notebooks/dataprep/02a-JHUCases.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COVID-19 Case Counts from Johns Hopkins University"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "**[Work in progress]**\n",
    "\n",
    "This notebook creates a .csv file with cummulative confimed cases and deaths for ingestion into the Knowledge Graph.\n",
    "\n",
    "Data source: [COVID-19 Data Repository by the Center for Systems Science and Engineering (CSSE) at Johns Hopkins University](https://github.com/CSSEGISandData/COVID-19)\n",
    "\n",
    "Author: Peter Rose (pwrose@ucsd.edu)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "from pathlib import Path\n",
    "import pandas as pd\n",
    "import dateutil"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "pd.options.display.max_rows = None  # display all rows\n",
    "pd.options.display.max_columns = None  # display all columsns"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "/Users/peter/Library/Application Support/Neo4j Desktop/Application/neo4jDatabases/database-19636412-9e74-4bac-8a4c-c6c8b49bb9d3/installation-4.1.0/import\n"
     ]
    }
   ],
   "source": [
    "NEO4J_IMPORT = Path(os.getenv('NEO4J_IMPORT'))\n",
    "print(NEO4J_IMPORT)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_by_day(df, day, label):\n",
    "    day_df = df[['stateFips', 'countyFips', day]].copy()\n",
    "    day_df.rename(columns={day: label}, inplace=True)\n",
    "    day_df['date'] = day\n",
    "    return day_df"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process US cummulative confirmed cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmed = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_US.csv\",  dtype='str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmed = confirmed.fillna('')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Trim off .0 from FIPS code if present"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmed['FIPS'] = confirmed['FIPS'].str.replace('\\.0', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>27</td>\n",
       "      <td>29</td>\n",
       "      <td>32</td>\n",
       "      <td>37</td>\n",
       "      <td>45</td>\n",
       "      <td>51</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>58</td>\n",
       "      <td>69</td>\n",
       "      <td>77</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>93</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>121</td>\n",
       "      <td>121</td>\n",
       "      <td>128</td>\n",
       "      <td>130</td>\n",
       "      <td>133</td>\n",
       "      <td>133</td>\n",
       "      <td>133</td>\n",
       "      <td>133</td>\n",
       "      <td>135</td>\n",
       "      <td>135</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>139</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>141</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>145</td>\n",
       "      <td>149</td>\n",
       "      <td>149</td>\n",
       "      <td>151</td>\n",
       "      <td>151</td>\n",
       "      <td>151</td>\n",
       "      <td>151</td>\n",
       "      <td>152</td>\n",
       "      <td>152</td>\n",
       "      <td>152</td>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>154</td>\n",
       "      <td>165</td>\n",
       "      <td>165</td>\n",
       "      <td>165</td>\n",
       "      <td>166</td>\n",
       "      <td>166</td>\n",
       "      <td>167</td>\n",
       "      <td>170</td>\n",
       "      <td>171</td>\n",
       "      <td>172</td>\n",
       "      <td>172</td>\n",
       "      <td>172</td>\n",
       "      <td>175</td>\n",
       "      <td>175</td>\n",
       "      <td>177</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>179</td>\n",
       "      <td>180</td>\n",
       "      <td>180</td>\n",
       "      <td>183</td>\n",
       "      <td>183</td>\n",
       "      <td>183</td>\n",
       "      <td>183</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>188</td>\n",
       "      <td>192</td>\n",
       "      <td>200</td>\n",
       "      <td>222</td>\n",
       "      <td>222</td>\n",
       "      <td>222</td>\n",
       "      <td>225</td>\n",
       "      <td>226</td>\n",
       "      <td>231</td>\n",
       "      <td>247</td>\n",
       "      <td>247</td>\n",
       "      <td>247</td>\n",
       "      <td>253</td>\n",
       "      <td>257</td>\n",
       "      <td>267</td>\n",
       "      <td>280</td>\n",
       "      <td>280</td>\n",
       "      <td>280</td>\n",
       "      <td>280</td>\n",
       "      <td>301</td>\n",
       "      <td>303</td>\n",
       "      <td>307</td>\n",
       "      <td>309</td>\n",
       "      <td>310</td>\n",
       "      <td>310</td>\n",
       "      <td>310</td>\n",
       "      <td>312</td>\n",
       "      <td>312</td>\n",
       "      <td>313</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>319</td>\n",
       "      <td>319</td>\n",
       "      <td>330</td>\n",
       "      <td>337</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>580</td>\n",
       "      <td>MP</td>\n",
       "      <td>MNP</td>\n",
       "      <td>580</td>\n",
       "      <td>69</td>\n",
       "      <td></td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>US</td>\n",
       "      <td>15.0979</td>\n",
       "      <td>145.6739</td>\n",
       "      <td>Northern Mariana Islands, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63072001</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72001</td>\n",
       "      <td>Adjuntas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.180117000000006</td>\n",
       "      <td>-66.754367</td>\n",
       "      <td>Adjuntas, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>63072003</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72003</td>\n",
       "      <td>Aguada</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.360255</td>\n",
       "      <td>-67.17513100000001</td>\n",
       "      <td>Aguada, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>75</td>\n",
       "      <td>78</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>63072005</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72005</td>\n",
       "      <td>Aguadilla</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.459681</td>\n",
       "      <td>-67.12081500000001</td>\n",
       "      <td>Aguadilla, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>102</td>\n",
       "      <td>110</td>\n",
       "      <td>112</td>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>130</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>63072007</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72007</td>\n",
       "      <td>Aguas Buenas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.251619</td>\n",
       "      <td>-66.126806</td>\n",
       "      <td>Aguas Buenas, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>60</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>66</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>63072009</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72009</td>\n",
       "      <td>Aibonito</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.131361</td>\n",
       "      <td>-66.264131</td>\n",
       "      <td>Aibonito, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>64</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>63072011</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72011</td>\n",
       "      <td>Anasco</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.287985</td>\n",
       "      <td>-67.120611</td>\n",
       "      <td>Anasco, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>60</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>70</td>\n",
       "      <td>75</td>\n",
       "      <td>77</td>\n",
       "      <td>78</td>\n",
       "      <td>83</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>92</td>\n",
       "      <td>92</td>\n",
       "      <td>97</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>63072013</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72013</td>\n",
       "      <td>Arecibo</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.406631</td>\n",
       "      <td>-66.675077</td>\n",
       "      <td>Arecibo, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>64</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>88</td>\n",
       "      <td>93</td>\n",
       "      <td>93</td>\n",
       "      <td>95</td>\n",
       "      <td>101</td>\n",
       "      <td>100</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>108</td>\n",
       "      <td>112</td>\n",
       "      <td>113</td>\n",
       "      <td>113</td>\n",
       "      <td>115</td>\n",
       "      <td>117</td>\n",
       "      <td>119</td>\n",
       "      <td>119</td>\n",
       "      <td>120</td>\n",
       "      <td>122</td>\n",
       "      <td>124</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>128</td>\n",
       "      <td>130</td>\n",
       "      <td>132</td>\n",
       "      <td>134</td>\n",
       "      <td>140</td>\n",
       "      <td>140</td>\n",
       "      <td>142</td>\n",
       "      <td>143</td>\n",
       "      <td>147</td>\n",
       "      <td>148</td>\n",
       "      <td>151</td>\n",
       "      <td>162</td>\n",
       "      <td>162</td>\n",
       "      <td>161</td>\n",
       "      <td>167</td>\n",
       "      <td>172</td>\n",
       "      <td>174</td>\n",
       "      <td>182</td>\n",
       "      <td>186</td>\n",
       "      <td>189</td>\n",
       "      <td>193</td>\n",
       "      <td>202</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3   FIPS        Admin2            Province_State  \\\n",
       "0        16   AS  ASM    16     60                          American Samoa   \n",
       "1       316   GU  GUM   316     66                                    Guam   \n",
       "2       580   MP  MNP   580     69                Northern Mariana Islands   \n",
       "3  63072001   PR  PRI   630  72001      Adjuntas               Puerto Rico   \n",
       "4  63072003   PR  PRI   630  72003        Aguada               Puerto Rico   \n",
       "5  63072005   PR  PRI   630  72005     Aguadilla               Puerto Rico   \n",
       "6  63072007   PR  PRI   630  72007  Aguas Buenas               Puerto Rico   \n",
       "7  63072009   PR  PRI   630  72009      Aibonito               Puerto Rico   \n",
       "8  63072011   PR  PRI   630  72011        Anasco               Puerto Rico   \n",
       "9  63072013   PR  PRI   630  72013       Arecibo               Puerto Rico   \n",
       "\n",
       "  Country_Region                 Lat               Long_  \\\n",
       "0             US             -14.271            -170.132   \n",
       "1             US             13.4443            144.7937   \n",
       "2             US             15.0979            145.6739   \n",
       "3             US  18.180117000000006          -66.754367   \n",
       "4             US           18.360255  -67.17513100000001   \n",
       "5             US           18.459681  -67.12081500000001   \n",
       "6             US           18.251619          -66.126806   \n",
       "7             US           18.131361          -66.264131   \n",
       "8             US           18.287985          -67.120611   \n",
       "9             US           18.406631          -66.675077   \n",
       "\n",
       "                    Combined_Key 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20  \\\n",
       "0             American Samoa, US       0       0       0       0       0   \n",
       "1                       Guam, US       0       0       0       0       0   \n",
       "2   Northern Mariana Islands, US       0       0       0       0       0   \n",
       "3      Adjuntas, Puerto Rico, US       0       0       0       0       0   \n",
       "4        Aguada, Puerto Rico, US       0       0       0       0       0   \n",
       "5     Aguadilla, Puerto Rico, US       0       0       0       0       0   \n",
       "6  Aguas Buenas, Puerto Rico, US       0       0       0       0       0   \n",
       "7      Aibonito, Puerto Rico, US       0       0       0       0       0   \n",
       "8        Anasco, Puerto Rico, US       0       0       0       0       0   \n",
       "9       Arecibo, Puerto Rico, US       0       0       0       0       0   \n",
       "\n",
       "  1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20  \\\n",
       "0       0       0       0       0       0      0      0      0      0      0   \n",
       "1       0       0       0       0       0      0      0      0      0      0   \n",
       "2       0       0       0       0       0      0      0      0      0      0   \n",
       "3       0       0       0       0       0      0      0      0      0      0   \n",
       "4       0       0       0       0       0      0      0      0      0      0   \n",
       "5       0       0       0       0       0      0      0      0      0      0   \n",
       "6       0       0       0       0       0      0      0      0      0      0   \n",
       "7       0       0       0       0       0      0      0      0      0      0   \n",
       "8       0       0       0       0       0      0      0      0      0      0   \n",
       "9       0       0       0       0       0      0      0      0      0      0   \n",
       "\n",
       "  2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20  \\\n",
       "0      0      0      0      0       0       0       0       0       0       0   \n",
       "1      0      0      0      0       0       0       0       0       0       0   \n",
       "2      0      0      0      0       0       0       0       0       0       0   \n",
       "3      0      0      0      0       0       0       0       0       0       0   \n",
       "4      0      0      0      0       0       0       0       0       0       0   \n",
       "5      0      0      0      0       0       0       0       0       0       0   \n",
       "6      0      0      0      0       0       0       0       0       0       0   \n",
       "7      0      0      0      0       0       0       0       0       0       0   \n",
       "8      0      0      0      0       0       0       0       0       0       0   \n",
       "9      0      0      0      0       0       0       0       0       0       0   \n",
       "\n",
       "  2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       0       0       0       0       0   \n",
       "2       0       0       0       0       0       0       0       0       0   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "8       0       0       0       0       0       0       0       0       0   \n",
       "9       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20  \\\n",
       "0       0       0       0       0       0      0      0      0      0      0   \n",
       "1       0       0       0       0       0      0      0      0      0      0   \n",
       "2       0       0       0       0       0      0      0      0      0      0   \n",
       "3       0       0       0       0       0      0      0      0      0      0   \n",
       "4       0       0       0       0       0      0      0      0      0      0   \n",
       "5       0       0       0       0       0      0      0      0      0      0   \n",
       "6       0       0       0       0       0      0      0      0      0      0   \n",
       "7       0       0       0       0       0      0      0      0      0      0   \n",
       "8       0       0       0       0       0      0      0      0      0      0   \n",
