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-9f7418e6-ef5d-4a2d-ae16-29a5a6814849/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>545</td>\n",
       "      <td>553</td>\n",
       "      <td>560</td>\n",
       "      <td>583</td>\n",
       "      <td>607</td>\n",
       "      <td>610</td>\n",
       "      <td>636</td>\n",
       "      <td>643</td>\n",
       "      <td>653</td>\n",
       "      <td>662</td>\n",
       "      <td>676</td>\n",
       "      <td>698</td>\n",
       "      <td>715</td>\n",
       "      <td>733</td>\n",
       "      <td>743</td>\n",
       "      <td>765</td>\n",
       "      <td>773</td>\n",
       "      <td>810</td>\n",
       "      <td>823</td>\n",
       "      <td>838</td>\n",
       "      <td>845</td>\n",
       "      <td>863</td>\n",
       "      <td>877</td>\n",
       "      <td>891</td>\n",
       "      <td>900</td>\n",
       "      <td>909</td>\n",
       "      <td>932</td>\n",
       "      <td>941</td>\n",
       "      <td>949</td>\n",
       "      <td>963</td>\n",
       "      <td>972</td>\n",
       "      <td>988</td>\n",
       "      <td>1010</td>\n",
       "      <td>1024</td>\n",
       "      <td>1030</td>\n",
       "      <td>1030</td>\n",
       "      <td>1050</td>\n",
       "      <td>1065</td>\n",
       "      <td>1086</td>\n",
       "      <td>1169</td>\n",
       "      <td>1174</td>\n",
       "      <td>1162</td>\n",
       "      <td>1188</td>\n",
       "      <td>1196</td>\n",
       "      <td>1196</td>\n",
       "      <td>1206</td>\n",
       "      <td>1218</td>\n",
       "      <td>1219</td>\n",
       "      <td>1235</td>\n",
       "      <td>1241</td>\n",
       "      <td>1240</td>\n",
       "      <td>1255</td>\n",
       "      <td>1264</td>\n",
       "      <td>1266</td>\n",
       "      <td>1286</td>\n",
       "      <td>1286</td>\n",
       "      <td>1281</td>\n",
       "      <td>1284</td>\n",
       "      <td>1296</td>\n",
       "      <td>1309</td>\n",
       "      <td>1345</td>\n",
       "      <td>1348</td>\n",
       "      <td>1354</td>\n",
       "      <td>1345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84001003</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1003</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>30.72774991</td>\n",
       "      <td>-87.72207058</td>\n",
       "      <td>Baldwin, Alabama, 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>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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>56</td>\n",
       "      <td>59</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>87</td>\n",
       "      <td>91</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>112</td>\n",
       "      <td>117</td>\n",
       "      <td>123</td>\n",
       "      <td>132</td>\n",
       "      <td>143</td>\n",
       "      <td>147</td>\n",
       "      <td>147</td>\n",
       "      <td>161</td>\n",
       "      <td>168</td>\n",
       "      <td>171</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>181</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>189</td>\n",
       "      <td>196</td>\n",
       "      <td>205</td>\n",
       "      <td>208</td>\n",
       "      <td>216</td>\n",
       "      <td>222</td>\n",
       "      <td>224</td>\n",
       "      <td>227</td>\n",
       "      <td>231</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>254</td>\n",
       "      <td>254</td>\n",
       "      <td>260</td>\n",
       "      <td>262</td>\n",
       "      <td>270</td>\n",
       "      <td>269</td>\n",
       "      <td>271</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>274</td>\n",
       "      <td>277</td>\n",
       "      <td>282</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>290</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>296</td>\n",
       "      <td>304</td>\n",
       "      <td>313</td>\n",
       "      <td>320</td>\n",
       "      <td>325</td>\n",
       "      <td>331</td>\n",
       "      <td>343</td>\n",
       "      <td>353</td>\n",
       "      <td>361</td>\n",
       "      <td>364</td>\n",
       "      <td>368</td>\n",
       "      <td>374</td>\n",
       "      <td>377</td>\n",
       "      <td>386</td>\n",
       "      <td>398</td>\n",
       "      <td>405</td>\n",
       "      <td>415</td>\n",
       "      <td>422</td>\n",
       "      <td>435</td>\n",
       "      <td>449</td>\n",
       "      <td>462</td>\n",
       "      <td>500</td>\n",
       "      <td>539</td>\n",
       "      <td>559</td>\n",
       "      <td>626</td>\n",
       "      <td>663</td>\n",
       "      <td>686</td>\n",
       "      <td>735</td>\n",
       "      <td>828</td>\n",
       "      <td>846</td>\n",
       "      <td>864</td>\n",
       "      <td>894</td>\n",
       "      <td>980</td>\n",
       "      <td>1039</td>\n",
       "      <td>1114</td>\n",
       "      <td>1170</td>\n",
       "      <td>1207</td>\n",
       "      <td>1277</td>\n",
       "      <td>1341</td>\n",
       "      <td>1396</td>\n",
       "      <td>1499</td>\n",
       "      <td>1579</td>\n",
       "      <td>1669</td>\n",
       "      <td>1796</td>\n",
       "      <td>1914</td>\n",
       "      <td>1990</td>\n",
       "      <td>2077</td>\n",
       "      <td>2164</td>\n",
       "      <td>2423</td>\n",
       "      <td>2473</td>\n",
       "      <td>2620</td>\n",
       "      <td>2665</td>\n",
       "      <td>2727</td>\n",
       "      <td>2793</td>\n",
       "      <td>2865</td>\n",
       "      <td>2984</td>\n",
       "      <td>3056</td>\n",
       "      <td>3095</td>\n",
       "      <td>3175</td>\n",
       "      <td>3210</td>\n",
       "      <td>3263</td>\n",
       "      <td>3322</td>\n",
       "      <td>3380</td>\n",
       "      <td>3443</td>\n",
       "      <td>3502</td>\n",
       "      <td>3544</td>\n",
       "      <td>3651</td>\n",
       "      <td>3670</td>\n",
       "      <td>3710</td>\n",
       "      <td>3744</td>\n",
       "      <td>3791</td>\n",
       "      <td>3839</td>\n",
       "      <td>3877</td>\n",
       "      <td>3888</td>\n",
       "      <td>3906</td>\n",
       "      <td>3931</td>\n",
       "      <td>3957</td>\n",
       "      <td>3997</td>\n",
       "      <td>4037</td>\n",
       "      <td>4069</td>\n",
       "      <td>4083</td>\n",
       "      <td>4100</td>\n",
       "      <td>4166</td>\n",
       "      <td>4199</td>\n",
       "      <td>4230</td>\n",
       "      <td>4307</td>\n",
       "      <td>4402</td>\n",
       "      <td>4422</td>\n",
       "      <td>4445</td>\n",
       "      <td>4458</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84001005</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1005</td>\n",
       "      <td>Barbour</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.868263</td>\n",
       "      <td>-85.3871286</td>\n",
       "      <td>Barbour, Alabama, 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>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>61</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>74</td>\n",
       "      <td>79</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>113</td>\n",
       "      <td>122</td>\n",
       "      <td>130</td>\n",
       "      <td>132</td>\n",
       "      <td>147</td>\n",
       "      <td>150</td>\n",
       "      <td>167</td>\n",
       "      <td>172</td>\n",
       "      <td>175</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>183</td>\n",
       "      <td>190</td>\n",
       "      <td>193</td>\n",
       "      <td>197</td>\n",
       "      <td>199</td>\n",
       "      <td>208</td>\n",
       "      <td>214</td>\n",
       "      <td>221</td>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>237</td>\n",
       "      <td>244</td>\n",
       "      <td>250</td>\n",
       "      <td>262</td>\n",
       "      <td>265</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>276</td>\n",
       "      <td>279</td>\n",
       "      <td>287</td>\n",
       "      <td>303</td>\n",
       "      <td>309</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>319</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>333</td>\n",
       "      <td>345</td>\n",
       "      <td>347</td>\n",
       "      <td>349</td>\n",
       "      <td>353</td>\n",
       "      <td>357</td>\n",
       "      <td>362</td>\n",
       "      <td>367</td>\n",
       "      <td>377</td>\n",
       "      <td>394</td>\n",
       "      <td>399</td>\n",
       "      <td>402</td>\n",
       "      <td>413</td>\n",
       "      <td>426</td>\n",
       "      <td>444</td>\n",
       "      <td>448</td>\n",
       "      <td>465</td>\n",
       "      <td>472</td>\n",
       "      <td>479</td>\n",
       "      <td>484</td>\n",
       "      <td>487</td>\n",
       "      <td>501</td>\n",
       "      <td>507</td>\n",
       "      <td>516</td>\n",
       "      <td>523</td>\n",
       "      <td>529</td>\n",
       "      <td>535</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "      <td>550</td>\n",
       "      <td>554</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>569</td>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>579</td>\n",
       "      <td>581</td>\n",
       "      <td>586</td>\n",
       "      <td>590</td>\n",
       "      <td>598</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>613</td>\n",
       "      <td>619</td>\n",
       "      <td>622</td>\n",
       "      <td>626</td>\n",
       "      <td>629</td>\n",
       "      <td>633</td>\n",
       "      <td>628</td>\n",
       "      <td>616</td>\n",
       "      <td>614</td>\n",
       "      <td>620</td>\n",
       "      <td>624</td>\n",
       "      <td>628</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>617</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84001007</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1007</td>\n",
       "      <td>Bibb</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.99642064</td>\n",
       "      <td>-87.12511459999997</td>\n",
       "      <td>Bibb, Alabama, 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>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>55</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>93</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>108</td>\n",
       "      <td>113</td>\n",
       "      <td>115</td>\n",
       "      <td>118</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>126</td>\n",
       "      <td>132</td>\n",
       "      <td>138</td>\n",
       "      <td>146</td>\n",
       "      <td>150</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "      <td>162</td>\n",
       "      <td>167</td>\n",
       "      <td>171</td>\n",
       "      <td>176</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>190</td>\n",
       "      <td>194</td>\n",
       "      <td>196</td>\n",
       "      <td>198</td>\n",
       "      <td>208</td>\n",
       "      <td>215</td>\n",
       "      <td>221</td>\n",
       "      <td>224</td>\n",
       "      <td>227</td>\n",
       "      <td>232</td>\n",
       "      <td>238</td>\n",
       "      <td>243</td>\n",
       "      <td>251</td>\n",
       "      <td>260</td>\n",
       "      <td>265</td>\n",
       "      <td>274</td>\n",
       "      <td>278</td>\n",
       "      <td>282</td>\n",
       "      <td>284</td>\n",
       "      <td>297</td>\n",
       "      <td>312</td>\n",
       "      <td>317</td>\n",
       "      <td>327</td>\n",
       "      <td>330</td>\n",
       "      <td>336</td>\n",
       "      <td>344</td>\n",
       "      <td>355</td>\n",
       "      <td>360</td>\n",
       "      <td>364</td>\n",
       "      <td>374</td>\n",
       "      <td>381</td>\n",
       "      <td>384</td>\n",
       "      <td>413</td>\n",
       "      <td>416</td>\n",
       "      <td>426</td>\n",
       "      <td>438</td>\n",
       "      <td>442</td>\n",
       "      <td>444</td>\n",
       "      <td>453</td>\n",
       "      <td>457</td>\n",
       "      <td>465</td>\n",
       "      <td>469</td>\n",
       "      <td>469</td>\n",
       "      <td>474</td>\n",
       "      <td>476</td>\n",
       "      <td>490</td>\n",
       "      <td>494</td>\n",
       "      <td>501</td>\n",
       "      <td>503</td>\n",
       "      <td>510</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>513</td>\n",
       "      <td>515</td>\n",
       "      <td>517</td>\n",
       "      <td>523</td>\n",
       "      <td>533</td>\n",
       "      <td>535</td>\n",
       "      <td>538</td>\n",
       "      <td>541</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84001009</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1009</td>\n",
       "      <td>Blount</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.98210918</td>\n",
       "      <td>-86.56790593</td>\n",
       "      <td>Blount, Alabama, 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>1</td>\n",
       "      <td>2</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>6</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</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>47</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>51</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>87</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>110</td>\n",
       "      <td>114</td>\n",
       "      <td>119</td>\n",
       "      <td>121</td>\n",
       "      <td>127</td>\n",
       "      <td>136</td>\n",
       "      <td>140</td>\n",
       "      <td>146</td>\n",
       "      <td>150</td>\n",
       "      <td>156</td>\n",
       "      <td>165</td>\n",
       "      <td>173</td>\n",
       "      <td>181</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>196</td>\n",
       "      <td>204</td>\n",
       "      <td>214</td>\n",
       "      <td>218</td>\n",
       "      <td>226</td>\n",
       "      <td>230</td>\n",
       "      <td>235</td>\n",
       "      <td>243</td>\n",
       "      <td>251</td>\n",
       "      <td>258</td>\n",
       "      <td>273</td>\n",
       "      <td>281</td>\n",
       "      <td>296</td>\n",
       "      <td>320</td>\n",
       "      <td>331</td>\n",
       "      <td>344</td>\n",
       "      <td>367</td>\n",
       "      <td>395</td>\n",
       "      <td>406</td>\n",
       "      <td>421</td>\n",
       "      <td>441</td>\n",
       "      <td>465</td>\n",
       "      <td>479</td>\n",
       "      <td>498</td>\n",
       "      <td>528</td>\n",
       "      <td>552</td>\n",
       "      <td>569</td>\n",
       "      <td>578</td>\n",
       "      <td>601</td>\n",
       "      <td>607</td>\n",
       "      <td>623</td>\n",
       "      <td>658</td>\n",
       "      <td>685</td>\n",
       "      <td>704</td>\n",
       "      <td>722</td>\n",
       "      <td>736</td>\n",
       "      <td>741</td>\n",
       "      <td>745</td>\n",
       "      <td>759</td>\n",
       "      <td>774</td>\n",
       "      <td>788</td>\n",
       "      <td>800</td>\n",
       "      <td>812</td>\n",
       "      <td>816</td>\n",
       "      <td>825</td>\n",
       "      <td>835</td>\n",
       "      <td>848</td>\n",
       "      <td>854</td>\n",
       "      <td>860</td>\n",
       "      <td>863</td>\n",
       "      <td>887</td>\n",
       "      <td>901</td>\n",
       "      <td>912</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>934</td>\n",
       "      <td>946</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>979</td>\n",
       "      <td>983</td>\n",
       "      <td>1004</td>\n",
       "      <td>1025</td>\n",
       "      <td>1034</td>\n",
       "      <td>1045</td>\n",
       "      <td>1036</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>84001011</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1011</td>\n",
       "      <td>Bullock</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.10030533</td>\n",
       "      <td>-85.71265535</td>\n",
       "      <td>Bullock, Alabama, 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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</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>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>35</td>\n",
       "      <td>35</td>\n",
       "      <td>40</td>\n",
       "      <td>52</td>\n",
       "      <td>64</td>\n",
       "      <td>65</td>\n",
       "      <td>89</td>\n",
       "      <td>105</td>\n",
       "      <td>111</td>\n",
       "      <td>133</td>\n",
       "      <td>167</td>\n",
       "      <td>176</td>\n",
       "      <td>183</td>\n",
       "      <td>201</td>\n",
       "      <td>203</td>\n",
       "      <td>209</td>\n",
       "      <td>209</td>\n",
       "      <td>213</td>\n",
       "      <td>215</td>\n",
       "      <td>217</td>\n",
       "      <td>219</td>\n",
       "      <td>225</td>\n",
       "      <td>232</td>\n",
       "      <td>238</td>\n",
       "      <td>243</td>\n",
       "      <td>248</td>\n",
       "      <td>253</td>\n",
       "      <td>258</td>\n",
       "      <td>276</td>\n",
       "      <td>302</td>\n",
       "      <td>305</td>\n",
       "      <td>308</td>\n",
       "      <td>311</td>\n",
       "      <td>318</td>\n",
       "      <td>318</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>325</td>\n",
       "      <td>325</td>\n",
       "      <td>332</td>\n",
       "      <td>347</td>\n",
       "      <td>347</td>\n",
       "      <td>354</td>\n",
       "      <td>353</td>\n",
       "      <td>360</td>\n",
       "      <td>360</td>\n",
       "      <td>362</td>\n",
       "      <td>364</td>\n",
       "      <td>367</td>\n",
       "      <td>368</td>\n",
       "      <td>369</td>\n",
       "      <td>369</td>\n",
       "      <td>368</td>\n",
       "      <td>369</td>\n",
       "      <td>370</td>\n",
       "      <td>376</td>\n",
       "      <td>377</td>\n",
       "      <td>378</td>\n",
       "      <td>378</td>\n",
       "      <td>380</td>\n",
       "      <td>381</td>\n",
       "      <td>384</td>\n",
       "      <td>388</td>\n",
       "      <td>392</td>\n",
       "      <td>393</td>\n",
       "      <td>395</td>\n",
       "      <td>396</td>\n",
       "      <td>402</td>\n",
       "      <td>403</td>\n",
       "      <td>406</td>\n",
       "      <td>408</td>\n",
       "      <td>408</td>\n",
       "      <td>409</td>\n",
       "      <td>422</td>\n",
       "      <td>425</td>\n",
       "      <td>428</td>\n",
       "      <td>430</td>\n",
       "      <td>436</td>\n",
       "      <td>437</td>\n",
       "      <td>438</td>\n",
       "      <td>441</td>\n",
       "      <td>444</td>\n",
       "      <td>450</td>\n",
       "      <td>454</td>\n",
       "      <td>463</td>\n",
       "      <td>464</td>\n",
       "      <td>466</td>\n",
       "      <td>481</td>\n",
       "      <td>492</td>\n",
       "      <td>493</td>\n",
       "      <td>494</td>\n",
       "      <td>495</td>\n",
       "      <td>496</td>\n",
       "      <td>496</td>\n",
       "      <td>504</td>\n",
       "      <td>522</td>\n",
       "      <td>527</td>\n",
       "      <td>528</td>\n",
       "      <td>527</td>\n",
       "      <td>527</td>\n",
       "      <td>527</td>\n",
       "      <td>527</td>\n",
       "      <td>526</td>\n",
       "      <td>527</td>\n",
       "      <td>530</td>\n",
       "      <td>535</td>\n",
       "      <td>536</td>\n",
       "      <td>537</td>\n",
       "      <td>541</td>\n",
       "      <td>540</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>84001013</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1013</td>\n",
       "      <td>Butler</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.75300095</td>\n",
       "      <td>-86.68057478</td>\n",
       "      <td>Butler, Alabama, 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>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>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>16</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>45</td>\n",
       "      <td>50</td>\n",
       "      <td>53</td>\n",
       "      <td>65</td>\n",
       "      <td>92</td>\n",
       "      <td>105</td>\n",
       "      <td>114</td>\n",
       "      <td>120</td>\n",
       "      <td>130</td>\n",
       "      <td>155</td>\n",
       "      <td>162</td>\n",
       "      <td>178</td>\n",
       "      <td>189</td>\n",
       "      <td>196</td>\n",
       "      <td>224</td>\n",
       "      <td>230</td>\n",
       "      <td>249</td>\n",
       "      <td>258</td>\n",
       "      <td>271</td>\n",
       "      <td>272</td>\n",
       "      <td>285</td>\n",
       "      <td>295</td>\n",
       "      <td>312</td>\n",
       "      <td>318</td>\n",
       "      <td>329</td>\n",
       "      <td>335</td>\n",
       "      <td>344</td>\n",
       "      <td>359</td>\n",
       "      <td>380</td>\n",
       "      <td>391</td>\n",
       "      <td>392</td>\n",
       "      <td>396</td>\n",
       "      <td>402</td>\n",
       "      <td>411</td>\n",
       "      <td>414</td>\n",
       "      <td>416</td>\n",
       "      <td>419</td>\n",
       "      <td>421</td>\n",
       "      <td>431</td>\n",
       "      <td>442</td>\n",
       "      <td>449</td>\n",
       "      <td>455</td>\n",
       "      <td>464</td>\n",
