td>\n",
" <td>8.720024e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>33050</td>\n",
" <td>8064971.48</td>\n",
" <td>33050</td>\n",
" <td>9417</td>\n",
" <td>33050</td>\n",
" <td>MARATHON</td>\n",
" <td>FL</td>\n",
" <td>8.564268e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>77028</td>\n",
" <td>12041783.93</td>\n",
" <td>77028</td>\n",
" <td>14457</td>\n",
" <td>77028</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" <td>8.329379e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>279</th>\n",
" <td>77577</td>\n",
" <td>1068479.44</td>\n",
" <td>77577</td>\n",
" <td>1304</td>\n",
" <td>77577</td>\n",
" <td>LIVERPOOL</td>\n",
" <td>TX</td>\n",
" <td>8.193861e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>635</th>\n",
" <td>00786</td>\n",
" <td>232716.56</td>\n",
" <td>00786</td>\n",
" <td>287</td>\n",
" <td>00786</td>\n",
" <td>LA PLATA</td>\n",
" <td>PR</td>\n",
" <td>8.108591e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>77078</td>\n",
" <td>12512225.93</td>\n",
" <td>77078</td>\n",
" <td>16323</td>\n",
" <td>77078</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" <td>7.665396e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>77642</td>\n",
" <td>29698712.69</td>\n",
" <td>77642</td>\n",
" <td>39252</td>\n",
" <td>77642</td>\n",
" <td>PORT ARTHUR</td>\n",
" <td>TX</td>\n",
" <td>7.566165e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>685</th>\n",
" <td>28519</td>\n",
" <td>203182.46</td>\n",
" <td>28519</td>\n",
" <td>308</td>\n",
" <td>28519</td>\n",
" <td>BRIDGETON</td>\n",
" <td>NC</td>\n",
" <td>6.596833e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>77539</td>\n",
" <td>26030758.78</td>\n",
" <td>77539</td>\n",
" <td>41991</td>\n",
" <td>77539</td>\n",
" <td>DICKINSON</td>\n",
" <td>TX</td>\n",
" <td>6.199128e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>945</th>\n",
" <td>77950</td>\n",
" <td>103742.98</td>\n",
" <td>77950</td>\n",
" <td>169</td>\n",
" <td>77950</td>\n",
" <td>AUSTWELL</td>\n",
" <td>TX</td>\n",
" <td>6.138638e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>529</th>\n",
" <td>77614</td>\n",
" <td>323367.26</td>\n",
" <td>77614</td>\n",
" <td>558</td>\n",
" <td>77614</td>\n",
" <td>DEWEYVILLE</td>\n",
" <td>TX</td>\n",
" <td>5.795112e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>77044</td>\n",
" <td>22881492.79</td>\n",
" <td>77044</td>\n",
" <td>40389</td>\n",
" <td>77044</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" <td>5.665278e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>77657</td>\n",
" <td>12118796.95</td>\n",
" <td>77657</td>\n",
" <td>21449</td>\n",
" <td>77657</td>\n",
" <td>LUMBERTON</td>\n",
" <td>TX</td>\n",
" <td>5.650052e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>534</th>\n",
" <td>78358</td>\n",
" <td>321483.52</td>\n",
" <td>78358</td>\n",
" <td>570</td>\n",
" <td>78358</td>\n",
" <td>FULTON</td>\n",
" <td>TX</td>\n",
" <td>5.640062e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>73</th>\n",
" <td>28466</td>\n",
" <td>6089919.35</td>\n",
" <td>28466</td>\n",
" <td>10887</td>\n",
" <td>28466</td>\n",
" <td>WALLACE</td>\n",
" <td>NC</td>\n",
" <td>5.593753e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>120</th>\n",
" <td>33042</td>\n",
" <td>3695703.94</td>\n",
" <td>33042</td>\n",
" <td>6707</td>\n",
" <td>33042</td>\n",
" <td>SUMMERLAND KEY</td>\n",
" <td>FL</td>\n",
" <td>5.510219e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>77630</td>\n",
" <td>15121764.34</td>\n",
" <td>77630</td>\n",
" <td>28763</td>\n",
" <td>77630</td>\n",
" <td>ORANGE</td>\n",
" <td>TX</td>\n",
" <td>5.257367e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>70</th>\n",
" <td>77708</td>\n",
" <td>6315577.11</td>\n",
" <td>77708</td>\n",
" <td>12184</td>\n",
" <td>77708</td>\n",
" <td>BEAUMONT</td>\n",
" <td>TX</td>\n",
" <td>5.183501e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>77079</td>\n",
" <td>17174442.71</td>\n",
" <td>77079</td>\n",
" <td>33229</td>\n",
" <td>77079</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" <td>5.168510e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>583</th>\n",
" <td>28579</td>\n",
" <td>270283.27</td>\n",
" <td>28579</td>\n",
" <td>529</td>\n",
" <td>28579</td>\n",
" <td>SMYRNA</td>\n",
" <td>NC</td>\n",
" <td>5.109325e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>77422</td>\n",
" <td>6909814.36</td>\n",
" <td>77422</td>\n",
" <td>13525</td>\n",
" <td>77422</td>\n",
" <td>BRAZORIA</td>\n",
" <td>TX</td>\n",
" <td>5.108920e+02</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2110</th>\n",
" <td>75965</td>\n",
" <td>0.00</td>\n",
" <td>75965</td>\n",
" <td>18994</td>\n",
" <td>75965</td>\n",
" <td>NACOGDOCHES</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2090</th>\n",
" <td>76247</td>\n",
" <td>0.00</td>\n",
" <td>76247</td>\n",
" <td>13191</td>\n",
" <td>76247</td>\n",
" <td>JUSTIN</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2089</th>\n",
" <td>76248</td>\n",
" <td>0.00</td>\n",
" <td>76248</td>\n",
" <td>38437</td>\n",
" <td>76248</td>\n",
" <td>KELLER</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2088</th>\n",
" <td>76249</td>\n",
" <td>0.00</td>\n",
" <td>76249</td>\n",
" <td>7918</td>\n",
" <td>76249</td>\n",
" <td>KRUM</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2087</th>\n",
" <td>76262</td>\n",
" <td>0.00</td>\n",
" <td>76262</td>\n",
" <td>33531</td>\n",
" <td>76262</td>\n",
" <td>ROANOKE</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2068</th>\n",
" <td>76126</td>\n",
" <td>0.00</td>\n",
" <td>76126</td>\n",
" <td>21214</td>\n",
" <td>76126</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2067</th>\n",
" <td>76131</td>\n",
" <td>0.00</td>\n",
" <td>76131</td>\n",
" <td>35462</td>\n",
" <td>76131</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2066</th>\n",
" <td>76133</td>\n",
" <td>0.00</td>\n",
" <td>76133</td>\n",
" <td>51375</td>\n",
" <td>76133</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2065</th>\n",
" <td>76134</td>\n",
" <td>0.00</td>\n",
" <td>76134</td>\n",
" <td>27439</td>\n",
" <td>76134</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2064</th>\n",
" <td>76135</td>\n",
" <td>0.00</td>\n",
" <td>76135</td>\n",
" <td>22878</td>\n",
" <td>76135</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2063</th>\n",
" <td>76137</td>\n",
" <td>0.00</td>\n",
" <td>76137</td>\n",
" <td>59092</td>\n",
" <td>76137</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2062</th>\n",
" <td>76140</td>\n",
" <td>0.00</td>\n",
" <td>76140</td>\n",
" <td>29684</td>\n",
" <td>76140</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2061</th>\n",
" <td>76120</td>\n",
" <td>0.00</td>\n",
" <td>76120</td>\n",
" <td>17811</td>\n",
" <td>76120</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2060</th>\n",
" <td>28752</td>\n",
" <td>0.00</td>\n",
" <td>28752</td>\n",
" <td>30274</td>\n",
" <td>28752</td>\n",
" <td>MARION</td>\n",
" <td>NC</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2059</th>\n",
" <td>28748</td>\n",
" <td>0.00</td>\n",
" <td>28748</td>\n",
" <td>12376</td>\n",
" <td>28748</td>\n",
" <td>LEICESTER</td>\n",
" <td>NC</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2058</th>\n",
" <td>27607</td>\n",
" <td>0.00</td>\n",
" <td>27607</td>\n",
" <td>29014</td>\n",
" <td>27607</td>\n",
" <td>RALEIGH</td>\n",
" <td>NC</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2057</th>\n",
" <td>06107</td>\n",
" <td>0.00</td>\n",
" <td>06107</td>\n",
" <td>18855</td>\n",
" <td>06107</td>\n",
" <td>WEST HARTFORD</td>\n",
" <td>CT</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2056</th>\n",
" <td>27606</td>\n",
" <td>0.00</td>\n",
" <td>27606</td>\n",
" <td>46393</td>\n",
" <td>27606</td>\n",
" <td>RALEIGH</td>\n",
" <td>NC</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2055</th>\n",
" <td>06111</td>\n",
" <td>0.00</td>\n",
" <td>06111</td>\n",
" <td>30590</td>\n",
" <td>06111</td>\n",
" <td>NEWINGTON</td>\n",
" <td>CT</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2054</th>\n",
" <td>06120</td>\n",
" <td>0.00</td>\n",
" <td>06120</td>\n",
" <td>14120</td>\n",
" <td>06120</td>\n",
" <td>HARTFORD</td>\n",
" <td>CT</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2069</th>\n",
" <td>76123</td>\n",
" <td>0.00</td>\n",
" <td>76123</td>\n",
" <td>30668</td>\n",
" <td>76123</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2070</th>\n",
" <td>76119</td>\n",
" <td>0.00</td>\n",
" <td>76119</td>\n",
" <td>47704</td>\n",
" <td>76119</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2071</th>\n",
" <td>76155</td>\n",
" <td>0.00</td>\n",
" <td>76155</td>\n",
" <td>4965</td>\n",
" <td>76155</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2080</th>\n",
" <td>76148</td>\n",
" <td>0.00</td>\n",
" <td>76148</td>\n",
" <td>24228</td>\n",
" <td>76148</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2086</th>\n",
" <td>76301</td>\n",
" <td>0.00</td>\n",
" <td>76301</td>\n",
" <td>15694</td>\n",
" <td>76301</td>\n",
" <td>WICHITA FALLS</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2085</th>\n",
" <td>76306</td>\n",
" <td>0.00</td>\n",
" <td>76306</td>\n",
" <td>15078</td>\n",
" <td>76306</td>\n",
" <td>WICHITA FALLS</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2084</th>\n",
" <td>76309</td>\n",
" <td>0.00</td>\n",
" <td>76309</td>\n",
" <td>13145</td>\n",
" <td>76309</td>\n",
" <td>WICHITA FALLS</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2083</th>\n",
" <td>76240</td>\n",
" <td>0.00</td>\n",
" <td>76240</td>\n",
" <td>27007</td>\n",
" <td>76240</td>\n",
" <td>GAINESVILLE</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2082</th>\n",
" <td>76311</td>\n",
" <td>0.00</td>\n",
" <td>76311</td>\n",
" <td>7762</td>\n",
" <td>76311</td>\n",
" <td>SHEPPARD AFB</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2081</th>\n",
" <td>76164</td>\n",
" <td>0.00</td>\n",
" <td>76164</td>\n",
" <td>15612</td>\n",
" <td>76164</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2079</th>\n",
" <td>76092</td>\n",
" <td>0.00</td>\n",
" <td>76092</td>\n",
" <td>29155</td>\n",
" <td>76092</td>\n",
" <td>SOUTHLAKE</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2072</th>\n",
" <td>76116</td>\n",
" <td>0.00</td>\n",
" <td>76116</td>\n",
" <td>49081</td>\n",
" <td>76116</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2078</th>\n",
" <td>76103</td>\n",
" <td>0.00</td>\n",
" <td>76103</td>\n",
" <td>13685</td>\n",
" <td>76103</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2077</th>\n",
" <td>76104</td>\n",
" <td>0.00</td>\n",
" <td>76104</td>\n",
" <td>17603</td>\n",
" <td>76104</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2076</th>\n",
" <td>76107</td>\n",
" <td>0.00</td>\n",
" <td>76107</td>\n",
" <td>28298</td>\n",
" <td>76107</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2075</th>\n",
" <td>76109</td>\n",
" <td>0.00</td>\n",
" <td>76109</td>\n",
" <td>21988</td>\n",
" <td>76109</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2074</th>\n",
" <td>76110</td>\n",
" <td>0.00</td>\n",
" <td>76110</td>\n",
" <td>30322</td>\n",
" <td>76110</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2073</th>\n",
" <td>76112</td>\n",
" <td>0.00</td>\n",
" <td>76112</td>\n",
" <td>40917</td>\n",
" <td>76112</td>\n",
" <td>FORT WORTH</td>\n",
" <td>TX</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2886</th>\n",
" <td>33744</td>\n",
" <td>0.00</td>\n",
" <td>33744</td>\n",
" <td>173</td>\n",
" <td>33744</td>\n",
" <td>BAY PINES</td>\n",
" <td>FL</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1758</th>\n",
" <td>20560</td>\n",
" <td>0.00</td>\n",
" <td>20560</td>\n",
" <td>0</td>\n",
" <td>20560</td>\n",
" <td>WASHINGTON</td>\n",
" <td>DC</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1843</th>\n",
" <td>20540</td>\n",
" <td>0.00</td>\n",
" <td>20540</td>\n",
" <td>0</td>\n",
" <td>20540</td>\n",
" <td>WASHINGTON</td>\n",
" <td>DC</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1870</th>\n",
" <td>10278</td>\n",
" <td>0.00</td>\n",
" <td>10278</td>\n",
" <td>0</td>\n",
" <td>10278</td>\n",
" <td>NEW YORK</td>\n",
" <td>NY</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2146</th>\n",
" <td>77201</td>\n",
" <td>0.00</td>\n",
" <td>77201</td>\n",
" <td>0</td>\n",
" <td>77201</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2152</th>\n",
" <td>77440</td>\n",
" <td>0.00</td>\n",
" <td>77440</td>\n",
" <td>0</td>\n",
" <td>77440</td>\n",
" <td>ELMATON</td>\n",
" <td>TX</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2153</th>\n",
" <td>77428</td>\n",
" <td>0.00</td>\n",
" <td>77428</td>\n",
" <td>0</td>\n",
" <td>77428</td>\n",
" <td>COLLEGEPORT</td>\n",
" <td>TX</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2157</th>\n",
" <td>77342</td>\n",
" <td>0.00</td>\n",
" <td>77342</td>\n",
" <td>0</td>\n",
" <td>77342</td>\n",
" <td>HUNTSVILLE</td>\n",
" <td>TX</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2491</th>\n",
" <td>78951</td>\n",
" <td>0.00</td>\n",
" <td>78951</td>\n",
" <td>0</td>\n",
" <td>78951</td>\n",
" <td>OAKLAND</td>\n",
" <td>TX</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2554</th>\n",
" <td>77507</td>\n",
" <td>0.00</td>\n",
" <td>77507</td>\n",
" <td>0</td>\n",
" <td>77507</td>\n",
" <td>PASADENA</td>\n",
" <td>TX</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2690</th>\n",
" <td>33101</td>\n",
" <td>0.00</td>\n",
" <td>33101</td>\n",
" <td>0</td>\n",
" <td>33101</td>\n",
" <td>MIAMI</td>\n",
" <td>FL</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2885</th>\n",
" <td>34101</td>\n",
" <td>0.00</td>\n",
" <td>34101</td>\n",
" <td>0</td>\n",
" <td>34101</td>\n",
" <td>NAPLES</td>\n",
" <td>FL</td>\n",
" <td>NaN</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2887 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" damagedZipCode repairtotal zip_code y-2016 Zipcode \\\n",
"1650 34445 1000.00 34445 0 34445 \n",
"1098 00950 63593.30 00950 0 00950 \n",