       "9       0       0       0       0       0      0      0      0      0      0   \n",
       "\n",
       "  3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20  \\\n",
       "0      0      0      0      0       0       0       0       0       0       0   \n",
       "1      0      0      0      0       0       0       0       0       0       0   \n",
       "2      0      0      0      0       0       0       0       0       0       0   \n",
       "3      0      0      0      0       0       0       0       0       0       0   \n",
       "4      0      0      0      0       0       0       0       0       0       0   \n",
       "5      0      0      0      0       0       0       0       0       0       0   \n",
       "6      0      0      0      0       0       0       0       0       0       0   \n",
       "7      0      0      0      0       0       0       0       0       0       0   \n",
       "8      0      0      0      0       0       0       0       0       0       0   \n",
       "9      0      0      0      0       0       0       0       0       0       0   \n",
       "\n",
       "  3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       3       3       5      12      14      15      27      29      32   \n",
       "2       0       0       0       0       0       0       0       0       0   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "8       0       0       0       0       0       0       0       0       0   \n",
       "9       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20  \\\n",
       "0       0       0       0       0       0       0       0      0      0   \n",
       "1      37      45      51      55      56      58      69     77     82   \n",
       "2       0       0       0       0       0       0       2      6      6   \n",
       "3       0       0       0       0       0       0       0      0      0   \n",
       "4       0       0       0       0       0       0       0      0      0   \n",
       "5       0       0       0       0       0       0       0      0      0   \n",
       "6       0       0       0       0       0       0       0      0      0   \n",
       "7       0       0       0       0       0       0       0      0      0   \n",
       "8       0       0       0       0       0       0       0      0      0   \n",
       "9       0       0       0       0       0       0       0      0      0   \n",
       "\n",
       "  4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20  \\\n",
       "0      0      0      0      0      0      0      0       0       0       0   \n",
       "1     84     93    112    113    121    121    128     130     133     133   \n",
       "2      8      8      8      8      8     11     11      11      11      11   \n",
       "3      0      0      0      0      0      0      0       0       0       0   \n",
       "4      0      0      0      0      0      0      0       0       0       0   \n",
       "5      0      0      0      0      0      0      0       0       0       0   \n",
       "6      0      0      0      0      0      0      0       0       0       0   \n",
       "7      0      0      0      0      0      0      0       0       0       0   \n",
       "8      0      0      0      0      0      0      0       0       0       0   \n",
       "9      0      0      0      0      0      0      0       0       0       0   \n",
       "\n",
       "  4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1     133     133     135     135     136     136     136     136     136   \n",
       "2      11      11      13      13      13      14      14      14      14   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "8       0       0       0       0       0       0       0       0       0   \n",
       "9       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1     136     139     141     141     141     141     141     141     145   \n",
       "2      14      14      14      14      14      14      14      14      14   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "8       0       0       0       0       0       0       0       0       0   \n",
       "9       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20  \\\n",
       "0      0      0      0      0      0      0      0      0      0       0   \n",
       "1    145    145    145    145    145    149    149    151    151     151   \n",
       "2     14     14     14     14     14     15     15     15     16      16   \n",
       "3      0      0      0      0      0      3      3      3      3       4   \n",
       "4      0      0      0      0      0      7      7      8      8       8   \n",
       "5      0      0      0      0      0     11     11     11     11      12   \n",
       "6      0      0      0      0      0     22     23     26     26      26   \n",
       "7      0      0      0      0      0     13     14     14     14      14   \n",
       "8      0      0      0      0      0      5      5      7      7       8   \n",
       "9      0      0      0      0      0     43     43     47     48      49   \n",
       "\n",
       "  5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1     151     152     152     152     154     154     154     154     154   \n",
       "2      19      19      19      19      19      21      21      21      21   \n",
       "3       4       4       4       4       4       4       4       6       6   \n",
       "4       8       8       8      11      11      12      15      15      15   \n",
       "5      12      12      12      13      14      14      15      16      16   \n",
       "6      27      28      29      30      30      31      31      31      31   \n",
       "7      14      15      15      16      17      17      17      17      17   \n",
       "8       9       9       9      12      12      12      12      11      11   \n",
       "9      49      49      49      49      50      51      51      51      51   \n",
       "\n",
       "  5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1     154     165     165     165     166     166     167     170     171   \n",
       "2      21      22      22      22      22      22      22      22      22   \n",
       "3       6       7      12      13      16      16      20      20      21   \n",
       "4      16      17      17      17      17      17      17      18      19   \n",
       "5      18      17      18      18      18      20      20      20      20   \n",
       "6      31      32      33      34      34      34      34      34      35   \n",
       "7      18      18      18      19      19      19      20      20      20   \n",
       "8      11      13      14      16      16      16      16      16      20   \n",
       "9      51      51      54      55      55      56      58      59      60   \n",
       "\n",
       "  5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20  \\\n",
       "0       0       0       0      0      0      0      0      0      0      0   \n",
       "1     172     172     172    175    175    177    179    179    179    179   \n",
       "2      22      22      22     22     23     24     26     26     26     27   \n",
       "3      22      22      23     23     25     27     31     31     33     33   \n",
       "4      20      20      20     20     20     20     22     22     22     22   \n",
       "5      20      21      21     21     21     21     24     24     27     28   \n",
       "6      37      37      38     38     39     39     43     43     45     45   \n",
       "7      23      23      24     24     25     29     31     32     33     33   \n",
       "8      22      22      22     23     24     24     31     31     34     34   \n",
       "9      60      61      64     64     64     64     77     77     80     81   \n",
       "\n",
       "  6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20  \\\n",
       "0      0      0       0       0       0       0       0       0       0   \n",
       "1    179    180     180     183     183     183     183     185     186   \n",
       "2     28     30      30      30      30      30      30      30      30   \n",
       "3     34     36      38      38      39      38      38      38      38   \n",
       "4     22     27      27      27      27      28      28      28      28   \n",
       "5     28     29      31      31      31      31      31      31      32   \n",
       "6     45     46      47      47      48      50      50      51      52   \n",
       "7     33     33      35      35      36      36      36      37      37   \n",
       "8     34     37      37      37      37      37      37      37      37   \n",
       "9     84     88      93      93      95     101     100     102     103   \n",
       "\n",
       "  6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1     188     192     200     222     222     222     225     226     231   \n",
       "2      30      30      30      30      30      30      30      30      30   \n",
       "3      38      40      40      43      43      43      43      43      43   \n",
       "4      28      28      29      29      29      29      30      30      32   \n",
       "5      33      33      36      38      39      39      39      43      44   \n",
       "6      54      54      55      56      56      56      56      57      57   \n",
       "7      38      38      37      39      39      39      41      41      41   \n",
       "8      37      37      37      37      37      37      37      37      43   \n",
       "9     104     105     108     112     113     113     115     117     119   \n",
       "\n",
       "  6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20  \\\n",
       "0       0       0       0       0       0      0      0      0      0      0   \n",
       "1     247     247     247     253     257    267    280    280    280    280   \n",
       "2      30      30      30      30      30     30     31     31     31     31   \n",
       "3      43      43      47      48      50     50     50     50     50     52   \n",
       "4      32      33      34      34      34     35     36     36     37     37   \n",
       "5      44      46      46      46      52     55     56     57     58     59   \n",
       "6      57      57      58      59      59     59     59     59     59     59   \n",
       "7      41      41      41      42      42     42     42     42     44     45   \n",
       "8      43      44      45      45      45     46     46     46     47     49   \n",
       "9     119     120     122     124     127    128    128    130    132    134   \n",
       "\n",
       "  7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20  \\\n",
       "0      0      0      0      0       0       0       0       0       0       0   \n",
       "1    301    303    307    309     310     310     310     312     312     313   \n",
       "2     31     31     31     31      31      33      33      33      36      36   \n",
       "3     58     59     59     60      61      63      63      66      66      66   \n",
       "4     48     48     48     50      50      52      54      57      58      60   \n",
       "5     69     70     70     72      78      79      82      84      84      85   \n",
       "6     60     63     63     63      64      66      68      69      69      72   \n",
       "7     47     48     48     49      50      51      52      53      53      53   \n",
       "8     60     63     63     66      66      70      75      77      78      83   \n",
       "9    140    140    142    143     147     148     151     162     162     161   \n",
       "\n",
       "  7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20  \n",
       "0       0       0       0       0       0       0       0       0  \n",
       "1     314     314     314     314     319     319     330     337  \n",
       "2      37      37      37      37      38      38      38      38  \n",
       "3      66      67      68      72      72      72      72      72  \n",
       "4      60      66      67      70      71      75      78      82  \n",
       "5      89      97     102     110     112     120     121     130  \n",
       "6      72      73      77      80      81      82      83      85  \n",
       "7      53      55      55      56      60      62      62      64  \n",
       "8      82      84      85      88      89      92      92      97  \n",
       "9     167     172     174     182     186     189     193     202  "
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confirmed.head(10)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Keep only cases with fips codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "county_confirmed = confirmed.query(\"Admin2 != ''\").query(\"FIPS != ''\").copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [],
   "source": [
    "# state fips code: 2 character with '0'-padding, e.g. 06\n",
    "county_confirmed['stateFips'] = county_confirmed['FIPS'].str[:-3]\n",
    "county_confirmed['stateFips'] = county_confirmed['stateFips'].apply(lambda s: '0' + s if len(s) == 1 else s)\n",
    "county_confirmed['countyFips'] = county_confirmed['FIPS'].str[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UID</th>\n",
       "      <th>iso2</th>\n",
       "      <th>iso3</th>\n",
       "      <th>code3</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>Admin2</th>\n",
       "      <th>Province_State</th>\n",
       "      <th>Country_Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long_</th>\n",
       "      <th>Combined_Key</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>1/28/20</th>\n",
       "      <th>1/29/20</th>\n",
       "      <th>1/30/20</th>\n",
       "      <th>1/31/20</th>\n",
       "      <th>2/1/20</th>\n",
       "      <th>2/2/20</th>\n",
       "      <th>2/3/20</th>\n",
       "      <th>2/4/20</th>\n",
       "      <th>2/5/20</th>\n",
       "      <th>2/6/20</th>\n",
       "      <th>2/7/20</th>\n",
       "      <th>2/8/20</th>\n",
       "      <th>2/9/20</th>\n",
       "      <th>2/10/20</th>\n",
       "      <th>2/11/20</th>\n",
       "      <th>2/12/20</th>\n",
       "      <th>2/13/20</th>\n",
       "      <th>2/14/20</th>\n",
       "      <th>2/15/20</th>\n",
       "      <th>2/16/20</th>\n",
       "      <th>2/17/20</th>\n",
       "      <th>2/18/20</th>\n",
       "      <th>2/19/20</th>\n",
       "      <th>2/20/20</th>\n",
       "      <th>2/21/20</th>\n",
       "      <th>2/22/20</th>\n",
       "      <th>2/23/20</th>\n",
       "      <th>2/24/20</th>\n",
       "      <th>2/25/20</th>\n",
       "      <th>2/26/20</th>\n",
       "      <th>2/27/20</th>\n",
       "      <th>2/28/20</th>\n",
       "      <th>2/29/20</th>\n",
       "      <th>3/1/20</th>\n",
       "      <th>3/2/20</th>\n",
       "      <th>3/3/20</th>\n",
       "      <th>3/4/20</th>\n",
       "      <th>3/5/20</th>\n",
       "      <th>3/6/20</th>\n",
       "      <th>3/7/20</th>\n",
       "      <th>3/8/20</th>\n",
       "      <th>3/9/20</th>\n",
       "      <th>3/10/20</th>\n",
       "      <th>3/11/20</th>\n",
       "      <th>3/12/20</th>\n",
       "      <th>3/13/20</th>\n",
       "      <th>3/14/20</th>\n",
       "      <th>3/15/20</th>\n",
       "      <th>3/16/20</th>\n",
       "      <th>3/17/20</th>\n",
       "      <th>3/18/20</th>\n",
       "      <th>3/19/20</th>\n",
       "      <th>3/20/20</th>\n",
       "      <th>3/21/20</th>\n",
       "      <th>3/22/20</th>\n",
       "      <th>3/23/20</th>\n",
       "      <th>3/24/20</th>\n",