       "      <td>471</td>\n",
       "      <td>484</td>\n",
       "      <td>499</td>\n",
       "      <td>517</td>\n",
       "      <td>536</td>\n",
       "      <td>541</td>\n",
       "      <td>548</td>\n",
       "      <td>551</td>\n",
       "      <td>563</td>\n",
       "      <td>567</td>\n",
       "      <td>570</td>\n",
       "      <td>574</td>\n",
       "      <td>576</td>\n",
       "      <td>579</td>\n",
       "      <td>582</td>\n",
       "      <td>586</td>\n",
       "      <td>592</td>\n",
       "      <td>597</td>\n",
       "      <td>599</td>\n",
       "      <td>602</td>\n",
       "      <td>604</td>\n",
       "      <td>604</td>\n",
       "      <td>607</td>\n",
       "      <td>623</td>\n",
       "      <td>624</td>\n",
       "      <td>633</td>\n",
       "      <td>634</td>\n",
       "      <td>632</td>\n",
       "      <td>637</td>\n",
       "      <td>643</td>\n",
       "      <td>645</td>\n",
       "      <td>651</td>\n",
       "      <td>652</td>\n",
       "      <td>655</td>\n",
       "      <td>656</td>\n",
       "      <td>659</td>\n",
       "      <td>662</td>\n",
       "      <td>665</td>\n",
       "      <td>671</td>\n",
       "      <td>679</td>\n",
       "      <td>682</td>\n",
       "      <td>688</td>\n",
       "      <td>693</td>\n",
       "      <td>698</td>\n",
       "      <td>702</td>\n",
       "      <td>710</td>\n",
       "      <td>714</td>\n",
       "      <td>718</td>\n",
       "      <td>722</td>\n",
       "      <td>728</td>\n",
       "      <td>733</td>\n",
       "      <td>739</td>\n",
       "      <td>743</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>751</td>\n",
       "      <td>754</td>\n",
       "      <td>756</td>\n",
       "      <td>759</td>\n",
       "      <td>758</td>\n",
       "      <td>764</td>\n",
       "      <td>767</td>\n",
       "      <td>770</td>\n",
       "      <td>773</td>\n",
       "      <td>775</td>\n",
       "      <td>779</td>\n",
       "      <td>788</td>\n",
       "      <td>792</td>\n",
       "      <td>795</td>\n",
       "      <td>796</td>\n",
       "      <td>796</td>\n",
       "      <td>796</td>\n",
       "      <td>802</td>\n",
       "      <td>802</td>\n",
       "      <td>804</td>\n",
       "      <td>805</td>\n",
       "      <td>804</td>\n",
       "      <td>809</td>\n",
       "      <td>813</td>\n",
       "      <td>814</td>\n",
       "      <td>827</td>\n",
       "      <td>835</td>\n",
       "      <td>837</td>\n",
       "      <td>840</td>\n",
       "      <td>839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>84001015</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1015</td>\n",
       "      <td>Calhoun</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.77483727</td>\n",
       "      <td>-85.82630386</td>\n",
       "      <td>Calhoun, Alabama, 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>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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>23</td>\n",
       "      <td>34</td>\n",
       "      <td>41</td>\n",
       "      <td>49</td>\n",
       "      <td>53</td>\n",
       "      <td>54</td>\n",
       "      <td>57</td>\n",
       "      <td>59</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>80</td>\n",
       "      <td>83</td>\n",
       "      <td>85</td>\n",
       "      <td>88</td>\n",
       "      <td>89</td>\n",
       "      <td>89</td>\n",
       "      <td>91</td>\n",
       "      <td>90</td>\n",
       "      <td>92</td>\n",
       "      <td>93</td>\n",
       "      <td>94</td>\n",
       "      <td>93</td>\n",
       "      <td>98</td>\n",
       "      <td>105</td>\n",
       "      <td>105</td>\n",
       "      <td>114</td>\n",
       "      <td>114</td>\n",
       "      <td>120</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>124</td>\n",
       "      <td>125</td>\n",
       "      <td>126</td>\n",
       "      <td>127</td>\n",
       "      <td>128</td>\n",
       "      <td>129</td>\n",
       "      <td>130</td>\n",
       "      <td>130</td>\n",
       "      <td>133</td>\n",
       "      <td>133</td>\n",
       "      <td>136</td>\n",
       "      <td>136</td>\n",
       "      <td>137</td>\n",
       "      <td>138</td>\n",
       "      <td>141</td>\n",
       "      <td>146</td>\n",
       "      <td>150</td>\n",
       "      <td>152</td>\n",
       "      <td>152</td>\n",
       "      <td>153</td>\n",
       "      <td>154</td>\n",
       "      <td>160</td>\n",
       "      <td>164</td>\n",
       "      <td>165</td>\n",
       "      <td>165</td>\n",
       "      <td>167</td>\n",
       "      <td>169</td>\n",
       "      <td>174</td>\n",
       "      <td>176</td>\n",
       "      <td>178</td>\n",
       "      <td>180</td>\n",
       "      <td>182</td>\n",
       "      <td>184</td>\n",
       "      <td>188</td>\n",
       "      <td>190</td>\n",
       "      <td>195</td>\n",
       "      <td>196</td>\n",
       "      <td>198</td>\n",
       "      <td>200</td>\n",
       "      <td>202</td>\n",
       "      <td>202</td>\n",
       "      <td>203</td>\n",
       "      <td>205</td>\n",
       "      <td>207</td>\n",
       "      <td>208</td>\n",
       "      <td>212</td>\n",
       "      <td>225</td>\n",
       "      <td>228</td>\n",
       "      <td>237</td>\n",
       "      <td>237</td>\n",
       "      <td>261</td>\n",
       "      <td>268</td>\n",
       "      <td>270</td>\n",
       "      <td>280</td>\n",
       "      <td>322</td>\n",
       "      <td>332</td>\n",
       "      <td>354</td>\n",
       "      <td>376</td>\n",
       "      <td>387</td>\n",
       "      <td>403</td>\n",
       "      <td>436</td>\n",
       "      <td>456</td>\n",
       "      <td>490</td>\n",
       "      <td>515</td>\n",
       "      <td>554</td>\n",
       "      <td>577</td>\n",
       "      <td>642</td>\n",
       "      <td>659</td>\n",
       "      <td>703</td>\n",
       "      <td>724</td>\n",
       "      <td>768</td>\n",
       "      <td>814</td>\n",
       "      <td>849</td>\n",
       "      <td>870</td>\n",
       "      <td>908</td>\n",
       "      <td>970</td>\n",
       "      <td>1029</td>\n",
       "      <td>1076</td>\n",
       "      <td>1157</td>\n",
       "      <td>1206</td>\n",
       "      <td>1253</td>\n",
       "      <td>1297</td>\n",
       "      <td>1409</td>\n",
       "      <td>1438</td>\n",
       "      <td>1535</td>\n",
       "      <td>1560</td>\n",
       "      <td>1590</td>\n",
       "      <td>1627</td>\n",
       "      <td>1672</td>\n",
       "      <td>1704</td>\n",
       "      <td>1761</td>\n",
       "      <td>1784</td>\n",
       "      <td>1807</td>\n",
       "      <td>1819</td>\n",
       "      <td>1828</td>\n",
       "      <td>1853</td>\n",
       "      <td>1867</td>\n",
       "      <td>1903</td>\n",
       "      <td>1919</td>\n",
       "      <td>1936</td>\n",
       "      <td>1982</td>\n",
       "      <td>2028</td>\n",
       "      <td>2072</td>\n",
       "      <td>2105</td>\n",
       "      <td>2134</td>\n",
       "      <td>2144</td>\n",
       "      <td>2168</td>\n",
       "      <td>2179</td>\n",
       "      <td>2215</td>\n",
       "      <td>2225</td>\n",
       "      <td>2255</td>\n",
       "      <td>2316</td>\n",
       "      <td>2346</td>\n",
       "      <td>2377</td>\n",
       "      <td>2411</td>\n",
       "      <td>2413</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>84001017</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1017</td>\n",
       "      <td>Chambers</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.91360079</td>\n",
       "      <td>-85.39072749</td>\n",
       "      <td>Chambers, Alabama, 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>1</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>17</td>\n",
       "      <td>27</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>42</td>\n",
       "      <td>67</td>\n",
       "      <td>80</td>\n",
       "      <td>87</td>\n",
       "      <td>89</td>\n",
       "      <td>94</td>\n",
       "      <td>101</td>\n",
       "      <td>109</td>\n",
       "      <td>151</td>\n",
       "      <td>168</td>\n",
       "      <td>181</td>\n",
       "      <td>198</td>\n",
       "      <td>212</td>\n",
       "      <td>216</td>\n",
       "      <td>221</td>\n",
       "      <td>231</td>\n",
       "      <td>236</td>\n",
       "      <td>240</td>\n",
       "      <td>245</td>\n",
       "      <td>257</td>\n",
       "      <td>259</td>\n",
       "      <td>270</td>\n",
       "      <td>275</td>\n",
       "      <td>282</td>\n",
       "      <td>282</td>\n",
       "      <td>285</td>\n",
       "      <td>289</td>\n",
       "      <td>291</td>\n",
       "      <td>293</td>\n",
       "      <td>295</td>\n",
       "      <td>290</td>\n",
       "      <td>294</td>\n",
       "      <td>300</td>\n",
       "      <td>302</td>\n",
       "      <td>304</td>\n",
       "      <td>306</td>\n",
       "      <td>308</td>\n",
       "      <td>311</td>\n",
       "      <td>314</td>\n",
       "      <td>316</td>\n",
       "      <td>319</td>\n",
       "      <td>324</td>\n",
       "      <td>324</td>\n",
       "      <td>326</td>\n",
       "      <td>326</td>\n",
       "      <td>328</td>\n",
       "      <td>328</td>\n",
       "      <td>329</td>\n",
       "      <td>329</td>\n",
       "      <td>331</td>\n",
       "      <td>332</td>\n",
       "      <td>330</td>\n",
       "      <td>330</td>\n",
       "      <td>336</td>\n",
       "      <td>337</td>\n",
       "      <td>338</td>\n",
       "      <td>340</td>\n",
       "      <td>349</td>\n",
       "      <td>352</td>\n",
       "      <td>353</td>\n",
       "      <td>355</td>\n",
       "      <td>358</td>\n",
       "      <td>358</td>\n",
       "      <td>359</td>\n",
       "      <td>360</td>\n",
       "      <td>363</td>\n",
       "      <td>373</td>\n",
       "      <td>378</td>\n",
       "      <td>383</td>\n",
       "      <td>391</td>\n",
       "      <td>401</td>\n",
       "      <td>417</td>\n",
       "      <td>427</td>\n",
       "      <td>438</td>\n",
       "      <td>453</td>\n",
       "      <td>461</td>\n",
       "      <td>471</td>\n",
       "      <td>472</td>\n",
       "      <td>487</td>\n",
       "      <td>493</td>\n",
       "      <td>502</td>\n",
       "      <td>507</td>\n",
       "      <td>514</td>\n",
       "      <td>520</td>\n",
       "      <td>529</td>\n",
       "      <td>535</td>\n",
       "      <td>545</td>\n",
       "      <td>547</td>\n",
       "      <td>547</td>\n",
       "      <td>571</td>\n",
       "      <td>576</td>\n",
       "      <td>581</td>\n",
       "      <td>600</td>\n",
       "      <td>612</td>\n",
       "      <td>624</td>\n",
       "      <td>629</td>\n",
       "      <td>642</td>\n",
       "      <td>643</td>\n",
       "      <td>647</td>\n",
       "      <td>657</td>\n",
       "      <td>664</td>\n",
       "      <td>674</td>\n",
       "      <td>677</td>\n",
       "      <td>685</td>\n",
       "      <td>693</td>\n",
       "      <td>699</td>\n",
       "      <td>710</td>\n",
       "      <td>717</td>\n",
       "      <td>730</td>\n",
       "      <td>734</td>\n",
       "      <td>739</td>\n",
       "      <td>743</td>\n",
       "      <td>748</td>\n",
       "      <td>756</td>\n",
       "      <td>759</td>\n",
       "      <td>767</td>\n",
       "      <td>776</td>\n",
       "      <td>779</td>\n",
       "      <td>790</td>\n",
       "      <td>796</td>\n",
       "      <td>800</td>\n",
       "      <td>806</td>\n",
       "      <td>807</td>\n",
       "      <td>814</td>\n",
       "      <td>821</td>\n",
       "      <td>828</td>\n",
       "      <td>832</td>\n",
       "      <td>835</td>\n",
       "      <td>835</td>\n",
       "      <td>840</td>\n",
       "      <td>841</td>\n",
       "      <td>844</td>\n",
       "      <td>847</td>\n",
       "      <td>848</td>\n",
       "      <td>848</td>\n",
       "      <td>852</td>\n",
       "      <td>854</td>\n",
       "      <td>854</td>\n",
       "      <td>855</td>\n",
       "      <td>859</td>\n",
       "      <td>859</td>\n",
       "      <td>861</td>\n",
       "      <td>865</td>\n",
       "      <td>869</td>\n",
       "      <td>870</td>\n",
       "      <td>870</td>\n",
       "      <td>863</td>\n",
       "      <td>862</td>\n",
       "      <td>860</td>\n",
       "      <td>863</td>\n",
       "      <td>867</td>\n",
       "      <td>868</td>\n",
       "      <td>873</td>\n",
       "      <td>874</td>\n",
       "      <td>861</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>84001019</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1019</td>\n",
       "      <td>Cherokee</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>34.17805983</td>\n",
       "      <td>-85.60638968</td>\n",
       "      <td>Cherokee, Alabama, 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>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>4</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</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>11</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>15</td>\n",
       "      <td>16</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>18</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>27</td>\n",
       "      <td>27</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>31</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>36</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",
       "      <td>38</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>46</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>51</td>\n",
       "      <td>53</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>56</td>\n",
       "      <td>62</td>\n",
       "      <td>65</td>\n",
       "      <td>66</td>\n",
       "      <td>67</td>\n",
       "      <td>70</td>\n",
       "      <td>71</td>\n",
       "      <td>74</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>85</td>\n",
       "      <td>97</td>\n",
       "      <td>102</td>\n",
       "      <td>103</td>\n",
       "      <td>111</td>\n",
       "      <td>112</td>\n",
       "      <td>115</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>131</td>\n",
       "      <td>135</td>\n",
       "      <td>140</td>\n",
       "      <td>146</td>\n",
       "      <td>150</td>\n",
       "      <td>158</td>\n",
       "      <td>166</td>\n",
       "      <td>172</td>\n",
       "      <td>172</td>\n",
       "      <td>174</td>\n",
       "      <td>181</td>\n",
       "      <td>191</td>\n",
       "      <td>192</td>\n",
       "      <td>194</td>\n",
       "      <td>205</td>\n",
       "      <td>206</td>\n",
       "      <td>211</td>\n",
       "      <td>217</td>\n",
       "      <td>219</td>\n",
       "      <td>222</td>\n",
       "      <td>233</td>\n",
       "      <td>242</td>\n",
       "      <td>247</td>\n",
       "      <td>249</td>\n",
       "      <td>258</td>\n",
       "      <td>263</td>\n",
       "      <td>270</td>\n",
       "      <td>273</td>\n",
       "      <td>275</td>\n",
       "      <td>276</td>\n",
       "      <td>279</td>\n",
       "      <td>288</td>\n",
       "      <td>293</td>\n",
       "      <td>299</td>\n",
       "      <td>302</td>\n",
       "      <td>306</td>\n",
       "      <td>313</td>\n",
       "      <td>313</td>\n",
       "      <td>319</td>\n",
       "      <td>324</td>\n",
       "      <td>330</td>\n",
       "      <td>331</td>\n",
       "      <td>336</td>\n",
       "      <td>334</td>\n",
       "      <td>331</td>\n",
       "      <td>336</td>\n",
       "      <td>336</td>\n",
       "      <td>341</td>\n",
       "      <td>345</td>\n",
       "      <td>346</td>\n",
       "      <td>353</td>\n",
       "      <td>354</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3  FIPS    Admin2 Province_State Country_Region  \\\n",
       "0  84001001   US  USA   840  1001   Autauga        Alabama             US   \n",
       "1  84001003   US  USA   840  1003   Baldwin        Alabama             US   \n",
       "2  84001005   US  USA   840  1005   Barbour        Alabama             US   \n",
       "3  84001007   US  USA   840  1007      Bibb        Alabama             US   \n",
       "4  84001009   US  USA   840  1009    Blount        Alabama             US   \n",
       "5  84001011   US  USA   840  1011   Bullock        Alabama             US   \n",
       "6  84001013   US  USA   840  1013    Butler        Alabama             US   \n",
       "7  84001015   US  USA   840  1015   Calhoun        Alabama             US   \n",
       "8  84001017   US  USA   840  1017  Chambers        Alabama             US   \n",
       "9  84001019   US  USA   840  1019  Cherokee        Alabama             US   \n",
       "\n",
       "           Lat               Long_           Combined_Key 1/22/20 1/23/20  \\\n",
       "0  32.53952745        -86.64408227   Autauga, Alabama, US       0       0   \n",
       "1  30.72774991        -87.72207058   Baldwin, Alabama, US       0       0   \n",
       "2    31.868263         -85.3871286   Barbour, Alabama, US       0       0   \n",
       "3  32.99642064  -87.12511459999997      Bibb, Alabama, US       0       0   \n",
       "4  33.98210918        -86.56790593    Blount, Alabama, US       0       0   \n",
       "5  32.10030533        -85.71265535   Bullock, Alabama, US       0       0   \n",
       "6  31.75300095        -86.68057478    Butler, Alabama, US       0       0   \n",
       "7  33.77483727        -85.82630386   Calhoun, Alabama, US       0       0   \n",
       "8  32.91360079        -85.39072749  Chambers, Alabama, US       0       0   \n",
       "9  34.17805983        -85.60638968  Cherokee, Alabama, US       0       0   \n",
       "\n",
       "  1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20  \\\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",
       "  2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20  \\\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",
       "  2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20  \\\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",
       "  2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20  \\\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",
       "  3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20  \\\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",
       "  3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       1       1       1       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",
       "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       1       1   \n",
       "8       0       0       0       0       0       0       0       0       1   \n",
       "9       0       0       0       0       0       0       0       0       0   \n",
       "\n",
       "  3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20  \\\n",
       "0       0       0       0       0       1       4       6       6       6   \n",
       "1       2       2       2       3       4       4       5       5      10   \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       1       2       4       5   \n",
       "5       0       0       0       0       0       0       2       2       3   \n",
       "6       0       0       0       0       0       1       1       1       1   \n",
       "7       1       1       1       2       2       2       2       3       3   \n",
       "8       2       1       2       2       5      10      13      13      17   \n",
       "9       0       0       0       0       0       1       1       1       1   \n",
       "\n",
       "  3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20  \\\n",
       "0       6       6       7      8     10     12     12     12     12     12   \n",
       "1      15      18      19     20     24     28     29     29     38     42   \n",
       "2       0       0       0      0      0      1      2      2      2      3   \n",
       "3       0       2       3      3      4      4      4      5      7      8   \n",
       "4       5       5       5      5      6      9     10     10     10     10   \n",
       "5       3       3       3      3      2      2      2      2      2      2   \n",
       "6       1       1       1      1      1      1      1      1      1      2   \n",
       "7       3       8       9     11     12     18     21     23     34     41   \n",
       "8      27      33      36     42     67     80     87     89     94    101   \n",
       "9       2       2       2      2      4      5      6      6      6      6   \n",
       "\n",
       "  4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20  \\\n",
       "0     12     15      17      19      19      19      23      24      26   \n",
       "1     44     56      59      66      71      72      87      91     101   \n",
       "2      3      4       9       9      10      10      11      12      14   \n",
       "3      9      9      11      13      16      17      17      18      22   \n",
       "4     10     11      12      12      13      14      16      17      18   \n",
       "5      3      3       4       4       4       5       8       8       8   \n",