"1169 78335 50169.92 78335 0 78335 \n",
"165 00951 2270464.92 00951 8 00951 \n",
"757 77468 169926.36 77468 35 77468 \n",
"545 00694 310199.33 00694 66 00694 \n",
"1123 77481 57808.00 77481 14 77481 \n",
"427 34138 452716.50 34138 130 34138 \n",
"853 77436 133175.51 77436 43 77436 \n",
"250 77560 1267736.49 77560 609 77560 \n",
"470 33001 395343.80 33001 192 33001 \n",
"44 77659 8260468.50 77659 4751 77659 \n",
"461 34140 405414.00 34140 260 34140 \n",
"186 77622 2014015.09 77622 1306 77622 \n",
"0 77662 39632379.32 77662 26547 77662 \n",
"283 34139 1039066.89 34139 752 34139 \n",
"6 77640 19771651.24 77640 15327 77640 \n",
"1070 34141 70287.00 34141 56 34141 \n",
"8 77713 17184782.02 77713 13848 77713 \n",
"306 77629 896108.14 77629 726 77629 \n",
"3 77632 27529398.54 77632 23709 77632 \n",
"668 77368 210979.59 77368 184 77368 \n",
"1272 77960 31767.08 77960 28 77960 \n",
"1402 33855 16660.00 33855 15 33855 \n",
"87 33043 5373960.19 33043 4977 33043 \n",
"714 77476 189904.94 77476 200 77476 \n",
"355 33051 652548.00 33051 696 33051 \n",
"1064 77561 71538.69 77561 79 77561 \n",
"449 78340 421787.59 78340 476 78340 \n",
"634 77443 233696.65 77443 268 77443 \n",
"47 33050 8064971.48 33050 9417 33050 \n",
"19 77028 12041783.93 77028 14457 77028 \n",
"279 77577 1068479.44 77577 1304 77577 \n",
"635 00786 232716.56 00786 287 00786 \n",
"15 77078 12512225.93 77078 16323 77078 \n",
"2 77642 29698712.69 77642 39252 77642 \n",
"685 28519 203182.46 28519 308 28519 \n",
"4 77539 26030758.78 77539 41991 77539 \n",
"945 77950 103742.98 77950 169 77950 \n",
"529 77614 323367.26 77614 558 77614 \n",
"5 77044 22881492.79 77044 40389 77044 \n",
"17 77657 12118796.95 77657 21449 77657 \n",
"534 78358 321483.52 78358 570 78358 \n",
"73 28466 6089919.35 28466 10887 28466 \n",
"120 33042 3695703.94 33042 6707 33042 \n",
"10 77630 15121764.34 77630 28763 77630 \n",
"70 77708 6315577.11 77708 12184 77708 \n",
"9 77079 17174442.71 77079 33229 77079 \n",
"583 28579 270283.27 28579 529 28579 \n",
"63 77422 6909814.36 77422 13525 77422 \n",
"... ... ... ... ... ... \n",
"2110 75965 0.00 75965 18994 75965 \n",
"2090 76247 0.00 76247 13191 76247 \n",
"2089 76248 0.00 76248 38437 76248 \n",
"2088 76249 0.00 76249 7918 76249 \n",
"2087 76262 0.00 76262 33531 76262 \n",
"2068 76126 0.00 76126 21214 76126 \n",
"2067 76131 0.00 76131 35462 76131 \n",
"2066 76133 0.00 76133 51375 76133 \n",
"2065 76134 0.00 76134 27439 76134 \n",
"2064 76135 0.00 76135 22878 76135 \n",
"2063 76137 0.00 76137 59092 76137 \n",
"2062 76140 0.00 76140 29684 76140 \n",
"2061 76120 0.00 76120 17811 76120 \n",
"2060 28752 0.00 28752 30274 28752 \n",
"2059 28748 0.00 28748 12376 28748 \n",
"2058 27607 0.00 27607 29014 27607 \n",
"2057 06107 0.00 06107 18855 06107 \n",
"2056 27606 0.00 27606 46393 27606 \n",
"2055 06111 0.00 06111 30590 06111 \n",
"2054 06120 0.00 06120 14120 06120 \n",
"2069 76123 0.00 76123 30668 76123 \n",
"2070 76119 0.00 76119 47704 76119 \n",
"2071 76155 0.00 76155 4965 76155 \n",
"2080 76148 0.00 76148 24228 76148 \n",
"2086 76301 0.00 76301 15694 76301 \n",
"2085 76306 0.00 76306 15078 76306 \n",
"2084 76309 0.00 76309 13145 76309 \n",
"2083 76240 0.00 76240 27007 76240 \n",
"2082 76311 0.00 76311 7762 76311 \n",
"2081 76164 0.00 76164 15612 76164 \n",
"2079 76092 0.00 76092 29155 76092 \n",
"2072 76116 0.00 76116 49081 76116 \n",
"2078 76103 0.00 76103 13685 76103 \n",
"2077 76104 0.00 76104 17603 76104 \n",
"2076 76107 0.00 76107 28298 76107 \n",
"2075 76109 0.00 76109 21988 76109 \n",
"2074 76110 0.00 76110 30322 76110 \n",
"2073 76112 0.00 76112 40917 76112 \n",
"2886 33744 0.00 33744 173 33744 \n",
"1758 20560 0.00 20560 0 20560 \n",
"1843 20540 0.00 20540 0 20540 \n",
"1870 10278 0.00 10278 0 10278 \n",
"2146 77201 0.00 77201 0 77201 \n",
"2152 77440 0.00 77440 0 77440 \n",
"2153 77428 0.00 77428 0 77428 \n",
"2157 77342 0.00 77342 0 77342 \n",
"2491 78951 0.00 78951 0 78951 \n",
"2554 77507 0.00 77507 0 77507 \n",
"2690 33101 0.00 33101 0 33101 \n",
"2885 34101 0.00 34101 0 34101 \n",
"\n",
" City State per_capita \n",
"1650 HOLDER FL inf \n",
"1098 TOA BAJA PR inf \n",
"1169 ARANSAS PASS TX inf \n",
"165 TOA BAJA PR 2.838081e+05 \n",
"757 PLEDGER TX 4.855039e+03 \n",
"545 VEGA BAJA PR 4.699990e+03 \n",
"1123 THOMPSONS TX 4.129143e+03 \n",
"427 CHOKOLOSKEE FL 3.482435e+03 \n",
"853 EGYPT TX 3.097105e+03 \n",
"250 HANKAMER TX 2.081669e+03 \n",
"470 LONG KEY FL 2.059082e+03 \n",
"44 SOUR LAKE TX 1.738680e+03 \n",
"461 GOODLAND FL 1.559285e+03 \n",
"186 HAMSHIRE TX 1.542125e+03 \n",
"0 VIDOR TX 1.492914e+03 \n",
"283 EVERGLADES CITY FL 1.381738e+03 \n",
"6 PORT ARTHUR TX 1.289988e+03 \n",
"1070 OCHOPEE FL 1.255125e+03 \n",
"8 BEAUMONT TX 1.240958e+03 \n",
"306 NOME TX 1.234309e+03 \n",
"3 ORANGE TX 1.161137e+03 \n",
"668 ROMAYOR TX 1.146628e+03 \n",
"1272 FANNIN TX 1.134539e+03 \n",
"1402 INDIAN LAKE ESTATES FL 1.110667e+03 \n",
"87 BIG PINE KEY FL 1.079759e+03 \n",
"714 SIMONTON TX 9.495247e+02 \n",
"355 KEY COLONY BEACH FL 9.375690e+02 \n",
"1064 HARDIN TX 9.055530e+02 \n",
"449 BAYSIDE TX 8.861084e+02 \n",
"634 GLEN FLORA TX 8.720024e+02 \n",
"47 MARATHON FL 8.564268e+02 \n",
"19 HOUSTON TX 8.329379e+02 \n",
"279 LIVERPOOL TX 8.193861e+02 \n",
"635 LA PLATA PR 8.108591e+02 \n",
"15 HOUSTON TX 7.665396e+02 \n",
"2 PORT ARTHUR TX 7.566165e+02 \n",
"685 BRIDGETON NC 6.596833e+02 \n",
"4 DICKINSON TX 6.199128e+02 \n",
"945 AUSTWELL TX 6.138638e+02 \n",
"529 DEWEYVILLE TX 5.795112e+02 \n",
"5 HOUSTON TX 5.665278e+02 \n",
"17 LUMBERTON TX 5.650052e+02 \n",
"534 FULTON TX 5.640062e+02 \n",
"73 WALLACE NC 5.593753e+02 \n",
"120 SUMMERLAND KEY FL 5.510219e+02 \n",
"10 ORANGE TX 5.257367e+02 \n",
"70 BEAUMONT TX 5.183501e+02 \n",
"9 HOUSTON TX 5.168510e+02 \n",
"583 SMYRNA NC 5.109325e+02 \n",
"63 BRAZORIA TX 5.108920e+02 \n",
"... ... ... ... \n",
"2110 NACOGDOCHES TX 0.000000e+00 \n",
"2090 JUSTIN TX 0.000000e+00 \n",
"2089 KELLER TX 0.000000e+00 \n",
"2088 KRUM TX 0.000000e+00 \n",
"2087 ROANOKE TX 0.000000e+00 \n",
"2068 FORT WORTH TX 0.000000e+00 \n",
"2067 FORT WORTH TX 0.000000e+00 \n",
"2066 FORT WORTH TX 0.000000e+00 \n",
"2065 FORT WORTH TX 0.000000e+00 \n",
"2064 FORT WORTH TX 0.000000e+00 \n",
"2063 FORT WORTH TX 0.000000e+00 \n",
"2062 FORT WORTH TX 0.000000e+00 \n",
"2061 FORT WORTH TX 0.000000e+00 \n",
"2060 MARION NC 0.000000e+00 \n",
"2059 LEICESTER NC 0.000000e+00 \n",
"2058 RALEIGH NC 0.000000e+00 \n",
"2057 WEST HARTFORD CT 0.000000e+00 \n",
"2056 RALEIGH NC 0.000000e+00 \n",
"2055 NEWINGTON CT 0.000000e+00 \n",
"2054 HARTFORD CT 0.000000e+00 \n",
"2069 FORT WORTH TX 0.000000e+00 \n",
"2070 FORT WORTH TX 0.000000e+00 \n",
"2071 FORT WORTH TX 0.000000e+00 \n",
"2080 FORT WORTH TX 0.000000e+00 \n",
"2086 WICHITA FALLS TX 0.000000e+00 \n",
"2085 WICHITA FALLS TX 0.000000e+00 \n",
"2084 WICHITA FALLS TX 0.000000e+00 \n",
"2083 GAINESVILLE TX 0.000000e+00 \n",
"2082 SHEPPARD AFB TX 0.000000e+00 \n",
"2081 FORT WORTH TX 0.000000e+00 \n",
"2079 SOUTHLAKE TX 0.000000e+00 \n",
"2072 FORT WORTH TX 0.000000e+00 \n",
"2078 FORT WORTH TX 0.000000e+00 \n",
"2077 FORT WORTH TX 0.000000e+00 \n",
"2076 FORT WORTH TX 0.000000e+00 \n",
"2075 FORT WORTH TX 0.000000e+00 \n",
"2074 FORT WORTH TX 0.000000e+00 \n",
"2073 FORT WORTH TX 0.000000e+00 \n",
"2886 BAY PINES FL 0.000000e+00 \n",
"1758 WASHINGTON DC NaN \n",
"1843 WASHINGTON DC NaN \n",
"1870 NEW YORK NY NaN \n",
"2146 HOUSTON TX NaN \n",
"2152 ELMATON TX NaN \n",
"2153 COLLEGEPORT TX NaN \n",
"2157 HUNTSVILLE TX NaN \n",
"2491 OAKLAND TX NaN \n",
"2554 PASADENA TX NaN \n",
"2690 MIAMI FL NaN \n",
"2885 NAPLES FL NaN \n",
"\n",
"[2887 rows x 8 columns]"
]
},
"execution_count": 15,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"totalsbyzip['per_capita'] = totalsbyzip['repairtotal']/totalsbyzip['y-2016']\n",
"totalsbyzip.sort_values(['per_capita'], ascending=False)"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [],
"source": [
"hazardmitigation = pd.read_csv('../data/HazardMitigationAssistanceMitigatedProperties.csv', dtype={'disasterNumber':str})"
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [],
"source": [
"values = {'actualAmountPaid': 0}\n",
"hazardmitigation = hazardmitigation.fillna(value=values)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total spent on hazard mitigation by zip code"
]
},
{
"cell_type": "code",
"execution_count": 18,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
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" vertical-align: middle;\n",
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" vertical-align: top;\n",
" }\n",
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" .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>actualAmountPaid</th>\n",
" <th>zip_code</th>\n",
" <th>y-2016</th>\n",
" <th>Zipcode</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1.082050e+09</td>\n",
" <td>32504</td>\n",
" <td>22940</td>\n",
" <td>32504</td>\n",
" <td>PENSACOLA</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>9.171252e+08</td>\n",
" <td>39194</td>\n",
" <td>20736</td>\n",
" <td>39194</td>\n",
" <td>YAZOO CITY</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>8.357025e+08</td>\n",
" <td>98360</td>\n",
" <td>12944</td>\n",
" <td>98360</td>\n",
" <td>ORTING</td>\n",
" <td>WA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>8.073094e+08</td>\n",
" <td>98014</td>\n",
" <td>6946</td>\n",
" <td>98014</td>\n",
" <td>CARNATION</td>\n",
" <td>WA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>7.565880e+08</td>\n",
" <td>32259</td>\n",
" <td>45503</td>\n",
" <td>32259</td>\n",
" <td>SAINT JOHNS</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>7.208146e+08</td>\n",
" <td>27834</td>\n",
" <td>56723</td>\n",
" <td>27834</td>\n",
" <td>GREENVILLE</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>6.257069e+08</td>\n",
" <td>35501</td>\n",
" <td>9919</td>\n",
" <td>35501</td>\n",
" <td>JASPER</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>6.063438e+08</td>\n",
" <td>18655</td>\n",
" <td>5853</td>\n",
" <td>18655</td>\n",
" <td>SHICKSHINNY</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>3.971201e+08</td>\n",
" <td>36303</td>\n",
" <td>31422</td>\n",
" <td>36303</td>\n",
" <td>DOTHAN</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>3.803426e+08</td>\n",
" <td>35160</td>\n",
" <td>26350</td>\n",
" <td>35160</td>\n",
" <td>TALLADEGA</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>3.382973e+08</td>\n",
" <td>35447</td>\n",
" <td>3110</td>\n",
" <td>35447</td>\n",
" <td>CARROLLTON</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>2.637749e+08</td>\n",
" <td>77503</td>\n",
" <td>25259</td>\n",
" <td>77503</td>\n",
" <td>PASADENA</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>2.015251e+08</td>\n",
" <td>56001</td>\n",
" <td>47620</td>\n",
" <td>56001</td>\n",
" <td>MANKATO</td>\n",
" <td>MN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>1.872347e+08</td>\n",
" <td>19040</td>\n",
" <td>20571</td>\n",
" <td>19040</td>\n",
" <td>HATBORO</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>1.764141e+08</td>\n",
" <td>35611</td>\n",
" <td>25464</td>\n",
" <td>35611</td>\n",
" <td>ATHENS</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>1.550000e+08</td>\n",
" <td>49404</td>\n",
" <td>9079</td>\n",
" <td>49404</td>\n",
" <td>COOPERSVILLE</td>\n",
" <td>MI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>1.267245e+08</td>\n",
" <td>16117</td>\n",
" <td>17274</td>\n",
" <td>16117</td>\n",
" <td>ELLWOOD CITY</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>1.161122e+08</td>\n",
" <td>32503</td>\n",
" <td>34645</td>\n",
" <td>32503</td>\n",
" <td>PENSACOLA</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>8.792706e+07</td>\n",
" <td>66801</td>\n",
" <td>28424</td>\n",
" <td>66801</td>\n",
" <td>EMPORIA</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>6.248815e+07</td>\n",
" <td>28504</td>\n",
" <td>22194</td>\n",
" <td>28504</td>\n",
" <td>KINSTON</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>5.208939e+07</td>\n",
" <td>79905</td>\n",
" <td>24526</td>\n",
" <td>79905</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>3.303752e+07</td>\n",
" <td>58104</td>\n",
" <td>34981</td>\n",
" <td>58104</td>\n",
" <td>FARGO</td>\n",
" <td>ND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>2.049867e+07</td>\n",
" <td>52403</td>\n",
" <td>22961</td>\n",
" <td>52403</td>\n",
" <td>CEDAR RAPIDS</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>2.023411e+07</td>\n",
" <td>52501</td>\n",
" <td>29655</td>\n",
" <td>52501</td>\n",
" <td>OTTUMWA</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1.956636e+07</td>\n",
" <td>65332</td>\n",
" <td>1438</td>\n",
" <td>65332</td>\n",
" <td>GREEN RIDGE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>1.861766e+07</td>\n",
" <td>64804</td>\n",
" <td>35641</td>\n",
" <td>64804</td>\n",
" <td>JOPLIN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>1.856632e+07</td>\n",
" <td>33401</td>\n",
" <td>26501</td>\n",
" <td>33401</td>\n",
" <td>WEST PALM BEACH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1.811062e+07</td>\n",
" <td>77040</td>\n",
" <td>47690</td>\n",
" <td>77040</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>1.637034e+07</td>\n",
" <td>77546</td>\n",
" <td>51204</td>\n",
" <td>77546</td>\n",
" <td>FRIENDSWOOD</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>1.548524e+07</td>\n",
" <td>33312</td>\n",
" <td>54714</td>\n",
" <td>33312</td>\n",
" <td>FORT LAUDERDALE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>1.525594e+07</td>\n",
" <td>64870</td>\n",
" <td>14635</td>\n",
" <td>64870</td>\n",
" <td>WEBB CITY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>1.260389e+07</td>\n",
" <td>17963</td>\n",
" <td>9417</td>\n",
" <td>17963</td>\n",
" <td>PINE GROVE</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>1.208888e+07</td>\n",
" <td>72301</td>\n",
" <td>25246</td>\n",
" <td>72301</td>\n",
" <td>WEST MEMPHIS</td>\n",