       "      <th>3/25/20</th>\n",
       "      <th>3/26/20</th>\n",
       "      <th>3/27/20</th>\n",
       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
       "      <th>3/30/20</th>\n",
       "      <th>3/31/20</th>\n",
       "      <th>4/1/20</th>\n",
       "      <th>4/2/20</th>\n",
       "      <th>4/3/20</th>\n",
       "      <th>4/4/20</th>\n",
       "      <th>4/5/20</th>\n",
       "      <th>4/6/20</th>\n",
       "      <th>4/7/20</th>\n",
       "      <th>4/8/20</th>\n",
       "      <th>4/9/20</th>\n",
       "      <th>4/10/20</th>\n",
       "      <th>4/11/20</th>\n",
       "      <th>4/12/20</th>\n",
       "      <th>4/13/20</th>\n",
       "      <th>4/14/20</th>\n",
       "      <th>4/15/20</th>\n",
       "      <th>4/16/20</th>\n",
       "      <th>4/17/20</th>\n",
       "      <th>4/18/20</th>\n",
       "      <th>4/19/20</th>\n",
       "      <th>4/20/20</th>\n",
       "      <th>4/21/20</th>\n",
       "      <th>4/22/20</th>\n",
       "      <th>4/23/20</th>\n",
       "      <th>4/24/20</th>\n",
       "      <th>4/25/20</th>\n",
       "      <th>4/26/20</th>\n",
       "      <th>4/27/20</th>\n",
       "      <th>4/28/20</th>\n",
       "      <th>4/29/20</th>\n",
       "      <th>4/30/20</th>\n",
       "      <th>5/1/20</th>\n",
       "      <th>5/2/20</th>\n",
       "      <th>5/3/20</th>\n",
       "      <th>5/4/20</th>\n",
       "      <th>5/5/20</th>\n",
       "      <th>5/6/20</th>\n",
       "      <th>5/7/20</th>\n",
       "      <th>5/8/20</th>\n",
       "      <th>5/9/20</th>\n",
       "      <th>5/10/20</th>\n",
       "      <th>5/11/20</th>\n",
       "      <th>5/12/20</th>\n",
       "      <th>5/13/20</th>\n",
       "      <th>5/14/20</th>\n",
       "      <th>5/15/20</th>\n",
       "      <th>5/16/20</th>\n",
       "      <th>5/17/20</th>\n",
       "      <th>5/18/20</th>\n",
       "      <th>5/19/20</th>\n",
       "      <th>5/20/20</th>\n",
       "      <th>5/21/20</th>\n",
       "      <th>5/22/20</th>\n",
       "      <th>5/23/20</th>\n",
       "      <th>5/24/20</th>\n",
       "      <th>5/25/20</th>\n",
       "      <th>5/26/20</th>\n",
       "      <th>5/27/20</th>\n",
       "      <th>5/28/20</th>\n",
       "      <th>5/29/20</th>\n",
       "      <th>5/30/20</th>\n",
       "      <th>5/31/20</th>\n",
       "      <th>6/1/20</th>\n",
       "      <th>6/2/20</th>\n",
       "      <th>6/3/20</th>\n",
       "      <th>6/4/20</th>\n",
       "      <th>6/5/20</th>\n",
       "      <th>6/6/20</th>\n",
       "      <th>6/7/20</th>\n",
       "      <th>6/8/20</th>\n",
       "      <th>6/9/20</th>\n",
       "      <th>6/10/20</th>\n",
       "      <th>6/11/20</th>\n",
       "      <th>6/12/20</th>\n",
       "      <th>6/13/20</th>\n",
       "      <th>6/14/20</th>\n",
       "      <th>6/15/20</th>\n",
       "      <th>6/16/20</th>\n",
       "      <th>6/17/20</th>\n",
       "      <th>6/18/20</th>\n",
       "      <th>6/19/20</th>\n",
       "      <th>6/20/20</th>\n",
       "      <th>6/21/20</th>\n",
       "      <th>6/22/20</th>\n",
       "      <th>6/23/20</th>\n",
       "      <th>6/24/20</th>\n",
       "      <th>6/25/20</th>\n",
       "      <th>6/26/20</th>\n",
       "      <th>6/27/20</th>\n",
       "      <th>6/28/20</th>\n",
       "      <th>6/29/20</th>\n",
       "      <th>6/30/20</th>\n",
       "      <th>7/1/20</th>\n",
       "      <th>7/2/20</th>\n",
       "      <th>7/3/20</th>\n",
       "      <th>7/4/20</th>\n",
       "      <th>7/5/20</th>\n",
       "      <th>7/6/20</th>\n",
       "      <th>7/7/20</th>\n",
       "      <th>7/8/20</th>\n",
       "      <th>7/9/20</th>\n",
       "      <th>7/10/20</th>\n",
       "      <th>7/11/20</th>\n",
       "      <th>7/12/20</th>\n",
       "      <th>7/13/20</th>\n",
       "      <th>7/14/20</th>\n",
       "      <th>7/15/20</th>\n",
       "      <th>7/16/20</th>\n",
       "      <th>7/17/20</th>\n",
       "      <th>7/18/20</th>\n",
       "      <th>7/19/20</th>\n",
       "      <th>7/20/20</th>\n",
       "      <th>7/21/20</th>\n",
       "      <th>7/22/20</th>\n",
       "      <th>7/23/20</th>\n",
       "      <th>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63072001</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72001</td>\n",
       "      <td>Adjuntas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.180117000000006</td>\n",
       "      <td>-66.754367</td>\n",
       "      <td>Adjuntas, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>25</td>\n",
       "      <td>27</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>63072003</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72003</td>\n",
       "      <td>Aguada</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.360255</td>\n",
       "      <td>-67.17513100000001</td>\n",
       "      <td>Aguada, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>60</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>75</td>\n",
       "      <td>78</td>\n",
       "      <td>82</td>\n",
       "      <td>72</td>\n",
       "      <td>003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>63072005</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72005</td>\n",
       "      <td>Aguadilla</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.459681</td>\n",
       "      <td>-67.12081500000001</td>\n",
       "      <td>Aguadilla, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>52</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>78</td>\n",
       "      <td>79</td>\n",
       "      <td>82</td>\n",
       "      <td>84</td>\n",
       "      <td>84</td>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>97</td>\n",
       "      <td>102</td>\n",
       "      <td>110</td>\n",
       "      <td>112</td>\n",
       "      <td>120</td>\n",
       "      <td>121</td>\n",
       "      <td>130</td>\n",
       "      <td>72</td>\n",
       "      <td>005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>63072007</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72007</td>\n",
       "      <td>Aguas Buenas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.251619</td>\n",
       "      <td>-66.126806</td>\n",
       "      <td>Aguas Buenas, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>54</td>\n",
       "      <td>54</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>57</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>60</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>66</td>\n",
       "      <td>68</td>\n",
       "      <td>69</td>\n",
       "      <td>69</td>\n",
       "      <td>72</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>77</td>\n",
       "      <td>80</td>\n",
       "      <td>81</td>\n",
       "      <td>82</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>72</td>\n",
       "      <td>007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>63072009</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72009</td>\n",
       "      <td>Aibonito</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.131361</td>\n",
       "      <td>-66.264131</td>\n",
       "      <td>Aibonito, Puerto Rico, US</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>41</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>55</td>\n",
       "      <td>55</td>\n",
       "      <td>56</td>\n",
       "      <td>60</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>64</td>\n",
       "      <td>72</td>\n",
       "      <td>009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3   FIPS        Admin2 Province_State  \\\n",
       "3  63072001   PR  PRI   630  72001      Adjuntas    Puerto Rico   \n",
       "4  63072003   PR  PRI   630  72003        Aguada    Puerto Rico   \n",
       "5  63072005   PR  PRI   630  72005     Aguadilla    Puerto Rico   \n",
       "6  63072007   PR  PRI   630  72007  Aguas Buenas    Puerto Rico   \n",
       "7  63072009   PR  PRI   630  72009      Aibonito    Puerto Rico   \n",
       "\n",
       "  Country_Region                 Lat               Long_  \\\n",
       "3             US  18.180117000000006          -66.754367   \n",
       "4             US           18.360255  -67.17513100000001   \n",
       "5             US           18.459681  -67.12081500000001   \n",
       "6             US           18.251619          -66.126806   \n",
       "7             US           18.131361          -66.264131   \n",
       "\n",
       "                    Combined_Key 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20  \\\n",
       "3      Adjuntas, Puerto Rico, US       0       0       0       0       0   \n",
       "4        Aguada, Puerto Rico, US       0       0       0       0       0   \n",
       "5     Aguadilla, Puerto Rico, US       0       0       0       0       0   \n",
       "6  Aguas Buenas, Puerto Rico, US       0       0       0       0       0   \n",
       "7      Aibonito, Puerto Rico, US       0       0       0       0       0   \n",
       "\n",
       "  1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20 2/5/20  \\\n",
       "3       0       0       0       0       0      0      0      0      0      0   \n",
       "4       0       0       0       0       0      0      0      0      0      0   \n",
       "5       0       0       0       0       0      0      0      0      0      0   \n",
       "6       0       0       0       0       0      0      0      0      0      0   \n",
       "7       0       0       0       0       0      0      0      0      0      0   \n",
       "\n",
       "  2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20 2/15/20  \\\n",
       "3      0      0      0      0       0       0       0       0       0       0   \n",
       "4      0      0      0      0       0       0       0       0       0       0   \n",
       "5      0      0      0      0       0       0       0       0       0       0   \n",
       "6      0      0      0      0       0       0       0       0       0       0   \n",
       "7      0      0      0      0       0       0       0       0       0       0   \n",
       "\n",
       "  2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20 2/24/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20  \\\n",
       "3       0       0       0       0       0      0      0      0      0      0   \n",
       "4       0       0       0       0       0      0      0      0      0      0   \n",
       "5       0       0       0       0       0      0      0      0      0      0   \n",
       "6       0       0       0       0       0      0      0      0      0      0   \n",
       "7       0       0       0       0       0      0      0      0      0      0   \n",
       "\n",
       "  3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20  \\\n",
       "3      0      0      0      0       0       0       0       0       0       0   \n",
       "4      0      0      0      0       0       0       0       0       0       0   \n",
       "5      0      0      0      0       0       0       0       0       0       0   \n",
       "6      0      0      0      0       0       0       0       0       0       0   \n",
       "7      0      0      0      0       0       0       0       0       0       0   \n",
       "\n",
       "  3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20  \\\n",
       "3       0       0       0       0       0       0       0      0      0   \n",
       "4       0       0       0       0       0       0       0      0      0   \n",
       "5       0       0       0       0       0       0       0      0      0   \n",
       "6       0       0       0       0       0       0       0      0      0   \n",
       "7       0       0       0       0       0       0       0      0      0   \n",
       "\n",
       "  4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20  \\\n",
       "3      0      0      0      0      0      0      0       0       0       0   \n",
       "4      0      0      0      0      0      0      0       0       0       0   \n",
       "5      0      0      0      0      0      0      0       0       0       0   \n",
       "6      0      0      0      0      0      0      0       0       0       0   \n",
       "7      0      0      0      0      0      0      0       0       0       0   \n",
       "\n",
       "  4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20  \\\n",
       "3      0      0      0      0      0      3      3      3      3       4   \n",
       "4      0      0      0      0      0      7      7      8      8       8   \n",
       "5      0      0      0      0      0     11     11     11     11      12   \n",
       "6      0      0      0      0      0     22     23     26     26      26   \n",
       "7      0      0      0      0      0     13     14     14     14      14   \n",
       "\n",
       "  5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20 5/19/20  \\\n",
       "3       4       4       4       4       4       4       4       6       6   \n",
       "4       8       8       8      11      11      12      15      15      15   \n",
       "5      12      12      12      13      14      14      15      16      16   \n",
       "6      27      28      29      30      30      31      31      31      31   \n",
       "7      14      15      15      16      17      17      17      17      17   \n",
       "\n",
       "  5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20  \\\n",
       "3       6       7      12      13      16      16      20      20      21   \n",
       "4      16      17      17      17      17      17      17      18      19   \n",
       "5      18      17      18      18      18      20      20      20      20   \n",
       "6      31      32      33      34      34      34      34      34      35   \n",
       "7      18      18      18      19      19      19      20      20      20   \n",
       "\n",
       "  5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20  \\\n",
       "3      22      22      23     23     25     27     31     31     33     33   \n",
       "4      20      20      20     20     20     20     22     22     22     22   \n",
       "5      20      21      21     21     21     21     24     24     27     28   \n",
       "6      37      37      38     38     39     39     43     43     45     45   \n",
       "7      23      23      24     24     25     29     31     32     33     33   \n",
       "\n",
       "  6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20 6/16/20  \\\n",
       "3     34     36      38      38      39      38      38      38      38   \n",
       "4     22     27      27      27      27      28      28      28      28   \n",
       "5     28     29      31      31      31      31      31      31      32   \n",
       "6     45     46      47      47      48      50      50      51      52   \n",
       "7     33     33      35      35      36      36      36      37      37   \n",
       "\n",
       "  6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20 6/25/20  \\\n",
       "3      38      40      40      43      43      43      43      43      43   \n",
       "4      28      28      29      29      29      29      30      30      32   \n",
       "5      33      33      36      38      39      39      39      43      44   \n",
       "6      54      54      55      56      56      56      56      57      57   \n",
       "7      38      38      37      39      39      39      41      41      41   \n",
       "\n",
       "  6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20  \\\n",