       "6      2      3       3       6       7       8       8       9      11   \n",
       "7     49     53      54      57      59      61      62      62      62   \n",
       "8    109    151     168     181     198     212     216     221     231   \n",
       "9      7      7       7       7       8       9       9       9      11   \n",
       "\n",
       "  4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20  \\\n",
       "0      26      25      26      28      30      32      33      36      36   \n",
       "1     103     109     112     117     123     132     143     147     147   \n",
       "2      15      18      20      22      28      29      30      32      32   \n",
       "3      24      26      28      32      32      34      33      34      34   \n",
       "4      20      20      21      22      26      29      31      31      31   \n",
       "5       8       9       9      11      11      11      12      12      12   \n",
       "6      16      13      14      14      15      17      19      21      21   \n",
       "7      63      66      71      80      83      85      88      89      89   \n",
       "8     236     240     245     257     259     270     275     282     282   \n",
       "9      12      12      12      12      13      13      12      12      12   \n",
       "\n",
       "  4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20  \\\n",
       "0      37      39      40      43      44     42     45     48     53     53   \n",
       "1     161     168     171     174     174    175    181    187    188    189   \n",
       "2      33      35      37      37      39     42     43     45     45     47   \n",
       "3      38      42      42      42      42     42     42     43     42     43   \n",
       "4      34      34      34      36      37     39     40     40     40     40   \n",
       "5      12      12      12      12      13     14     14     14     16     18   \n",
       "6      32      34      45      50      53     65     92    105    114    120   \n",
       "7      91      90      92      93      94     93     98    105    105    114   \n",
       "8     285     289     291     293     295    290    294    300    302    304   \n",
       "9      14      14      15      15      15     15     15     16     16     17   \n",
       "\n",
       "  5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20  \\\n",
       "0     58     61     67     68      74      84      91      93     104     103   \n",
       "1    196    205    208    216     222     224     227     231     243     244   \n",
       "2     47     51     53     58      59      61      67      69      74      79   \n",
       "3     43     44     44     45      46      46      46      46      46      49   \n",
       "4     42     44     44     44      44      45      45      45      45      45   \n",
       "5     18     18     21     22      23      26      26      28      28      32   \n",
       "6    130    155    162    178     189     196     224     230     249     258   \n",
       "7    114    120    123    124     124     125     126     127     128     129   \n",
       "8    306    308    311    314     316     319     324     324     326     326   \n",
       "9     18     18     21     22      22      24      24      24      25      26   \n",
       "\n",
       "  5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20  \\\n",
       "0     110     110     120     127     136     143     149     155     159   \n",
       "1     254     254     260     262     270     269     271     273     274   \n",
       "2      79      81      85      90      96      99     104     105     110   \n",
       "3      50      50      50      51      52      52      55      58      59   \n",
       "4      45      46      47      47      47      47      49      49      49   \n",
       "5      35      35      40      52      64      65      89     105     111   \n",
       "6     271     272     285     295     312     318     329     335     344   \n",
       "7     130     130     133     133     136     136     137     138     141   \n",
       "8     328     328     329     329     331     332     330     330     336   \n",
       "9      27      27      28      29      30      31      33      33      33   \n",
       "\n",
       "  5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20  \\\n",
       "0     168     189     192     205     212     216     221    233    239   \n",
       "1     274     277     282     281     282     283     290    292    292   \n",
       "2     113     122     130     132     147     150     167    172    175   \n",
       "3      59      66      71      71      71      72      75     76     76   \n",
       "4      49      51      53      58      60      61      62     63     63   \n",
       "5     133     167     176     183     201     203     209    209    213   \n",
       "6     359     380     391     392     396     402     411    414    416   \n",
       "7     146     150     152     152     153     154     160    164    165   \n",
       "8     337     338     340     349     352     353     355    358    358   \n",
       "9      33      33      33      34      36      37      37     38     38   \n",
       "\n",
       "  6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20  \\\n",
       "0    239    241    248    259    265    272    282     295     312     323   \n",
       "1    292    293    296    304    313    320    325     331     343     353   \n",
       "2    177    177    183    190    193    197    199     208     214     221   \n",
       "3     76     76     76     77     77     79     85      89      93      97   \n",
       "4     63     63     64     70     72     73     75      79      87      95   \n",
       "5    215    217    219    225    232    238    243     248     253     258   \n",
       "6    419    421    431    442    449    455    464     471     484     499   \n",
       "7    165    167    169    174    176    178    180     182     184     188   \n",
       "8    359    360    363    373    378    383    391     401     417     427   \n",
       "9     38     38     38     40     42     42     42      42      42      46   \n",
       "\n",
       "  6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20  \\\n",
       "0     331     357     364     367     369     394     405     425     428   \n",
       "1     361     364     368     374     377     386     398     405     415   \n",
       "2     226     234     237     244     250     262     265     271     271   \n",
       "3     100     104     108     113     115     118     123     123     124   \n",
       "4     102     110     114     119     121     127     136     140     146   \n",
       "5     276     302     305     308     311     318     318     324     324   \n",
       "6     517     536     541     548     551     563     567     570     574   \n",
       "7     190     195     196     198     200     202     202     203     205   \n",
       "8     438     453     461     471     472     487     493     502     507   \n",
       "9      47      51      51      51      51      53      56      56      56   \n",
       "\n",
       "  6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20  \\\n",
       "0     436     447     463     473     482     492     497     521     530   \n",
       "1     422     435     449     462     500     539     559     626     663   \n",
       "2     276     279     287     303     309     314     314     319     322   \n",
       "3     126     132     138     146     150     158     159     162     167   \n",
       "4     150     156     165     173     181     185     186     196     204   \n",
       "5     325     325     332     347     347     354     353     360     360   \n",
       "6     576     579     582     586     592     597     599     602     604   \n",
       "7     207     208     212     225     228     237     237     261     268   \n",
       "8     514     520     529     535     545     547     547     571     576   \n",
       "9      56      56      56      62      65      66      67      70      71   \n",
       "\n",
       "  7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20  \\\n",
       "0    545    553    560    583    607    610    636    643    653     662   \n",
       "1    686    735    828    846    864    894    980   1039   1114    1170   \n",
       "2    323    333    345    347    349    353    357    362    367     377   \n",
       "3    171    176    186    187    190    194    196    198    208     215   \n",
       "4    214    218    226    230    235    243    251    258    273     281   \n",
       "5    362    364    367    368    369    369    368    369    370     376   \n",
       "6    604    607    623    624    633    634    632    637    643     645   \n",
       "7    270    280    322    332    354    376    387    403    436     456   \n",
       "8    581    600    612    624    629    642    643    647    657     664   \n",
       "9     74     79     85     85     97    102    103    111    112     115   \n",
       "\n",
       "  7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20  \\\n",
       "0     676     698     715     733     743     765     773     810     823   \n",
       "1    1207    1277    1341    1396    1499    1579    1669    1796    1914   \n",
       "2     394     399     402     413     426     444     448     465     472   \n",
       "3     221     224     227     232     238     243     251     260     265   \n",
       "4     296     320     331     344     367     395     406     421     441   \n",
       "5     377     378     378     380     381     384     388     392     393   \n",
       "6     651     652     655     656     659     662     665     671     679   \n",
       "7     490     515     554     577     642     659     703     724     768   \n",
       "8     674     677     685     693     699     710     717     730     734   \n",
       "9     123     124     131     135     140     146     150     158     166   \n",
       "\n",
       "  7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20  \\\n",
       "0     838     845     863     877     891     900     909     932     941   \n",
       "1    1990    2077    2164    2423    2473    2620    2665    2727    2793   \n",
       "2     479     484     487     501     507     516     523     529     535   \n",
       "3     274     278     282     284     297     312     317     327     330   \n",
       "4     465     479     498     528     552     569     578     601     607   \n",
       "5     395     396     402     403     406     408     408     409     422   \n",
       "6     682     688     693     698     702     710     714     718     722   \n",
       "7     814     849     870     908     970    1029    1076    1157    1206   \n",
       "8     739     743     748     756     759     767     776     779     790   \n",
       "9     172     172     174     181     191     192     194     205     206   \n",
       "\n",
       "  7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20  \\\n",
       "0     949     963     972    988   1010   1024   1030   1030   1050   1065   \n",
       "1    2865    2984    3056   3095   3175   3210   3263   3322   3380   3443   \n",
       "2     538     539     550    554    562    563    563    564    565    569   \n",
       "3     336     344     355    360    364    374    381    384    413    416   \n",
       "4     623     658     685    704    722    736    741    745    759    774   \n",
       "5     425     428     430    436    437    438    441    444    450    454   \n",
       "6     728     733     739    743    751    752    751    754    756    759   \n",
       "7    1253    1297    1409   1438   1535   1560   1590   1627   1672   1704   \n",
       "8     796     800     806    807    814    821    828    832    835    835   \n",
       "9     211     217     219    222    233    242    247    249    258    263   \n",
       "\n",
       "  8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20  \\\n",
       "0   1086   1169    1174    1162    1188    1196    1196    1206    1218   \n",
       "1   3502   3544    3651    3670    3710    3744    3791    3839    3877   \n",
       "2    573    575     576     579     581     586     590     598     604   \n",
       "3    426    438     442     444     453     457     465     469     469   \n",
       "4    788    800     812     816     825     835     848     854     860   \n",
       "5    463    464     466     481     492     493     494     495     496   \n",
       "6    758    764     767     770     773     775     779     788     792   \n",
       "7   1761   1784    1807    1819    1828    1853    1867    1903    1919   \n",
       "8    840    841     844     847     848     848     852     854     854   \n",
       "9    270    273     275     276     279     288     293     299     302   \n",
       "\n",
       "  8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20  \\\n",
       "0    1219    1235    1241    1240    1255    1264    1266    1286    1286   \n",
       "1    3888    3906    3931    3957    3997    4037    4069    4083    4100   \n",
       "2     605     606     613     619     622     626     629     633     628   \n",
       "3     474     476     490     494     501     503     510     510     511   \n",
       "4     863     887     901     912     930     931     934     946     967   \n",
       "5     496     504     522     527     528     527     527     527     527   \n",
       "6     795     796     796     796     802     802     804     805     804   \n",
       "7    1936    1982    2028    2072    2105    2134    2144    2168    2179   \n",
       "8     855     859     859     861     865     869     870     870     863   \n",
       "9     306     313     313     319     324     330     331     336     334   \n",
       "\n",
       "  8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20  \n",
       "0    1281    1284    1296    1309    1345    1348   1354   1345  \n",
       "1    4166    4199    4230    4307    4402    4422   4445   4458  \n",
       "2     616     614     620     624     628     628    629    617  \n",
       "3     513     515     517     523     533     535    538    541  \n",
       "4     968     979     983    1004    1025    1034   1045   1036  \n",
       "5     526     527     530     535     536     537    541    540  \n",
       "6     809     813     814     827     835     837    840    839  \n",
       "7    2215    2225    2255    2316    2346    2377   2411   2413  \n",
       "8     862     860     863     867     868     873    874    861  \n",
       "9     331     336     336     341     345     346    353    354  "
      ]
     },
     "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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       "      <th>8/31/20</th>\n",
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       "      <th>9/2/20</th>\n",
       "      <th>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
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       "      <td>US</td>\n",
       "      <td>USA</td>\n",
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       "      <td>1001</td>\n",
       "      <td>Autauga</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.53952745</td>\n",
       "      <td>-86.64408227</td>\n",
       "      <td>Autauga, Alabama, 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",
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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",
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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",
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       "      <td>1</td>\n",
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       "      <td>6</td>\n",
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       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>15</td>\n",
       "      <td>17</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>19</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>26</td>\n",
       "      <td>25</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>42</td>\n",
       "      <td>45</td>\n",
       "      <td>48</td>\n",
       "      <td>53</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>61</td>\n",
       "      <td>67</td>\n",
       "      <td>68</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>91</td>\n",
       "      <td>93</td>\n",
       "      <td>104</td>\n",
       "      <td>103</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "      <td>127</td>\n",
       "      <td>136</td>\n",
       "      <td>143</td>\n",
       "      <td>149</td>\n",
       "      <td>155</td>\n",
       "      <td>159</td>\n",
       "      <td>168</td>\n",
       "      <td>189</td>\n",
       "      <td>192</td>\n",
       "      <td>205</td>\n",
       "      <td>212</td>\n",
       "      <td>216</td>\n",
       "      <td>221</td>\n",
       "      <td>233</td>\n",
       "      <td>239</td>\n",
       "      <td>239</td>\n",
       "      <td>241</td>\n",
       "      <td>248</td>\n",
       "      <td>259</td>\n",
       "      <td>265</td>\n",
       "      <td>272</td>\n",
       "      <td>282</td>\n",
       "      <td>295</td>\n",
       "      <td>312</td>\n",
       "      <td>323</td>\n",
       "      <td>331</td>\n",
       "      <td>357</td>\n",
       "      <td>364</td>\n",
       "      <td>367</td>\n",
       "      <td>369</td>\n",
       "      <td>394</td>\n",
       "      <td>405</td>\n",
       "      <td>425</td>\n",
       "      <td>428</td>\n",
       "      <td>436</td>\n",
       "      <td>447</td>\n",
       "      <td>463</td>\n",
       "      <td>473</td>\n",
       "      <td>482</td>\n",
       "      <td>492</td>\n",
       "      <td>497</td>\n",
       "      <td>521</td>\n",
       "      <td>530</td>\n",
       "      <td>545</td>\n",
       "      <td>553</td>\n",
       "      <td>560</td>\n",
       "      <td>583</td>\n",
       "      <td>607</td>\n",
       "      <td>610</td>\n",
       "      <td>636</td>\n",
       "      <td>643</td>\n",
       "      <td>653</td>\n",
       "      <td>662</td>\n",
       "      <td>676</td>\n",
       "      <td>698</td>\n",
       "      <td>715</td>\n",
       "      <td>733</td>\n",
       "      <td>743</td>\n",
       "      <td>765</td>\n",
       "      <td>773</td>\n",
       "      <td>810</td>\n",
       "      <td>823</td>\n",
       "      <td>838</td>\n",
       "      <td>845</td>\n",
       "      <td>863</td>\n",
       "      <td>877</td>\n",
       "      <td>891</td>\n",
       "      <td>900</td>\n",
       "      <td>909</td>\n",
       "      <td>932</td>\n",
       "      <td>941</td>\n",
       "      <td>949</td>\n",
       "      <td>963</td>\n",
       "      <td>972</td>\n",
       "      <td>988</td>\n",
       "      <td>1010</td>\n",
       "      <td>1024</td>\n",
       "      <td>1030</td>\n",
       "      <td>1030</td>\n",
       "      <td>1050</td>\n",
       "      <td>1065</td>\n",
       "      <td>1086</td>\n",
       "      <td>1169</td>\n",
       "      <td>1174</td>\n",
       "      <td>1162</td>\n",
       "      <td>1188</td>\n",
       "      <td>1196</td>\n",
       "      <td>1196</td>\n",
       "      <td>1206</td>\n",
       "      <td>1218</td>\n",
       "      <td>1219</td>\n",
       "      <td>1235</td>\n",
       "      <td>1241</td>\n",
       "      <td>1240</td>\n",
       "      <td>1255</td>\n",
       "      <td>1264</td>\n",
       "      <td>1266</td>\n",
       "      <td>1286</td>\n",
       "      <td>1286</td>\n",
       "      <td>1281</td>\n",
       "      <td>1284</td>\n",
       "      <td>1296</td>\n",
       "      <td>1309</td>\n",
       "      <td>1345</td>\n",
       "      <td>1348</td>\n",
       "      <td>1354</td>\n",
       "      <td>1345</td>\n",
       "      <td>01</td>\n",
       "      <td>001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84001003</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1003</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>30.72774991</td>\n",
       "      <td>-87.72207058</td>\n",
       "      <td>Baldwin, Alabama, 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>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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>19</td>\n",
       "      <td>20</td>\n",
       "      <td>24</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>56</td>\n",
       "      <td>59</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>87</td>\n",
       "      <td>91</td>\n",
       "      <td>101</td>\n",
       "      <td>103</td>\n",
       "      <td>109</td>\n",
       "      <td>112</td>\n",
       "      <td>117</td>\n",
       "      <td>123</td>\n",
       "      <td>132</td>\n",
       "      <td>143</td>\n",
       "      <td>147</td>\n",
       "      <td>147</td>\n",
       "      <td>161</td>\n",
       "      <td>168</td>\n",
       "      <td>171</td>\n",
       "      <td>174</td>\n",
       "      <td>174</td>\n",
       "      <td>175</td>\n",
       "      <td>181</td>\n",
       "      <td>187</td>\n",
       "      <td>188</td>\n",
       "      <td>189</td>\n",