" <td>AR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>1.120709e+07</td>\n",
" <td>50613</td>\n",
" <td>43930</td>\n",
" <td>50613</td>\n",
" <td>CEDAR FALLS</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>1.119280e+07</td>\n",
" <td>70065</td>\n",
" <td>52012</td>\n",
" <td>70065</td>\n",
" <td>KENNER</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>1.090738e+07</td>\n",
" <td>70127</td>\n",
" <td>25866</td>\n",
" <td>70127</td>\n",
" <td>NEW ORLEANS</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>1.032267e+07</td>\n",
" <td>33140</td>\n",
" <td>22222</td>\n",
" <td>33140</td>\n",
" <td>MIAMI BEACH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>1.029581e+07</td>\n",
" <td>28562</td>\n",
" <td>39252</td>\n",
" <td>28562</td>\n",
" <td>NEW BERN</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>1.022414e+07</td>\n",
" <td>77581</td>\n",
" <td>45938</td>\n",
" <td>77581</td>\n",
" <td>PEARLAND</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>9.884615e+06</td>\n",
" <td>07470</td>\n",
" <td>54992</td>\n",
" <td>07470</td>\n",
" <td>WAYNE</td>\n",
" <td>NJ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>9.827193e+06</td>\n",
" <td>64850</td>\n",
" <td>24254</td>\n",
" <td>64850</td>\n",
" <td>NEOSHO</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>9.801178e+06</td>\n",
" <td>50401</td>\n",
" <td>29216</td>\n",
" <td>50401</td>\n",
" <td>MASON CITY</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>9.547207e+06</td>\n",
" <td>70510</td>\n",
" <td>26137</td>\n",
" <td>70510</td>\n",
" <td>ABBEVILLE</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>9.396760e+06</td>\n",
" <td>52202</td>\n",
" <td>1011</td>\n",
" <td>52202</td>\n",
" <td>ALBURNETT</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>9.192060e+06</td>\n",
" <td>63620</td>\n",
" <td>1393</td>\n",
" <td>63620</td>\n",
" <td>ANNAPOLIS</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>8.999662e+06</td>\n",
" <td>77088</td>\n",
" <td>55688</td>\n",
" <td>77088</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>8.734028e+06</td>\n",
" <td>27803</td>\n",
" <td>19091</td>\n",
" <td>27803</td>\n",
" <td>ROCKY MOUNT</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>8.681450e+06</td>\n",
" <td>72401</td>\n",
" <td>56896</td>\n",
" <td>72401</td>\n",
" <td>JONESBORO</td>\n",
" <td>AR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>8.618555e+06</td>\n",
" <td>78744</td>\n",
" <td>47211</td>\n",
" <td>78744</td>\n",
" <td>AUSTIN</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>8.616362e+06</td>\n",
" <td>67219</td>\n",
" <td>12615</td>\n",
" <td>67219</td>\n",
" <td>WICHITA</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6955</th>\n",
" <td>0.000000e+00</td>\n",
" <td>63937</td>\n",
" <td>2865</td>\n",
" <td>63937</td>\n",
" <td>ELLSINORE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6956</th>\n",
" <td>0.000000e+00</td>\n",
" <td>63941</td>\n",
" <td>240</td>\n",
" <td>63941</td>\n",
" <td>FREMONT</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6957</th>\n",
" <td>0.000000e+00</td>\n",
" <td>63954</td>\n",
" <td>952</td>\n",
" <td>63954</td>\n",
" <td>NEELYVILLE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6958</th>\n",
" <td>0.000000e+00</td>\n",
" <td>63965</td>\n",
" <td>3223</td>\n",
" <td>63965</td>\n",
" <td>VAN BUREN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6959</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64020</td>\n",
" <td>3534</td>\n",
" <td>64020</td>\n",
" <td>CONCORDIA</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6960</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64106</td>\n",
" <td>9092</td>\n",
" <td>64106</td>\n",
" <td>KANSAS CITY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6961</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64024</td>\n",
" <td>17189</td>\n",
" <td>64024</td>\n",
" <td>EXCELSIOR SPRINGS</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6962</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64050</td>\n",
" <td>22281</td>\n",
" <td>64050</td>\n",
" <td>INDEPENDENCE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6963</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64057</td>\n",
" <td>14024</td>\n",
" <td>64057</td>\n",
" <td>INDEPENDENCE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6964</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64066</td>\n",
" <td>30</td>\n",
" <td>64066</td>\n",
" <td>LEVASY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6965</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64079</td>\n",
" <td>14049</td>\n",
" <td>64079</td>\n",
" <td>PLATTE CITY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6966</th>\n",
" <td>0.000000e+00</td>\n",
" <td>64081</td>\n",
" <td>24631</td>\n",
" <td>64081</td>\n",
" <td>LEES SUMMIT</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6967</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65043</td>\n",
" <td>10482</td>\n",
" <td>65043</td>\n",
" <td>HOLTS SUMMIT</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6968</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65046</td>\n",
" <td>1167</td>\n",
" <td>65046</td>\n",
" <td>JAMESTOWN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6969</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65051</td>\n",
" <td>4908</td>\n",
" <td>65051</td>\n",
" <td>LINN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6970</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65739</td>\n",
" <td>1058</td>\n",
" <td>65739</td>\n",
" <td>RIDGEDALE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6971</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65608</td>\n",
" <td>9383</td>\n",
" <td>65608</td>\n",
" <td>AVA</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6972</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65609</td>\n",
" <td>668</td>\n",
" <td>65609</td>\n",
" <td>BAKERSFIELD</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6973</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65655</td>\n",
" <td>3517</td>\n",
" <td>65655</td>\n",
" <td>GAINESVILLE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6974</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65707</td>\n",
" <td>2158</td>\n",
" <td>65707</td>\n",
" <td>MILLER</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6975</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65713</td>\n",
" <td>2310</td>\n",
" <td>65713</td>\n",
" <td>NIANGUA</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6976</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65721</td>\n",
" <td>30586</td>\n",
" <td>65721</td>\n",
" <td>OZARK</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6977</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65723</td>\n",
" <td>3440</td>\n",
" <td>65723</td>\n",
" <td>PIERCE CITY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6978</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65734</td>\n",
" <td>3361</td>\n",
" <td>65734</td>\n",
" <td>PURDY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6979</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65753</td>\n",
" <td>4894</td>\n",
" <td>65753</td>\n",
" <td>SPARTA</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6980</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65069</td>\n",
" <td>838</td>\n",
" <td>65069</td>\n",
" <td>RHINELAND</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6981</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65793</td>\n",
" <td>6702</td>\n",
" <td>65793</td>\n",
" <td>WILLOW SPRINGS</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6982</th>\n",
" <td>0.000000e+00</td>\n",
" <td>66020</td>\n",
" <td>1524</td>\n",
" <td>66020</td>\n",
" <td>EASTON</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6983</th>\n",
" <td>0.000000e+00</td>\n",
" <td>66032</td>\n",
" <td>5021</td>\n",
" <td>66032</td>\n",
" <td>GARNETT</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6984</th>\n",
" <td>0.000000e+00</td>\n",
" <td>66073</td>\n",
" <td>2213</td>\n",
" <td>66073</td>\n",
" <td>PERRY</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6985</th>\n",
" <td>0.000000e+00</td>\n",
" <td>66086</td>\n",
" <td>10227</td>\n",
" <td>66086</td>\n",
" <td>TONGANOXIE</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6986</th>\n",
" <td>0.000000e+00</td>\n",
" <td>66109</td>\n",
" <td>21452</td>\n",
" <td>66109</td>\n",
" <td>KANSAS CITY</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6987</th>\n",
" <td>0.000000e+00</td>\n",
" <td>66203</td>\n",
" <td>19228</td>\n",
" <td>66203</td>\n",
" <td>SHAWNEE</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6988</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65606</td>\n",
" <td>3575</td>\n",
" <td>65606</td>\n",
" <td>ALTON</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6989</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65550</td>\n",
" <td>3128</td>\n",
" <td>65550</td>\n",
" <td>NEWBURG</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6990</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65542</td>\n",
" <td>6364</td>\n",
" <td>65542</td>\n",
" <td>LICKING</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6991</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65529</td>\n",
" <td>170</td>\n",
" <td>65529</td>\n",
" <td>JEROME</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6992</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65078</td>\n",
" <td>4031</td>\n",
" <td>65078</td>\n",
" <td>STOVER</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6993</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65109</td>\n",
" <td>38811</td>\n",
" <td>65109</td>\n",
" <td>JEFFERSON CITY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6994</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65203</td>\n",
" <td>56715</td>\n",
" <td>65203</td>\n",
" <td>COLUMBIA</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6995</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65230</td>\n",
" <td>719</td>\n",
" <td>65230</td>\n",
" <td>ARMSTRONG</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6996</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65231</td>\n",
" <td>2896</td>\n",
" <td>65231</td>\n",
" <td>AUXVASSE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6997</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65237</td>\n",
" <td>772</td>\n",
" <td>65237</td>\n",
" <td>BUNCETON</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6998</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65250</td>\n",
" <td>586</td>\n",
" <td>65250</td>\n",
" <td>FRANKLIN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6999</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65265</td>\n",
" <td>15320</td>\n",
" <td>65265</td>\n",
" <td>MEXICO</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7000</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65274</td>\n",
" <td>1950</td>\n",
" <td>65274</td>\n",
" <td>NEW FRANKLIN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7001</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65324</td>\n",
" <td>1413</td>\n",
" <td>65324</td>\n",
" <td>CLIMAX SPRINGS</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7002</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65401</td>\n",
" <td>32441</td>\n",
" <td>65401</td>\n",
" <td>ROLLA</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7003</th>\n",
" <td>0.000000e+00</td>\n",
" <td>65459</td>\n",
" <td>7665</td>\n",
" <td>65459</td>\n",
" <td>DIXON</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7004</th>\n",
" <td>-3.417000e+03</td>\n",
" <td>28538</td>\n",
" <td>2384</td>\n",
" <td>28538</td>\n",
" <td>HOOKERTON</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>7005 rows × 6 columns</p>\n",
"</div>"
],
"text/plain": [
" actualAmountPaid zip_code y-2016 Zipcode City State\n",
"0 1.082050e+09 32504 22940 32504 PENSACOLA FL\n",
"1 9.171252e+08 39194 20736 39194 YAZOO CITY MS\n",
"2 8.357025e+08 98360 12944 98360 ORTING WA\n",
"3 8.073094e+08 98014 6946 98014 CARNATION WA\n",
"4 7.565880e+08 32259 45503 32259 SAINT JOHNS FL\n",
"5 7.208146e+08 27834 56723 27834 GREENVILLE NC\n",
"6 6.257069e+08 35501 9919 35501 JASPER AL\n",
"7 6.063438e+08 18655 5853 18655 SHICKSHINNY PA\n",
"8 3.971201e+08 36303 31422 36303 DOTHAN AL\n",
"9 3.803426e+08 35160 26350 35160 TALLADEGA AL\n",
"10 3.382973e+08 35447 3110 35447 CARROLLTON AL\n",
"11 2.637749e+08 77503 25259 77503 PASADENA TX\n",
"12 2.015251e+08 56001 47620 56001 MANKATO MN\n",
"13 1.872347e+08 19040 20571 19040 HATBORO PA\n",
"14 1.764141e+08 35611 25464 35611 ATHENS AL\n",
"15 1.550000e+08 49404 9079 49404 COOPERSVILLE MI\n",
"16 1.267245e+08 16117 17274 16117 ELLWOOD CITY PA\n",
"17 1.161122e+08 32503 34645 32503 PENSACOLA FL\n",
"18 8.792706e+07 66801 28424 66801 EMPORIA KS\n",
"19 6.248815e+07 28504 22194 28504 KINSTON NC\n",
"20 5.208939e+07 79905 24526 79905 EL PASO TX\n",
"21 3.303752e+07 58104 34981 58104 FARGO ND\n",
"22 2.049867e+07 52403 22961 52403 CEDAR RAPIDS IA\n",
"23 2.023411e+07 52501 29655 52501 OTTUMWA IA\n",
"24 1.956636e+07 65332 1438 65332 GREEN RIDGE MO\n",
"25 1.861766e+07 64804 35641 64804 JOPLIN MO\n",
"26 1.856632e+07 33401 26501 33401 WEST PALM BEACH FL\n",
"27 1.811062e+07 77040 47690 77040 HOUSTON TX\n",
"28 1.637034e+07 77546 51204 77546 FRIENDSWOOD TX\n",
"29 1.548524e+07 33312 54714 33312 FORT LAUDERDALE FL\n",
"30 1.525594e+07 64870 14635 64870 WEBB CITY MO\n",
"31 1.260389e+07 17963 9417 17963 PINE GROVE PA\n",
"32 1.208888e+07 72301 25246 72301 WEST MEMPHIS AR\n",
"33 1.120709e+07 50613 43930 50613 CEDAR FALLS IA\n",
"34 1.119280e+07 70065 52012 70065 KENNER LA\n",
"35 1.090738e+07 70127 25866 70127 NEW ORLEANS LA\n",
"36 1.032267e+07 33140 22222 33140 MIAMI BEACH FL\n",
"37 1.029581e+07 28562 39252 28562 NEW BERN NC\n",
"38 1.022414e+07 77581 45938 77581 PEARLAND TX\n",
"39 9.884615e+06 07470 54992 07470 WAYNE NJ\n",
"40 9.827193e+06 64850 24254 64850 NEOSHO MO\n",