       "3      43      43      47      48      50     50     50     50     50     52   \n",
       "4      32      33      34      34      34     35     36     36     37     37   \n",
       "5      44      46      46      46      52     55     56     57     58     59   \n",
       "6      57      57      58      59      59     59     59     59     59     59   \n",
       "7      41      41      41      42      42     42     42     42     44     45   \n",
       "\n",
       "  7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20  \\\n",
       "3     58     59     59     60      61      63      63      66      66      66   \n",
       "4     48     48     48     50      50      52      54      57      58      60   \n",
       "5     69     70     70     72      78      79      82      84      84      85   \n",
       "6     60     63     63     63      64      66      68      69      69      72   \n",
       "7     47     48     48     49      50      51      52      53      53      53   \n",
       "\n",
       "  7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 stateFips  \\\n",
       "3      66      67      68      72      72      72      72      72        72   \n",
       "4      60      66      67      70      71      75      78      82        72   \n",
       "5      89      97     102     110     112     120     121     130        72   \n",
       "6      72      73      77      80      81      82      83      85        72   \n",
       "7      53      55      55      56      60      62      62      64        72   \n",
       "\n",
       "  countyFips  \n",
       "3        001  \n",
       "4        003  \n",
       "5        005  \n",
       "6        007  \n",
       "7        009  "
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "county_confirmed.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reformat dataframe by day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [],
   "source": [
    "days = county_confirmed.columns.tolist()[11:-2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_confirmed = pd.concat((split_by_day(county_confirmed, day, 'cummulativeConfirmed') for day in days))\n",
    "cases_confirmed['date'] = cases_confirmed['date'].apply(dateutil.parser.parse)"
   ]
  },
  {
   "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>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "      <th>cummulativeConfirmed</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>72</td>\n",
       "      <td>001</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>72</td>\n",
       "      <td>003</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>72</td>\n",
       "      <td>005</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>72</td>\n",
       "      <td>007</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>72</td>\n",
       "      <td>009</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  stateFips countyFips cummulativeConfirmed       date\n",
       "3        72        001                    0 2020-01-22\n",
       "4        72        003                    0 2020-01-22\n",
       "5        72        005                    0 2020-01-22\n",
       "6        72        007                    0 2020-01-22\n",
       "7        72        009                    0 2020-01-22"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_confirmed.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process US cummulative deaths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [],
   "source": [
    "deaths = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_US.csv\",  dtype='str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "deaths = deaths.fillna('')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [],
   "source": [
    "deaths['FIPS'] = deaths['FIPS'].str.replace('\\.0', '')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    }\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>UID</th>\n",
       "      <th>iso2</th>\n",
       "      <th>iso3</th>\n",
       "      <th>code3</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>Admin2</th>\n",
       "      <th>Province_State</th>\n",
       "      <th>Country_Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long_</th>\n",
       "      <th>Combined_Key</th>\n",
       "      <th>Population</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>1/28/20</th>\n",
       "      <th>1/29/20</th>\n",
       "      <th>1/30/20</th>\n",
       "      <th>1/31/20</th>\n",
       "      <th>2/1/20</th>\n",
       "      <th>2/2/20</th>\n",
       "      <th>2/3/20</th>\n",
       "      <th>2/4/20</th>\n",
       "      <th>2/5/20</th>\n",
       "      <th>2/6/20</th>\n",
       "      <th>2/7/20</th>\n",
       "      <th>2/8/20</th>\n",
       "      <th>2/9/20</th>\n",
       "      <th>2/10/20</th>\n",
       "      <th>2/11/20</th>\n",
       "      <th>2/12/20</th>\n",
       "      <th>2/13/20</th>\n",
       "      <th>2/14/20</th>\n",
       "      <th>2/15/20</th>\n",
       "      <th>2/16/20</th>\n",
       "      <th>2/17/20</th>\n",
       "      <th>2/18/20</th>\n",
       "      <th>2/19/20</th>\n",
       "      <th>2/20/20</th>\n",
       "      <th>2/21/20</th>\n",
       "      <th>2/22/20</th>\n",
       "      <th>2/23/20</th>\n",
       "      <th>2/24/20</th>\n",
       "      <th>2/25/20</th>\n",
       "      <th>2/26/20</th>\n",
       "      <th>2/27/20</th>\n",
       "      <th>2/28/20</th>\n",
       "      <th>2/29/20</th>\n",
       "      <th>3/1/20</th>\n",
       "      <th>3/2/20</th>\n",
       "      <th>3/3/20</th>\n",
       "      <th>3/4/20</th>\n",
       "      <th>3/5/20</th>\n",
       "      <th>3/6/20</th>\n",
       "      <th>3/7/20</th>\n",
       "      <th>3/8/20</th>\n",
       "      <th>3/9/20</th>\n",
       "      <th>3/10/20</th>\n",
       "      <th>3/11/20</th>\n",
       "      <th>3/12/20</th>\n",
       "      <th>3/13/20</th>\n",
       "      <th>3/14/20</th>\n",
       "      <th>3/15/20</th>\n",
       "      <th>3/16/20</th>\n",
       "      <th>3/17/20</th>\n",
       "      <th>3/18/20</th>\n",
       "      <th>3/19/20</th>\n",
       "      <th>3/20/20</th>\n",
       "      <th>3/21/20</th>\n",
       "      <th>3/22/20</th>\n",
       "      <th>3/23/20</th>\n",
       "      <th>3/24/20</th>\n",
       "      <th>3/25/20</th>\n",
       "      <th>3/26/20</th>\n",
       "      <th>3/27/20</th>\n",
       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
       "      <th>3/30/20</th>\n",
       "      <th>3/31/20</th>\n",
       "      <th>4/1/20</th>\n",
       "      <th>4/2/20</th>\n",
       "      <th>4/3/20</th>\n",
       "      <th>4/4/20</th>\n",
       "      <th>4/5/20</th>\n",
       "      <th>4/6/20</th>\n",
       "      <th>4/7/20</th>\n",
       "      <th>4/8/20</th>\n",
       "      <th>4/9/20</th>\n",
       "      <th>4/10/20</th>\n",
       "      <th>4/11/20</th>\n",
       "      <th>4/12/20</th>\n",
       "      <th>4/13/20</th>\n",
       "      <th>4/14/20</th>\n",
       "      <th>4/15/20</th>\n",
       "      <th>4/16/20</th>\n",
       "      <th>4/17/20</th>\n",
       "      <th>4/18/20</th>\n",
       "      <th>4/19/20</th>\n",
       "      <th>4/20/20</th>\n",
       "      <th>4/21/20</th>\n",
       "      <th>4/22/20</th>\n",
       "      <th>4/23/20</th>\n",
       "      <th>4/24/20</th>\n",
       "      <th>4/25/20</th>\n",
       "      <th>4/26/20</th>\n",
       "      <th>4/27/20</th>\n",
       "      <th>4/28/20</th>\n",
       "      <th>4/29/20</th>\n",
       "      <th>4/30/20</th>\n",
       "      <th>5/1/20</th>\n",
       "      <th>5/2/20</th>\n",
       "      <th>5/3/20</th>\n",
       "      <th>5/4/20</th>\n",
       "      <th>5/5/20</th>\n",
       "      <th>5/6/20</th>\n",
       "      <th>5/7/20</th>\n",
       "      <th>5/8/20</th>\n",
       "      <th>5/9/20</th>\n",
       "      <th>5/10/20</th>\n",
       "      <th>5/11/20</th>\n",
       "      <th>5/12/20</th>\n",
       "      <th>5/13/20</th>\n",
       "      <th>5/14/20</th>\n",
       "      <th>5/15/20</th>\n",
       "      <th>5/16/20</th>\n",
       "      <th>5/17/20</th>\n",
       "      <th>5/18/20</th>\n",
       "      <th>5/19/20</th>\n",
       "      <th>5/20/20</th>\n",
       "      <th>5/21/20</th>\n",
       "      <th>5/22/20</th>\n",
       "      <th>5/23/20</th>\n",
       "      <th>5/24/20</th>\n",
       "      <th>5/25/20</th>\n",
       "      <th>5/26/20</th>\n",
       "      <th>5/27/20</th>\n",
       "      <th>5/28/20</th>\n",
       "      <th>5/29/20</th>\n",
       "      <th>5/30/20</th>\n",
       "      <th>5/31/20</th>\n",
       "      <th>6/1/20</th>\n",
       "      <th>6/2/20</th>\n",
       "      <th>6/3/20</th>\n",
       "      <th>6/4/20</th>\n",
       "      <th>6/5/20</th>\n",
       "      <th>6/6/20</th>\n",
       "      <th>6/7/20</th>\n",
       "      <th>6/8/20</th>\n",
       "      <th>6/9/20</th>\n",
       "      <th>6/10/20</th>\n",
       "      <th>6/11/20</th>\n",
       "      <th>6/12/20</th>\n",
       "      <th>6/13/20</th>\n",
       "      <th>6/14/20</th>\n",
       "      <th>6/15/20</th>\n",
       "      <th>6/16/20</th>\n",
       "      <th>6/17/20</th>\n",
       "      <th>6/18/20</th>\n",
       "      <th>6/19/20</th>\n",
       "      <th>6/20/20</th>\n",
       "      <th>6/21/20</th>\n",
       "      <th>6/22/20</th>\n",
       "      <th>6/23/20</th>\n",
       "      <th>6/24/20</th>\n",
       "      <th>6/25/20</th>\n",
       "      <th>6/26/20</th>\n",
       "      <th>6/27/20</th>\n",
       "      <th>6/28/20</th>\n",
       "      <th>6/29/20</th>\n",
       "      <th>6/30/20</th>\n",
       "      <th>7/1/20</th>\n",
       "      <th>7/2/20</th>\n",
       "      <th>7/3/20</th>\n",
       "      <th>7/4/20</th>\n",
       "      <th>7/5/20</th>\n",
       "      <th>7/6/20</th>\n",
       "      <th>7/7/20</th>\n",
       "      <th>7/8/20</th>\n",
       "      <th>7/9/20</th>\n",
       "      <th>7/10/20</th>\n",
       "      <th>7/11/20</th>\n",
       "      <th>7/12/20</th>\n",
       "      <th>7/13/20</th>\n",
       "      <th>7/14/20</th>\n",
       "      <th>7/15/20</th>\n",
       "      <th>7/16/20</th>\n",
       "      <th>7/17/20</th>\n",
       "      <th>7/18/20</th>\n",
       "      <th>7/19/20</th>\n",
       "      <th>7/20/20</th>\n",
       "      <th>7/21/20</th>\n",
       "      <th>7/22/20</th>\n",
       "      <th>7/23/20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>16</td>\n",
       "      <td>AS</td>\n",
       "      <td>ASM</td>\n",
       "      <td>16</td>\n",
       "      <td>60</td>\n",
       "      <td></td>\n",
       "      <td>American Samoa</td>\n",
       "      <td>US</td>\n",
       "      <td>-14.271</td>\n",
       "      <td>-170.132</td>\n",
       "      <td>American Samoa, US</td>\n",
       "      <td>55641</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>316</td>\n",
       "      <td>GU</td>\n",
       "      <td>GUM</td>\n",
       "      <td>316</td>\n",
       "      <td>66</td>\n",
       "      <td></td>\n",
       "      <td>Guam</td>\n",
       "      <td>US</td>\n",
       "      <td>13.4443</td>\n",
       "      <td>144.7937</td>\n",
       "      <td>Guam, US</td>\n",
       "      <td>164229</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>580</td>\n",
       "      <td>MP</td>\n",
       "      <td>MNP</td>\n",
       "      <td>580</td>\n",
       "      <td>69</td>\n",
       "      <td></td>\n",
       "      <td>Northern Mariana Islands</td>\n",
       "      <td>US</td>\n",
       "      <td>15.0979</td>\n",
       "      <td>145.6739</td>\n",
       "      <td>Northern Mariana Islands, US</td>\n",
       "      <td>55144</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63072001</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72001</td>\n",
       "      <td>Adjuntas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.180117000000006</td>\n",
       "      <td>-66.754367</td>\n",
       "      <td>Adjuntas, Puerto Rico, US</td>\n",
       "      <td>19483</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>63072003</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72003</td>\n",
       "      <td>Aguada</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.360255</td>\n",
       "      <td>-67.17513100000001</td>\n",
       "      <td>Aguada, Puerto Rico, US</td>\n",
       "      <td>41959</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3   FIPS    Admin2            Province_State  \\\n",
       "0        16   AS  ASM    16     60                      American Samoa   \n",
       "1       316   GU  GUM   316     66                                Guam   \n",
       "2       580   MP  MNP   580     69            Northern Mariana Islands   \n",
       "3  63072001   PR  PRI   630  72001  Adjuntas               Puerto Rico   \n",
       "4  63072003   PR  PRI   630  72003    Aguada               Puerto Rico   \n",
       "\n",
       "  Country_Region                 Lat               Long_  \\\n",
       "0             US             -14.271            -170.132   \n",
       "1             US             13.4443            144.7937   \n",
       "2             US             15.0979            145.6739   \n",
       "3             US  18.180117000000006          -66.754367   \n",
       "4             US           18.360255  -67.17513100000001   \n",
       "\n",
       "                   Combined_Key Population 1/22/20 1/23/20 1/24/20 1/25/20  \\\n",
       "0            American Samoa, US      55641       0       0       0       0   \n",
       "1                      Guam, US     164229       0       0       0       0   \n",
       "2  Northern Mariana Islands, US      55144       0       0       0       0   \n",
       "3     Adjuntas, Puerto Rico, US      19483       0       0       0       0   \n",
       "4       Aguada, Puerto Rico, US      41959       0       0       0       0   \n",
       "\n",
       "  1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20  \\\n",
       "0       0       0       0       0       0       0      0      0      0      0   \n",
       "1       0       0       0       0       0       0      0      0      0      0   \n",
       "2       0       0       0       0       0       0      0      0      0      0   \n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20  \\\n",
       "0      0      0      0      0      0       0       0       0       0       0   \n",
       "1      0      0      0      0      0       0       0       0       0       0   \n",
       "2      0      0      0      0      0       0       0       0       0       0   \n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       0       0       0       0       0   \n",
       "2       0       0       0       0       0       0       0       0       0   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20  \\\n",
       "0       0       0       0       0       0       0      0      0      0      0   \n",
       "1       0       0       0       0       0       0      0      0      0      0   \n",
       "2       0       0       0       0       0       0      0      0      0      0   \n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20  \\\n",
       "0      0      0      0      0      0       0       0       0       0       0   \n",
       "1      0      0      0      0      0       0       0       0       0       0   \n",
       "2      0      0      0      0      0       0       0       0       0       0   \n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       0       0       0       1       1   \n",