       "      <td>196</td>\n",
       "      <td>205</td>\n",
       "      <td>208</td>\n",
       "      <td>216</td>\n",
       "      <td>222</td>\n",
       "      <td>224</td>\n",
       "      <td>227</td>\n",
       "      <td>231</td>\n",
       "      <td>243</td>\n",
       "      <td>244</td>\n",
       "      <td>254</td>\n",
       "      <td>254</td>\n",
       "      <td>260</td>\n",
       "      <td>262</td>\n",
       "      <td>270</td>\n",
       "      <td>269</td>\n",
       "      <td>271</td>\n",
       "      <td>273</td>\n",
       "      <td>274</td>\n",
       "      <td>274</td>\n",
       "      <td>277</td>\n",
       "      <td>282</td>\n",
       "      <td>281</td>\n",
       "      <td>282</td>\n",
       "      <td>283</td>\n",
       "      <td>290</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>292</td>\n",
       "      <td>293</td>\n",
       "      <td>296</td>\n",
       "      <td>304</td>\n",
       "      <td>313</td>\n",
       "      <td>320</td>\n",
       "      <td>325</td>\n",
       "      <td>331</td>\n",
       "      <td>343</td>\n",
       "      <td>353</td>\n",
       "      <td>361</td>\n",
       "      <td>364</td>\n",
       "      <td>368</td>\n",
       "      <td>374</td>\n",
       "      <td>377</td>\n",
       "      <td>386</td>\n",
       "      <td>398</td>\n",
       "      <td>405</td>\n",
       "      <td>415</td>\n",
       "      <td>422</td>\n",
       "      <td>435</td>\n",
       "      <td>449</td>\n",
       "      <td>462</td>\n",
       "      <td>500</td>\n",
       "      <td>539</td>\n",
       "      <td>559</td>\n",
       "      <td>626</td>\n",
       "      <td>663</td>\n",
       "      <td>686</td>\n",
       "      <td>735</td>\n",
       "      <td>828</td>\n",
       "      <td>846</td>\n",
       "      <td>864</td>\n",
       "      <td>894</td>\n",
       "      <td>980</td>\n",
       "      <td>1039</td>\n",
       "      <td>1114</td>\n",
       "      <td>1170</td>\n",
       "      <td>1207</td>\n",
       "      <td>1277</td>\n",
       "      <td>1341</td>\n",
       "      <td>1396</td>\n",
       "      <td>1499</td>\n",
       "      <td>1579</td>\n",
       "      <td>1669</td>\n",
       "      <td>1796</td>\n",
       "      <td>1914</td>\n",
       "      <td>1990</td>\n",
       "      <td>2077</td>\n",
       "      <td>2164</td>\n",
       "      <td>2423</td>\n",
       "      <td>2473</td>\n",
       "      <td>2620</td>\n",
       "      <td>2665</td>\n",
       "      <td>2727</td>\n",
       "      <td>2793</td>\n",
       "      <td>2865</td>\n",
       "      <td>2984</td>\n",
       "      <td>3056</td>\n",
       "      <td>3095</td>\n",
       "      <td>3175</td>\n",
       "      <td>3210</td>\n",
       "      <td>3263</td>\n",
       "      <td>3322</td>\n",
       "      <td>3380</td>\n",
       "      <td>3443</td>\n",
       "      <td>3502</td>\n",
       "      <td>3544</td>\n",
       "      <td>3651</td>\n",
       "      <td>3670</td>\n",
       "      <td>3710</td>\n",
       "      <td>3744</td>\n",
       "      <td>3791</td>\n",
       "      <td>3839</td>\n",
       "      <td>3877</td>\n",
       "      <td>3888</td>\n",
       "      <td>3906</td>\n",
       "      <td>3931</td>\n",
       "      <td>3957</td>\n",
       "      <td>3997</td>\n",
       "      <td>4037</td>\n",
       "      <td>4069</td>\n",
       "      <td>4083</td>\n",
       "      <td>4100</td>\n",
       "      <td>4166</td>\n",
       "      <td>4199</td>\n",
       "      <td>4230</td>\n",
       "      <td>4307</td>\n",
       "      <td>4402</td>\n",
       "      <td>4422</td>\n",
       "      <td>4445</td>\n",
       "      <td>4458</td>\n",
       "      <td>01</td>\n",
       "      <td>003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84001005</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1005</td>\n",
       "      <td>Barbour</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.868263</td>\n",
       "      <td>-85.3871286</td>\n",
       "      <td>Barbour, Alabama, 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>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>14</td>\n",
       "      <td>15</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>22</td>\n",
       "      <td>28</td>\n",
       "      <td>29</td>\n",
       "      <td>30</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>35</td>\n",
       "      <td>37</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>47</td>\n",
       "      <td>47</td>\n",
       "      <td>51</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>61</td>\n",
       "      <td>67</td>\n",
       "      <td>69</td>\n",
       "      <td>74</td>\n",
       "      <td>79</td>\n",
       "      <td>79</td>\n",
       "      <td>81</td>\n",
       "      <td>85</td>\n",
       "      <td>90</td>\n",
       "      <td>96</td>\n",
       "      <td>99</td>\n",
       "      <td>104</td>\n",
       "      <td>105</td>\n",
       "      <td>110</td>\n",
       "      <td>113</td>\n",
       "      <td>122</td>\n",
       "      <td>130</td>\n",
       "      <td>132</td>\n",
       "      <td>147</td>\n",
       "      <td>150</td>\n",
       "      <td>167</td>\n",
       "      <td>172</td>\n",
       "      <td>175</td>\n",
       "      <td>177</td>\n",
       "      <td>177</td>\n",
       "      <td>183</td>\n",
       "      <td>190</td>\n",
       "      <td>193</td>\n",
       "      <td>197</td>\n",
       "      <td>199</td>\n",
       "      <td>208</td>\n",
       "      <td>214</td>\n",
       "      <td>221</td>\n",
       "      <td>226</td>\n",
       "      <td>234</td>\n",
       "      <td>237</td>\n",
       "      <td>244</td>\n",
       "      <td>250</td>\n",
       "      <td>262</td>\n",
       "      <td>265</td>\n",
       "      <td>271</td>\n",
       "      <td>271</td>\n",
       "      <td>276</td>\n",
       "      <td>279</td>\n",
       "      <td>287</td>\n",
       "      <td>303</td>\n",
       "      <td>309</td>\n",
       "      <td>314</td>\n",
       "      <td>314</td>\n",
       "      <td>319</td>\n",
       "      <td>322</td>\n",
       "      <td>323</td>\n",
       "      <td>333</td>\n",
       "      <td>345</td>\n",
       "      <td>347</td>\n",
       "      <td>349</td>\n",
       "      <td>353</td>\n",
       "      <td>357</td>\n",
       "      <td>362</td>\n",
       "      <td>367</td>\n",
       "      <td>377</td>\n",
       "      <td>394</td>\n",
       "      <td>399</td>\n",
       "      <td>402</td>\n",
       "      <td>413</td>\n",
       "      <td>426</td>\n",
       "      <td>444</td>\n",
       "      <td>448</td>\n",
       "      <td>465</td>\n",
       "      <td>472</td>\n",
       "      <td>479</td>\n",
       "      <td>484</td>\n",
       "      <td>487</td>\n",
       "      <td>501</td>\n",
       "      <td>507</td>\n",
       "      <td>516</td>\n",
       "      <td>523</td>\n",
       "      <td>529</td>\n",
       "      <td>535</td>\n",
       "      <td>538</td>\n",
       "      <td>539</td>\n",
       "      <td>550</td>\n",
       "      <td>554</td>\n",
       "      <td>562</td>\n",
       "      <td>563</td>\n",
       "      <td>563</td>\n",
       "      <td>564</td>\n",
       "      <td>565</td>\n",
       "      <td>569</td>\n",
       "      <td>573</td>\n",
       "      <td>575</td>\n",
       "      <td>576</td>\n",
       "      <td>579</td>\n",
       "      <td>581</td>\n",
       "      <td>586</td>\n",
       "      <td>590</td>\n",
       "      <td>598</td>\n",
       "      <td>604</td>\n",
       "      <td>605</td>\n",
       "      <td>606</td>\n",
       "      <td>613</td>\n",
       "      <td>619</td>\n",
       "      <td>622</td>\n",
       "      <td>626</td>\n",
       "      <td>629</td>\n",
       "      <td>633</td>\n",
       "      <td>628</td>\n",
       "      <td>616</td>\n",
       "      <td>614</td>\n",
       "      <td>620</td>\n",
       "      <td>624</td>\n",
       "      <td>628</td>\n",
       "      <td>628</td>\n",
       "      <td>629</td>\n",
       "      <td>617</td>\n",
       "      <td>01</td>\n",
       "      <td>005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84001007</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1007</td>\n",
       "      <td>Bibb</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.99642064</td>\n",
       "      <td>-87.12511459999997</td>\n",
       "      <td>Bibb, Alabama, 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>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>11</td>\n",
       "      <td>13</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>22</td>\n",
       "      <td>24</td>\n",
       "      <td>26</td>\n",
       "      <td>28</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>34</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>38</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>42</td>\n",
       "      <td>43</td>\n",
       "      <td>43</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>46</td>\n",
       "      <td>49</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>50</td>\n",
       "      <td>51</td>\n",
       "      <td>52</td>\n",
       "      <td>52</td>\n",
       "      <td>55</td>\n",
       "      <td>58</td>\n",
       "      <td>59</td>\n",
       "      <td>59</td>\n",
       "      <td>66</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>71</td>\n",
       "      <td>72</td>\n",
       "      <td>75</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>76</td>\n",
       "      <td>77</td>\n",
       "      <td>77</td>\n",
       "      <td>79</td>\n",
       "      <td>85</td>\n",
       "      <td>89</td>\n",
       "      <td>93</td>\n",
       "      <td>97</td>\n",
       "      <td>100</td>\n",
       "      <td>104</td>\n",
       "      <td>108</td>\n",
       "      <td>113</td>\n",
       "      <td>115</td>\n",
       "      <td>118</td>\n",
       "      <td>123</td>\n",
       "      <td>123</td>\n",
       "      <td>124</td>\n",
       "      <td>126</td>\n",
       "      <td>132</td>\n",
       "      <td>138</td>\n",
       "      <td>146</td>\n",
       "      <td>150</td>\n",
       "      <td>158</td>\n",
       "      <td>159</td>\n",
       "      <td>162</td>\n",
       "      <td>167</td>\n",
       "      <td>171</td>\n",
       "      <td>176</td>\n",
       "      <td>186</td>\n",
       "      <td>187</td>\n",
       "      <td>190</td>\n",
       "      <td>194</td>\n",
       "      <td>196</td>\n",
       "      <td>198</td>\n",
       "      <td>208</td>\n",
       "      <td>215</td>\n",
       "      <td>221</td>\n",
       "      <td>224</td>\n",
       "      <td>227</td>\n",
       "      <td>232</td>\n",
       "      <td>238</td>\n",
       "      <td>243</td>\n",
       "      <td>251</td>\n",
       "      <td>260</td>\n",
       "      <td>265</td>\n",
       "      <td>274</td>\n",
       "      <td>278</td>\n",
       "      <td>282</td>\n",
       "      <td>284</td>\n",
       "      <td>297</td>\n",
       "      <td>312</td>\n",
       "      <td>317</td>\n",
       "      <td>327</td>\n",
       "      <td>330</td>\n",
       "      <td>336</td>\n",
       "      <td>344</td>\n",
       "      <td>355</td>\n",
       "      <td>360</td>\n",
       "      <td>364</td>\n",
       "      <td>374</td>\n",
       "      <td>381</td>\n",
       "      <td>384</td>\n",
       "      <td>413</td>\n",
       "      <td>416</td>\n",
       "      <td>426</td>\n",
       "      <td>438</td>\n",
       "      <td>442</td>\n",
       "      <td>444</td>\n",
       "      <td>453</td>\n",
       "      <td>457</td>\n",
       "      <td>465</td>\n",
       "      <td>469</td>\n",
       "      <td>469</td>\n",
       "      <td>474</td>\n",
       "      <td>476</td>\n",
       "      <td>490</td>\n",
       "      <td>494</td>\n",
       "      <td>501</td>\n",
       "      <td>503</td>\n",
       "      <td>510</td>\n",
       "      <td>510</td>\n",
       "      <td>511</td>\n",
       "      <td>513</td>\n",
       "      <td>515</td>\n",
       "      <td>517</td>\n",
       "      <td>523</td>\n",
       "      <td>533</td>\n",
       "      <td>535</td>\n",
       "      <td>538</td>\n",
       "      <td>541</td>\n",
       "      <td>01</td>\n",
       "      <td>007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84001009</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1009</td>\n",
       "      <td>Blount</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.98210918</td>\n",
       "      <td>-86.56790593</td>\n",
       "      <td>Blount, Alabama, 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>1</td>\n",
       "      <td>2</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>6</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>14</td>\n",
       "      <td>16</td>\n",
       "      <td>17</td>\n",
       "      <td>18</td>\n",
       "      <td>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>26</td>\n",
       "      <td>29</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>31</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>34</td>\n",
       "      <td>36</td>\n",
       "      <td>37</td>\n",
       "      <td>39</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>42</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>44</td>\n",
       "      <td>45</td>\n",
       "      <td>45</td>\n",
       "      <td>45</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>47</td>\n",
       "      <td>47</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>49</td>\n",
       "      <td>51</td>\n",
       "      <td>53</td>\n",
       "      <td>58</td>\n",
       "      <td>60</td>\n",
       "      <td>61</td>\n",
       "      <td>62</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>63</td>\n",
       "      <td>64</td>\n",
       "      <td>70</td>\n",
       "      <td>72</td>\n",
       "      <td>73</td>\n",
       "      <td>75</td>\n",
       "      <td>79</td>\n",
       "      <td>87</td>\n",
       "      <td>95</td>\n",
       "      <td>102</td>\n",
       "      <td>110</td>\n",
       "      <td>114</td>\n",
       "      <td>119</td>\n",
       "      <td>121</td>\n",
       "      <td>127</td>\n",
       "      <td>136</td>\n",
       "      <td>140</td>\n",
       "      <td>146</td>\n",
       "      <td>150</td>\n",
       "      <td>156</td>\n",
       "      <td>165</td>\n",
       "      <td>173</td>\n",
       "      <td>181</td>\n",
       "      <td>185</td>\n",
       "      <td>186</td>\n",
       "      <td>196</td>\n",
       "      <td>204</td>\n",
       "      <td>214</td>\n",
       "      <td>218</td>\n",
       "      <td>226</td>\n",
       "      <td>230</td>\n",
       "      <td>235</td>\n",
       "      <td>243</td>\n",
       "      <td>251</td>\n",
       "      <td>258</td>\n",
       "      <td>273</td>\n",
       "      <td>281</td>\n",
       "      <td>296</td>\n",
       "      <td>320</td>\n",
       "      <td>331</td>\n",
       "      <td>344</td>\n",
       "      <td>367</td>\n",
       "      <td>395</td>\n",
       "      <td>406</td>\n",
       "      <td>421</td>\n",
       "      <td>441</td>\n",
       "      <td>465</td>\n",
       "      <td>479</td>\n",
       "      <td>498</td>\n",
       "      <td>528</td>\n",
       "      <td>552</td>\n",
       "      <td>569</td>\n",
       "      <td>578</td>\n",
       "      <td>601</td>\n",
       "      <td>607</td>\n",
       "      <td>623</td>\n",
       "      <td>658</td>\n",
       "      <td>685</td>\n",
       "      <td>704</td>\n",
       "      <td>722</td>\n",
       "      <td>736</td>\n",
       "      <td>741</td>\n",
       "      <td>745</td>\n",
       "      <td>759</td>\n",
       "      <td>774</td>\n",
       "      <td>788</td>\n",
       "      <td>800</td>\n",
       "      <td>812</td>\n",
       "      <td>816</td>\n",
       "      <td>825</td>\n",
       "      <td>835</td>\n",
       "      <td>848</td>\n",
       "      <td>854</td>\n",
       "      <td>860</td>\n",
       "      <td>863</td>\n",
       "      <td>887</td>\n",
       "      <td>901</td>\n",
       "      <td>912</td>\n",
       "      <td>930</td>\n",
       "      <td>931</td>\n",
       "      <td>934</td>\n",
       "      <td>946</td>\n",
       "      <td>967</td>\n",
       "      <td>968</td>\n",
       "      <td>979</td>\n",
       "      <td>983</td>\n",
       "      <td>1004</td>\n",
       "      <td>1025</td>\n",
       "      <td>1034</td>\n",
       "      <td>1045</td>\n",
       "      <td>1036</td>\n",
       "      <td>01</td>\n",
       "      <td>009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3  FIPS   Admin2 Province_State Country_Region  \\\n",
       "0  84001001   US  USA   840  1001  Autauga        Alabama             US   \n",
       "1  84001003   US  USA   840  1003  Baldwin        Alabama             US   \n",
       "2  84001005   US  USA   840  1005  Barbour        Alabama             US   \n",
       "3  84001007   US  USA   840  1007     Bibb        Alabama             US   \n",
       "4  84001009   US  USA   840  1009   Blount        Alabama             US   \n",
       "\n",
       "           Lat               Long_          Combined_Key 1/22/20 1/23/20  \\\n",
       "0  32.53952745        -86.64408227  Autauga, Alabama, US       0       0   \n",
       "1  30.72774991        -87.72207058  Baldwin, Alabama, US       0       0   \n",
       "2    31.868263         -85.3871286  Barbour, Alabama, US       0       0   \n",
       "3  32.99642064  -87.12511459999997     Bibb, Alabama, US       0       0   \n",
       "4  33.98210918        -86.56790593   Blount, Alabama, US       0       0   \n",
       "\n",
       "  1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20 2/1/20  \\\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",
       "  2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20 2/11/20  \\\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",
       "  2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20 2/20/20  \\\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",
       "  2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20 2/29/20  \\\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",
       "  3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20 3/10/20  \\\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",
       "  3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20 3/19/20  \\\n",
       "0       0       0       0       0       0       0       0       0       0   \n",
       "1       0       0       0       0       1       1       1       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",
       "  3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20 3/28/20  \\\n",
       "0       0       0       0       0       1       4       6       6       6   \n",
       "1       2       2       2       3       4       4       5       5      10   \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       1       2       4       5   \n",
       "\n",
       "  3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20 4/7/20  \\\n",
       "0       6       6       7      8     10     12     12     12     12     12   \n",
       "1      15      18      19     20     24     28     29     29     38     42   \n",
       "2       0       0       0      0      0      1      2      2      2      3   \n",
       "3       0       2       3      3      4      4      4      5      7      8   \n",
       "4       5       5       5      5      6      9     10     10     10     10   \n",
       "\n",
       "  4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20 4/16/20  \\\n",
       "0     12     15      17      19      19      19      23      24      26   \n",
       "1     44     56      59      66      71      72      87      91     101   \n",
       "2      3      4       9       9      10      10      11      12      14   \n",
       "3      9      9      11      13      16      17      17      18      22   \n",
       "4     10     11      12      12      13      14      16      17      18   \n",
       "\n",
       "  4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20 4/25/20  \\\n",
       "0      26      25      26      28      30      32      33      36      36   \n",
       "1     103     109     112     117     123     132     143     147     147   \n",
       "2      15      18      20      22      28      29      30      32      32   \n",
       "3      24      26      28      32      32      34      33      34      34   \n",
       "4      20      20      21      22      26      29      31      31      31   \n",
       "\n",
       "  4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20 5/5/20  \\\n",
       "0      37      39      40      43      44     42     45     48     53     53   \n",
       "1     161     168     171     174     174    175    181    187    188    189   \n",
       "2      33      35      37      37      39     42     43     45     45     47   \n",
       "3      38      42      42      42      42     42     42     43     42     43   \n",
       "4      34      34      34      36      37     39     40     40     40     40   \n",
       "\n",
       "  5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20 5/15/20  \\\n",