"41 9.801178e+06 50401 29216 50401 MASON CITY IA\n",
"42 9.547207e+06 70510 26137 70510 ABBEVILLE LA\n",
"43 9.396760e+06 52202 1011 52202 ALBURNETT IA\n",
"44 9.192060e+06 63620 1393 63620 ANNAPOLIS MO\n",
"45 8.999662e+06 77088 55688 77088 HOUSTON TX\n",
"46 8.734028e+06 27803 19091 27803 ROCKY MOUNT NC\n",
"47 8.681450e+06 72401 56896 72401 JONESBORO AR\n",
"48 8.618555e+06 78744 47211 78744 AUSTIN TX\n",
"49 8.616362e+06 67219 12615 67219 WICHITA KS\n",
"... ... ... ... ... ... ...\n",
"6955 0.000000e+00 63937 2865 63937 ELLSINORE MO\n",
"6956 0.000000e+00 63941 240 63941 FREMONT MO\n",
"6957 0.000000e+00 63954 952 63954 NEELYVILLE MO\n",
"6958 0.000000e+00 63965 3223 63965 VAN BUREN MO\n",
"6959 0.000000e+00 64020 3534 64020 CONCORDIA MO\n",
"6960 0.000000e+00 64106 9092 64106 KANSAS CITY MO\n",
"6961 0.000000e+00 64024 17189 64024 EXCELSIOR SPRINGS MO\n",
"6962 0.000000e+00 64050 22281 64050 INDEPENDENCE MO\n",
"6963 0.000000e+00 64057 14024 64057 INDEPENDENCE MO\n",
"6964 0.000000e+00 64066 30 64066 LEVASY MO\n",
"6965 0.000000e+00 64079 14049 64079 PLATTE CITY MO\n",
"6966 0.000000e+00 64081 24631 64081 LEES SUMMIT MO\n",
"6967 0.000000e+00 65043 10482 65043 HOLTS SUMMIT MO\n",
"6968 0.000000e+00 65046 1167 65046 JAMESTOWN MO\n",
"6969 0.000000e+00 65051 4908 65051 LINN MO\n",
"6970 0.000000e+00 65739 1058 65739 RIDGEDALE MO\n",
"6971 0.000000e+00 65608 9383 65608 AVA MO\n",
"6972 0.000000e+00 65609 668 65609 BAKERSFIELD MO\n",
"6973 0.000000e+00 65655 3517 65655 GAINESVILLE MO\n",
"6974 0.000000e+00 65707 2158 65707 MILLER MO\n",
"6975 0.000000e+00 65713 2310 65713 NIANGUA MO\n",
"6976 0.000000e+00 65721 30586 65721 OZARK MO\n",
"6977 0.000000e+00 65723 3440 65723 PIERCE CITY MO\n",
"6978 0.000000e+00 65734 3361 65734 PURDY MO\n",
"6979 0.000000e+00 65753 4894 65753 SPARTA MO\n",
"6980 0.000000e+00 65069 838 65069 RHINELAND MO\n",
"6981 0.000000e+00 65793 6702 65793 WILLOW SPRINGS MO\n",
"6982 0.000000e+00 66020 1524 66020 EASTON KS\n",
"6983 0.000000e+00 66032 5021 66032 GARNETT KS\n",
"6984 0.000000e+00 66073 2213 66073 PERRY KS\n",
"6985 0.000000e+00 66086 10227 66086 TONGANOXIE KS\n",
"6986 0.000000e+00 66109 21452 66109 KANSAS CITY KS\n",
"6987 0.000000e+00 66203 19228 66203 SHAWNEE KS\n",
"6988 0.000000e+00 65606 3575 65606 ALTON MO\n",
"6989 0.000000e+00 65550 3128 65550 NEWBURG MO\n",
"6990 0.000000e+00 65542 6364 65542 LICKING MO\n",
"6991 0.000000e+00 65529 170 65529 JEROME MO\n",
"6992 0.000000e+00 65078 4031 65078 STOVER MO\n",
"6993 0.000000e+00 65109 38811 65109 JEFFERSON CITY MO\n",
"6994 0.000000e+00 65203 56715 65203 COLUMBIA MO\n",
"6995 0.000000e+00 65230 719 65230 ARMSTRONG MO\n",
"6996 0.000000e+00 65231 2896 65231 AUXVASSE MO\n",
"6997 0.000000e+00 65237 772 65237 BUNCETON MO\n",
"6998 0.000000e+00 65250 586 65250 FRANKLIN MO\n",
"6999 0.000000e+00 65265 15320 65265 MEXICO MO\n",
"7000 0.000000e+00 65274 1950 65274 NEW FRANKLIN MO\n",
"7001 0.000000e+00 65324 1413 65324 CLIMAX SPRINGS MO\n",
"7002 0.000000e+00 65401 32441 65401 ROLLA MO\n",
"7003 0.000000e+00 65459 7665 65459 DIXON MO\n",
"7004 -3.417000e+03 28538 2384 28538 HOOKERTON NC\n",
"\n",
"[7005 rows x 6 columns]"
]
},
"execution_count": 18,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(hazardmitigation.groupby(['zipCode'])['actualAmountPaid'].sum().sort_values(ascending=False)).merge(merged_zip, left_on='zipCode', right_on='zip_code')"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Most hazard mitigation is spent on acquistion \n",
"(https://www.fema.gov/media-library-data/1487973067729-d34bd451527229a45bad0ef5ac6ddf93/508_FIMA_Acq_FAQs_2_24_17_Final.pdf)"
]
},
{
"cell_type": "code",
"execution_count": 38,
"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>propertyAction</th>\n",
" <th>actualAmountPaid</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Acquisition</td>\n",
" <td>4.073470e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>3.961547e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>1.072036e+09</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Elevation</td>\n",
" <td>9.013314e+08</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Floodproofed</td>\n",
" <td>6.928376e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>4.087856e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Other</td>\n",
" <td>3.652421e+07</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Relocation</td>\n",
" <td>8.148727e+06</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Wildfire Retrofit</td>\n",
" <td>0.000000e+00</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" propertyAction actualAmountPaid\n",
"0 Acquisition 4.073470e+09\n",
"5 Safe Room/Wind Shelter 3.961547e+09\n",
"8 Wind Retrofit 1.072036e+09\n",
"1 Elevation 9.013314e+08\n",
"2 Floodproofed 6.928376e+07\n",
"6 Seismic Retrofit 4.087856e+07\n",
"3 Other 3.652421e+07\n",
"4 Relocation 8.148727e+06\n",
"7 Wildfire Retrofit 0.000000e+00"
]
},
"execution_count": 38,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(hazardmitigation.groupby(['propertyAction'])['actualAmountPaid'].sum().reset_index()).sort_values(['actualAmountPaid']).sort_values(['actualAmountPaid'], ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Total spent on hazard mitigation, by property action and zip code"
]
},
{
"cell_type": "code",
"execution_count": 39,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
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"\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>propertyAction</th>\n",
" <th>zipCode</th>\n",
" <th>actualAmountPaid</th>\n",
" <th>zip_code</th>\n",
" <th>y-2016</th>\n",
" <th>Zipcode</th>\n",
" <th>City</th>\n",
" <th>State</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>5168</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>39194</td>\n",
" <td>917118735.0</td>\n",
" <td>39194</td>\n",
" <td>20736</td>\n",
" <td>39194</td>\n",
" <td>YAZOO CITY</td>\n",
" <td>MS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4094</th>\n",
" <td>Acquisition</td>\n",
" <td>98360</td>\n",
" <td>835702531.0</td>\n",
" <td>98360</td>\n",
" <td>12944</td>\n",
" <td>98360</td>\n",
" <td>ORTING</td>\n",
" <td>WA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4836</th>\n",
" <td>Elevation</td>\n",
" <td>98014</td>\n",
" <td>807309376.0</td>\n",
" <td>98014</td>\n",
" <td>6946</td>\n",
" <td>98014</td>\n",
" <td>CARNATION</td>\n",
" <td>WA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8143</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>32259</td>\n",
" <td>756587982.0</td>\n",
" <td>32259</td>\n",
" <td>45503</td>\n",
" <td>32259</td>\n",
" <td>SAINT JOHNS</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>943</th>\n",
" <td>Acquisition</td>\n",
" <td>27834</td>\n",
" <td>720471585.0</td>\n",
" <td>27834</td>\n",
" <td>56723</td>\n",
" <td>27834</td>\n",
" <td>GREENVILLE</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5647</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>35501</td>\n",
" <td>625706922.0</td>\n",
" <td>35501</td>\n",
" <td>9919</td>\n",
" <td>35501</td>\n",
" <td>JASPER</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>515</th>\n",
" <td>Acquisition</td>\n",
" <td>18655</td>\n",
" <td>606343774.0</td>\n",
" <td>18655</td>\n",
" <td>5853</td>\n",
" <td>18655</td>\n",
" <td>SHICKSHINNY</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1653</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>36303</td>\n",
" <td>397120072.0</td>\n",
" <td>36303</td>\n",
" <td>31422</td>\n",
" <td>36303</td>\n",
" <td>DOTHAN</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5601</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>35160</td>\n",
" <td>380342586.0</td>\n",
" <td>35160</td>\n",
" <td>26350</td>\n",
" <td>35160</td>\n",
" <td>TALLADEGA</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5627</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>35447</td>\n",
" <td>338297292.0</td>\n",
" <td>35447</td>\n",
" <td>3110</td>\n",
" <td>35447</td>\n",
" <td>CARROLLTON</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3731</th>\n",
" <td>Acquisition</td>\n",
" <td>77503</td>\n",
" <td>263774888.0</td>\n",
" <td>77503</td>\n",
" <td>25259</td>\n",
" <td>77503</td>\n",
" <td>PASADENA</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2560</th>\n",
" <td>Acquisition</td>\n",
" <td>56001</td>\n",
" <td>201525070.0</td>\n",
" <td>56001</td>\n",
" <td>47620</td>\n",
" <td>56001</td>\n",
" <td>MANKATO</td>\n",
" <td>MN</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1615</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>35611</td>\n",
" <td>176414067.0</td>\n",
" <td>35611</td>\n",
" <td>25464</td>\n",
" <td>35611</td>\n",
" <td>ATHENS</td>\n",
" <td>AL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2268</th>\n",
" <td>Acquisition</td>\n",
" <td>49404</td>\n",
" <td>155000000.0</td>\n",
" <td>49404</td>\n",
" <td>9079</td>\n",
" <td>49404</td>\n",
" <td>COOPERSVILLE</td>\n",
" <td>MI</td>\n",
" </tr>\n",
" <tr>\n",
" <th>430</th>\n",
" <td>Acquisition</td>\n",
" <td>16117</td>\n",
" <td>126724499.0</td>\n",
" <td>16117</td>\n",
" <td>17274</td>\n",
" <td>16117</td>\n",
" <td>ELLWOOD CITY</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6449</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>66801</td>\n",
" <td>87927058.0</td>\n",
" <td>66801</td>\n",
" <td>28424</td>\n",
" <td>66801</td>\n",
" <td>EMPORIA</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1070</th>\n",
" <td>Acquisition</td>\n",
" <td>28504</td>\n",
" <td>62488148.0</td>\n",
" <td>28504</td>\n",
" <td>22194</td>\n",
" <td>28504</td>\n",
" <td>KINSTON</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3845</th>\n",
" <td>Acquisition</td>\n",
" <td>79905</td>\n",
" <td>51933391.0</td>\n",
" <td>79905</td>\n",
" <td>24526</td>\n",
" <td>79905</td>\n",
" <td>EL PASO</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2669</th>\n",
" <td>Acquisition</td>\n",
" <td>58104</td>\n",
" <td>33037521.0</td>\n",
" <td>58104</td>\n",
" <td>34981</td>\n",
" <td>58104</td>\n",
" <td>FARGO</td>\n",
" <td>ND</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2388</th>\n",
" <td>Floodproofed</td>\n",
" <td>52501</td>\n",
" <td>20234111.0</td>\n",
" <td>52501</td>\n",
" <td>29655</td>\n",
" <td>52501</td>\n",
" <td>OTTUMWA</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6391</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>65332</td>\n",
" <td>19566356.0</td>\n",
" <td>65332</td>\n",
" <td>1438</td>\n",
" <td>65332</td>\n",
" <td>GREEN RIDGE</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2384</th>\n",
" <td>Floodproofed</td>\n",
" <td>52403</td>\n",
" <td>18815988.0</td>\n",
" <td>52403</td>\n",
" <td>22961</td>\n",
" <td>52403</td>\n",
" <td>CEDAR RAPIDS</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8331</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>33401</td>\n",
" <td>18566315.0</td>\n",
" <td>33401</td>\n",
" <td>26501</td>\n",
" <td>33401</td>\n",
" <td>WEST PALM BEACH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3634</th>\n",
" <td>Acquisition</td>\n",
" <td>77040</td>\n",
" <td>17746323.0</td>\n",
" <td>77040</td>\n",
" <td>47690</td>\n",
" <td>77040</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3745</th>\n",
" <td>Acquisition</td>\n",
" <td>77546</td>\n",
" <td>16076524.0</td>\n",
" <td>77546</td>\n",
" <td>51204</td>\n",
" <td>77546</td>\n",
" <td>FRIENDSWOOD</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6381</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>64870</td>\n",
" <td>15255938.0</td>\n",
" <td>64870</td>\n",
" <td>14635</td>\n",
" <td>64870</td>\n",
" <td>WEBB CITY</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5500</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>33312</td>\n",
" <td>14815250.0</td>\n",
" <td>33312</td>\n",
" <td>54714</td>\n",
" <td>33312</td>\n",
" <td>FORT LAUDERDALE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3017</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>64804</td>\n",
" <td>13247815.0</td>\n",
" <td>64804</td>\n",
" <td>35641</td>\n",
" <td>64804</td>\n",
" <td>JOPLIN</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>495</th>\n",
" <td>Acquisition</td>\n",
" <td>17963</td>\n",
" <td>12603886.0</td>\n",
" <td>17963</td>\n",
" <td>9417</td>\n",
" <td>17963</td>\n",
" <td>PINE GROVE</td>\n",
" <td>PA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3481</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>72301</td>\n",
" <td>12088882.0</td>\n",
" <td>72301</td>\n",
" <td>25246</td>\n",
" <td>72301</td>\n",
" <td>WEST MEMPHIS</td>\n",
" <td>AR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5090</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>33140</td>\n",
" <td>10322672.0</td>\n",
" <td>33140</td>\n",
" <td>22222</td>\n",
" <td>33140</td>\n",
" <td>MIAMI BEACH</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1098</th>\n",
" <td>Acquisition</td>\n",
" <td>28562</td>\n",
" <td>10295811.0</td>\n",
" <td>28562</td>\n",
" <td>39252</td>\n",
" <td>28562</td>\n",
" <td>NEW BERN</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2298</th>\n",
" <td>Acquisition</td>\n",
" <td>50613</td>\n",
" <td>10175882.0</td>\n",
" <td>50613</td>\n",
" <td>43930</td>\n",
" <td>50613</td>\n",
" <td>CEDAR FALLS</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4656</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>70127</td>\n",
" <td>10162104.0</td>\n",
" <td>70127</td>\n",
" <td>25866</td>\n",
" <td>70127</td>\n",
" <td>NEW ORLEANS</td>\n",
" <td>LA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3757</th>\n",
" <td>Acquisition</td>\n",
" <td>77581</td>\n",
" <td>10063074.0</td>\n",
" <td>77581</td>\n",
" <td>45938</td>\n",
" <td>77581</td>\n",
" <td>PEARLAND</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>254</th>\n",
" <td>Acquisition</td>\n",
" <td>07470</td>\n",
" <td>9884615.0</td>\n",
" <td>07470</td>\n",
" <td>54992</td>\n",
" <td>07470</td>\n",
" <td>WAYNE</td>\n",