       "2       0       0       0       0       0       0       0       0       0   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20  \\\n",
       "0       0       0       0       0       0       0       0       0      0   \n",
       "1       1       1       1       1       1       1       1       2      3   \n",
       "2       0       0       0       0       0       0       0       0      1   \n",
       "3       0       0       0       0       0       0       0       0      0   \n",
       "4       0       0       0       0       0       0       0       0      0   \n",
       "\n",
       "  4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20  \\\n",
       "0      0      0      0      0      0      0      0      0       0       0   \n",
       "1      3      4      4      4      4      4      4      4       4       5   \n",
       "2      1      1      1      1      1      2      2      2       2       2   \n",
       "3      0      0      0      0      0      0      0      0       0       0   \n",
       "4      0      0      0      0      0      0      0      0       0       0   \n",
       "\n",
       "  4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       5       5       5       5       5       5       5       5       5   \n",
       "2       2       2       2       2       2       2       2       2       2   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       5       5       5       5       5       5       5       5       5   \n",
       "2       2       2       2       2       2       2       2       2       2   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20  \\\n",
       "0       0      0      0      0      0      0      0      0      0      0   \n",
       "1       5      5      5      5      5      5      5      5      5      5   \n",
       "2       2      2      2      2      2      2      2      2      2      2   \n",
       "3       0      0      0      0      0      0      0      0      0      0   \n",
       "4       0      0      0      0      0      0      0      0      0      0   \n",
       "\n",
       "  5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       5       5       5       5       5       5       5       5       5   \n",
       "2       2       2       2       2       2       2       2       2       2   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       5       5       5       5       5       5       5       5       5   \n",
       "2       2       2       2       2       2       2       2       2       2   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20  \\\n",
       "0       0       0       0       0      0      0      0      0      0      0   \n",
       "1       5       5       5       5      5      5      5      5      5      5   \n",
       "2       2       2       2       2      2      2      2      2      2      2   \n",
       "3       0       0       0       0      0      0      0      0      0      0   \n",
       "4       0       0       0       0      0      0      0      0      0      0   \n",
       "\n",
       "  6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20  \\\n",
       "0      0      0      0       0       0       0       0       0       0   \n",
       "1      5      5      5       5       5       5       5       5       5   \n",
       "2      2      2      2       2       2       2       2       2       2   \n",
       "3      0      0      0       0       0       0       0       0       0   \n",
       "4      0      0      0       0       0       0       0       0       0   \n",
       "\n",
       "  6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       5       5       5       5       5       5       5       5       5   \n",
       "2       2       2       2       2       2       2       2       2       2   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20  \\\n",
       "0       0       0       0       0       0       0      0      0      0      0   \n",
       "1       5       5       5       5       5       5      5      5      5      5   \n",
       "2       2       2       2       2       2       2      2      2      2      2   \n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20  \\\n",
       "0      0      0      0      0      0       0       0       0       0       0   \n",
       "1      5      5      5      5      5       5       5       5       5       5   \n",
       "2      2      2      2      2      2       2       2       2       2       2   \n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20  \n",
       "0       0       0       0       0       0       0       0       0       0  \n",
       "1       5       5       5       5       5       5       5       5       5  \n",
       "2       2       2       2       2       2       2       2       2       2  \n",
       "3       0       0       0       0       0       0       0       0       0  \n",
       "4       0       0       0       0       0       0       0       0       0  "
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "deaths.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Keep only cases with fips codes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [],
   "source": [
    "county_deaths = deaths.query(\"Admin2 != ''\").query(\"FIPS != ''\").copy()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [],
   "source": [
    "# state fips code: 2 character with '0'-padding, e.g. 06\n",
    "county_deaths['stateFips'] = county_deaths['FIPS'].str[:-3]\n",
    "county_deaths['stateFips'] = county_deaths['stateFips'].apply(lambda s: '0' + s if len(s) == 1 else s)\n",
    "county_deaths['countyFips'] = county_deaths['FIPS'].str[-3:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>UID</th>\n",
       "      <th>iso2</th>\n",
       "      <th>iso3</th>\n",
       "      <th>code3</th>\n",
       "      <th>FIPS</th>\n",
       "      <th>Admin2</th>\n",
       "      <th>Province_State</th>\n",
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       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
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       "      <th>5/16/20</th>\n",
       "      <th>5/17/20</th>\n",
       "      <th>5/18/20</th>\n",
       "      <th>5/19/20</th>\n",
       "      <th>5/20/20</th>\n",
       "      <th>5/21/20</th>\n",
       "      <th>5/22/20</th>\n",
       "      <th>5/23/20</th>\n",
       "      <th>5/24/20</th>\n",
       "      <th>5/25/20</th>\n",
       "      <th>5/26/20</th>\n",
       "      <th>5/27/20</th>\n",
       "      <th>5/28/20</th>\n",
       "      <th>5/29/20</th>\n",
       "      <th>5/30/20</th>\n",
       "      <th>5/31/20</th>\n",
       "      <th>6/1/20</th>\n",
       "      <th>6/2/20</th>\n",
       "      <th>6/3/20</th>\n",
       "      <th>6/4/20</th>\n",
       "      <th>6/5/20</th>\n",
       "      <th>6/6/20</th>\n",
       "      <th>6/7/20</th>\n",
       "      <th>6/8/20</th>\n",
       "      <th>6/9/20</th>\n",
       "      <th>6/10/20</th>\n",
       "      <th>6/11/20</th>\n",
       "      <th>6/12/20</th>\n",
       "      <th>6/13/20</th>\n",
       "      <th>6/14/20</th>\n",
       "      <th>6/15/20</th>\n",
       "      <th>6/16/20</th>\n",
       "      <th>6/17/20</th>\n",
       "      <th>6/18/20</th>\n",
       "      <th>6/19/20</th>\n",
       "      <th>6/20/20</th>\n",
       "      <th>6/21/20</th>\n",
       "      <th>6/22/20</th>\n",
       "      <th>6/23/20</th>\n",
       "      <th>6/24/20</th>\n",
       "      <th>6/25/20</th>\n",
       "      <th>6/26/20</th>\n",
       "      <th>6/27/20</th>\n",
       "      <th>6/28/20</th>\n",
       "      <th>6/29/20</th>\n",
       "      <th>6/30/20</th>\n",
       "      <th>7/1/20</th>\n",
       "      <th>7/2/20</th>\n",
       "      <th>7/3/20</th>\n",
       "      <th>7/4/20</th>\n",
       "      <th>7/5/20</th>\n",
       "      <th>7/6/20</th>\n",
       "      <th>7/7/20</th>\n",
       "      <th>7/8/20</th>\n",
       "      <th>7/9/20</th>\n",
       "      <th>7/10/20</th>\n",
       "      <th>7/11/20</th>\n",
       "      <th>7/12/20</th>\n",
       "      <th>7/13/20</th>\n",
       "      <th>7/14/20</th>\n",
       "      <th>7/15/20</th>\n",
       "      <th>7/16/20</th>\n",
       "      <th>7/17/20</th>\n",
       "      <th>7/18/20</th>\n",
       "      <th>7/19/20</th>\n",
       "      <th>7/20/20</th>\n",
       "      <th>7/21/20</th>\n",
       "      <th>7/22/20</th>\n",
       "      <th>7/23/20</th>\n",
       "      <th>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>63072001</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72001</td>\n",
       "      <td>Adjuntas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.180117000000006</td>\n",
       "      <td>-66.754367</td>\n",
       "      <td>Adjuntas, Puerto Rico, US</td>\n",
       "      <td>19483</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>63072003</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72003</td>\n",
       "      <td>Aguada</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.360255</td>\n",
       "      <td>-67.17513100000001</td>\n",
       "      <td>Aguada, Puerto Rico, US</td>\n",
       "      <td>41959</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>63072005</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72005</td>\n",
       "      <td>Aguadilla</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.459681</td>\n",
       "      <td>-67.12081500000001</td>\n",
       "      <td>Aguadilla, Puerto Rico, US</td>\n",
       "      <td>60949</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>0</td>\n",
       "      <td>0</td>\n",
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       "      <td>0</td>\n",
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       "      <td>72</td>\n",
       "      <td>005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>63072007</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72007</td>\n",
       "      <td>Aguas Buenas</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.251619</td>\n",
       "      <td>-66.126806</td>\n",
       "      <td>Aguas Buenas, Puerto Rico, US</td>\n",
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       "      <td>72</td>\n",
       "      <td>007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>63072009</td>\n",
       "      <td>PR</td>\n",
       "      <td>PRI</td>\n",
       "      <td>630</td>\n",
       "      <td>72009</td>\n",
       "      <td>Aibonito</td>\n",
       "      <td>Puerto Rico</td>\n",
       "      <td>US</td>\n",
       "      <td>18.131361</td>\n",
       "      <td>-66.264131</td>\n",
       "      <td>Aibonito, Puerto Rico, US</td>\n",
       "      <td>25900</td>\n",
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       "      <td>0</td>\n",
       "      <td>72</td>\n",
       "      <td>009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3   FIPS        Admin2 Province_State  \\\n",
       "3  63072001   PR  PRI   630  72001      Adjuntas    Puerto Rico   \n",
       "4  63072003   PR  PRI   630  72003        Aguada    Puerto Rico   \n",
       "5  63072005   PR  PRI   630  72005     Aguadilla    Puerto Rico   \n",
       "6  63072007   PR  PRI   630  72007  Aguas Buenas    Puerto Rico   \n",
       "7  63072009   PR  PRI   630  72009      Aibonito    Puerto Rico   \n",
       "\n",
       "  Country_Region                 Lat               Long_  \\\n",
       "3             US  18.180117000000006          -66.754367   \n",
       "4             US           18.360255  -67.17513100000001   \n",
       "5             US           18.459681  -67.12081500000001   \n",
       "6             US           18.251619          -66.126806   \n",
       "7             US           18.131361          -66.264131   \n",
       "\n",
       "                    Combined_Key Population 1/22/20 1/23/20 1/24/20 1/25/20  \\\n",
       "3      Adjuntas, Puerto Rico, US      19483       0       0       0       0   \n",
       "4        Aguada, Puerto Rico, US      41959       0       0       0       0   \n",
       "5     Aguadilla, Puerto Rico, US      60949       0       0       0       0   \n",
       "6  Aguas Buenas, Puerto Rico, US      28659       0       0       0       0   \n",
       "7      Aibonito, Puerto Rico, US      25900       0       0       0       0   \n",
       "\n",
       "  1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20  \\\n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "5       0       0       0       0       0       0      0      0      0      0   \n",
       "6       0       0       0       0       0       0      0      0      0      0   \n",
       "7       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20  \\\n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "5      0      0      0      0      0       0       0       0       0       0   \n",
       "6      0      0      0      0      0       0       0       0       0       0   \n",
       "7      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20  \\\n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "5       0       0       0       0       0       0      0      0      0      0   \n",
       "6       0       0       0       0       0       0      0      0      0      0   \n",
       "7       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20  \\\n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "5      0      0      0      0      0       0       0       0       0       0   \n",
       "6      0      0      0      0      0       0       0       0       0       0   \n",
       "7      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20  \\\n",
       "3       0       0       0       0       0       0       0       0      0   \n",
       "4       0       0       0       0       0       0       0       0      0   \n",
       "5       0       0       0       0       0       0       0       0      0   \n",
       "6       0       0       0       0       0       0       0       0      0   \n",
       "7       0       0       0       0       0       0       0       0      0   \n",
       "\n",
       "  4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20  \\\n",
       "3      0      0      0      0      0      0      0      0       0       0   \n",
       "4      0      0      0      0      0      0      0      0       0       0   \n",
       "5      0      0      0      0      0      0      0      0       0       0   \n",
       "6      0      0      0      0      0      0      0      0       0       0   \n",
       "7      0      0      0      0      0      0      0      0       0       0   \n",
       "\n",
       "  4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20  \\\n",
       "3       0      0      0      0      0      0      0      0      0      0   \n",
       "4       0      0      0      0      0      0      0      0      0      0   \n",
       "5       0      0      0      0      0      0      0      0      0      0   \n",
       "6       0      0      0      0      0      0      0      0      0      0   \n",
       "7       0      0      0      0      0      0      0      0      0      0   \n",
       "\n",
       "  5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20  \\\n",
       "3       0       0       0       0      0      0      0      0      0      0   \n",
       "4       0       0       0       0      0      0      0      0      0      0   \n",
       "5       0       0       0       0      0      0      0      0      0      0   \n",
       "6       0       0       0       0      0      0      0      0      0      0   \n",
       "7       0       0       0       0      0      0      0      0      0      0   \n",