       "0     58     61     67     68      74      84      91      93     104     103   \n",
       "1    196    205    208    216     222     224     227     231     243     244   \n",
       "2     47     51     53     58      59      61      67      69      74      79   \n",
       "3     43     44     44     45      46      46      46      46      46      49   \n",
       "4     42     44     44     44      44      45      45      45      45      45   \n",
       "\n",
       "  5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20  \\\n",
       "0     110     110     120     127     136     143     149     155     159   \n",
       "1     254     254     260     262     270     269     271     273     274   \n",
       "2      79      81      85      90      96      99     104     105     110   \n",
       "3      50      50      50      51      52      52      55      58      59   \n",
       "4      45      46      47      47      47      47      49      49      49   \n",
       "\n",
       "  5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20 6/2/20  \\\n",
       "0     168     189     192     205     212     216     221    233    239   \n",
       "1     274     277     282     281     282     283     290    292    292   \n",
       "2     113     122     130     132     147     150     167    172    175   \n",
       "3      59      66      71      71      71      72      75     76     76   \n",
       "4      49      51      53      58      60      61      62     63     63   \n",
       "\n",
       "  6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20 6/12/20  \\\n",
       "0    239    241    248    259    265    272    282     295     312     323   \n",
       "1    292    293    296    304    313    320    325     331     343     353   \n",
       "2    177    177    183    190    193    197    199     208     214     221   \n",
       "3     76     76     76     77     77     79     85      89      93      97   \n",
       "4     63     63     64     70     72     73     75      79      87      95   \n",
       "\n",
       "  6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20 6/21/20  \\\n",
       "0     331     357     364     367     369     394     405     425     428   \n",
       "1     361     364     368     374     377     386     398     405     415   \n",
       "2     226     234     237     244     250     262     265     271     271   \n",
       "3     100     104     108     113     115     118     123     123     124   \n",
       "4     102     110     114     119     121     127     136     140     146   \n",
       "\n",
       "  6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20 6/30/20  \\\n",
       "0     436     447     463     473     482     492     497     521     530   \n",
       "1     422     435     449     462     500     539     559     626     663   \n",
       "2     276     279     287     303     309     314     314     319     322   \n",
       "3     126     132     138     146     150     158     159     162     167   \n",
       "4     150     156     165     173     181     185     186     196     204   \n",
       "\n",
       "  7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20 7/10/20  \\\n",
       "0    545    553    560    583    607    610    636    643    653     662   \n",
       "1    686    735    828    846    864    894    980   1039   1114    1170   \n",
       "2    323    333    345    347    349    353    357    362    367     377   \n",
       "3    171    176    186    187    190    194    196    198    208     215   \n",
       "4    214    218    226    230    235    243    251    258    273     281   \n",
       "\n",
       "  7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20 7/19/20  \\\n",
       "0     676     698     715     733     743     765     773     810     823   \n",
       "1    1207    1277    1341    1396    1499    1579    1669    1796    1914   \n",
       "2     394     399     402     413     426     444     448     465     472   \n",
       "3     221     224     227     232     238     243     251     260     265   \n",
       "4     296     320     331     344     367     395     406     421     441   \n",
       "\n",
       "  7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20 7/28/20  \\\n",
       "0     838     845     863     877     891     900     909     932     941   \n",
       "1    1990    2077    2164    2423    2473    2620    2665    2727    2793   \n",
       "2     479     484     487     501     507     516     523     529     535   \n",
       "3     274     278     282     284     297     312     317     327     330   \n",
       "4     465     479     498     528     552     569     578     601     607   \n",
       "\n",
       "  7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20  \\\n",
       "0     949     963     972    988   1010   1024   1030   1030   1050   1065   \n",
       "1    2865    2984    3056   3095   3175   3210   3263   3322   3380   3443   \n",
       "2     538     539     550    554    562    563    563    564    565    569   \n",
       "3     336     344     355    360    364    374    381    384    413    416   \n",
       "4     623     658     685    704    722    736    741    745    759    774   \n",
       "\n",
       "  8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20 8/16/20  \\\n",
       "0   1086   1169    1174    1162    1188    1196    1196    1206    1218   \n",
       "1   3502   3544    3651    3670    3710    3744    3791    3839    3877   \n",
       "2    573    575     576     579     581     586     590     598     604   \n",
       "3    426    438     442     444     453     457     465     469     469   \n",
       "4    788    800     812     816     825     835     848     854     860   \n",
       "\n",
       "  8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20 8/25/20  \\\n",
       "0    1219    1235    1241    1240    1255    1264    1266    1286    1286   \n",
       "1    3888    3906    3931    3957    3997    4037    4069    4083    4100   \n",
       "2     605     606     613     619     622     626     629     633     628   \n",
       "3     474     476     490     494     501     503     510     510     511   \n",
       "4     863     887     901     912     930     931     934     946     967   \n",
       "\n",
       "  8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20 stateFips  \\\n",
       "0    1281    1284    1296    1309    1345    1348   1354   1345        01   \n",
       "1    4166    4199    4230    4307    4402    4422   4445   4458        01   \n",
       "2     616     614     620     624     628     628    629    617        01   \n",
       "3     513     515     517     523     533     535    538    541        01   \n",
       "4     968     979     983    1004    1025    1034   1045   1036        01   \n",
       "\n",
       "  countyFips  \n",
       "0        001  \n",
       "1        003  \n",
       "2        005  \n",
       "3        007  \n",
       "4        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, 'cases') 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>cases</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</td>\n",
       "      <td>001</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01</td>\n",
       "      <td>003</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01</td>\n",
       "      <td>005</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01</td>\n",
       "      <td>007</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01</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 cases       date\n",
       "0        01        001     0 2020-01-22\n",
       "1        01        003     0 2020-01-22\n",
       "2        01        005     0 2020-01-22\n",
       "3        01        007     0 2020-01-22\n",
       "4        01        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": [
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       "<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",
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       "      <th>2/1/20</th>\n",
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       "      <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>7/24/20</th>\n",
       "      <th>7/25/20</th>\n",
       "      <th>7/26/20</th>\n",
       "      <th>7/27/20</th>\n",
       "      <th>7/28/20</th>\n",
       "      <th>7/29/20</th>\n",
       "      <th>7/30/20</th>\n",
       "      <th>7/31/20</th>\n",
       "      <th>8/1/20</th>\n",
       "      <th>8/2/20</th>\n",
       "      <th>8/3/20</th>\n",
       "      <th>8/4/20</th>\n",
       "      <th>8/5/20</th>\n",
       "      <th>8/6/20</th>\n",
       "      <th>8/7/20</th>\n",
       "      <th>8/8/20</th>\n",
       "      <th>8/9/20</th>\n",
       "      <th>8/10/20</th>\n",
       "      <th>8/11/20</th>\n",
       "      <th>8/12/20</th>\n",
       "      <th>8/13/20</th>\n",
       "      <th>8/14/20</th>\n",
       "      <th>8/15/20</th>\n",
       "      <th>8/16/20</th>\n",
       "      <th>8/17/20</th>\n",
       "      <th>8/18/20</th>\n",
       "      <th>8/19/20</th>\n",
       "      <th>8/20/20</th>\n",
       "      <th>8/21/20</th>\n",
       "      <th>8/22/20</th>\n",
       "      <th>8/23/20</th>\n",
       "      <th>8/24/20</th>\n",
       "      <th>8/25/20</th>\n",
       "      <th>8/26/20</th>\n",
       "      <th>8/27/20</th>\n",
       "      <th>8/28/20</th>\n",
       "      <th>8/29/20</th>\n",
       "      <th>8/30/20</th>\n",
       "      <th>8/31/20</th>\n",
       "      <th>9/1/20</th>\n",
       "      <th>9/2/20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>84001001</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1001</td>\n",
       "      <td>Autauga</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.53952745</td>\n",
       "      <td>-86.64408227</td>\n",
       "      <td>Autauga, Alabama, US</td>\n",
       "      <td>55869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</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>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</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>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>15</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>20</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>20</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>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>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>23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84001003</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1003</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>30.72774991</td>\n",
       "      <td>-87.72207058</td>\n",
       "      <td>Baldwin, Alabama, US</td>\n",
       "      <td>223234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</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>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</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>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</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>31</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84001005</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1005</td>\n",
       "      <td>Barbour</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.868263</td>\n",
       "      <td>-85.3871286</td>\n",
       "      <td>Barbour, Alabama, US</td>\n",
       "      <td>24686</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>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>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>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>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>3</td>\n",
       "      <td>3</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>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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84001007</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1007</td>\n",
       "      <td>Bibb</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.99642064</td>\n",
       "      <td>-87.12511459999997</td>\n",
       "      <td>Bibb, Alabama, US</td>\n",
       "      <td>22394</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>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>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>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>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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84001009</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1009</td>\n",
       "      <td>Blount</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.98210918</td>\n",
       "      <td>-86.56790593</td>\n",
       "      <td>Blount, Alabama, US</td>\n",
       "      <td>57826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <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",
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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>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>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>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>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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3  FIPS   Admin2 Province_State Country_Region  \\\n",
       "0  84001001   US  USA   840  1001  Autauga        Alabama             US   \n",
       "1  84001003   US  USA   840  1003  Baldwin        Alabama             US   \n",
       "2  84001005   US  USA   840  1005  Barbour        Alabama             US   \n",
       "3  84001007   US  USA   840  1007     Bibb        Alabama             US   \n",
       "4  84001009   US  USA   840  1009   Blount        Alabama             US   \n",
       "\n",
       "           Lat               Long_          Combined_Key Population 1/22/20  \\\n",
       "0  32.53952745        -86.64408227  Autauga, Alabama, US      55869       0   \n",
       "1  30.72774991        -87.72207058  Baldwin, Alabama, US     223234       0   \n",
       "2    31.868263         -85.3871286  Barbour, Alabama, US      24686       0   \n",
       "3  32.99642064  -87.12511459999997     Bibb, Alabama, US      22394       0   \n",
       "4  33.98210918        -86.56790593   Blount, Alabama, US      57826       0   \n",
       "\n",
       "  1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20  \\\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",
       "  2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20  \\\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",
       "  2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20  \\\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",
       "  2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20  \\\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",
       "  2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20  \\\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",
       "  3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20  \\\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",
       "  3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20  \\\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",
       "  3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20  \\\n",
       "0       0       0       0       0      0      0      0      0      0      0   \n",
       "1       0       1       1       1      1      1      1      1      1      1   \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",
       "  4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20  \\\n",
       "0      1      1      1       1       1       1       1       1       1   \n",
       "1      1      1      1       1       1       1       1       2       2   \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",
       "  4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20  \\\n",
       "0       1       2       2       2       1       1       2       2       2   \n",
       "1       2       2       2       2       3       3       3       3       3   \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",
       "  4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20  \\\n",
       "0       2       2       3       4       4       4      3      3      3      3   \n",
       "1       3       3       3       3       3       3      4      4      4      4   \n",
       "2       0       0       0       0       1       1      1      1      1      1   \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",
       "  5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20  \\\n",
       "0      3      3      3      4      4       4       4       4       4       4   \n",
       "1      5      5      5      5      5       5       6       7       7       8   \n",
       "2      1      1      1      1      1       1       1       1       1       1   \n",
       "3      0      0      0      1      1       1       1       1       1       1   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20  \\\n",
       "0       4       4       4       4       4       3       3       3       3   \n",
       "1       8       8       8       8       8       8       8       9       9   \n",
       "2       1       1       1       1       1       1       1       1       1   \n",
       "3       1       1       1       1       1       1       1       1       1   \n",
       "4       0       0       1       1       1       1       1       1       1   \n",
       "\n",
       "  5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20  \\\n",
       "0       3       3       3       3       3       3       4       4      5   \n",
       "1       9       9       9       9       9       9       9       9      9   \n",
       "2       1       1       1       1       1       1       1       1      1   \n",
       "3       1       1       1       1       1       1       1       1      1   \n",
       "4       1       1       1       1       1       1       1       1      1   \n",
       "\n",
       "  6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20  \\\n",
       "0      5      5      5      5      5      5      5      5       6       6   \n",
       "1      9      9      9      9      9      9      9      9       9       9   \n",
       "2      1      1      1      1      1      1      1      1       1       1   \n",
       "3      1      1      1      1      1      1      1      1       1       1   \n",
       "4      1      1      1      1      1      1      1      1       1       1   \n",
       "\n",
       "  6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20  \\\n",
       "0       6       6       6       6       6       6       7       7       8   \n",
       "1       9       9       9       9       9       9       9       9       9   \n",
       "2       1       1       1       1       1       1       1       1       1   \n",
       "3       1       1       1       1       1       1       1       1       1   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20  \\\n",
       "0       8       8       8      10      10      10      11      11      11   \n",
       "1       9       9       9       9       9       9       9       9       9   \n",
       "2       1       1       1       1       1       1       1       1       1   \n",
       "3       1       1       1       1       1       1       1       1       1   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20  \\\n",
       "0      11     11     12     12     12     12     12     12     12     13   \n",
       "1       9      9      9      9      9      9      9      9      9     10   \n",
       "2       1      1      1      2      2      2      2      2      2      2   \n",
       "3       1      1      1      1      1      1      1      1      1      1   \n",
       "4       1      1      1      1      1      1      1      1      1      1   \n",
       "\n",
       "  7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20  \\\n",
       "0      14      14      15      15      17      18      19      20      20   \n",
       "1      11      11      11      11      11      12      13      13      14   \n",
       "2       2       2       2       2       3       3       3       3       3   \n",
       "3       1       1       1       1       2       2       2       2       2   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20  \\\n",
       "0      20      20      20      20      20      20      20      20      20   \n",
       "1      14      14      15      15      16      17      17      17      17   \n",
       "2       3       4       4       4       4       4       4       4       4   \n",
       "3       2       2       2       2       2       2       2       2       2   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20  \\\n",
       "0      20      20      20      20     20     20     20     20     21     21   \n",
       "1      17      20      20      21     21     22     23     23     23     23   \n",
       "2       4       4       5       5      5      5      5      5      5      5   \n",
       "3       2       2       2       2      2      3      3      3      4      4   \n",
       "4       1       3       3       3      3      3      3      3      3      3   \n",
       "\n",
       "  8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20  \\\n",