" <td>NJ</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3021</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>64850</td>\n",
" <td>9615942.0</td>\n",
" <td>64850</td>\n",
" <td>24254</td>\n",
" <td>64850</td>\n",
" <td>NEOSHO</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6288</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>52202</td>\n",
" <td>9396760.0</td>\n",
" <td>52202</td>\n",
" <td>1011</td>\n",
" <td>52202</td>\n",
" <td>ALBURNETT</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2960</th>\n",
" <td>Acquisition</td>\n",
" <td>63620</td>\n",
" <td>9192060.0</td>\n",
" <td>63620</td>\n",
" <td>1393</td>\n",
" <td>63620</td>\n",
" <td>ANNAPOLIS</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3676</th>\n",
" <td>Acquisition</td>\n",
" <td>77088</td>\n",
" <td>8999662.0</td>\n",
" <td>77088</td>\n",
" <td>55688</td>\n",
" <td>77088</td>\n",
" <td>HOUSTON</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>926</th>\n",
" <td>Acquisition</td>\n",
" <td>27803</td>\n",
" <td>8734028.0</td>\n",
" <td>27803</td>\n",
" <td>19091</td>\n",
" <td>27803</td>\n",
" <td>ROCKY MOUNT</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3483</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>72401</td>\n",
" <td>8681450.0</td>\n",
" <td>72401</td>\n",
" <td>56896</td>\n",
" <td>72401</td>\n",
" <td>JONESBORO</td>\n",
" <td>AR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3836</th>\n",
" <td>Acquisition</td>\n",
" <td>78744</td>\n",
" <td>8618555.0</td>\n",
" <td>78744</td>\n",
" <td>47211</td>\n",
" <td>78744</td>\n",
" <td>AUSTIN</td>\n",
" <td>TX</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6483</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>67219</td>\n",
" <td>8616362.0</td>\n",
" <td>67219</td>\n",
" <td>12615</td>\n",
" <td>67219</td>\n",
" <td>WICHITA</td>\n",
" <td>KS</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2370</th>\n",
" <td>Acquisition</td>\n",
" <td>52246</td>\n",
" <td>8468006.0</td>\n",
" <td>52246</td>\n",
" <td>22392</td>\n",
" <td>52246</td>\n",
" <td>IOWA CITY</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8316</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>33301</td>\n",
" <td>8434283.0</td>\n",
" <td>33301</td>\n",
" <td>13565</td>\n",
" <td>33301</td>\n",
" <td>FORT LAUDERDALE</td>\n",
" <td>FL</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2322</th>\n",
" <td>Acquisition</td>\n",
" <td>50701</td>\n",
" <td>8303693.0</td>\n",
" <td>50701</td>\n",
" <td>30231</td>\n",
" <td>50701</td>\n",
" <td>WATERLOO</td>\n",
" <td>IA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6424</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>65807</td>\n",
" <td>8202352.0</td>\n",
" <td>65807</td>\n",
" <td>57350</td>\n",
" <td>65807</td>\n",
" <td>SPRINGFIELD</td>\n",
" <td>MO</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6840</th>\n",
" <td>Safe Room/Wind Shelter</td>\n",
" <td>72923</td>\n",
" <td>7966060.0</td>\n",
" <td>72923</td>\n",
" <td>4821</td>\n",
" <td>72923</td>\n",
" <td>BARLING</td>\n",
" <td>AR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>904</th>\n",
" <td>Acquisition</td>\n",
" <td>27530</td>\n",
" <td>7946914.0</td>\n",
" <td>27530</td>\n",
" <td>40459</td>\n",
" <td>27530</td>\n",
" <td>GOLDSBORO</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3979</th>\n",
" <td>Relocation</td>\n",
" <td>97016</td>\n",
" <td>0.0</td>\n",
" <td>97016</td>\n",
" <td>6282</td>\n",
" <td>97016</td>\n",
" <td>CLATSKANIE</td>\n",
" <td>OR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3975</th>\n",
" <td>Acquisition</td>\n",
" <td>95973</td>\n",
" <td>0.0</td>\n",
" <td>95973</td>\n",
" <td>35297</td>\n",
" <td>95973</td>\n",
" <td>CHICO</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3926</th>\n",
" <td>Acquisition</td>\n",
" <td>92651</td>\n",
" <td>0.0</td>\n",
" <td>92651</td>\n",
" <td>24612</td>\n",
" <td>92651</td>\n",
" <td>LAGUNA BEACH</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3974</th>\n",
" <td>Elevation</td>\n",
" <td>95901</td>\n",
" <td>0.0</td>\n",
" <td>95901</td>\n",
" <td>32804</td>\n",
" <td>95901</td>\n",
" <td>MARYSVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3950</th>\n",
" <td>Acquisition</td>\n",
" <td>95004</td>\n",
" <td>0.0</td>\n",
" <td>95004</td>\n",
" <td>3846</td>\n",
" <td>95004</td>\n",
" <td>AROMAS</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3949</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>95003</td>\n",
" <td>0.0</td>\n",
" <td>95003</td>\n",
" <td>25187</td>\n",
" <td>95003</td>\n",
" <td>APTOS</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3948</th>\n",
" <td>Elevation</td>\n",
" <td>95003</td>\n",
" <td>0.0</td>\n",
" <td>95003</td>\n",
" <td>25187</td>\n",
" <td>95003</td>\n",
" <td>APTOS</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3947</th>\n",
" <td>Acquisition</td>\n",
" <td>95003</td>\n",
" <td>0.0</td>\n",
" <td>95003</td>\n",
" <td>25187</td>\n",
" <td>95003</td>\n",
" <td>APTOS</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3946</th>\n",
" <td>Acquisition</td>\n",
" <td>94929</td>\n",
" <td>0.0</td>\n",
" <td>94929</td>\n",
" <td>135</td>\n",
" <td>94929</td>\n",
" <td>DILLON BEACH</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3944</th>\n",
" <td>Elevation</td>\n",
" <td>94559</td>\n",
" <td>0.0</td>\n",
" <td>94559</td>\n",
" <td>28355</td>\n",
" <td>94559</td>\n",
" <td>NAPA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3943</th>\n",
" <td>Acquisition</td>\n",
" <td>94559</td>\n",
" <td>0.0</td>\n",
" <td>94559</td>\n",
" <td>28355</td>\n",
" <td>94559</td>\n",
" <td>NAPA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3941</th>\n",
" <td>Relocation</td>\n",
" <td>94558</td>\n",
" <td>0.0</td>\n",
" <td>94558</td>\n",
" <td>68366</td>\n",
" <td>94558</td>\n",
" <td>NAPA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3940</th>\n",
" <td>Elevation</td>\n",
" <td>94558</td>\n",
" <td>0.0</td>\n",
" <td>94558</td>\n",
" <td>68366</td>\n",
" <td>94558</td>\n",
" <td>NAPA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3939</th>\n",
" <td>Acquisition</td>\n",
" <td>94558</td>\n",
" <td>0.0</td>\n",
" <td>94558</td>\n",
" <td>68366</td>\n",
" <td>94558</td>\n",
" <td>NAPA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3938</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>94044</td>\n",
" <td>0.0</td>\n",
" <td>94044</td>\n",
" <td>38844</td>\n",
" <td>94044</td>\n",
" <td>PACIFICA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3936</th>\n",
" <td>Acquisition</td>\n",
" <td>94021</td>\n",
" <td>0.0</td>\n",
" <td>94021</td>\n",
" <td>159</td>\n",
" <td>94021</td>\n",
" <td>LOMA MAR</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3935</th>\n",
" <td>Relocation</td>\n",
" <td>94020</td>\n",
" <td>0.0</td>\n",
" <td>94020</td>\n",
" <td>1170</td>\n",
" <td>94020</td>\n",
" <td>LA HONDA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3934</th>\n",
" <td>Acquisition</td>\n",
" <td>94020</td>\n",
" <td>0.0</td>\n",
" <td>94020</td>\n",
" <td>1170</td>\n",
" <td>94020</td>\n",
" <td>LA HONDA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3933</th>\n",
" <td>Acquisition</td>\n",
" <td>94015</td>\n",
" <td>0.0</td>\n",
" <td>94015</td>\n",
" <td>64712</td>\n",
" <td>94015</td>\n",
" <td>DALY CITY</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3932</th>\n",
" <td>Acquisition</td>\n",
" <td>93103</td>\n",
" <td>0.0</td>\n",
" <td>93103</td>\n",
" <td>20827</td>\n",
" <td>93103</td>\n",
" <td>SANTA BARBARA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3931</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>93001</td>\n",
" <td>0.0</td>\n",
" <td>93001</td>\n",
" <td>33765</td>\n",
" <td>93001</td>\n",
" <td>VENTURA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3930</th>\n",
" <td>Acquisition</td>\n",
" <td>93001</td>\n",
" <td>0.0</td>\n",
" <td>93001</td>\n",
" <td>33765</td>\n",
" <td>93001</td>\n",
" <td>VENTURA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3929</th>\n",
" <td>Acquisition</td>\n",
" <td>92677</td>\n",
" <td>0.0</td>\n",
" <td>92677</td>\n",
" <td>65645</td>\n",
" <td>92677</td>\n",
" <td>LAGUNA NIGUEL</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3928</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>92651</td>\n",
" <td>0.0</td>\n",
" <td>92651</td>\n",
" <td>24612</td>\n",
" <td>92651</td>\n",
" <td>LAGUNA BEACH</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3927</th>\n",
" <td>Relocation</td>\n",
" <td>92651</td>\n",
" <td>0.0</td>\n",
" <td>92651</td>\n",
" <td>24612</td>\n",
" <td>92651</td>\n",
" <td>LAGUNA BEACH</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3951</th>\n",
" <td>Acquisition</td>\n",
" <td>95006</td>\n",
" <td>0.0</td>\n",
" <td>95006</td>\n",
" <td>8649</td>\n",
" <td>95006</td>\n",
" <td>BOULDER CREEK</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3952</th>\n",
" <td>Elevation</td>\n",
" <td>95006</td>\n",
" <td>0.0</td>\n",
" <td>95006</td>\n",
" <td>8649</td>\n",
" <td>95006</td>\n",
" <td>BOULDER CREEK</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3953</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>95006</td>\n",
" <td>0.0</td>\n",
" <td>95006</td>\n",
" <td>8649</td>\n",
" <td>95006</td>\n",
" <td>BOULDER CREEK</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3954</th>\n",
" <td>Acquisition</td>\n",
" <td>95018</td>\n",
" <td>0.0</td>\n",
" <td>95018</td>\n",
" <td>6935</td>\n",
" <td>95018</td>\n",
" <td>FELTON</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3973</th>\n",
" <td>Acquisition</td>\n",
" <td>95901</td>\n",
" <td>0.0</td>\n",
" <td>95901</td>\n",
" <td>32804</td>\n",
" <td>95901</td>\n",
" <td>MARYSVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3972</th>\n",
" <td>Acquisition</td>\n",
" <td>95701</td>\n",
" <td>0.0</td>\n",
" <td>95701</td>\n",
" <td>782</td>\n",
" <td>95701</td>\n",
" <td>ALTA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3971</th>\n",
" <td>Elevation</td>\n",
" <td>95678</td>\n",
" <td>0.0</td>\n",
" <td>95678</td>\n",
" <td>41953</td>\n",
" <td>95678</td>\n",
" <td>ROSEVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3970</th>\n",
" <td>Acquisition</td>\n",
" <td>95678</td>\n",
" <td>0.0</td>\n",
" <td>95678</td>\n",
" <td>41953</td>\n",
" <td>95678</td>\n",
" <td>ROSEVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3969</th>\n",
" <td>Elevation</td>\n",
" <td>95673</td>\n",
" <td>0.0</td>\n",
" <td>95673</td>\n",
" <td>15140</td>\n",
" <td>95673</td>\n",
" <td>RIO LINDA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3968</th>\n",
" <td>Acquisition</td>\n",
" <td>95673</td>\n",
" <td>0.0</td>\n",
" <td>95673</td>\n",
" <td>15140</td>\n",
" <td>95673</td>\n",
" <td>RIO LINDA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3967</th>\n",
" <td>Elevation</td>\n",
" <td>95661</td>\n",
" <td>0.0</td>\n",
" <td>95661</td>\n",
" <td>31034</td>\n",
" <td>95661</td>\n",
" <td>ROSEVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3966</th>\n",
" <td>Acquisition</td>\n",
" <td>95661</td>\n",
" <td>0.0</td>\n",
" <td>95661</td>\n",
" <td>31034</td>\n",
" <td>95661</td>\n",
" <td>ROSEVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3965</th>\n",
" <td>Elevation</td>\n",
" <td>95472</td>\n",
" <td>0.0</td>\n",
" <td>95472</td>\n",
" <td>30260</td>\n",
" <td>95472</td>\n",
" <td>SEBASTOPOL</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3964</th>\n",
" <td>Acquisition</td>\n",
" <td>95472</td>\n",
" <td>0.0</td>\n",
" <td>95472</td>\n",
" <td>30260</td>\n",
" <td>95472</td>\n",
" <td>SEBASTOPOL</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3963</th>\n",
" <td>Elevation</td>\n",
" <td>95462</td>\n",
" <td>0.0</td>\n",
" <td>95462</td>\n",
" <td>1164</td>\n",
" <td>95462</td>\n",
" <td>MONTE RIO</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3962</th>\n",
" <td>Acquisition</td>\n",
" <td>95462</td>\n",
" <td>0.0</td>\n",
" <td>95462</td>\n",
" <td>1164</td>\n",
" <td>95462</td>\n",
" <td>MONTE RIO</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3961</th>\n",
" <td>Acquisition</td>\n",
" <td>95404</td>\n",
" <td>0.0</td>\n",
" <td>95404</td>\n",
" <td>40699</td>\n",
" <td>95404</td>\n",
" <td>SANTA ROSA</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3960</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>95076</td>\n",
" <td>0.0</td>\n",
" <td>95076</td>\n",
" <td>85678</td>\n",
" <td>95076</td>\n",
" <td>WATSONVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3959</th>\n",
" <td>Elevation</td>\n",
" <td>95076</td>\n",
" <td>0.0</td>\n",
" <td>95076</td>\n",
" <td>85678</td>\n",
" <td>95076</td>\n",
" <td>WATSONVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3958</th>\n",
" <td>Acquisition</td>\n",
" <td>95076</td>\n",
" <td>0.0</td>\n",
" <td>95076</td>\n",
" <td>85678</td>\n",
" <td>95076</td>\n",
" <td>WATSONVILLE</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3957</th>\n",
" <td>Seismic Retrofit</td>\n",
" <td>95018</td>\n",
" <td>0.0</td>\n",
" <td>95018</td>\n",
" <td>6935</td>\n",
" <td>95018</td>\n",
" <td>FELTON</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3956</th>\n",
" <td>Relocation</td>\n",
" <td>95018</td>\n",
" <td>0.0</td>\n",
" <td>95018</td>\n",
" <td>6935</td>\n",
" <td>95018</td>\n",
" <td>FELTON</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3955</th>\n",
" <td>Elevation</td>\n",
" <td>95018</td>\n",
" <td>0.0</td>\n",
" <td>95018</td>\n",
" <td>6935</td>\n",
" <td>95018</td>\n",
" <td>FELTON</td>\n",
" <td>CA</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8570</th>\n",
" <td>Wind Retrofit</td>\n",
" <td>97463</td>\n",
" <td>0.0</td>\n",
" <td>97463</td>\n",
" <td>3739</td>\n",
" <td>97463</td>\n",
" <td>OAKRIDGE</td>\n",
" <td>OR</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1087</th>\n",
" <td>Acquisition</td>\n",
" <td>28538</td>\n",
" <td>-3417.0</td>\n",
" <td>28538</td>\n",
" <td>2384</td>\n",
" <td>28538</td>\n",
" <td>HOOKERTON</td>\n",