       "\n",
       "  6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20  \\\n",
       "3      0      0      0       0       0       0       0       0       0   \n",
       "4      0      0      0       0       0       0       0       0       0   \n",
       "5      0      0      0       0       0       0       0       0       0   \n",
       "6      0      0      0       0       0       0       0       0       0   \n",
       "7      0      0      0       0       0       0       0       0       0   \n",
       "\n",
       "  6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20  \\\n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "5       0       0       0       0       0       0      0      0      0      0   \n",
       "6       0       0       0       0       0       0      0      0      0      0   \n",
       "7       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20  \\\n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "5      0      0      0      0      0       0       0       0       0       0   \n",
       "6      0      0      0      0      0       0       0       0       0       0   \n",
       "7      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20  \\\n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "5       0       0       0       0       0       0       0       0       0   \n",
       "6       0       0       0       0       0       0       0       0       0   \n",
       "7       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  stateFips countyFips  \n",
       "3        72        001  \n",
       "4        72        003  \n",
       "5        72        005  \n",
       "6        72        007  \n",
       "7        72        009  "
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "county_deaths.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reformat dataframe by day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_deaths = pd.concat((split_by_day(county_deaths, day, 'cummulativeDeaths') for day in days))\n",
    "cases_deaths['date'] = cases_deaths['date'].apply(dateutil.parser.parse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "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",
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       "    }\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>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "      <th>cummulativeDeaths</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>72</td>\n",
       "      <td>001</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>72</td>\n",
       "      <td>003</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>72</td>\n",
       "      <td>005</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>72</td>\n",
       "      <td>007</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>72</td>\n",
       "      <td>009</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  stateFips countyFips cummulativeDeaths       date\n",
       "3        72        001                 0 2020-01-22\n",
       "4        72        003                 0 2020-01-22\n",
       "5        72        005                 0 2020-01-22\n",
       "6        72        007                 0 2020-01-22\n",
       "7        72        009                 0 2020-01-22"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_deaths.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge US cases into one dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = cases_confirmed.merge(cases_deaths, on=['stateFips', 'countyFips', 'date'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "      <th>cummulativeConfirmed</th>\n",
       "      <th>date</th>\n",
       "      <th>cummulativeDeaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>72</td>\n",
       "      <td>001</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>72</td>\n",
       "      <td>003</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>72</td>\n",
       "      <td>005</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>72</td>\n",
       "      <td>007</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>72</td>\n",
       "      <td>009</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  stateFips countyFips cummulativeConfirmed       date cummulativeDeaths\n",
       "0        72        001                    0 2020-01-22                 0\n",
       "1        72        003                    0 2020-01-22                 0\n",
       "2        72        005                    0 2020-01-22                 0\n",
       "3        72        007                    0 2020-01-22                 0\n",
       "4        72        009                    0 2020-01-22                 0"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save only cases that have non-zero counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = cases[(cases['cummulativeConfirmed'] != '0') | (cases['cummulativeDeaths'] != '0')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "        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>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "      <th>cummulativeConfirmed</th>\n",
       "      <th>date</th>\n",
       "      <th>cummulativeDeaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3047</th>\n",
       "      <td>53</td>\n",
       "      <td>033</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6371</th>\n",
       "      <td>53</td>\n",
       "      <td>033</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-23</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7336</th>\n",
       "      <td>17</td>\n",
       "      <td>031</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9695</th>\n",
       "      <td>53</td>\n",
       "      <td>033</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-24</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10660</th>\n",
       "      <td>17</td>\n",
       "      <td>031</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-25</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      stateFips countyFips cummulativeConfirmed       date cummulativeDeaths\n",
       "3047         53        033                    1 2020-01-22                 0\n",
       "6371         53        033                    1 2020-01-23                 0\n",
       "7336         17        031                    1 2020-01-24                 0\n",
       "9695         53        033                    1 2020-01-24                 0\n",
       "10660        17        031                    1 2020-01-25                 0"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases.to_csv(NEO4J_IMPORT / \"02a-JHUCases.csv\", index=False)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process global cummulative confirmed cases"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmed = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\",  dtype='str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmed = confirmed.fillna('')\n",
    "confirmed.rename(columns={'Province/State': 'admin1', 'Country/Region': 'country'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "\n",
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       "\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>admin1</th>\n",
       "      <th>country</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>1/28/20</th>\n",
       "      <th>1/29/20</th>\n",
       "      <th>1/30/20</th>\n",
       "      <th>1/31/20</th>\n",
       "      <th>2/1/20</th>\n",
       "      <th>2/2/20</th>\n",
       "      <th>2/3/20</th>\n",
       "      <th>2/4/20</th>\n",
       "      <th>2/5/20</th>\n",
       "      <th>2/6/20</th>\n",
       "      <th>2/7/20</th>\n",
       "      <th>2/8/20</th>\n",
       "      <th>2/9/20</th>\n",
       "      <th>2/10/20</th>\n",
       "      <th>2/11/20</th>\n",
       "      <th>2/12/20</th>\n",
       "      <th>2/13/20</th>\n",
       "      <th>2/14/20</th>\n",
       "      <th>2/15/20</th>\n",
       "      <th>2/16/20</th>\n",
       "      <th>2/17/20</th>\n",
       "      <th>2/18/20</th>\n",
       "      <th>2/19/20</th>\n",
       "      <th>2/20/20</th>\n",
       "      <th>2/21/20</th>\n",
       "      <th>2/22/20</th>\n",
       "      <th>2/23/20</th>\n",
       "      <th>2/24/20</th>\n",
       "      <th>2/25/20</th>\n",
       "      <th>2/26/20</th>\n",
       "      <th>2/27/20</th>\n",
       "      <th>2/28/20</th>\n",
       "      <th>2/29/20</th>\n",
       "      <th>3/1/20</th>\n",
       "      <th>3/2/20</th>\n",
       "      <th>3/3/20</th>\n",
       "      <th>3/4/20</th>\n",
       "      <th>3/5/20</th>\n",
       "      <th>3/6/20</th>\n",
       "      <th>3/7/20</th>\n",
       "      <th>3/8/20</th>\n",
       "      <th>3/9/20</th>\n",
       "      <th>3/10/20</th>\n",
       "      <th>3/11/20</th>\n",
       "      <th>3/12/20</th>\n",
       "      <th>3/13/20</th>\n",
       "      <th>3/14/20</th>\n",
       "      <th>3/15/20</th>\n",
       "      <th>3/16/20</th>\n",
       "      <th>3/17/20</th>\n",
       "      <th>3/18/20</th>\n",
       "      <th>3/19/20</th>\n",
       "      <th>3/20/20</th>\n",
       "      <th>3/21/20</th>\n",
       "      <th>3/22/20</th>\n",
       "      <th>3/23/20</th>\n",
       "      <th>3/24/20</th>\n",
       "      <th>3/25/20</th>\n",
       "      <th>3/26/20</th>\n",
       "      <th>3/27/20</th>\n",
       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
       "      <th>3/30/20</th>\n",
       "      <th>3/31/20</th>\n",
       "      <th>4/1/20</th>\n",
       "      <th>4/2/20</th>\n",
       "      <th>4/3/20</th>\n",
       "      <th>4/4/20</th>\n",
       "      <th>4/5/20</th>\n",
       "      <th>4/6/20</th>\n",
       "      <th>4/7/20</th>\n",
       "      <th>4/8/20</th>\n",
       "      <th>4/9/20</th>\n",
       "      <th>4/10/20</th>\n",
       "      <th>4/11/20</th>\n",
       "      <th>4/12/20</th>\n",
       "      <th>4/13/20</th>\n",
       "      <th>4/14/20</th>\n",
       "      <th>4/15/20</th>\n",
       "      <th>4/16/20</th>\n",
       "      <th>4/17/20</th>\n",
       "      <th>4/18/20</th>\n",
       "      <th>4/19/20</th>\n",
       "      <th>4/20/20</th>\n",
       "      <th>4/21/20</th>\n",
       "      <th>4/22/20</th>\n",
       "      <th>4/23/20</th>\n",
       "      <th>4/24/20</th>\n",
       "      <th>4/25/20</th>\n",
       "      <th>4/26/20</th>\n",
       "      <th>4/27/20</th>\n",
       "      <th>4/28/20</th>\n",
       "      <th>4/29/20</th>\n",
       "      <th>4/30/20</th>\n",
       "      <th>5/1/20</th>\n",
       "      <th>5/2/20</th>\n",
       "      <th>5/3/20</th>\n",
       "      <th>5/4/20</th>\n",
       "      <th>5/5/20</th>\n",
       "      <th>5/6/20</th>\n",
       "      <th>5/7/20</th>\n",
       "      <th>5/8/20</th>\n",
       "      <th>5/9/20</th>\n",
       "      <th>5/10/20</th>\n",
       "      <th>5/11/20</th>\n",
       "      <th>5/12/20</th>\n",
       "      <th>5/13/20</th>\n",
       "      <th>5/14/20</th>\n",
       "      <th>5/15/20</th>\n",
       "      <th>5/16/20</th>\n",
       "      <th>5/17/20</th>\n",
       "      <th>5/18/20</th>\n",
       "      <th>5/19/20</th>\n",
       "      <th>5/20/20</th>\n",
       "      <th>5/21/20</th>\n",
       "      <th>5/22/20</th>\n",
       "      <th>5/23/20</th>\n",
       "      <th>5/24/20</th>\n",
       "      <th>5/25/20</th>\n",
       "      <th>5/26/20</th>\n",
       "      <th>5/27/20</th>\n",
       "      <th>5/28/20</th>\n",
       "      <th>5/29/20</th>\n",
       "      <th>5/30/20</th>\n",
       "      <th>5/31/20</th>\n",
       "      <th>6/1/20</th>\n",
       "      <th>6/2/20</th>\n",
       "      <th>6/3/20</th>\n",
       "      <th>6/4/20</th>\n",
       "      <th>6/5/20</th>\n",
       "      <th>6/6/20</th>\n",
       "      <th>6/7/20</th>\n",
       "      <th>6/8/20</th>\n",
       "      <th>6/9/20</th>\n",
       "      <th>6/10/20</th>\n",
       "      <th>6/11/20</th>\n",
       "      <th>6/12/20</th>\n",
       "      <th>6/13/20</th>\n",
       "      <th>6/14/20</th>\n",
       "      <th>6/15/20</th>\n",
       "      <th>6/16/20</th>\n",
       "      <th>6/17/20</th>\n",
       "      <th>6/18/20</th>\n",
       "      <th>6/19/20</th>\n",
       "      <th>6/20/20</th>\n",
       "      <th>6/21/20</th>\n",
       "      <th>6/22/20</th>\n",
       "      <th>6/23/20</th>\n",
       "      <th>6/24/20</th>\n",
       "      <th>6/25/20</th>\n",
       "      <th>6/26/20</th>\n",
       "      <th>6/27/20</th>\n",
       "      <th>6/28/20</th>\n",
       "      <th>6/29/20</th>\n",
       "      <th>6/30/20</th>\n",
       "      <th>7/1/20</th>\n",
       "      <th>7/2/20</th>\n",
       "      <th>7/3/20</th>\n",
       "      <th>7/4/20</th>\n",
       "      <th>7/5/20</th>\n",
       "      <th>7/6/20</th>\n",
       "      <th>7/7/20</th>\n",
       "      <th>7/8/20</th>\n",
       "      <th>7/9/20</th>\n",
       "      <th>7/10/20</th>\n",
       "      <th>7/11/20</th>\n",
       "      <th>7/12/20</th>\n",
       "      <th>7/13/20</th>\n",
       "      <th>7/14/20</th>\n",
       "      <th>7/15/20</th>\n",
       "      <th>7/16/20</th>\n",
       "      <th>7/17/20</th>\n",
       "      <th>7/18/20</th>\n",
       "      <th>7/19/20</th>\n",
       "      <th>7/20/20</th>\n",
       "      <th>7/21/20</th>\n",
       "      <th>7/22/20</th>\n",
       "      <th>7/23/20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td></td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>33.93911</td>\n",
       "      <td>67.709953</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>170</td>\n",
       "      <td>174</td>\n",
       "      <td>237</td>\n",
       "      <td>273</td>\n",
       "      <td>281</td>\n",
       "      <td>299</td>\n",
       "      <td>349</td>\n",
       "      <td>367</td>\n",
       "      <td>423</td>\n",
       "      <td>444</td>\n",
       "      <td>484</td>\n",
       "      <td>521</td>\n",
       "      <td>555</td>\n",
       "      <td>607</td>\n",
       "      <td>665</td>\n",
       "      <td>714</td>\n",
       "      <td>784</td>\n",
       "      <td>840</td>\n",
       "      <td>906</td>\n",
       "      <td>933</td>\n",
       "      <td>996</td>\n",
       "      <td>1026</td>\n",
       "      <td>1092</td>\n",
       "      <td>1176</td>\n",
       "      <td>1279</td>\n",
       "      <td>1351</td>\n",
       "      <td>1463</td>\n",
       "      <td>1531</td>\n",
       "      <td>1703</td>\n",
       "      <td>1828</td>\n",
       "      <td>1939</td>\n",
       "      <td>2171</td>\n",
       "      <td>2335</td>\n",
       "      <td>2469</td>\n",
       "      <td>2704</td>\n",
       "      <td>2894</td>\n",
       "      <td>3224</td>\n",
       "      <td>3392</td>\n",
       "      <td>3563</td>\n",
       "      <td>3778</td>\n",
       "      <td>4033</td>\n",
       "      <td>4402</td>\n",
       "      <td>4687</td>\n",
       "      <td>4963</td>\n",
       "      <td>5226</td>\n",
       "      <td>5639</td>\n",
       "      <td>6053</td>\n",
       "      <td>6402</td>\n",
       "      <td>6664</td>\n",
       "      <td>7072</td>\n",
       "      <td>7653</td>\n",
       "      <td>8145</td>\n",
       "      <td>8676</td>\n",
       "      <td>9216</td>\n",
       "      <td>9998</td>\n",
       "      <td>10582</td>\n",
       "      <td>11173</td>\n",
       "      <td>11831</td>\n",
       "      <td>12456</td>\n",
       "      <td>13036</td>\n",
       "      <td>13659</td>\n",
       "      <td>14525</td>\n",
       "      <td>15205</td>\n",