       "0     21     21     21      21      22      22      22      22      22   \n",
       "1     23     24     25      25      29      29      29      29      29   \n",
       "2      5      5      5       5       6       6       6       6       6   \n",
       "3      4      5      5       5       5       5       5       5       5   \n",
       "4      3      4      4       4       5       5       5       5       5   \n",
       "\n",
       "  8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20  \\\n",
       "0      22      22      22      22      22      22      22      22      22   \n",
       "1      29      29      30      30      31      32      32      32      32   \n",
       "2       6       6       6       7       7       7       7       7       7   \n",
       "3       5       5       5       5       6       6       6       6       6   \n",
       "4       5       5       5       5       5       6       6       6       6   \n",
       "\n",
       "  8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20  \n",
       "0      22      22      22      22      22      22      22     23     23  \n",
       "1      32      33      34      35      36      36      38     38     38  \n",
       "2       7       7       7       7       7       7       7      7      7  \n",
       "3       6       5       5       5       6       6       7      7      7  \n",
       "4       6       7       7       9       9      10      11     11     11  "
      ]
     },
     "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": {
      "text/html": [
       "<div>\n",
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       "    .dataframe tbody tr th:only-of-type {\n",
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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>Lat</th>\n",
       "      <th>Long_</th>\n",
       "      <th>Combined_Key</th>\n",
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       "      <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",
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       "      <th>2/1/20</th>\n",
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       "      <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",
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       "      <th>2/21/20</th>\n",
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       "      <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>7/24/20</th>\n",
       "      <th>7/25/20</th>\n",
       "      <th>7/26/20</th>\n",
       "      <th>7/27/20</th>\n",
       "      <th>7/28/20</th>\n",
       "      <th>7/29/20</th>\n",
       "      <th>7/30/20</th>\n",
       "      <th>7/31/20</th>\n",
       "      <th>8/1/20</th>\n",
       "      <th>8/2/20</th>\n",
       "      <th>8/3/20</th>\n",
       "      <th>8/4/20</th>\n",
       "      <th>8/5/20</th>\n",
       "      <th>8/6/20</th>\n",
       "      <th>8/7/20</th>\n",
       "      <th>8/8/20</th>\n",
       "      <th>8/9/20</th>\n",
       "      <th>8/10/20</th>\n",
       "      <th>8/11/20</th>\n",
       "      <th>8/12/20</th>\n",
       "      <th>8/13/20</th>\n",
       "      <th>8/14/20</th>\n",
       "      <th>8/15/20</th>\n",
       "      <th>8/16/20</th>\n",
       "      <th>8/17/20</th>\n",
       "      <th>8/18/20</th>\n",
       "      <th>8/19/20</th>\n",
       "      <th>8/20/20</th>\n",
       "      <th>8/21/20</th>\n",
       "      <th>8/22/20</th>\n",
       "      <th>8/23/20</th>\n",
       "      <th>8/24/20</th>\n",
       "      <th>8/25/20</th>\n",
       "      <th>8/26/20</th>\n",
       "      <th>8/27/20</th>\n",
       "      <th>8/28/20</th>\n",
       "      <th>8/29/20</th>\n",
       "      <th>8/30/20</th>\n",
       "      <th>8/31/20</th>\n",
       "      <th>9/1/20</th>\n",
       "      <th>9/2/20</th>\n",
       "      <th>stateFips</th>\n",
       "      <th>countyFips</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>84001001</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1001</td>\n",
       "      <td>Autauga</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.53952745</td>\n",
       "      <td>-86.64408227</td>\n",
       "      <td>Autauga, Alabama, US</td>\n",
       "      <td>55869</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>2</td>\n",
       "      <td>2</td>\n",
       "      <td>2</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>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</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>10</td>\n",
       "      <td>10</td>\n",
       "      <td>10</td>\n",
       "      <td>11</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>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>15</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>20</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>20</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>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>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>23</td>\n",
       "      <td>01</td>\n",
       "      <td>001</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>84001003</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1003</td>\n",
       "      <td>Baldwin</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>30.72774991</td>\n",
       "      <td>-87.72207058</td>\n",
       "      <td>Baldwin, Alabama, US</td>\n",
       "      <td>223234</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</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>8</td>\n",
       "      <td>8</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>12</td>\n",
       "      <td>13</td>\n",
       "      <td>13</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>20</td>\n",
       "      <td>20</td>\n",
       "      <td>21</td>\n",
       "      <td>21</td>\n",
       "      <td>22</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>23</td>\n",
       "      <td>24</td>\n",
       "      <td>25</td>\n",
       "      <td>25</td>\n",
       "      <td>29</td>\n",
       "      <td>29</td>\n",
       "      <td>29</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>31</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>32</td>\n",
       "      <td>33</td>\n",
       "      <td>34</td>\n",
       "      <td>35</td>\n",
       "      <td>36</td>\n",
       "      <td>36</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>38</td>\n",
       "      <td>01</td>\n",
       "      <td>003</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>84001005</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1005</td>\n",
       "      <td>Barbour</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>31.868263</td>\n",
       "      <td>-85.3871286</td>\n",
       "      <td>Barbour, Alabama, US</td>\n",
       "      <td>24686</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>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>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>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>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>3</td>\n",
       "      <td>3</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>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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>01</td>\n",
       "      <td>005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>84001007</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1007</td>\n",
       "      <td>Bibb</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>32.99642064</td>\n",
       "      <td>-87.12511459999997</td>\n",
       "      <td>Bibb, Alabama, US</td>\n",
       "      <td>22394</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>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>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>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>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>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>01</td>\n",
       "      <td>007</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>84001009</td>\n",
       "      <td>US</td>\n",
       "      <td>USA</td>\n",
       "      <td>840</td>\n",
       "      <td>1009</td>\n",
       "      <td>Blount</td>\n",
       "      <td>Alabama</td>\n",
       "      <td>US</td>\n",
       "      <td>33.98210918</td>\n",
       "      <td>-86.56790593</td>\n",
       "      <td>Blount, Alabama, US</td>\n",
       "      <td>57826</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>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>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>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>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>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>1</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</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>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>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>6</td>\n",
       "      <td>7</td>\n",
       "      <td>7</td>\n",
       "      <td>9</td>\n",
       "      <td>9</td>\n",
       "      <td>10</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>11</td>\n",
       "      <td>01</td>\n",
       "      <td>009</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        UID iso2 iso3 code3  FIPS   Admin2 Province_State Country_Region  \\\n",
       "0  84001001   US  USA   840  1001  Autauga        Alabama             US   \n",
       "1  84001003   US  USA   840  1003  Baldwin        Alabama             US   \n",
       "2  84001005   US  USA   840  1005  Barbour        Alabama             US   \n",
       "3  84001007   US  USA   840  1007     Bibb        Alabama             US   \n",
       "4  84001009   US  USA   840  1009   Blount        Alabama             US   \n",
       "\n",
       "           Lat               Long_          Combined_Key Population 1/22/20  \\\n",
       "0  32.53952745        -86.64408227  Autauga, Alabama, US      55869       0   \n",
       "1  30.72774991        -87.72207058  Baldwin, Alabama, US     223234       0   \n",
       "2    31.868263         -85.3871286  Barbour, Alabama, US      24686       0   \n",
       "3  32.99642064  -87.12511459999997     Bibb, Alabama, US      22394       0   \n",
       "4  33.98210918        -86.56790593   Blount, Alabama, US      57826       0   \n",
       "\n",
       "  1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 1/30/20 1/31/20  \\\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",
       "  2/1/20 2/2/20 2/3/20 2/4/20 2/5/20 2/6/20 2/7/20 2/8/20 2/9/20 2/10/20  \\\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",
       "  2/11/20 2/12/20 2/13/20 2/14/20 2/15/20 2/16/20 2/17/20 2/18/20 2/19/20  \\\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",
       "  2/20/20 2/21/20 2/22/20 2/23/20 2/24/20 2/25/20 2/26/20 2/27/20 2/28/20  \\\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",
       "  2/29/20 3/1/20 3/2/20 3/3/20 3/4/20 3/5/20 3/6/20 3/7/20 3/8/20 3/9/20  \\\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",
       "  3/10/20 3/11/20 3/12/20 3/13/20 3/14/20 3/15/20 3/16/20 3/17/20 3/18/20  \\\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",
       "  3/19/20 3/20/20 3/21/20 3/22/20 3/23/20 3/24/20 3/25/20 3/26/20 3/27/20  \\\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",
       "  3/28/20 3/29/20 3/30/20 3/31/20 4/1/20 4/2/20 4/3/20 4/4/20 4/5/20 4/6/20  \\\n",
       "0       0       0       0       0      0      0      0      0      0      0   \n",
       "1       0       1       1       1      1      1      1      1      1      1   \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",
       "  4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 4/14/20 4/15/20  \\\n",
       "0      1      1      1       1       1       1       1       1       1   \n",
       "1      1      1      1       1       1       1       1       2       2   \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",
       "  4/16/20 4/17/20 4/18/20 4/19/20 4/20/20 4/21/20 4/22/20 4/23/20 4/24/20  \\\n",
       "0       1       2       2       2       1       1       2       2       2   \n",
       "1       2       2       2       2       3       3       3       3       3   \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",
       "  4/25/20 4/26/20 4/27/20 4/28/20 4/29/20 4/30/20 5/1/20 5/2/20 5/3/20 5/4/20  \\\n",
       "0       2       2       3       4       4       4      3      3      3      3   \n",
       "1       3       3       3       3       3       3      4      4      4      4   \n",
       "2       0       0       0       0       1       1      1      1      1      1   \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",
       "  5/5/20 5/6/20 5/7/20 5/8/20 5/9/20 5/10/20 5/11/20 5/12/20 5/13/20 5/14/20  \\\n",
       "0      3      3      3      4      4       4       4       4       4       4   \n",
       "1      5      5      5      5      5       5       6       7       7       8   \n",
       "2      1      1      1      1      1       1       1       1       1       1   \n",
       "3      0      0      0      1      1       1       1       1       1       1   \n",
       "4      0      0      0      0      0       0       0       0       0       0   \n",
       "\n",
       "  5/15/20 5/16/20 5/17/20 5/18/20 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20  \\\n",
       "0       4       4       4       4       4       3       3       3       3   \n",
       "1       8       8       8       8       8       8       8       9       9   \n",
       "2       1       1       1       1       1       1       1       1       1   \n",
       "3       1       1       1       1       1       1       1       1       1   \n",
       "4       0       0       1       1       1       1       1       1       1   \n",
       "\n",
       "  5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 5/29/20 5/30/20 5/31/20 6/1/20  \\\n",
       "0       3       3       3       3       3       3       4       4      5   \n",
       "1       9       9       9       9       9       9       9       9      9   \n",
       "2       1       1       1       1       1       1       1       1      1   \n",
       "3       1       1       1       1       1       1       1       1      1   \n",
       "4       1       1       1       1       1       1       1       1      1   \n",
       "\n",
       "  6/2/20 6/3/20 6/4/20 6/5/20 6/6/20 6/7/20 6/8/20 6/9/20 6/10/20 6/11/20  \\\n",
       "0      5      5      5      5      5      5      5      5       6       6   \n",
       "1      9      9      9      9      9      9      9      9       9       9   \n",
       "2      1      1      1      1      1      1      1      1       1       1   \n",
       "3      1      1      1      1      1      1      1      1       1       1   \n",
       "4      1      1      1      1      1      1      1      1       1       1   \n",
       "\n",
       "  6/12/20 6/13/20 6/14/20 6/15/20 6/16/20 6/17/20 6/18/20 6/19/20 6/20/20  \\\n",
       "0       6       6       6       6       6       6       7       7       8   \n",
       "1       9       9       9       9       9       9       9       9       9   \n",
       "2       1       1       1       1       1       1       1       1       1   \n",
       "3       1       1       1       1       1       1       1       1       1   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  6/21/20 6/22/20 6/23/20 6/24/20 6/25/20 6/26/20 6/27/20 6/28/20 6/29/20  \\\n",
       "0       8       8       8      10      10      10      11      11      11   \n",
       "1       9       9       9       9       9       9       9       9       9   \n",
       "2       1       1       1       1       1       1       1       1       1   \n",
       "3       1       1       1       1       1       1       1       1       1   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  6/30/20 7/1/20 7/2/20 7/3/20 7/4/20 7/5/20 7/6/20 7/7/20 7/8/20 7/9/20  \\\n",
       "0      11     11     12     12     12     12     12     12     12     13   \n",
       "1       9      9      9      9      9      9      9      9      9     10   \n",
       "2       1      1      1      2      2      2      2      2      2      2   \n",
       "3       1      1      1      1      1      1      1      1      1      1   \n",
       "4       1      1      1      1      1      1      1      1      1      1   \n",
       "\n",
       "  7/10/20 7/11/20 7/12/20 7/13/20 7/14/20 7/15/20 7/16/20 7/17/20 7/18/20  \\\n",
       "0      14      14      15      15      17      18      19      20      20   \n",
       "1      11      11      11      11      11      12      13      13      14   \n",
       "2       2       2       2       2       3       3       3       3       3   \n",
       "3       1       1       1       1       2       2       2       2       2   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  7/19/20 7/20/20 7/21/20 7/22/20 7/23/20 7/24/20 7/25/20 7/26/20 7/27/20  \\\n",
       "0      20      20      20      20      20      20      20      20      20   \n",
       "1      14      14      15      15      16      17      17      17      17   \n",
       "2       3       4       4       4       4       4       4       4       4   \n",
       "3       2       2       2       2       2       2       2       2       2   \n",
       "4       1       1       1       1       1       1       1       1       1   \n",
       "\n",
       "  7/28/20 7/29/20 7/30/20 7/31/20 8/1/20 8/2/20 8/3/20 8/4/20 8/5/20 8/6/20  \\\n",
       "0      20      20      20      20     20     20     20     20     21     21   \n",
       "1      17      20      20      21     21     22     23     23     23     23   \n",
       "2       4       4       5       5      5      5      5      5      5      5   \n",
       "3       2       2       2       2      2      3      3      3      4      4   \n",
       "4       1       3       3       3      3      3      3      3      3      3   \n",
       "\n",
       "  8/7/20 8/8/20 8/9/20 8/10/20 8/11/20 8/12/20 8/13/20 8/14/20 8/15/20  \\\n",
       "0     21     21     21      21      22      22      22      22      22   \n",
       "1     23     24     25      25      29      29      29      29      29   \n",
       "2      5      5      5       5       6       6       6       6       6   \n",
       "3      4      5      5       5       5       5       5       5       5   \n",
       "4      3      4      4       4       5       5       5       5       5   \n",
       "\n",
       "  8/16/20 8/17/20 8/18/20 8/19/20 8/20/20 8/21/20 8/22/20 8/23/20 8/24/20  \\\n",
       "0      22      22      22      22      22      22      22      22      22   \n",
       "1      29      29      30      30      31      32      32      32      32   \n",
       "2       6       6       6       7       7       7       7       7       7   \n",
       "3       5       5       5       5       6       6       6       6       6   \n",
       "4       5       5       5       5       5       6       6       6       6   \n",
       "\n",
       "  8/25/20 8/26/20 8/27/20 8/28/20 8/29/20 8/30/20 8/31/20 9/1/20 9/2/20  \\\n",
       "0      22      22      22      22      22      22      22     23     23   \n",
       "1      32      33      34      35      36      36      38     38     38   \n",
       "2       7       7       7       7       7       7       7      7      7   \n",
       "3       6       5       5       5       6       6       7      7      7   \n",
       "4       6       7       7       9       9      10      11     11     11   \n",
       "\n",
       "  stateFips countyFips  \n",
       "0        01        001  \n",
       "1        01        003  \n",
       "2        01        005  \n",
       "3        01        007  \n",
       "4        01        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, 'deaths') 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>deaths</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</td>\n",
       "      <td>001</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>01</td>\n",
       "      <td>003</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>01</td>\n",
       "      <td>005</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>01</td>\n",
       "      <td>007</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>01</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 deaths       date\n",
       "0        01        001      0 2020-01-22\n",
       "1        01        003      0 2020-01-22\n",
       "2        01        005      0 2020-01-22\n",
       "3        01        007      0 2020-01-22\n",
       "4        01        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",
       "<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>cases</th>\n",
       "      <th>date</th>\n",
       "      <th>deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>01</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>01</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>01</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>01</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>01</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 cases       date deaths\n",
       "0        01        001     0 2020-01-22      0\n",
       "1        01        003     0 2020-01-22      0\n",