" <td>NC</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>8571 rows × 8 columns</p>\n",
"</div>"
],
"text/plain": [
" propertyAction zipCode actualAmountPaid zip_code y-2016 \\\n",
"5168 Safe Room/Wind Shelter 39194 917118735.0 39194 20736 \n",
"4094 Acquisition 98360 835702531.0 98360 12944 \n",
"4836 Elevation 98014 807309376.0 98014 6946 \n",
"8143 Wind Retrofit 32259 756587982.0 32259 45503 \n",
"943 Acquisition 27834 720471585.0 27834 56723 \n",
"5647 Safe Room/Wind Shelter 35501 625706922.0 35501 9919 \n",
"515 Acquisition 18655 606343774.0 18655 5853 \n",
"1653 Safe Room/Wind Shelter 36303 397120072.0 36303 31422 \n",
"5601 Safe Room/Wind Shelter 35160 380342586.0 35160 26350 \n",
"5627 Safe Room/Wind Shelter 35447 338297292.0 35447 3110 \n",
"3731 Acquisition 77503 263774888.0 77503 25259 \n",
"2560 Acquisition 56001 201525070.0 56001 47620 \n",
"1615 Safe Room/Wind Shelter 35611 176414067.0 35611 25464 \n",
"2268 Acquisition 49404 155000000.0 49404 9079 \n",
"430 Acquisition 16117 126724499.0 16117 17274 \n",
"6449 Safe Room/Wind Shelter 66801 87927058.0 66801 28424 \n",
"1070 Acquisition 28504 62488148.0 28504 22194 \n",
"3845 Acquisition 79905 51933391.0 79905 24526 \n",
"2669 Acquisition 58104 33037521.0 58104 34981 \n",
"2388 Floodproofed 52501 20234111.0 52501 29655 \n",
"6391 Safe Room/Wind Shelter 65332 19566356.0 65332 1438 \n",
"2384 Floodproofed 52403 18815988.0 52403 22961 \n",
"8331 Wind Retrofit 33401 18566315.0 33401 26501 \n",
"3634 Acquisition 77040 17746323.0 77040 47690 \n",
"3745 Acquisition 77546 16076524.0 77546 51204 \n",
"6381 Safe Room/Wind Shelter 64870 15255938.0 64870 14635 \n",
"5500 Wind Retrofit 33312 14815250.0 33312 54714 \n",
"3017 Safe Room/Wind Shelter 64804 13247815.0 64804 35641 \n",
"495 Acquisition 17963 12603886.0 17963 9417 \n",
"3481 Safe Room/Wind Shelter 72301 12088882.0 72301 25246 \n",
"5090 Wind Retrofit 33140 10322672.0 33140 22222 \n",
"1098 Acquisition 28562 10295811.0 28562 39252 \n",
"2298 Acquisition 50613 10175882.0 50613 43930 \n",
"4656 Wind Retrofit 70127 10162104.0 70127 25866 \n",
"3757 Acquisition 77581 10063074.0 77581 45938 \n",
"254 Acquisition 07470 9884615.0 07470 54992 \n",
"3021 Safe Room/Wind Shelter 64850 9615942.0 64850 24254 \n",
"6288 Safe Room/Wind Shelter 52202 9396760.0 52202 1011 \n",
"2960 Acquisition 63620 9192060.0 63620 1393 \n",
"3676 Acquisition 77088 8999662.0 77088 55688 \n",
"926 Acquisition 27803 8734028.0 27803 19091 \n",
"3483 Safe Room/Wind Shelter 72401 8681450.0 72401 56896 \n",
"3836 Acquisition 78744 8618555.0 78744 47211 \n",
"6483 Safe Room/Wind Shelter 67219 8616362.0 67219 12615 \n",
"2370 Acquisition 52246 8468006.0 52246 22392 \n",
"8316 Wind Retrofit 33301 8434283.0 33301 13565 \n",
"2322 Acquisition 50701 8303693.0 50701 30231 \n",
"6424 Safe Room/Wind Shelter 65807 8202352.0 65807 57350 \n",
"6840 Safe Room/Wind Shelter 72923 7966060.0 72923 4821 \n",
"904 Acquisition 27530 7946914.0 27530 40459 \n",
"... ... ... ... ... ... \n",
"3979 Relocation 97016 0.0 97016 6282 \n",
"3975 Acquisition 95973 0.0 95973 35297 \n",
"3926 Acquisition 92651 0.0 92651 24612 \n",
"3974 Elevation 95901 0.0 95901 32804 \n",
"3950 Acquisition 95004 0.0 95004 3846 \n",
"3949 Seismic Retrofit 95003 0.0 95003 25187 \n",
"3948 Elevation 95003 0.0 95003 25187 \n",
"3947 Acquisition 95003 0.0 95003 25187 \n",
"3946 Acquisition 94929 0.0 94929 135 \n",
"3944 Elevation 94559 0.0 94559 28355 \n",
"3943 Acquisition 94559 0.0 94559 28355 \n",
"3941 Relocation 94558 0.0 94558 68366 \n",
"3940 Elevation 94558 0.0 94558 68366 \n",
"3939 Acquisition 94558 0.0 94558 68366 \n",
"3938 Seismic Retrofit 94044 0.0 94044 38844 \n",
"3936 Acquisition 94021 0.0 94021 159 \n",
"3935 Relocation 94020 0.0 94020 1170 \n",
"3934 Acquisition 94020 0.0 94020 1170 \n",
"3933 Acquisition 94015 0.0 94015 64712 \n",
"3932 Acquisition 93103 0.0 93103 20827 \n",
"3931 Seismic Retrofit 93001 0.0 93001 33765 \n",
"3930 Acquisition 93001 0.0 93001 33765 \n",
"3929 Acquisition 92677 0.0 92677 65645 \n",
"3928 Seismic Retrofit 92651 0.0 92651 24612 \n",
"3927 Relocation 92651 0.0 92651 24612 \n",
"3951 Acquisition 95006 0.0 95006 8649 \n",
"3952 Elevation 95006 0.0 95006 8649 \n",
"3953 Seismic Retrofit 95006 0.0 95006 8649 \n",
"3954 Acquisition 95018 0.0 95018 6935 \n",
"3973 Acquisition 95901 0.0 95901 32804 \n",
"3972 Acquisition 95701 0.0 95701 782 \n",
"3971 Elevation 95678 0.0 95678 41953 \n",
"3970 Acquisition 95678 0.0 95678 41953 \n",
"3969 Elevation 95673 0.0 95673 15140 \n",
"3968 Acquisition 95673 0.0 95673 15140 \n",
"3967 Elevation 95661 0.0 95661 31034 \n",
"3966 Acquisition 95661 0.0 95661 31034 \n",
"3965 Elevation 95472 0.0 95472 30260 \n",
"3964 Acquisition 95472 0.0 95472 30260 \n",
"3963 Elevation 95462 0.0 95462 1164 \n",
"3962 Acquisition 95462 0.0 95462 1164 \n",
"3961 Acquisition 95404 0.0 95404 40699 \n",
"3960 Seismic Retrofit 95076 0.0 95076 85678 \n",
"3959 Elevation 95076 0.0 95076 85678 \n",
"3958 Acquisition 95076 0.0 95076 85678 \n",
"3957 Seismic Retrofit 95018 0.0 95018 6935 \n",
"3956 Relocation 95018 0.0 95018 6935 \n",
"3955 Elevation 95018 0.0 95018 6935 \n",
"8570 Wind Retrofit 97463 0.0 97463 3739 \n",
"1087 Acquisition 28538 -3417.0 28538 2384 \n",
"\n",
" Zipcode City State \n",
"5168 39194 YAZOO CITY MS \n",
"4094 98360 ORTING WA \n",
"4836 98014 CARNATION WA \n",
"8143 32259 SAINT JOHNS FL \n",
"943 27834 GREENVILLE NC \n",
"5647 35501 JASPER AL \n",
"515 18655 SHICKSHINNY PA \n",
"1653 36303 DOTHAN AL \n",
"5601 35160 TALLADEGA AL \n",
"5627 35447 CARROLLTON AL \n",
"3731 77503 PASADENA TX \n",
"2560 56001 MANKATO MN \n",
"1615 35611 ATHENS AL \n",
"2268 49404 COOPERSVILLE MI \n",
"430 16117 ELLWOOD CITY PA \n",
"6449 66801 EMPORIA KS \n",
"1070 28504 KINSTON NC \n",
"3845 79905 EL PASO TX \n",
"2669 58104 FARGO ND \n",
"2388 52501 OTTUMWA IA \n",
"6391 65332 GREEN RIDGE MO \n",
"2384 52403 CEDAR RAPIDS IA \n",
"8331 33401 WEST PALM BEACH FL \n",
"3634 77040 HOUSTON TX \n",
"3745 77546 FRIENDSWOOD TX \n",
"6381 64870 WEBB CITY MO \n",
"5500 33312 FORT LAUDERDALE FL \n",
"3017 64804 JOPLIN MO \n",
"495 17963 PINE GROVE PA \n",
"3481 72301 WEST MEMPHIS AR \n",
"5090 33140 MIAMI BEACH FL \n",
"1098 28562 NEW BERN NC \n",
"2298 50613 CEDAR FALLS IA \n",
"4656 70127 NEW ORLEANS LA \n",
"3757 77581 PEARLAND TX \n",
"254 07470 WAYNE NJ \n",
"3021 64850 NEOSHO MO \n",
"6288 52202 ALBURNETT IA \n",
"2960 63620 ANNAPOLIS MO \n",
"3676 77088 HOUSTON TX \n",
"926 27803 ROCKY MOUNT NC \n",
"3483 72401 JONESBORO AR \n",
"3836 78744 AUSTIN TX \n",
"6483 67219 WICHITA KS \n",
"2370 52246 IOWA CITY IA \n",
"8316 33301 FORT LAUDERDALE FL \n",
"2322 50701 WATERLOO IA \n",
"6424 65807 SPRINGFIELD MO \n",
"6840 72923 BARLING AR \n",
"904 27530 GOLDSBORO NC \n",
"... ... ... ... \n",
"3979 97016 CLATSKANIE OR \n",
"3975 95973 CHICO CA \n",
"3926 92651 LAGUNA BEACH CA \n",
"3974 95901 MARYSVILLE CA \n",
"3950 95004 AROMAS CA \n",
"3949 95003 APTOS CA \n",
"3948 95003 APTOS CA \n",
"3947 95003 APTOS CA \n",
"3946 94929 DILLON BEACH CA \n",
"3944 94559 NAPA CA \n",
"3943 94559 NAPA CA \n",
"3941 94558 NAPA CA \n",
"3940 94558 NAPA CA \n",
"3939 94558 NAPA CA \n",
"3938 94044 PACIFICA CA \n",
"3936 94021 LOMA MAR CA \n",
"3935 94020 LA HONDA CA \n",
"3934 94020 LA HONDA CA \n",
"3933 94015 DALY CITY CA \n",
"3932 93103 SANTA BARBARA CA \n",
"3931 93001 VENTURA CA \n",
"3930 93001 VENTURA CA \n",
"3929 92677 LAGUNA NIGUEL CA \n",
"3928 92651 LAGUNA BEACH CA \n",
"3927 92651 LAGUNA BEACH CA \n",
"3951 95006 BOULDER CREEK CA \n",
"3952 95006 BOULDER CREEK CA \n",
"3953 95006 BOULDER CREEK CA \n",
"3954 95018 FELTON CA \n",
"3973 95901 MARYSVILLE CA \n",
"3972 95701 ALTA CA \n",
"3971 95678 ROSEVILLE CA \n",
"3970 95678 ROSEVILLE CA \n",
"3969 95673 RIO LINDA CA \n",
"3968 95673 RIO LINDA CA \n",
"3967 95661 ROSEVILLE CA \n",
"3966 95661 ROSEVILLE CA \n",
"3965 95472 SEBASTOPOL CA \n",
"3964 95472 SEBASTOPOL CA \n",
"3963 95462 MONTE RIO CA \n",
"3962 95462 MONTE RIO CA \n",
"3961 95404 SANTA ROSA CA \n",
"3960 95076 WATSONVILLE CA \n",
"3959 95076 WATSONVILLE CA \n",
"3958 95076 WATSONVILLE CA \n",
"3957 95018 FELTON CA \n",
"3956 95018 FELTON CA \n",
"3955 95018 FELTON CA \n",
"8570 97463 OAKRIDGE OR \n",
"1087 28538 HOOKERTON NC \n",
"\n",
"[8571 rows x 8 columns]"
]
},
"execution_count": 39,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"pd.DataFrame(hazardmitigation.groupby(['propertyAction','zipCode'])['actualAmountPaid'].sum().reset_index()).merge(merged_zip, left_on='zipCode', right_on='zip_code').sort_values(['actualAmountPaid'], ascending=False)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Count of disasters"
]
},
{
"cell_type": "code",
"execution_count": 51,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"incidentType\n",
"Chemical 1\n",
"Terrorist 2\n",
"Tsunami 3\n",
"Human Cause 3\n",
"Dam/Levee Break 4\n",
"Fishing Losses 6\n",
"Volcano 6\n",
"Mud/Landslide 7\n",
"Toxic Substances 8\n",
"Freezing 18\n",
"Other 26\n",
"Coastal Storm 28\n",
"Earthquake 30\n",
"Drought 46\n",
"Typhoon 57\n",
"Severe Ice Storm 62\n",
"Snow 165\n",
"Tornado 165\n",
"Hurricane 357\n",
"Flood 803\n",
"Severe Storm(s) 939\n",
"Fire 1110\n",
"dtype: int64"
]
},
"execution_count": 51,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disasters.groupby(['disasterNumber', 'incidentType']).size().groupby(['incidentType']).size().sort_values()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Number of disasters, year over year"
]
},
{
"cell_type": "code",
"execution_count": 53,
"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>fyDeclared</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>1953</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>1954</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>1955</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>1956</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>1957</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>1958</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>1959</td>\n",
" <td>7</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>1960</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>1961</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>1962</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>1963</td>\n",
" <td>21</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>1964</td>\n",
" <td>20</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>1965</td>\n",
" <td>31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>1966</td>\n",
" <td>12</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>1967</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>1968</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>1969</td>\n",
" <td>28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>1970</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>1971</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>1972</td>\n",
" <td>45</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>1973</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>1974</td>\n",
" <td>46</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>1975</td>\n",
" <td>47</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>1976</td>\n",
" <td>41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>1977</td>\n",
" <td>51</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>1978</td>\n",
" <td>41</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>1979</td>\n",
" <td>53</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>1980</td>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>1981</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>1982</td>\n",
" <td>25</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>1983</td>\n",
" <td>23</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>1984</td>\n",
" <td>40</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>1985</td>\n",
" <td>24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>1986</td>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>1987</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>1988</td>\n",
" <td>17</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>1989</td>\n",
" <td>30</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>1990</td>\n",
" <td>35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>1991</td>\n",
" <td>38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>1992</td>\n",
" <td>50</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>1993</td>\n",
" <td>57</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>1994</td>\n",
" <td>38</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>1995</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>1996</td>\n",
" <td>75</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>1997</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>1998</td>\n",
" <td>78</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>1999</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>2000</td>\n",
" <td>107</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>2001</td>\n",
" <td>97</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>2002</td>\n",
" <td>126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>50</th>\n",
" <td>2003</td>\n",
" <td>124</td>\n",
" </tr>\n",
" <tr>\n",
" <th>51</th>\n",
" <td>2004</td>\n",
" <td>125</td>\n",
" </tr>\n",
" <tr>\n",
" <th>52</th>\n",
" <td>2005</td>\n",
" <td>137</td>\n",
" </tr>\n",
" <tr>\n",
" <th>53</th>\n",
" <td>2006</td>\n",
" <td>152</td>\n",
" </tr>\n",
" <tr>\n",
" <th>54</th>\n",
" <td>2007</td>\n",
" <td>138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>55</th>\n",
" <td>2008</td>\n",
" <td>142</td>\n",
" </tr>\n",
" <tr>\n",
" <th>56</th>\n",
" <td>2009</td>\n",
" <td>115</td>\n",
" </tr>\n",
" <tr>\n",
" <th>57</th>\n",
" <td>2010</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>58</th>\n",
" <td>2011</td>\n",
" <td>234</td>\n",
" </tr>\n",
" <tr>\n",
" <th>59</th>\n",
" <td>2012</td>\n",
" <td>114</td>\n",
" </tr>\n",