       "      <td>15750</td>\n",
       "      <td>16509</td>\n",
       "      <td>17267</td>\n",
       "      <td>18054</td>\n",
       "      <td>18969</td>\n",
       "      <td>19551</td>\n",
       "      <td>20342</td>\n",
       "      <td>20917</td>\n",
       "      <td>21459</td>\n",
       "      <td>22142</td>\n",
       "      <td>22890</td>\n",
       "      <td>23546</td>\n",
       "      <td>24102</td>\n",
       "      <td>24766</td>\n",
       "      <td>25527</td>\n",
       "      <td>26310</td>\n",
       "      <td>26874</td>\n",
       "      <td>27532</td>\n",
       "      <td>27878</td>\n",
       "      <td>28424</td>\n",
       "      <td>28833</td>\n",
       "      <td>29157</td>\n",
       "      <td>29481</td>\n",
       "      <td>29640</td>\n",
       "      <td>30175</td>\n",
       "      <td>30451</td>\n",
       "      <td>30616</td>\n",
       "      <td>30967</td>\n",
       "      <td>31238</td>\n",
       "      <td>31517</td>\n",
       "      <td>31836</td>\n",
       "      <td>32022</td>\n",
       "      <td>32324</td>\n",
       "      <td>32672</td>\n",
       "      <td>32951</td>\n",
       "      <td>33190</td>\n",
       "      <td>33384</td>\n",
       "      <td>33594</td>\n",
       "      <td>33908</td>\n",
       "      <td>34194</td>\n",
       "      <td>34366</td>\n",
       "      <td>34451</td>\n",
       "      <td>34455</td>\n",
       "      <td>34740</td>\n",
       "      <td>34994</td>\n",
       "      <td>35070</td>\n",
       "      <td>35229</td>\n",
       "      <td>35301</td>\n",
       "      <td>35475</td>\n",
       "      <td>35526</td>\n",
       "      <td>35615</td>\n",
       "      <td>35727</td>\n",
       "      <td>35928</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td></td>\n",
       "      <td>Albania</td>\n",
       "      <td>41.1533</td>\n",
       "      <td>20.1683</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>23</td>\n",
       "      <td>33</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>51</td>\n",
       "      <td>55</td>\n",
       "      <td>59</td>\n",
       "      <td>64</td>\n",
       "      <td>70</td>\n",
       "      <td>76</td>\n",
       "      <td>89</td>\n",
       "      <td>104</td>\n",
       "      <td>123</td>\n",
       "      <td>146</td>\n",
       "      <td>174</td>\n",
       "      <td>186</td>\n",
       "      <td>197</td>\n",
       "      <td>212</td>\n",
       "      <td>223</td>\n",
       "      <td>243</td>\n",
       "      <td>259</td>\n",
       "      <td>277</td>\n",
       "      <td>304</td>\n",
       "      <td>333</td>\n",
       "      <td>361</td>\n",
       "      <td>377</td>\n",
       "      <td>383</td>\n",
       "      <td>400</td>\n",
       "      <td>409</td>\n",
       "      <td>416</td>\n",
       "      <td>433</td>\n",
       "      <td>446</td>\n",
       "      <td>467</td>\n",
       "      <td>475</td>\n",
       "      <td>494</td>\n",
       "      <td>518</td>\n",
       "      <td>539</td>\n",
       "      <td>548</td>\n",
       "      <td>562</td>\n",
       "      <td>584</td>\n",
       "      <td>609</td>\n",
       "      <td>634</td>\n",
       "      <td>663</td>\n",
       "      <td>678</td>\n",
       "      <td>712</td>\n",
       "      <td>726</td>\n",
       "      <td>736</td>\n",
       "      <td>750</td>\n",
       "      <td>766</td>\n",
       "      <td>773</td>\n",
       "      <td>782</td>\n",
       "      <td>789</td>\n",
       "      <td>795</td>\n",
       "      <td>803</td>\n",
       "      <td>820</td>\n",
       "      <td>832</td>\n",
       "      <td>842</td>\n",
       "      <td>850</td>\n",
       "      <td>856</td>\n",
       "      <td>868</td>\n",
       "      <td>872</td>\n",
       "      <td>876</td>\n",
       "      <td>880</td>\n",
       "      <td>898</td>\n",
       "      <td>916</td>\n",
       "      <td>933</td>\n",
       "      <td>946</td>\n",
       "      <td>948</td>\n",
       "      <td>949</td>\n",
       "      <td>964</td>\n",
       "      <td>969</td>\n",
       "      <td>981</td>\n",
       "      <td>989</td>\n",
       "      <td>998</td>\n",
       "      <td>1004</td>\n",
       "      <td>1029</td>\n",
       "      <td>1050</td>\n",
       "      <td>1076</td>\n",
       "      <td>1099</td>\n",
       "      <td>1122</td>\n",
       "      <td>1137</td>\n",
       "      <td>1143</td>\n",
       "      <td>1164</td>\n",
       "      <td>1184</td>\n",
       "      <td>1197</td>\n",
       "      <td>1212</td>\n",
       "      <td>1232</td>\n",
       "      <td>1246</td>\n",
       "      <td>1263</td>\n",
       "      <td>1299</td>\n",
       "      <td>1341</td>\n",
       "      <td>1385</td>\n",
       "      <td>1416</td>\n",
       "      <td>1464</td>\n",
       "      <td>1521</td>\n",
       "      <td>1590</td>\n",
       "      <td>1672</td>\n",
       "      <td>1722</td>\n",
       "      <td>1788</td>\n",
       "      <td>1838</td>\n",
       "      <td>1891</td>\n",
       "      <td>1962</td>\n",
       "      <td>1995</td>\n",
       "      <td>2047</td>\n",
       "      <td>2114</td>\n",
       "      <td>2192</td>\n",
       "      <td>2269</td>\n",
       "      <td>2330</td>\n",
       "      <td>2402</td>\n",
       "      <td>2466</td>\n",
       "      <td>2535</td>\n",
       "      <td>2580</td>\n",
       "      <td>2662</td>\n",
       "      <td>2752</td>\n",
       "      <td>2819</td>\n",
       "      <td>2893</td>\n",
       "      <td>2964</td>\n",
       "      <td>3038</td>\n",
       "      <td>3106</td>\n",
       "      <td>3188</td>\n",
       "      <td>3278</td>\n",
       "      <td>3371</td>\n",
       "      <td>3454</td>\n",
       "      <td>3571</td>\n",
       "      <td>3667</td>\n",
       "      <td>3752</td>\n",
       "      <td>3851</td>\n",
       "      <td>3906</td>\n",
       "      <td>4008</td>\n",
       "      <td>4090</td>\n",
       "      <td>4171</td>\n",
       "      <td>4290</td>\n",
       "      <td>4358</td>\n",
       "      <td>4466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td></td>\n",
       "      <td>Algeria</td>\n",
       "      <td>28.0339</td>\n",
       "      <td>1.6596</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>37</td>\n",
       "      <td>48</td>\n",
       "      <td>54</td>\n",
       "      <td>60</td>\n",
       "      <td>74</td>\n",
       "      <td>87</td>\n",
       "      <td>90</td>\n",
       "      <td>139</td>\n",
       "      <td>201</td>\n",
       "      <td>230</td>\n",
       "      <td>264</td>\n",
       "      <td>302</td>\n",
       "      <td>367</td>\n",
       "      <td>409</td>\n",
       "      <td>454</td>\n",
       "      <td>511</td>\n",
       "      <td>584</td>\n",
       "      <td>716</td>\n",
       "      <td>847</td>\n",
       "      <td>986</td>\n",
       "      <td>1171</td>\n",
       "      <td>1251</td>\n",
       "      <td>1320</td>\n",
       "      <td>1423</td>\n",
       "      <td>1468</td>\n",
       "      <td>1572</td>\n",
       "      <td>1666</td>\n",
       "      <td>1761</td>\n",
       "      <td>1825</td>\n",
       "      <td>1914</td>\n",
       "      <td>1983</td>\n",
       "      <td>2070</td>\n",
       "      <td>2160</td>\n",
       "      <td>2268</td>\n",
       "      <td>2418</td>\n",
       "      <td>2534</td>\n",
       "      <td>2629</td>\n",
       "      <td>2718</td>\n",
       "      <td>2811</td>\n",
       "      <td>2910</td>\n",
       "      <td>3007</td>\n",
       "      <td>3127</td>\n",
       "      <td>3256</td>\n",
       "      <td>3382</td>\n",
       "      <td>3517</td>\n",
       "      <td>3649</td>\n",
       "      <td>3848</td>\n",
       "      <td>4006</td>\n",
       "      <td>4154</td>\n",
       "      <td>4295</td>\n",
       "      <td>4474</td>\n",
       "      <td>4648</td>\n",
       "      <td>4838</td>\n",
       "      <td>4997</td>\n",
       "      <td>5182</td>\n",
       "      <td>5369</td>\n",
       "      <td>5558</td>\n",
       "      <td>5723</td>\n",
       "      <td>5891</td>\n",
       "      <td>6067</td>\n",
       "      <td>6253</td>\n",
       "      <td>6442</td>\n",
       "      <td>6629</td>\n",
       "      <td>6821</td>\n",
       "      <td>7019</td>\n",
       "      <td>7201</td>\n",
       "      <td>7377</td>\n",
       "      <td>7542</td>\n",
       "      <td>7728</td>\n",
       "      <td>7918</td>\n",
       "      <td>8113</td>\n",
       "      <td>8306</td>\n",
       "      <td>8503</td>\n",
       "      <td>8697</td>\n",
       "      <td>8857</td>\n",
       "      <td>8997</td>\n",
       "      <td>9134</td>\n",
       "      <td>9267</td>\n",
       "      <td>9394</td>\n",
       "      <td>9513</td>\n",
       "      <td>9626</td>\n",
       "      <td>9733</td>\n",
       "      <td>9831</td>\n",
       "      <td>9935</td>\n",
       "      <td>10050</td>\n",
       "      <td>10154</td>\n",
       "      <td>10265</td>\n",
       "      <td>10382</td>\n",
       "      <td>10484</td>\n",
       "      <td>10589</td>\n",
       "      <td>10698</td>\n",
       "      <td>10810</td>\n",
       "      <td>10919</td>\n",
       "      <td>11031</td>\n",
       "      <td>11147</td>\n",
       "      <td>11268</td>\n",
       "      <td>11385</td>\n",
       "      <td>11504</td>\n",
       "      <td>11631</td>\n",
       "      <td>11771</td>\n",
       "      <td>11920</td>\n",
       "      <td>12076</td>\n",
       "      <td>12248</td>\n",
       "      <td>12445</td>\n",
       "      <td>12685</td>\n",
       "      <td>12968</td>\n",
       "      <td>13273</td>\n",
       "      <td>13571</td>\n",
       "      <td>13907</td>\n",
       "      <td>14272</td>\n",
       "      <td>14657</td>\n",
       "      <td>15070</td>\n",
       "      <td>15500</td>\n",
       "      <td>15941</td>\n",
       "      <td>16404</td>\n",
       "      <td>16879</td>\n",
       "      <td>17348</td>\n",
       "      <td>17808</td>\n",
       "      <td>18242</td>\n",
       "      <td>18712</td>\n",
       "      <td>19195</td>\n",
       "      <td>19689</td>\n",
       "      <td>20216</td>\n",
       "      <td>20770</td>\n",
       "      <td>21355</td>\n",
       "      <td>21948</td>\n",
       "      <td>22549</td>\n",
       "      <td>23084</td>\n",
       "      <td>23691</td>\n",
       "      <td>24278</td>\n",
       "      <td>24872</td>\n",
       "      <td>25484</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td></td>\n",
       "      <td>Andorra</td>\n",
       "      <td>42.5063</td>\n",
       "      <td>1.5218</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>39</td>\n",
       "      <td>39</td>\n",
       "      <td>53</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>113</td>\n",
       "      <td>133</td>\n",
       "      <td>164</td>\n",
       "      <td>188</td>\n",
       "      <td>224</td>\n",
       "      <td>267</td>\n",
       "      <td>308</td>\n",
       "      <td>334</td>\n",
       "      <td>370</td>\n",
       "      <td>376</td>\n",
       "      <td>390</td>\n",
       "      <td>428</td>\n",
       "      <td>439</td>\n",
       "      <td>466</td>\n",
       "      <td>501</td>\n",
       "      <td>525</td>\n",
       "      <td>545</td>\n",
       "      <td>564</td>\n",
       "      <td>583</td>\n",
       "      <td>601</td>\n",
       "      <td>601</td>\n",
       "      <td>638</td>\n",
       "      <td>646</td>\n",
       "      <td>659</td>\n",
       "      <td>673</td>\n",
       "      <td>673</td>\n",
       "      <td>696</td>\n",
       "      <td>704</td>\n",
       "      <td>713</td>\n",
       "      <td>717</td>\n",
       "      <td>717</td>\n",
       "      <td>723</td>\n",
       "      <td>723</td>\n",
       "      <td>731</td>\n",
       "      <td>738</td>\n",
       "      <td>738</td>\n",
       "      <td>743</td>\n",
       "      <td>743</td>\n",
       "      <td>743</td>\n",
       "      <td>745</td>\n",
       "      <td>745</td>\n",
       "      <td>747</td>\n",
       "      <td>748</td>\n",
       "      <td>750</td>\n",
       "      <td>751</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>752</td>\n",
       "      <td>754</td>\n",
       "      <td>755</td>\n",
       "      <td>755</td>\n",
       "      <td>758</td>\n",
       "      <td>760</td>\n",
       "      <td>761</td>\n",
       "      <td>761</td>\n",
       "      <td>761</td>\n",
       "      <td>761</td>\n",
       "      <td>761</td>\n",
       "      <td>761</td>\n",
       "      <td>762</td>\n",
       "      <td>762</td>\n",
       "      <td>762</td>\n",
       "      <td>762</td>\n",
       "      <td>762</td>\n",
       "      <td>763</td>\n",
       "      <td>763</td>\n",
       "      <td>763</td>\n",
       "      <td>763</td>\n",
       "      <td>764</td>\n",
       "      <td>764</td>\n",
       "      <td>764</td>\n",
       "      <td>765</td>\n",
       "      <td>844</td>\n",
       "      <td>851</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>852</td>\n",
       "      <td>853</td>\n",
       "      <td>853</td>\n",
       "      <td>853</td>\n",
       "      <td>853</td>\n",
       "      <td>854</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>855</td>\n",
       "      <td>858</td>\n",
       "      <td>861</td>\n",
       "      <td>862</td>\n",
       "      <td>877</td>\n",
       "      <td>880</td>\n",
       "      <td>880</td>\n",
       "      <td>880</td>\n",
       "      <td>884</td>\n",
       "      <td>884</td>\n",
       "      <td>889</td>\n",
       "      <td>889</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td></td>\n",
       "      <td>Angola</td>\n",
       "      <td>-11.2027</td>\n",
       "      <td>17.8739</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>30</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>48</td>\n",
       "      <td>50</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>69</td>\n",
       "      <td>70</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>74</td>\n",
       "      <td>81</td>\n",
       "      <td>84</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>86</td>\n",
       "      <td>88</td>\n",
       "      <td>91</td>\n",
       "      <td>92</td>\n",
       "      <td>96</td>\n",
       "      <td>113</td>\n",
       "      <td>118</td>\n",
       "      <td>130</td>\n",
       "      <td>138</td>\n",
       "      <td>140</td>\n",
       "      <td>142</td>\n",
       "      <td>148</td>\n",
       "      <td>155</td>\n",
       "      <td>166</td>\n",
       "      <td>172</td>\n",
       "      <td>176</td>\n",
       "      <td>183</td>\n",
       "      <td>186</td>\n",
       "      <td>189</td>\n",
       "      <td>197</td>\n",
       "      <td>212</td>\n",
       "      <td>212</td>\n",
       "      <td>259</td>\n",
       "      <td>267</td>\n",
       "      <td>276</td>\n",
       "      <td>284</td>\n",
       "      <td>291</td>\n",
       "      <td>315</td>\n",
       "      <td>328</td>\n",
       "      <td>346</td>\n",
       "      <td>346</td>\n",
       "      <td>346</td>\n",
       "      <td>386</td>\n",
       "      <td>386</td>\n",
       "      <td>396</td>\n",
       "      <td>458</td>\n",
       "      <td>462</td>\n",
       "      <td>506</td>\n",
       "      <td>525</td>\n",
       "      <td>541</td>\n",
       "      <td>576</td>\n",
       "      <td>607</td>\n",
       "      <td>638</td>\n",
       "      <td>687</td>\n",
       "      <td>705</td>\n",
       "      <td>749</td>\n",