       "2        01        005     0 2020-01-22      0\n",
       "3        01        007     0 2020-01-22      0\n",
       "4        01        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['cases'] != '0') | (cases['deaths'] != '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",
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       "\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>cases</th>\n",
       "      <th>date</th>\n",
       "      <th>deaths</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>3143</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>6467</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>7284</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>9791</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>10608</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 cases       date deaths\n",
       "3143         53        033     1 2020-01-22      0\n",
       "6467         53        033     1 2020-01-23      0\n",
       "7284         17        031     1 2020-01-24      0\n",
       "9791         53        033     1 2020-01-24      0\n",
       "10608        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": {
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       "      <th></th>\n",
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       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
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       "      <th>2/18/20</th>\n",
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       "      <th>2/20/20</th>\n",
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       "      <th>2/22/20</th>\n",
       "      <th>2/23/20</th>\n",
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       "      <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",
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       "      <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",
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       "      <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",
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       "      <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",
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       "      <th>5/21/20</th>\n",
       "      <th>5/22/20</th>\n",
       "      <th>5/23/20</th>\n",
       "      <th>5/24/20</th>\n",
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       "      <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>7/24/20</th>\n",
       "      <th>7/25/20</th>\n",
       "      <th>7/26/20</th>\n",
       "      <th>7/27/20</th>\n",
       "      <th>7/28/20</th>\n",
       "      <th>7/29/20</th>\n",
       "      <th>7/30/20</th>\n",
       "      <th>7/31/20</th>\n",
       "      <th>8/1/20</th>\n",
       "      <th>8/2/20</th>\n",
       "      <th>8/3/20</th>\n",
       "      <th>8/4/20</th>\n",
       "      <th>8/5/20</th>\n",
       "      <th>8/6/20</th>\n",
       "      <th>8/7/20</th>\n",
       "      <th>8/8/20</th>\n",
       "      <th>8/9/20</th>\n",
       "      <th>8/10/20</th>\n",
       "      <th>8/11/20</th>\n",
       "      <th>8/12/20</th>\n",
       "      <th>8/13/20</th>\n",
       "      <th>8/14/20</th>\n",
       "      <th>8/15/20</th>\n",
       "      <th>8/16/20</th>\n",
       "      <th>8/17/20</th>\n",
       "      <th>8/18/20</th>\n",
       "      <th>8/19/20</th>\n",
       "      <th>8/20/20</th>\n",
       "      <th>8/21/20</th>\n",
       "      <th>8/22/20</th>\n",
       "      <th>8/23/20</th>\n",
       "      <th>8/24/20</th>\n",
       "      <th>8/25/20</th>\n",
       "      <th>8/26/20</th>\n",
       "      <th>8/27/20</th>\n",
       "      <th>8/28/20</th>\n",
       "      <th>8/29/20</th>\n",
       "      <th>8/30/20</th>\n",
       "      <th>8/31/20</th>\n",
       "      <th>9/1/20</th>\n",
       "      <th>9/2/20</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",
       "      <td>35981</td>\n",
       "      <td>36036</td>\n",
       "      <td>36157</td>\n",
       "      <td>36263</td>\n",
       "      <td>36368</td>\n",
       "      <td>36471</td>\n",
       "      <td>36542</td>\n",
       "      <td>36675</td>\n",
       "      <td>36710</td>\n",
       "      <td>36710</td>\n",
       "      <td>36747</td>\n",
       "      <td>36782</td>\n",
       "      <td>36829</td>\n",
       "      <td>36896</td>\n",
       "      <td>37015</td>\n",
       "      <td>37054</td>\n",
       "      <td>37054</td>\n",
       "      <td>37162</td>\n",
       "      <td>37269</td>\n",
       "      <td>37345</td>\n",
       "      <td>37424</td>\n",
       "      <td>37431</td>\n",
       "      <td>37551</td>\n",
       "      <td>37596</td>\n",
       "      <td>37599</td>\n",
       "      <td>37599</td>\n",
       "      <td>37599</td>\n",
       "      <td>37856</td>\n",
       "      <td>37894</td>\n",
       "      <td>37953</td>\n",
       "      <td>37999</td>\n",
       "      <td>38054</td>\n",
       "      <td>38070</td>\n",
       "      <td>38113</td>\n",
       "      <td>38129</td>\n",
       "      <td>38140</td>\n",
       "      <td>38143</td>\n",
       "      <td>38162</td>\n",
       "      <td>38165</td>\n",
       "      <td>38196</td>\n",
       "      <td>38243</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",
       "      <td>4570</td>\n",
       "      <td>4637</td>\n",
       "      <td>4763</td>\n",
       "      <td>4880</td>\n",
       "      <td>4997</td>\n",
       "      <td>5105</td>\n",
       "      <td>5197</td>\n",
       "      <td>5276</td>\n",
       "      <td>5396</td>\n",
       "      <td>5519</td>\n",
       "      <td>5620</td>\n",
       "      <td>5750</td>\n",
       "      <td>5889</td>\n",
       "      <td>6016</td>\n",
       "      <td>6151</td>\n",
       "      <td>6275</td>\n",
       "      <td>6411</td>\n",
       "      <td>6536</td>\n",
       "      <td>6676</td>\n",
       "      <td>6817</td>\n",
       "      <td>6971</td>\n",
       "      <td>7117</td>\n",
       "      <td>7260</td>\n",
       "      <td>7380</td>\n",
       "      <td>7499</td>\n",
       "      <td>7654</td>\n",
       "      <td>7812</td>\n",
       "      <td>7967</td>\n",
       "      <td>8119</td>\n",
       "      <td>8275</td>\n",
       "      <td>8427</td>\n",
       "      <td>8605</td>\n",
       "      <td>8759</td>\n",
       "      <td>8927</td>\n",
       "      <td>9083</td>\n",
       "      <td>9195</td>\n",
       "      <td>9279</td>\n",
       "      <td>9380</td>\n",
       "      <td>9513</td>\n",
       "      <td>9606</td>\n",
       "      <td>9728</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",
       "      <td>26159</td>\n",
       "      <td>26764</td>\n",
       "      <td>27357</td>\n",
       "      <td>27973</td>\n",
       "      <td>28615</td>\n",
       "      <td>29229</td>\n",
       "      <td>29831</td>\n",
       "      <td>30394</td>\n",
       "      <td>30950</td>\n",
       "      <td>31465</td>\n",
       "      <td>31972</td>\n",
       "      <td>32504</td>\n",
       "      <td>33055</td>\n",
       "      <td>33626</td>\n",
       "      <td>34155</td>\n",
       "      <td>34693</td>\n",
       "      <td>35160</td>\n",
       "      <td>35712</td>\n",
       "      <td>36204</td>\n",
       "      <td>36699</td>\n",
       "      <td>37187</td>\n",
       "      <td>37664</td>\n",
       "      <td>38133</td>\n",
       "      <td>38583</td>\n",
       "      <td>39025</td>\n",
       "      <td>39444</td>\n",
       "      <td>39847</td>\n",
       "      <td>40258</td>\n",
       "      <td>40667</td>\n",
       "      <td>41068</td>\n",
       "      <td>41460</td>\n",
       "      <td>41858</td>\n",
       "      <td>42228</td>\n",
       "      <td>42619</td>\n",
       "      <td>43016</td>\n",
       "      <td>43403</td>\n",
       "      <td>43781</td>\n",
       "      <td>44146</td>\n",
       "      <td>44494</td>\n",
       "      <td>44833</td>\n",
       "      <td>45158</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",
       "      <td>897</td>\n",
       "      <td>897</td>\n",
       "      <td>897</td>\n",
       "      <td>907</td>\n",
       "      <td>907</td>\n",
       "      <td>918</td>\n",
       "      <td>922</td>\n",
       "      <td>925</td>\n",
       "      <td>925</td>\n",
       "      <td>925</td>\n",
       "      <td>937</td>\n",
       "      <td>939</td>\n",
       "      <td>939</td>\n",
       "      <td>944</td>\n",
       "      <td>955</td>\n",
       "      <td>955</td>\n",
       "      <td>955</td>\n",
       "      <td>963</td>\n",
       "      <td>963</td>\n",
       "      <td>977</td>\n",
       "      <td>981</td>\n",
       "      <td>989</td>\n",
       "      <td>989</td>\n",
       "      <td>989</td>\n",
       "      <td>1005</td>\n",
       "      <td>1005</td>\n",
       "      <td>1024</td>\n",
       "      <td>1024</td>\n",
       "      <td>1045</td>\n",
       "      <td>1045</td>\n",
       "      <td>1045</td>\n",
       "      <td>1060</td>\n",
       "      <td>1060</td>\n",
       "      <td>1098</td>\n",
       "      <td>1098</td>\n",
       "      <td>1124</td>\n",
       "      <td>1124</td>\n",
       "      <td>1124</td>\n",
       "      <td>1176</td>\n",
       "      <td>1184</td>\n",
       "      <td>1199</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",
       "      <td>880</td>\n",
       "      <td>916</td>\n",
       "      <td>932</td>\n",
       "      <td>950</td>\n",
       "      <td>1000</td>\n",
       "      <td>1078</td>\n",
       "      <td>1109</td>\n",
       "      <td>1148</td>\n",
       "      <td>1164</td>\n",
       "      <td>1199</td>\n",
       "      <td>1280</td>\n",
       "      <td>1344</td>\n",
       "      <td>1395</td>\n",
       "      <td>1483</td>\n",
       "      <td>1538</td>\n",
       "      <td>1572</td>\n",
       "      <td>1672</td>\n",
       "      <td>1679</td>\n",
       "      <td>1735</td>\n",
       "      <td>1762</td>\n",
       "      <td>1815</td>\n",
       "      <td>1852</td>\n",
       "      <td>1879</td>\n",
       "      <td>1906</td>\n",
       "      <td>1935</td>\n",
       "      <td>1966</td>\n",
       "      <td>2015</td>\n",
       "      <td>2044</td>\n",
       "      <td>2068</td>\n",
       "      <td>2134</td>\n",
       "      <td>2171</td>\n",
       "      <td>2222</td>\n",
       "      <td>2283</td>\n",
       "      <td>2332</td>\n",
       "      <td>2415</td>\n",
       "      <td>2471</td>\n",
       "      <td>2551</td>\n",
       "      <td>2624</td>\n",
       "      <td>2654</td>\n",
       "      <td>2729</td>\n",
       "      <td>2777</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   \n",
       "\n",
       "  7/24/20 7/25/20 7/26/20 7/27/20 7/28/20 7/29/20 7/30/20 7/31/20 8/1/20  \\\n",
       "0   35981   36036   36157   36263   36368   36471   36542   36675  36710   \n",
       "1    4570    4637    4763    4880    4997    5105    5197    5276   5396   \n",
       "2   26159   26764   27357   27973   28615   29229   29831   30394  30950   \n",
       "3     897     897     897     907     907     918     922     925    925   \n",
       "4     880     916     932     950    1000    1078    1109    1148   1164   \n",
       "\n",
       "  8/2/20 8/3/20 8/4/20 8/5/20 8/6/20 8/7/20 8/8/20 8/9/20 8/10/20 8/11/20  \\\n",
       "0  36710  36747  36782  36829  36896  37015  37054  37054   37162   37269   \n",
       "1   5519   5620   5750   5889   6016   6151   6275   6411    6536    6676   \n",
       "2  31465  31972  32504  33055  33626  34155  34693  35160   35712   36204   \n",
       "3    925    937    939    939    944    955    955    955     963     963   \n",
       "4   1199   1280   1344   1395   1483   1538   1572   1672    1679    1735   \n",
       "\n",
       "  8/12/20 8/13/20 8/14/20 8/15/20 8/16/20 8/17/20 8/18/20 8/19/20 8/20/20  \\\n",
       "0   37345   37424   37431   37551   37596   37599   37599   37599   37856   \n",
       "1    6817    6971    7117    7260    7380    7499    7654    7812    7967   \n",
       "2   36699   37187   37664   38133   38583   39025   39444   39847   40258   \n",
       "3     977     981     989     989     989    1005    1005    1024    1024   \n",
       "4    1762    1815    1852    1879    1906    1935    1966    2015    2044   \n",
       "\n",
       "  8/21/20 8/22/20 8/23/20 8/24/20 8/25/20 8/26/20 8/27/20 8/28/20 8/29/20  \\\n",
       "0   37894   37953   37999   38054   38070   38113   38129   38140   38143   \n",
       "1    8119    8275    8427    8605    8759    8927    9083    9195    9279   \n",
       "2   40667   41068   41460   41858   42228   42619   43016   43403   43781   \n",
       "3    1045    1045    1045    1060    1060    1098    1098    1124    1124   \n",
       "4    2068    2134    2171    2222    2283    2332    2415    2471    2551   \n",
       "\n",
       "  8/30/20 8/31/20 9/1/20 9/2/20  \n",
       "0   38162   38165  38196  38243  \n",
       "1    9380    9513   9606   9728  \n",
       "2   44146   44494  44833  45158  \n",
       "3    1124    1176   1184   1199  \n",
       "4    2624    2654   2729   2777  "
      ]
     },
     "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, 'cases') 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>cases</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 cases       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, 'deaths') 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",
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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>country</th>\n",
       "      <th>admin1</th>\n",
       "      <th>deaths</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 deaths       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": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases['origLocation'] = cases[['country', 'admin1']].apply(lambda x: x['country'] if x['admin1'] == '' \n",
    "                                                           else x['country'] + ',' + x['admin1'], axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Save only cases that have non-zero counts"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases = cases[(cases['cases'] != '0') | (cases['deaths'] != '0')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>country</th>\n",
       "      <th>admin1</th>\n",
       "      <th>cases</th>\n",
       "      <th>date</th>\n",
       "      <th>deaths</th>\n",
       "      <th>origLocation</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>China</td>\n",
       "      <td>Anhui</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>China,Anhui</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>China</td>\n",
       "      <td>Beijing</td>\n",
       "      <td>14</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>China,Beijing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>China</td>\n",
       "      <td>Chongqing</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>China,Chongqing</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>China</td>\n",
       "      <td>Fujian</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>China,Fujian</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>China</td>\n",
       "      <td>Guangdong</td>\n",
       "      <td>26</td>\n",
       "      <td>2020-01-22</td>\n",
       "      <td>0</td>\n",
       "      <td>China,Guangdong</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   country     admin1 cases       date deaths     origLocation\n",
       "56   China      Anhui     1 2020-01-22      0      China,Anhui\n",
       "57   China    Beijing    14 2020-01-22      0    China,Beijing\n",
       "58   China  Chongqing     6 2020-01-22      0  China,Chongqing\n",
       "59   China     Fujian     1 2020-01-22      0     China,Fujian\n",
       "61   China  Guangdong    26 2020-01-22      0  China,Guangdong"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [],
   "source": [
    "cases.to_csv(NEO4J_IMPORT / \"02a-JHUCasesGlobal.csv\", index=False)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
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       "      <th>origLocation</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>33380</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>181200</td>\n",
       "      <td>2020-05-26</td>\n",
       "      <td>8372</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33646</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>181524</td>\n",
       "      <td>2020-05-27</td>\n",
       "      <td>8428</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33912</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>182196</td>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>8470</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34178</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>182922</td>\n",
       "      <td>2020-05-29</td>\n",
       "      <td>8504</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34444</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>183189</td>\n",
       "      <td>2020-05-30</td>\n",
       "      <td>8530</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34710</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>183410</td>\n",
       "      <td>2020-05-31</td>\n",
       "      <td>8540</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34976</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>183594</td>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>8555</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35242</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>183879</td>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>8563</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35508</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>184121</td>\n",
       "      <td>2020-06-03</td>\n",
       "      <td>8602</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35774</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>184472</td>\n",
       "      <td>2020-06-04</td>\n",
       "      <td>8635</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36040</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>184924</td>\n",
       "      <td>2020-06-05</td>\n",
       "      <td>8658</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36306</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>185450</td>\n",
       "      <td>2020-06-06</td>\n",
       "      <td>8673</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36572</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>185750</td>\n",
       "      <td>2020-06-07</td>\n",
       "      <td>8685</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36838</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>186109</td>\n",
       "      <td>2020-06-08</td>\n",
       "      <td>8695</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37104</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>186506</td>\n",
       "      <td>2020-06-09</td>\n",
       "      <td>8736</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37370</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>186522</td>\n",
       "      <td>2020-06-10</td>\n",
       "      <td>8752</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37636</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>186691</td>\n",
       "      <td>2020-06-11</td>\n",
       "      <td>8772</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37902</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>187226</td>\n",
       "      <td>2020-06-12</td>\n",
       "      <td>8783</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38168</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>187267</td>\n",
       "      <td>2020-06-13</td>\n",
       "      <td>8793</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38434</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>187518</td>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>8801</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38700</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>187682</td>\n",
       "      <td>2020-06-15</td>\n",
       "      <td>8807</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38966</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>188252</td>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>8820</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39232</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>188604</td>\n",
       "      <td>2020-06-17</td>\n",
       "      <td>8851</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39498</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>189817</td>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>8875</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39764</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>190299</td>\n",
       "      <td>2020-06-19</td>\n",
       "      <td>8887</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40030</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>190670</td>\n",
       "      <td>2020-06-20</td>\n",
       "      <td>8895</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40296</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>191272</td>\n",
       "      <td>2020-06-21</td>\n",