" <tr>\n",
" <th>60</th>\n",
" <td>2013</td>\n",
" <td>100</td>\n",
" </tr>\n",
" <tr>\n",
" <th>61</th>\n",
" <td>2014</td>\n",
" <td>84</td>\n",
" </tr>\n",
" <tr>\n",
" <th>62</th>\n",
" <td>2015</td>\n",
" <td>80</td>\n",
" </tr>\n",
" <tr>\n",
" <th>63</th>\n",
" <td>2016</td>\n",
" <td>93</td>\n",
" </tr>\n",
" <tr>\n",
" <th>64</th>\n",
" <td>2017</td>\n",
" <td>138</td>\n",
" </tr>\n",
" <tr>\n",
" <th>65</th>\n",
" <td>2018</td>\n",
" <td>126</td>\n",
" </tr>\n",
" <tr>\n",
" <th>66</th>\n",
" <td>2019</td>\n",
" <td>11</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" fyDeclared count\n",
"0 1953 12\n",
"1 1954 17\n",
"2 1955 15\n",
"3 1956 19\n",
"4 1957 17\n",
"5 1958 6\n",
"6 1959 7\n",
"7 1960 13\n",
"8 1961 11\n",
"9 1962 20\n",
"10 1963 21\n",
"11 1964 20\n",
"12 1965 31\n",
"13 1966 12\n",
"14 1967 11\n",
"15 1968 18\n",
"16 1969 28\n",
"17 1970 19\n",
"18 1971 17\n",
"19 1972 45\n",
"20 1973 47\n",
"21 1974 46\n",
"22 1975 47\n",
"23 1976 41\n",
"24 1977 51\n",
"25 1978 41\n",
"26 1979 53\n",
"27 1980 30\n",
"28 1981 15\n",
"29 1982 25\n",
"30 1983 23\n",
"31 1984 40\n",
"32 1985 24\n",
"33 1986 30\n",
"34 1987 18\n",
"35 1988 17\n",
"36 1989 30\n",
"37 1990 35\n",
"38 1991 38\n",
"39 1992 50\n",
"40 1993 57\n",
"41 1994 38\n",
"42 1995 33\n",
"43 1996 75\n",
"44 1997 49\n",
"45 1998 78\n",
"46 1999 100\n",
"47 2000 107\n",
"48 2001 97\n",
"49 2002 126\n",
"50 2003 124\n",
"51 2004 125\n",
"52 2005 137\n",
"53 2006 152\n",
"54 2007 138\n",
"55 2008 142\n",
"56 2009 115\n",
"57 2010 113\n",
"58 2011 234\n",
"59 2012 114\n",
"60 2013 100\n",
"61 2014 84\n",
"62 2015 80\n",
"63 2016 93\n",
"64 2017 138\n",
"65 2018 126\n",
"66 2019 11"
]
},
"execution_count": 53,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"disasters.groupby(['disasterNumber', 'fyDeclared']).size().groupby(['fyDeclared']).size().to_frame(\"count\").reset_index()"
]
},
{
"cell_type": "code",
"execution_count": 54,
"metadata": {},
"outputs": [],
"source": [
"incidenttypebyyear = disasters.groupby(['disasterNumber', 'fyDeclared', 'incidentType']).size().groupby(['incidentType', 'fyDeclared']).size().to_frame(\"count\").reset_index()"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Count of incident type by year"
]
},
{
"cell_type": "code",
"execution_count": 55,
"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>incidentType</th>\n",
" <th>fyDeclared</th>\n",
" <th>count</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>Chemical</td>\n",
" <td>2014</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1972</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1975</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1980</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1983</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1992</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1993</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1994</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Coastal Storm</td>\n",
" <td>1998</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>Coastal Storm</td>\n",
" <td>2001</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Coastal Storm</td>\n",
" <td>2002</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Coastal Storm</td>\n",
" <td>2005</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>Coastal Storm</td>\n",
" <td>2011</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Coastal Storm</td>\n",
" <td>2015</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Coastal Storm</td>\n",
" <td>2018</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Dam/Levee Break</td>\n",
" <td>1964</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>Dam/Levee Break</td>\n",
" <td>1973</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>Dam/Levee Break</td>\n",
" <td>2004</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>Dam/Levee Break</td>\n",
" <td>2017</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>Drought</td>\n",
" <td>1964</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>Drought</td>\n",
" <td>1965</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>Drought</td>\n",
" <td>1974</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>Drought</td>\n",
" <td>1976</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>Drought</td>\n",
" <td>1977</td>\n",
" <td>24</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>Drought</td>\n",
" <td>1980</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>Drought</td>\n",
" <td>1992</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>Drought</td>\n",
" <td>1993</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>Drought</td>\n",
" <td>1998</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>Drought</td>\n",
" <td>2007</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>Earthquake</td>\n",
" <td>1954</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>30</th>\n",
" <td>Earthquake</td>\n",
" <td>1960</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>31</th>\n",
" <td>Earthquake</td>\n",
" <td>1964</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>32</th>\n",
" <td>Earthquake</td>\n",
" <td>1965</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>33</th>\n",
" <td>Earthquake</td>\n",
" <td>1971</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>34</th>\n",
" <td>Earthquake</td>\n",
" <td>1973</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>35</th>\n",
" <td>Earthquake</td>\n",
" <td>1976</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>36</th>\n",
" <td>Earthquake</td>\n",
" <td>1979</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>37</th>\n",
" <td>Earthquake</td>\n",
" <td>1983</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>38</th>\n",
" <td>Earthquake</td>\n",
" <td>1984</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>39</th>\n",
" <td>Earthquake</td>\n",
" <td>1987</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>40</th>\n",
" <td>Earthquake</td>\n",
" <td>1989</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>41</th>\n",
" <td>Earthquake</td>\n",
" <td>1992</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>42</th>\n",
" <td>Earthquake</td>\n",
" <td>1993</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>43</th>\n",
" <td>Earthquake</td>\n",
" <td>1994</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>44</th>\n",
" <td>Earthquake</td>\n",
" <td>2000</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>45</th>\n",
" <td>Earthquake</td>\n",
" <td>2001</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>46</th>\n",
" <td>Earthquake</td>\n",
" <td>2002</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>47</th>\n",
" <td>Earthquake</td>\n",
" <td>2003</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>48</th>\n",
" <td>Earthquake</td>\n",
" <td>2004</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>49</th>\n",
" <td>Earthquake</td>\n",
" <td>2006</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>401</th>\n",
" <td>Tornado</td>\n",
" <td>2006</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>402</th>\n",
" <td>Tornado</td>\n",
" <td>2009</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>403</th>\n",
" <td>Tornado</td>\n",
" <td>2010</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>404</th>\n",
" <td>Tornado</td>\n",
" <td>2011</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>405</th>\n",
" <td>Tornado</td>\n",
" <td>2013</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>406</th>\n",
" <td>Tornado</td>\n",
" <td>2014</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>407</th>\n",
" <td>Tornado</td>\n",
" <td>2015</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>408</th>\n",
" <td>Tornado</td>\n",
" <td>2016</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>409</th>\n",
" <td>Tornado</td>\n",
" <td>2017</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>410</th>\n",
" <td>Tornado</td>\n",
" <td>2018</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>411</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1962</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>412</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1963</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>413</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1978</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>414</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1980</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>415</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1981</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>416</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1987</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>417</th>\n",
" <td>Toxic Substances</td>\n",
" <td>1992</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>418</th>\n",
" <td>Toxic Substances</td>\n",
" <td>2016</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>419</th>\n",
" <td>Tsunami</td>\n",
" <td>2011</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>420</th>\n",
" <td>Typhoon</td>\n",
" <td>1963</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>421</th>\n",
" <td>Typhoon</td>\n",
" <td>1965</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>422</th>\n",
" <td>Typhoon</td>\n",
" <td>1966</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>423</th>\n",
" <td>Typhoon</td>\n",
" <td>1967</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>424</th>\n",
" <td>Typhoon</td>\n",
" <td>1968</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>425</th>\n",
" <td>Typhoon</td>\n",
" <td>1971</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>426</th>\n",
" <td>Typhoon</td>\n",
" <td>1976</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>427</th>\n",
" <td>Typhoon</td>\n",
" <td>1979</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>428</th>\n",
" <td>Typhoon</td>\n",
" <td>1981</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>429</th>\n",
" <td>Typhoon</td>\n",
" <td>1983</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>430</th>\n",
" <td>Typhoon</td>\n",
" <td>1986</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>431</th>\n",
" <td>Typhoon</td>\n",
" <td>1987</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>432</th>\n",
" <td>Typhoon</td>\n",
" <td>1988</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>433</th>\n",
" <td>Typhoon</td>\n",
" <td>1990</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>434</th>\n",
" <td>Typhoon</td>\n",
" <td>1991</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>435</th>\n",
" <td>Typhoon</td>\n",
" <td>1992</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>436</th>\n",
" <td>Typhoon</td>\n",
" <td>1993</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>437</th>\n",
" <td>Typhoon</td>\n",
" <td>1997</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>438</th>\n",
" <td>Typhoon</td>\n",
" <td>1998</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>439</th>\n",
" <td>Typhoon</td>\n",
" <td>2002</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>440</th>\n",
" <td>Typhoon</td>\n",
" <td>2003</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>441</th>\n",
" <td>Typhoon</td>\n",
" <td>2004</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>442</th>\n",
" <td>Typhoon</td>\n",
" <td>2005</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>443</th>\n",
" <td>Typhoon</td>\n",
" <td>2006</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>444</th>\n",
" <td>Typhoon</td>\n",
" <td>2015</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>445</th>\n",
" <td>Typhoon</td>\n",
" <td>2018</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>446</th>\n",
" <td>Volcano</td>\n",
" <td>1955</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>447</th>\n",
" <td>Volcano</td>\n",
" <td>1980</td>\n",
" <td>2</td>\n",
" </tr>\n",
" <tr>\n",
" <th>448</th>\n",
" <td>Volcano</td>\n",
" <td>1990</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>449</th>\n",
" <td>Volcano</td>\n",
" <td>2015</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>450</th>\n",
" <td>Volcano</td>\n",
" <td>2018</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>451 rows × 3 columns</p>\n",
"</div>"
],
"text/plain": [
" incidentType fyDeclared count\n",
"0 Chemical 2014 1\n",
"1 Coastal Storm 1972 2\n",
"2 Coastal Storm 1975 1\n",
"3 Coastal Storm 1980 1\n",
"4 Coastal Storm 1983 1\n",
"5 Coastal Storm 1992 3\n",
"6 Coastal Storm 1993 2\n",
"7 Coastal Storm 1994 1\n",
"8 Coastal Storm 1998 1\n",
"9 Coastal Storm 2001 3\n",
"10 Coastal Storm 2002 1\n",
"11 Coastal Storm 2005 6\n",
"12 Coastal Storm 2011 1\n",
"13 Coastal Storm 2015 1\n",
"14 Coastal Storm 2018 4\n",
"15 Dam/Levee Break 1964 1\n",
"16 Dam/Levee Break 1973 1\n",
"17 Dam/Levee Break 2004 1\n",
"18 Dam/Levee Break 2017 1\n",
"19 Drought 1964 3\n",
"20 Drought 1965 4\n",
"21 Drought 1974 3\n",
"22 Drought 1976 6\n",
"23 Drought 1977 24\n",
"24 Drought 1980 1\n",
"25 Drought 1992 1\n",
"26 Drought 1993 1\n",
"27 Drought 1998 2\n",
"28 Drought 2007 1\n",
"29 Earthquake 1954 1\n",
"30 Earthquake 1960 1\n",
"31 Earthquake 1964 1\n",
"32 Earthquake 1965 1\n",
"33 Earthquake 1971 1\n",
"34 Earthquake 1973 1\n",
"35 Earthquake 1976 1\n",
"36 Earthquake 1979 1\n",
"37 Earthquake 1983 1\n",
"38 Earthquake 1984 1\n",
"39 Earthquake 1987 1\n",
"40 Earthquake 1989 1\n",
"41 Earthquake 1992 2\n",
"42 Earthquake 1993 2\n",
"43 Earthquake 1994 1\n",
"44 Earthquake 2000 1\n",
"45 Earthquake 2001 1\n",
"46 Earthquake 2002 2\n",
"47 Earthquake 2003 1\n",
"48 Earthquake 2004 1\n",
"49 Earthquake 2006 1\n",
".. ... ... ...\n",
"401 Tornado 2006 1\n",
"402 Tornado 2009 1\n",
"403 Tornado 2010 2\n",
"404 Tornado 2011 1\n",
"405 Tornado 2013 1\n",
"406 Tornado 2014 2\n",
"407 Tornado 2015 1\n",
"408 Tornado 2016 1\n",
"409 Tornado 2017 4\n",
"410 Tornado 2018 1\n",
"411 Toxic Substances 1962 1\n",
"412 Toxic Substances 1963 1\n",
"413 Toxic Substances 1978 1\n",
"414 Toxic Substances 1980 1\n",