       "      <td>779</td>\n",
       "      <td>812</td>\n",
       "      <td>851</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "  admin1      country       Lat       Long 1/22/20 1/23/20 1/24/20 1/25/20  \\\n",
       "0         Afghanistan  33.93911  67.709953       0       0       0       0   \n",
       "1             Albania   41.1533    20.1683       0       0       0       0   \n",
       "2             Algeria   28.0339     1.6596       0       0       0       0   \n",
       "3             Andorra   42.5063     1.5218       0       0       0       0   \n",
       "4              Angola  -11.2027    17.8739       0       0       0       0   \n",
       "\n",
       "  1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20 2/2/20 2/3/20 2/4/20  \\\n",
       "0       0       0       0       0       0       0      0      0      0      0   \n",
       "1       0       0       0       0       0       0      0      0      0      0   \n",
       "2       0       0       0       0       0       0      0      0      0      0   \n",
       "3       0       0       0       0       0       0      0      0      0      0   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20 2/12/20 2/13/20 2/14/20  \\\n",
       "0      0      0      0      0      0       0       0       0       0       0   \n",
       "1      0      0      0      0      0       0       0       0       0       0   \n",
       "2      0      0      0      0      0       0       0       0       0       0   \n",
       "3      0      0      0      0      0       0       0       0       0       0   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20 2/21/20 2/22/20 2/23/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       0       0       0       0       0   \n",
       "2       0       0       0       0       0       0       0       0       0   \n",
       "3       0       0       0       0       0       0       0       0       0   \n",
       "4       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20 3/1/20 3/2/20 3/3/20 3/4/20  \\\n",
       "0       1       1       1       1       1       1      1      1      1      1   \n",
       "1       0       0       0       0       0       0      0      0      0      0   \n",
       "2       0       1       1       1       1       1      1      3      5     12   \n",
       "3       0       0       0       0       0       0      0      1      1      1   \n",
       "4       0       0       0       0       0       0      0      0      0      0   \n",
       "\n",
       "  3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20 3/11/20 3/12/20 3/13/20 3/14/20  \\\n",
       "0      1      1      1      4      4       5       7       7       7      11   \n",
       "1      0      0      0      0      2      10      12      23      33      38   \n",
       "2     12     17     17     19     20      20      20      24      26      37   \n",
       "3      1      1      1      1      1       1       1       1       1       1   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  3/15/20 3/16/20 3/17/20 3/18/20 3/19/20 3/20/20 3/21/20 3/22/20 3/23/20  \\\n",
       "0      16      21      22      22      22      24      24      40      40   \n",
       "1      42      51      55      59      64      70      76      89     104   \n",
       "2      48      54      60      74      87      90     139     201     230   \n",
       "3       1       2      39      39      53      75      88     113     133   \n",
       "4       0       0       0       0       0       1       2       2       3   \n",
       "\n",
       "  3/24/20 3/25/20 3/26/20 3/27/20 3/28/20 3/29/20 3/30/20 3/31/20 4/1/20  \\\n",
       "0      74      84      94     110     110     120     170     174    237   \n",
       "1     123     146     174     186     197     212     223     243    259   \n",
       "2     264     302     367     409     454     511     584     716    847   \n",
       "3     164     188     224     267     308     334     370     376    390   \n",
       "4       3       3       4       4       5       7       7       7      8   \n",
       "\n",
       "  4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20  \\\n",
       "0    273    281    299    349    367    423    444    484     521     555   \n",
       "1    277    304    333    361    377    383    400    409     416     433   \n",
       "2    986   1171   1251   1320   1423   1468   1572   1666    1761    1825   \n",
       "3    428    439    466    501    525    545    564    583     601     601   \n",
       "4      8      8     10     14     16     17     19     19      19      19   \n",
       "\n",
       "  4/12/20 4/13/20 4/14/20 4/15/20 4/16/20 4/17/20 4/18/20 4/19/20 4/20/20  \\\n",
       "0     607     665     714     784     840     906     933     996    1026   \n",
       "1     446     467     475     494     518     539     548     562     584   \n",
       "2    1914    1983    2070    2160    2268    2418    2534    2629    2718   \n",
       "3     638     646     659     673     673     696     704     713     717   \n",
       "4      19      19      19      19      19      19      24      24      24   \n",
       "\n",
       "  4/21/20 4/22/20 4/23/20 4/24/20 4/25/20 4/26/20 4/27/20 4/28/20 4/29/20  \\\n",
       "0    1092    1176    1279    1351    1463    1531    1703    1828    1939   \n",
       "1     609     634     663     678     712     726     736     750     766   \n",
       "2    2811    2910    3007    3127    3256    3382    3517    3649    3848   \n",
       "3     717     723     723     731     738     738     743     743     743   \n",
       "4      24      25      25      25      25      26      27      27      27   \n",
       "\n",
       "  4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20 5/6/20 5/7/20 5/8/20 5/9/20  \\\n",
       "0    2171   2335   2469   2704   2894   3224   3392   3563   3778   4033   \n",
       "1     773    782    789    795    803    820    832    842    850    856   \n",
       "2    4006   4154   4295   4474   4648   4838   4997   5182   5369   5558   \n",
       "3     745    745    747    748    750    751    751    752    752    754   \n",
       "4      27     30     35     35     35     36     36     36     43     43   \n",
       "\n",
       "  5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20 5/16/20 5/17/20 5/18/20  \\\n",
       "0    4402    4687    4963    5226    5639    6053    6402    6664    7072   \n",
       "1     868     872     876     880     898     916     933     946     948   \n",
       "2    5723    5891    6067    6253    6442    6629    6821    7019    7201   \n",
       "3     755     755     758     760     761     761     761     761     761   \n",
       "4      45      45      45      45      48      48      48      48      50   \n",
       "\n",
       "  5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20  \\\n",
       "0    7653    8145    8676    9216    9998   10582   11173   11831   12456   \n",
       "1     949     964     969     981     989     998    1004    1029    1050   \n",
       "2    7377    7542    7728    7918    8113    8306    8503    8697    8857   \n",
       "3     761     762     762     762     762     762     763     763     763   \n",
       "4      52      52      58      60      61      69      70      70      71   \n",
       "\n",
       "  5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20 6/3/20 6/4/20 6/5/20 6/6/20  \\\n",
       "0   13036   13659   14525   15205  15750  16509  17267  18054  18969  19551   \n",
       "1    1076    1099    1122    1137   1143   1164   1184   1197   1212   1232   \n",
       "2    8997    9134    9267    9394   9513   9626   9733   9831   9935  10050   \n",
       "3     763     764     764     764    765    844    851    852    852    852   \n",
       "4      74      81      84      86     86     86     86     86     86     88   \n",
       "\n",
       "  6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20 6/13/20 6/14/20 6/15/20  \\\n",
       "0  20342  20917  21459   22142   22890   23546   24102   24766   25527   \n",
       "1   1246   1263   1299    1341    1385    1416    1464    1521    1590   \n",
       "2  10154  10265  10382   10484   10589   10698   10810   10919   11031   \n",
       "3    852    852    852     852     852     853     853     853     853   \n",
       "4     91     92     96     113     118     130     138     140     142   \n",
       "\n",
       "  6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20 6/22/20 6/23/20 6/24/20  \\\n",
       "0   26310   26874   27532   27878   28424   28833   29157   29481   29640   \n",
       "1    1672    1722    1788    1838    1891    1962    1995    2047    2114   \n",
       "2   11147   11268   11385   11504   11631   11771   11920   12076   12248   \n",
       "3     854     854     855     855     855     855     855     855     855   \n",
       "4     148     155     166     172     176     183     186     189     197   \n",
       "\n",
       "  6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20 7/1/20 7/2/20 7/3/20 7/4/20  \\\n",
       "0   30175   30451   30616   30967   31238   31517  31836  32022  32324  32672   \n",
       "1    2192    2269    2330    2402    2466    2535   2580   2662   2752   2819   \n",
       "2   12445   12685   12968   13273   13571   13907  14272  14657  15070  15500   \n",
       "3     855     855     855     855     855     855    855    855    855    855   \n",
       "4     212     212     259     267     276     284    291    315    328    346   \n",
       "\n",
       "  7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20 7/11/20 7/12/20 7/13/20 7/14/20  \\\n",
       "0  32951  33190  33384  33594  33908   34194   34366   34451   34455   34740   \n",
       "1   2893   2964   3038   3106   3188    3278    3371    3454    3571    3667   \n",
       "2  15941  16404  16879  17348  17808   18242   18712   19195   19689   20216   \n",
       "3    855    855    855    855    855     855     855     855     858     861   \n",
       "4    346    346    386    386    396     458     462     506     525     541   \n",
       "\n",
       "  7/15/20 7/16/20 7/17/20 7/18/20 7/19/20 7/20/20 7/21/20 7/22/20 7/23/20  \n",
       "0   34994   35070   35229   35301   35475   35526   35615   35727   35928  \n",
       "1    3752    3851    3906    4008    4090    4171    4290    4358    4466  \n",
       "2   20770   21355   21948   22549   23084   23691   24278   24872   25484  \n",
       "3     862     877     880     880     880     884     884     889     889  \n",
       "4     576     607     638     687     705     749     779     812     851  "
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "confirmed.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Reformat dataframe by day"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [],
   "source": [
    "days = confirmed.columns.tolist()[4:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [],
   "source": [
    "def split_by_day(df, day, label):\n",
    "    day_df = df[['country', 'admin1', day]].copy()\n",
    "    day_df.rename(columns={day: label}, inplace=True)\n",
    "    day_df['date'] = day\n",
    "    return day_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_confirmed = pd.concat((split_by_day(confirmed, day, 'cummulativeConfirmed') for day in days))\n",
    "cases_confirmed['date'] = cases_confirmed['date'].apply(dateutil.parser.parse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "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>country</th>\n",
       "      <th>admin1</th>\n",
       "      <th>cummulativeConfirmed</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country admin1 cummulativeConfirmed       date\n",
       "0  Afghanistan                           0 2020-01-22\n",
       "1      Albania                           0 2020-01-22\n",
       "2      Algeria                           0 2020-01-22\n",
       "3      Andorra                           0 2020-01-22\n",
       "4       Angola                           0 2020-01-22"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_confirmed.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Process global cummulative deaths"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "metadata": {},
   "outputs": [],
   "source": [
    "deaths = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv\",  dtype='str')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "metadata": {},
   "outputs": [],
   "source": [
    "deaths = deaths.fillna('')\n",
    "deaths.rename(columns={'Province/State': 'admin1', 'Country/Region': 'country'}, inplace=True)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases_deaths = pd.concat((split_by_day(deaths, day, 'cummulativeDeaths') for day in days))\n",
    "cases_deaths['date'] = cases_deaths['date'].apply(dateutil.parser.parse)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "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>country</th>\n",
       "      <th>admin1</th>\n",
       "      <th>cummulativeDeaths</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td></td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country admin1 cummulativeDeaths       date\n",
       "0  Afghanistan                        0 2020-01-22\n",
       "1      Albania                        0 2020-01-22\n",
       "2      Algeria                        0 2020-01-22\n",
       "3      Andorra                        0 2020-01-22\n",
       "4       Angola                        0 2020-01-22"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_deaths.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Merge global cases into one dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = cases_confirmed.merge(cases_deaths, on=['country', 'admin1', 'date'])"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save only cases that have non-zero counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = cases[(cases['cummulativeConfirmed'] != '0') | (cases['cummulativeDeaths'] != '0')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "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>country</th>\n",
       "      <th>admin1</th>\n",
       "      <th>cummulativeConfirmed</th>\n",
       "      <th>date</th>\n",
       "      <th>cummulativeDeaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>China</td>\n",
       "      <td>Anhui</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>China</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>14</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>China</td>\n",
       "      <td>Chongqing</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>China</td>\n",
       "      <td>Fujian</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>China</td>\n",
       "      <td>Guangdong</td>\n",
       "      <td>26</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   country     admin1 cummulativeConfirmed       date cummulativeDeaths\n",
       "49   China      Anhui                    1 2020-01-22                 0\n",
       "50   China    Beijing                   14 2020-01-22                 0\n",
       "51   China  Chongqing                    6 2020-01-22                 0\n",
       "52   China     Fujian                    1 2020-01-22                 0\n",
       "54   China  Guangdong                   26 2020-01-22                 0"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases.to_csv(NEO4J_IMPORT / \"02a-JHUCasesGlobal.csv\", index=False)"
   ]
  }
 ],
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