       "      <td>8895</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40562</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>191768</td>\n",
       "      <td>2020-06-22</td>\n",
       "      <td>8899</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40828</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>192480</td>\n",
       "      <td>2020-06-23</td>\n",
       "      <td>8914</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41094</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>192871</td>\n",
       "      <td>2020-06-24</td>\n",
       "      <td>8928</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41360</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>193371</td>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>8940</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41626</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>194036</td>\n",
       "      <td>2020-06-26</td>\n",
       "      <td>8965</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41892</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>194458</td>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>8968</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42158</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>194693</td>\n",
       "      <td>2020-06-28</td>\n",
       "      <td>8968</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42424</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>195042</td>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>8976</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42690</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>195418</td>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>8990</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42956</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>195893</td>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>8995</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43222</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>196370</td>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>9006</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43488</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>196780</td>\n",
       "      <td>2020-07-03</td>\n",
       "      <td>9010</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43754</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>197198</td>\n",
       "      <td>2020-07-04</td>\n",
       "      <td>9020</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44020</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>197523</td>\n",
       "      <td>2020-07-05</td>\n",
       "      <td>9023</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44286</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>198064</td>\n",
       "      <td>2020-07-06</td>\n",
       "      <td>9022</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44552</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>198343</td>\n",
       "      <td>2020-07-07</td>\n",
       "      <td>9032</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44818</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>198699</td>\n",
       "      <td>2020-07-08</td>\n",
       "      <td>9046</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45084</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>199001</td>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>9057</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45350</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>199332</td>\n",
       "      <td>2020-07-10</td>\n",
       "      <td>9063</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45616</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>199709</td>\n",
       "      <td>2020-07-11</td>\n",
       "      <td>9070</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45882</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>199919</td>\n",
       "      <td>2020-07-12</td>\n",
       "      <td>9071</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46148</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>200180</td>\n",
       "      <td>2020-07-13</td>\n",
       "      <td>9074</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46414</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>200456</td>\n",
       "      <td>2020-07-14</td>\n",
       "      <td>9078</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46680</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>200890</td>\n",
       "      <td>2020-07-15</td>\n",
       "      <td>9080</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46946</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>201450</td>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>9087</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47212</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>202045</td>\n",
       "      <td>2020-07-17</td>\n",
       "      <td>9088</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47478</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>202426</td>\n",
       "      <td>2020-07-18</td>\n",
       "      <td>9091</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47744</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>202735</td>\n",
       "      <td>2020-07-19</td>\n",
       "      <td>9092</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48010</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>203325</td>\n",
       "      <td>2020-07-20</td>\n",
       "      <td>9094</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48276</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>203717</td>\n",
       "      <td>2020-07-21</td>\n",
       "      <td>9099</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48542</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>204276</td>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>9102</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48808</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>204881</td>\n",
       "      <td>2020-07-23</td>\n",
       "      <td>9110</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49074</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>205623</td>\n",
       "      <td>2020-07-24</td>\n",
       "      <td>9120</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49340</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>206278</td>\n",
       "      <td>2020-07-25</td>\n",
       "      <td>9124</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49606</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>206667</td>\n",
       "      <td>2020-07-26</td>\n",
       "      <td>9124</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49872</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>207112</td>\n",
       "      <td>2020-07-27</td>\n",
       "      <td>9125</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50138</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>207707</td>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>9131</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50404</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>208546</td>\n",
       "      <td>2020-07-29</td>\n",
       "      <td>9135</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50670</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>209535</td>\n",
       "      <td>2020-07-30</td>\n",
       "      <td>9144</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50936</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>210399</td>\n",
       "      <td>2020-07-31</td>\n",
       "      <td>9147</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51202</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>211005</td>\n",
       "      <td>2020-08-01</td>\n",
       "      <td>9154</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51468</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>211220</td>\n",
       "      <td>2020-08-02</td>\n",
       "      <td>9154</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51734</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>212111</td>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>9154</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52000</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>212828</td>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>9163</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52266</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>214113</td>\n",
       "      <td>2020-08-05</td>\n",
       "      <td>9179</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52532</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>215039</td>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>9181</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52798</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>216196</td>\n",
       "      <td>2020-08-07</td>\n",
       "      <td>9195</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53064</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>216903</td>\n",
       "      <td>2020-08-08</td>\n",
       "      <td>9201</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53330</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>217288</td>\n",
       "      <td>2020-08-09</td>\n",
       "      <td>9202</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53596</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>218508</td>\n",
       "      <td>2020-08-10</td>\n",
       "      <td>9203</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53862</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>219540</td>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>9208</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54128</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>220859</td>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>9213</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54394</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>222281</td>\n",
       "      <td>2020-08-13</td>\n",
       "      <td>9217</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54660</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>223791</td>\n",
       "      <td>2020-08-14</td>\n",
       "      <td>9230</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54926</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>224488</td>\n",
       "      <td>2020-08-15</td>\n",
       "      <td>9235</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55192</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>225007</td>\n",
       "      <td>2020-08-16</td>\n",
       "      <td>9235</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55458</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>226700</td>\n",
       "      <td>2020-08-17</td>\n",
       "      <td>9236</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55724</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>228120</td>\n",
       "      <td>2020-08-18</td>\n",
       "      <td>9241</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55990</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>229706</td>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>9249</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56256</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>231292</td>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>9263</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56522</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>233029</td>\n",
       "      <td>2020-08-21</td>\n",
       "      <td>9266</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56788</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>233861</td>\n",
       "      <td>2020-08-22</td>\n",
       "      <td>9272</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57054</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>234494</td>\n",
       "      <td>2020-08-23</td>\n",
       "      <td>9275</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57320</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>236122</td>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>9276</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57586</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>237583</td>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>9281</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57852</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>239010</td>\n",
       "      <td>2020-08-26</td>\n",
       "      <td>9285</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58118</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>240571</td>\n",
       "      <td>2020-08-27</td>\n",
       "      <td>9290</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58384</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>242126</td>\n",
       "      <td>2020-08-28</td>\n",
       "      <td>9290</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58650</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>242835</td>\n",
       "      <td>2020-08-29</td>\n",
       "      <td>9299</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58916</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>243305</td>\n",
       "      <td>2020-08-30</td>\n",
       "      <td>9300</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59182</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>244802</td>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>9303</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59448</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>246015</td>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>9307</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59714</th>\n",
       "      <td>Germany</td>\n",
       "      <td></td>\n",
       "      <td>247411</td>\n",
       "      <td>2020-09-02</td>\n",
       "      <td>9322</td>\n",
       "      <td>Germany</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       country admin1   cases       date deaths origLocation\n",
       "33380  Germany         181200 2020-05-26   8372      Germany\n",
       "33646  Germany         181524 2020-05-27   8428      Germany\n",
       "33912  Germany         182196 2020-05-28   8470      Germany\n",
       "34178  Germany         182922 2020-05-29   8504      Germany\n",
       "34444  Germany         183189 2020-05-30   8530      Germany\n",
       "34710  Germany         183410 2020-05-31   8540      Germany\n",
       "34976  Germany         183594 2020-06-01   8555      Germany\n",
       "35242  Germany         183879 2020-06-02   8563      Germany\n",
       "35508  Germany         184121 2020-06-03   8602      Germany\n",
       "35774  Germany         184472 2020-06-04   8635      Germany\n",
       "36040  Germany         184924 2020-06-05   8658      Germany\n",
       "36306  Germany         185450 2020-06-06   8673      Germany\n",
       "36572  Germany         185750 2020-06-07   8685      Germany\n",
       "36838  Germany         186109 2020-06-08   8695      Germany\n",
       "37104  Germany         186506 2020-06-09   8736      Germany\n",
       "37370  Germany         186522 2020-06-10   8752      Germany\n",
       "37636  Germany         186691 2020-06-11   8772      Germany\n",
       "37902  Germany         187226 2020-06-12   8783      Germany\n",
       "38168  Germany         187267 2020-06-13   8793      Germany\n",
       "38434  Germany         187518 2020-06-14   8801      Germany\n",
       "38700  Germany         187682 2020-06-15   8807      Germany\n",
       "38966  Germany         188252 2020-06-16   8820      Germany\n",
       "39232  Germany         188604 2020-06-17   8851      Germany\n",
       "39498  Germany         189817 2020-06-18   8875      Germany\n",
       "39764  Germany         190299 2020-06-19   8887      Germany\n",
       "40030  Germany         190670 2020-06-20   8895      Germany\n",
       "40296  Germany         191272 2020-06-21   8895      Germany\n",
       "40562  Germany         191768 2020-06-22   8899      Germany\n",
       "40828  Germany         192480 2020-06-23   8914      Germany\n",
       "41094  Germany         192871 2020-06-24   8928      Germany\n",
       "41360  Germany         193371 2020-06-25   8940      Germany\n",
       "41626  Germany         194036 2020-06-26   8965      Germany\n",
       "41892  Germany         194458 2020-06-27   8968      Germany\n",
       "42158  Germany         194693 2020-06-28   8968      Germany\n",
       "42424  Germany         195042 2020-06-29   8976      Germany\n",
       "42690  Germany         195418 2020-06-30   8990      Germany\n",
       "42956  Germany         195893 2020-07-01   8995      Germany\n",
       "43222  Germany         196370 2020-07-02   9006      Germany\n",
       "43488  Germany         196780 2020-07-03   9010      Germany\n",
       "43754  Germany         197198 2020-07-04   9020      Germany\n",
       "44020  Germany         197523 2020-07-05   9023      Germany\n",
       "44286  Germany         198064 2020-07-06   9022      Germany\n",
       "44552  Germany         198343 2020-07-07   9032      Germany\n",
       "44818  Germany         198699 2020-07-08   9046      Germany\n",
       "45084  Germany         199001 2020-07-09   9057      Germany\n",
       "45350  Germany         199332 2020-07-10   9063      Germany\n",
       "45616  Germany         199709 2020-07-11   9070      Germany\n",
       "45882  Germany         199919 2020-07-12   9071      Germany\n",
       "46148  Germany         200180 2020-07-13   9074      Germany\n",
       "46414  Germany         200456 2020-07-14   9078      Germany\n",
       "46680  Germany         200890 2020-07-15   9080      Germany\n",
       "46946  Germany         201450 2020-07-16   9087      Germany\n",
       "47212  Germany         202045 2020-07-17   9088      Germany\n",
       "47478  Germany         202426 2020-07-18   9091      Germany\n",
       "47744  Germany         202735 2020-07-19   9092      Germany\n",
       "48010  Germany         203325 2020-07-20   9094      Germany\n",
       "48276  Germany         203717 2020-07-21   9099      Germany\n",
       "48542  Germany         204276 2020-07-22   9102      Germany\n",
       "48808  Germany         204881 2020-07-23   9110      Germany\n",
       "49074  Germany         205623 2020-07-24   9120      Germany\n",
       "49340  Germany         206278 2020-07-25   9124      Germany\n",
       "49606  Germany         206667 2020-07-26   9124      Germany\n",
       "49872  Germany         207112 2020-07-27   9125      Germany\n",
       "50138  Germany         207707 2020-07-28   9131      Germany\n",
       "50404  Germany         208546 2020-07-29   9135      Germany\n",
       "50670  Germany         209535 2020-07-30   9144      Germany\n",
       "50936  Germany         210399 2020-07-31   9147      Germany\n",
       "51202  Germany         211005 2020-08-01   9154      Germany\n",
       "51468  Germany         211220 2020-08-02   9154      Germany\n",
       "51734  Germany         212111 2020-08-03   9154      Germany\n",
       "52000  Germany         212828 2020-08-04   9163      Germany\n",
       "52266  Germany         214113 2020-08-05   9179      Germany\n",
       "52532  Germany         215039 2020-08-06   9181      Germany\n",
       "52798  Germany         216196 2020-08-07   9195      Germany\n",
       "53064  Germany         216903 2020-08-08   9201      Germany\n",
       "53330  Germany         217288 2020-08-09   9202      Germany\n",
       "53596  Germany         218508 2020-08-10   9203      Germany\n",
       "53862  Germany         219540 2020-08-11   9208      Germany\n",
       "54128  Germany         220859 2020-08-12   9213      Germany\n",
       "54394  Germany         222281 2020-08-13   9217      Germany\n",
       "54660  Germany         223791 2020-08-14   9230      Germany\n",
       "54926  Germany         224488 2020-08-15   9235      Germany\n",
       "55192  Germany         225007 2020-08-16   9235      Germany\n",
       "55458  Germany         226700 2020-08-17   9236      Germany\n",
       "55724  Germany         228120 2020-08-18   9241      Germany\n",
       "55990  Germany         229706 2020-08-19   9249      Germany\n",
       "56256  Germany         231292 2020-08-20   9263      Germany\n",
       "56522  Germany         233029 2020-08-21   9266      Germany\n",
       "56788  Germany         233861 2020-08-22   9272      Germany\n",
       "57054  Germany         234494 2020-08-23   9275      Germany\n",
       "57320  Germany         236122 2020-08-24   9276      Germany\n",
       "57586  Germany         237583 2020-08-25   9281      Germany\n",
       "57852  Germany         239010 2020-08-26   9285      Germany\n",
       "58118  Germany         240571 2020-08-27   9290      Germany\n",
       "58384  Germany         242126 2020-08-28   9290      Germany\n",
       "58650  Germany         242835 2020-08-29   9299      Germany\n",
       "58916  Germany         243305 2020-08-30   9300      Germany\n",
       "59182  Germany         244802 2020-08-31   9303      Germany\n",
       "59448  Germany         246015 2020-09-01   9307      Germany\n",
       "59714  Germany         247411 2020-09-02   9322      Germany"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases.query(\"country == 'Germany'\").tail(100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
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