"415 Toxic Substances 1981 1\n",
"416 Toxic Substances 1987 1\n",
"417 Toxic Substances 1992 1\n",
"418 Toxic Substances 2016 1\n",
"419 Tsunami 2011 3\n",
"420 Typhoon 1963 3\n",
"421 Typhoon 1965 1\n",
"422 Typhoon 1966 1\n",
"423 Typhoon 1967 1\n",
"424 Typhoon 1968 1\n",
"425 Typhoon 1971 1\n",
"426 Typhoon 1976 4\n",
"427 Typhoon 1979 1\n",
"428 Typhoon 1981 2\n",
"429 Typhoon 1983 1\n",
"430 Typhoon 1986 1\n",
"431 Typhoon 1987 2\n",
"432 Typhoon 1988 5\n",
"433 Typhoon 1990 1\n",
"434 Typhoon 1991 4\n",
"435 Typhoon 1992 5\n",
"436 Typhoon 1993 1\n",
"437 Typhoon 1997 1\n",
"438 Typhoon 1998 3\n",
"439 Typhoon 2002 4\n",
"440 Typhoon 2003 3\n",
"441 Typhoon 2004 5\n",
"442 Typhoon 2005 1\n",
"443 Typhoon 2006 1\n",
"444 Typhoon 2015 2\n",
"445 Typhoon 2018 2\n",
"446 Volcano 1955 1\n",
"447 Volcano 1980 2\n",
"448 Volcano 1990 1\n",
"449 Volcano 2015 1\n",
"450 Volcano 2018 1\n",
"\n",
"[451 rows x 3 columns]"
]
},
"execution_count": 55,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"incidenttypebyyear"
]
},
{
"cell_type": "code",
"execution_count": 56,
"metadata": {},
"outputs": [],
"source": [
"#incidenttypebyyear.to_csv('../output/incidenttypebyyear.csv')"
]
},
{
"cell_type": "code",
"execution_count": 57,
"metadata": {},
"outputs": [],
"source": [
"#incidentsyeartype = pd.read_csv('../output/incidenttypebyyear.csv')\n",
"incidentsyeartype = incidentsyeartype.loc[incidentsyeartype['incidentType'].isin(['Fire', 'Severe Storm(s)', 'Flood', 'Hurricane', 'Tornado', 'Snow'])]"
]
},
{
"cell_type": "code",
"execution_count": 58,
"metadata": {},
"outputs": [],
"source": [
"#incidentsyeartype.to_csv('../output/incidents.csv', sep='\\t', index=False)"
]
},
{
"cell_type": "code",
"execution_count": 59,
"metadata": {},
"outputs": [],
"source": [
"transposed = incidentsyeartype.pivot(index='fyDeclared', columns='incidentType', values='count').fillna(0)"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Type of disaster by year"
]
},
{
"cell_type": "code",
"execution_count": 60,
"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>incidentType</th>\n",
" <th>Fire</th>\n",
" <th>Flood</th>\n",
" <th>Hurricane</th>\n",
" <th>Severe Storm(s)</th>\n",
" <th>Snow</th>\n",
" <th>Tornado</th>\n",
" </tr>\n",
" <tr>\n",
" <th>fyDeclared</th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" <th></th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1953</th>\n",
" <td>1.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1954</th>\n",
" <td>0.0</td>\n",
" <td>7.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1955</th>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1956</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1957</th>\n",
" <td>1.0</td>\n",
" <td>10.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1958</th>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1959</th>\n",
" <td>0.0</td>\n",
" <td>6.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1960</th>\n",
" <td>1.0</td>\n",
" <td>4.0</td>\n",
" <td>2.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1961</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1962</th>\n",
" <td>1.0</td>\n",
" <td>16.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1963</th>\n",
" <td>0.0</td>\n",
" <td>16.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1964</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1965</th>\n",
" <td>0.0</td>\n",
" <td>13.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>7.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1966</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1967</th>\n",
" <td>1.0</td>\n",
" <td>6.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1968</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1969</th>\n",
" <td>0.0</td>\n",
" <td>21.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1970</th>\n",
" <td>1.0</td>\n",
" <td>12.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1971</th>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1972</th>\n",
" <td>0.0</td>\n",
" <td>40.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1973</th>\n",
" <td>1.0</td>\n",
" <td>35.0</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1974</th>\n",
" <td>0.0</td>\n",
" <td>29.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1975</th>\n",
" <td>0.0</td>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1976</th>\n",
" <td>1.0</td>\n",
" <td>20.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1977</th>\n",
" <td>1.0</td>\n",
" <td>10.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1978</th>\n",
" <td>1.0</td>\n",
" <td>24.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>8.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1979</th>\n",
" <td>0.0</td>\n",
" <td>29.0</td>\n",
" <td>5.0</td>\n",
" <td>6.0</td>\n",
" <td>2.0</td>\n",
" <td>9.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1980</th>\n",
" <td>0.0</td>\n",
" <td>15.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1981</th>\n",
" <td>2.0</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1982</th>\n",
" <td>2.0</td>\n",
" <td>19.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1983</th>\n",
" <td>0.0</td>\n",
" <td>14.0</td>\n",
" <td>1.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1984</th>\n",
" <td>0.0</td>\n",
" <td>21.0</td>\n",
" <td>1.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>10.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1985</th>\n",
" <td>1.0</td>\n",
" <td>7.0</td>\n",
" <td>11.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1986</th>\n",
" <td>0.0</td>\n",
" <td>25.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1987</th>\n",
" <td>1.0</td>\n",
" <td>9.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1988</th>\n",
" <td>2.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1989</th>\n",
" <td>0.0</td>\n",
" <td>15.0</td>\n",
" <td>4.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1990</th>\n",
" <td>1.0</td>\n",
" <td>15.0</td>\n",
" <td>1.0</td>\n",
" <td>11.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1991</th>\n",
" <td>1.0</td>\n",
" <td>15.0</td>\n",
" <td>6.0</td>\n",
" <td>5.0</td>\n",
" <td>3.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1992</th>\n",
" <td>3.0</td>\n",
" <td>16.0</td>\n",
" <td>4.0</td>\n",
" <td>8.0</td>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1993</th>\n",
" <td>1.0</td>\n",
" <td>18.0</td>\n",
" <td>1.0</td>\n",
" <td>6.0</td>\n",
" <td>18.0</td>\n",
" <td>6.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1994</th>\n",
" <td>0.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" <td>21.0</td>\n",
" <td>5.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1995</th>\n",
" <td>0.0</td>\n",
" <td>5.0</td>\n",
" <td>7.0</td>\n",
" <td>16.0</td>\n",
" <td>1.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1996</th>\n",
" <td>5.0</td>\n",
" <td>24.0</td>\n",
" <td>6.0</td>\n",
" <td>25.0</td>\n",
" <td>15.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1997</th>\n",
" <td>0.0</td>\n",
" <td>14.0</td>\n",
" <td>0.0</td>\n",
" <td>30.0</td>\n",
" <td>0.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1998</th>\n",
" <td>5.0</td>\n",
" <td>6.0</td>\n",
" <td>15.0</td>\n",
" <td>39.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1999</th>\n",
" <td>37.0</td>\n",
" <td>3.0</td>\n",
" <td>24.0</td>\n",
" <td>22.0</td>\n",
" <td>5.0</td>\n",
" <td>5.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2000</th>\n",
" <td>65.0</td>\n",
" <td>2.0</td>\n",
" <td>4.0</td>\n",
" <td>30.0</td>\n",
" <td>1.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2001</th>\n",
" <td>39.0</td>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>31.0</td>\n",
" <td>9.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2002</th>\n",
" <td>84.0</td>\n",
" <td>4.0</td>\n",
" <td>4.0</td>\n",
" <td>19.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2003</th>\n",
" <td>47.0</td>\n",
" <td>0.0</td>\n",
" <td>8.0</td>\n",
" <td>41.0</td>\n",
" <td>10.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2004</th>\n",
" <td>47.0</td>\n",
" <td>1.0</td>\n",
" <td>15.0</td>\n",
" <td>47.0</td>\n",
" <td>7.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2005</th>\n",
" <td>29.0</td>\n",
" <td>2.0</td>\n",
" <td>57.0</td>\n",
" <td>25.0</td>\n",
" <td>16.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2006</th>\n",
" <td>96.0</td>\n",
" <td>2.0</td>\n",
" <td>0.0</td>\n",
" <td>46.0</td>\n",
" <td>4.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2007</th>\n",
" <td>64.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" <td>60.0</td>\n",
" <td>6.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2008</th>\n",
" <td>51.0</td>\n",
" <td>3.0</td>\n",
" <td>16.0</td>\n",
" <td>61.0</td>\n",
" <td>4.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2009</th>\n",
" <td>55.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>44.0</td>\n",
" <td>2.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2010</th>\n",
" <td>18.0</td>\n",
" <td>9.0</td>\n",
" <td>6.0</td>\n",
" <td>64.0</td>\n",
" <td>11.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2011</th>\n",
" <td>115.0</td>\n",
" <td>26.0</td>\n",
" <td>29.0</td>\n",
" <td>54.0</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2012</th>\n",
" <td>53.0</td>\n",
" <td>3.0</td>\n",
" <td>21.0</td>\n",
" <td>35.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2013</th>\n",
" <td>31.0</td>\n",
" <td>18.0</td>\n",
" <td>10.0</td>\n",
" <td>33.0</td>\n",
" <td>1.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2014</th>\n",
" <td>35.0</td>\n",
" <td>8.0</td>\n",
" <td>0.0</td>\n",
" <td>26.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2015</th>\n",
" <td>37.0</td>\n",
" <td>11.0</td>\n",
" <td>0.0</td>\n",
" <td>22.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2016</th>\n",
" <td>41.0</td>\n",
" <td>16.0</td>\n",
" <td>9.0</td>\n",
" <td>18.0</td>\n",
" <td>5.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2017</th>\n",
" <td>68.0</td>\n",
" <td>13.0</td>\n",
" <td>25.0</td>\n",
" <td>24.0</td>\n",
" <td>2.0</td>\n",
" <td>4.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2018</th>\n",
" <td>59.0</td>\n",
" <td>19.0</td>\n",
" <td>18.0</td>\n",
" <td>18.0</td>\n",
" <td>3.0</td>\n",
" <td>1.0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2019</th>\n",
" <td>5.0</td>\n",
" <td>0.0</td>\n",
" <td>2.0</td>\n",
" <td>3.0</td>\n",
" <td>0.0</td>\n",
" <td>0.0</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
"incidentType Fire Flood Hurricane Severe Storm(s) Snow Tornado\n",
"fyDeclared \n",
"1953 1.0 5.0 0.0 0.0 0.0 5.0\n",
"1954 0.0 7.0 7.0 0.0 0.0 2.0\n",
"1955 0.0 5.0 7.0 0.0 0.0 1.0\n",
"1956 0.0 10.0 2.0 3.0 0.0 2.0\n",
"1957 1.0 10.0 2.0 0.0 0.0 3.0\n",
"1958 0.0 4.0 1.0 0.0 0.0 1.0\n",
"1959 0.0 6.0 1.0 0.0 0.0 0.0\n",
"1960 1.0 4.0 2.0 2.0 0.0 1.0\n",
"1961 0.0 10.0 1.0 0.0 0.0 0.0\n",
"1962 1.0 16.0 0.0 2.0 0.0 0.0\n",
"1963 0.0 16.0 1.0 0.0 0.0 0.0\n",
"1964 0.0 10.0 4.0 0.0 0.0 0.0\n",
"1965 0.0 13.0 3.0 1.0 1.0 7.0\n",
"1966 0.0 10.0 0.0 0.0 0.0 1.0\n",
"1967 1.0 6.0 1.0 0.0 0.0 2.0\n",
"1968 0.0 10.0 0.0 0.0 0.0 6.0\n",
"1969 0.0 21.0 5.0 0.0 0.0 2.0\n",
"1970 1.0 12.0 2.0 3.0 0.0 1.0\n",
"1971 0.0 10.0 1.0 0.0 0.0 3.0\n",
"1972 0.0 40.0 0.0 0.0 1.0 0.0\n",
"1973 1.0 35.0 0.0 5.0 0.0 3.0\n",
"1974 0.0 29.0 1.0 1.0 0.0 10.0\n",
"1975 0.0 30.0 0.0 5.0 0.0 10.0\n",
"1976 1.0 20.0 1.0 3.0 0.0 3.0\n",
"1977 1.0 10.0 0.0 1.0 10.0 1.0\n",
"1978 1.0 24.0 0.0 2.0 8.0 5.0\n",
"1979 0.0 29.0 5.0 6.0 2.0 9.0\n",
"1980 0.0 15.0 1.0 2.0 0.0 5.0\n",
"1981 2.0 6.0 0.0 4.0 0.0 0.0\n",
"1982 2.0 19.0 0.0 0.0 0.0 4.0\n",
"1983 0.0 14.0 1.0 5.0 0.0 0.0\n",
"1984 0.0 21.0 1.0 4.0 1.0 10.0\n",
"1985 1.0 7.0 11.0 1.0 1.0 2.0\n",
"1986 0.0 25.0 1.0 0.0 0.0 3.0\n",
"1987 1.0 9.0 1.0 2.0 0.0 1.0\n",
"1988 2.0 4.0 1.0 0.0 1.0 4.0\n",
"1989 0.0 15.0 4.0 3.0 0.0 6.0\n",
"1990 1.0 15.0 1.0 11.0 0.0 2.0\n",
"1991 1.0 15.0 6.0 5.0 3.0 2.0\n",
"1992 3.0 16.0 4.0 8.0 0.0 5.0\n",
"1993 1.0 18.0 1.0 6.0 18.0 6.0\n",
"1994 0.0 4.0 0.0 21.0 5.0 2.0\n",
"1995 0.0 5.0 7.0 16.0 1.0 3.0\n",
"1996 5.0 24.0 6.0 25.0 15.0 0.0\n",
"1997 0.0 14.0 0.0 30.0 0.0 1.0\n",
"1998 5.0 6.0 15.0 39.0 2.0 3.0\n",
"1999 37.0 3.0 24.0 22.0 5.0 5.0\n",
"2000 65.0 2.0 4.0 30.0 1.0 2.0\n",
"2001 39.0 5.0 0.0 31.0 9.0 1.0\n",
"2002 84.0 4.0 4.0 19.0 2.0 3.0\n",
"2003 47.0 0.0 8.0 41.0 10.0 1.0\n",
"2004 47.0 1.0 15.0 47.0 7.0 0.0\n",
"2005 29.0 2.0 57.0 25.0 16.0 1.0\n",
"2006 96.0 2.0 0.0 46.0 4.0 1.0\n",
"2007 64.0 1.0 1.0 60.0 6.0 0.0\n",
"2008 51.0 3.0 16.0 61.0 4.0 0.0\n",
"2009 55.0 3.0 0.0 44.0 2.0 1.0\n",
"2010 18.0 9.0 6.0 64.0 11.0 2.0\n",
"2011 115.0 26.0 29.0 54.0 5.0 1.0\n",
"2012 53.0 3.0 21.0 35.0 0.0 0.0\n",
"2013 31.0 18.0 10.0 33.0 1.0 1.0\n",
"2014 35.0 8.0 0.0 26.0 0.0 2.0\n",
"2015 37.0 11.0 0.0 22.0 3.0 1.0\n",
"2016 41.0 16.0 9.0 18.0 5.0 1.0\n",
"2017 68.0 13.0 25.0 24.0 2.0 4.0\n",
"2018 59.0 19.0 18.0 18.0 3.0 1.0\n",
"2019 5.0 0.0 2.0 3.0 0.0 0.0"
]
},
"execution_count": 60,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"transposed"
]
},
{
"cell_type": "code",
"execution_count": 29,
"metadata": {},
"outputs": [],
"source": [
"#transposed.to_csv('../output/transposed.csv', sep='\\t')"
]
},
{
"cell_type": "code",
"execution_count": 30,
"metadata": {},
"outputs": [
{
"data": {
"text/plain": [
"<matplotlib.axes._subplots.AxesSubplot at 0x13f98ea20>"
]
},
"execution_count": 30,
"metadata": {},
"output_type": "execute_result"
},
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"transposed.loc[:,['Fire', 'Severe Storm(s)', 'Flood', 'Hurricane', 'Tornado', 'Snow']].plot.bar(stacked=True)"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"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": "3.7.2"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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public-assistance.ipynb
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still-open.ipynb
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