notebooks/queries/CaseCounts.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Example queries for Case Counts on COVID-19 Knowledge Graph\n",
    "[Work in progress]\n",
    "\n",
    "This notebook demonstrates how to run Cypher queries to retrieve and aggregate COVID-19 case counts.\n",
    "\n",
    "COVID-19 case numbers are provided by:\n",
    "\n",
    "Country and US County level data: [JHU](https://github.com/covid-19-net/covid-19-community/blob/master/reference_data/DataProvider.csv#L6)\n",
    "\n",
    "San Diego data by zip code: [SDHHSA](https://github.com/covid-19-net/covid-19-community/blob/master/reference_data/DataProvider.csv#L7)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "import pandas as pd\n",
    "from py2neo import Graph"
   ]
  },
  {
   "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": "markdown",
   "metadata": {},
   "source": [
    "#### Connect to COVID-19-Net Knowledge Graph"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "graph = Graph(\"bolt://132.249.238.185:7687\", user=\"reader\", password=\"demo\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Get lastest update day for JHU data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "MATCH (:Admin2)<-[:REPORTED_IN]-(c:Cases{source: 'JHU'}) \n",
    "RETURN max(c.date)  // returns a neotime.Date object\n",
    "\"\"\"\n",
    "date = graph.evaluate(query).to_native() # convert to datetime.date object"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## COVID Case Data"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case counts by Country (using Johns Hopkins COVID-19 data)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
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       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>n.name</th>\n",
       "      <th>c.cases</th>\n",
       "      <th>c.deaths</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>54483</td>\n",
       "      <td>2370</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Albania</td>\n",
       "      <td>70655</td>\n",
       "      <td>1303</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Algeria</td>\n",
       "      <td>105124</td>\n",
       "      <td>2856</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Andorra</td>\n",
       "      <td>9416</td>\n",
       "      <td>93</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>Angola</td>\n",
       "      <td>19269</td>\n",
       "      <td>452</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Anguilla</td>\n",
       "      <td>15</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Antigua and Barbuda</td>\n",
       "      <td>195</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>Argentina</td>\n",
       "      <td>1853830</td>\n",
       "      <td>46575</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Armenia</td>\n",
       "      <td>165711</td>\n",
       "      <td>3030</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Aruba</td>\n",
       "      <td>6656</td>\n",
       "      <td>56</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Austria</td>\n",
       "      <td>401886</td>\n",
       "      <td>7330</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Azerbaijan</td>\n",
       "      <td>228526</td>\n",
       "      <td>3064</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Bahamas</td>\n",
       "      <td>8101</td>\n",
       "      <td>175</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Bahrain</td>\n",
       "      <td>99210</td>\n",
       "      <td>366</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>530890</td>\n",
       "      <td>7981</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Barbados</td>\n",
       "      <td>1156</td>\n",
       "      <td>9</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Belarus</td>\n",
       "      <td>234111</td>\n",
       "      <td>1628</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Belgium</td>\n",
       "      <td>689271</td>\n",
       "      <td>20675</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Belize</td>\n",
       "      <td>11700</td>\n",
       "      <td>290</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Benin</td>\n",
       "      <td>3643</td>\n",
       "      <td>48</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Bermuda</td>\n",
       "      <td>684</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Bhutan</td>\n",
       "      <td>851</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Bolivia</td>\n",
       "      <td>198257</td>\n",
       "      <td>9871</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Bosnia and Herzegovina</td>\n",
       "      <td>119420</td>\n",
       "      <td>4555</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Botswana</td>\n",
       "      <td>19654</td>\n",
       "      <td>105</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>8753920</td>\n",
       "      <td>215243</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>114</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Brunei</td>\n",
       "      <td>175</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>Bulgaria</td>\n",
       "      <td>214430</td>\n",
       "      <td>8799</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Burkina Faso</td>\n",
       "      <td>9857</td>\n",
       "      <td>107</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>Burundi</td>\n",
       "      <td>1380</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>Cabo Verde</td>\n",
       "      <td>13381</td>\n",
       "      <td>122</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>Cambodia</td>\n",
       "      <td>456</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Cameroon</td>\n",
       "      <td>28010</td>\n",
       "      <td>455</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>Canada</td>\n",
       "      <td>13</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Cayman Islands</td>\n",
       "      <td>382</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Central African Republic</td>\n",
       "      <td>4974</td>\n",
       "      <td>63</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Chad</td>\n",
       "      <td>3104</td>\n",
       "      <td>115</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Chile</td>\n",
       "      <td>690066</td>\n",
       "      <td>17786</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Colombia</td>\n",
       "      <td>1987418</td>\n",
       "      <td>50586</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>Comoros</td>\n",
       "      <td>2160</td>\n",
       "      <td>63</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>Costa Rica</td>\n",
       "      <td>189308</td>\n",
       "      <td>2518</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Croatia</td>\n",
       "      <td>227969</td>\n",
       "      <td>4770</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Cuba</td>\n",
       "      <td>20060</td>\n",
       "      <td>188</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Curacao</td>\n",
       "      <td>4543</td>\n",
       "      <td>20</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Cyprus</td>\n",
       "      <td>29758</td>\n",
       "      <td>179</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Czechia</td>\n",
       "      <td>924847</td>\n",
       "      <td>15130</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Democratic Republic of the Congo</td>\n",
       "      <td>21597</td>\n",
       "      <td>647</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Denmark</td>\n",
       "      <td>193038</td>\n",
       "      <td>1941</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>Djibouti</td>\n",
       "      <td>5917</td>\n",
       "      <td>61</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Dominica</td>\n",
       "      <td>113</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>201145</td>\n",
       "      <td>2496</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>Ecuador</td>\n",
       "      <td>237158</td>\n",
       "      <td>14562</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>Egypt</td>\n",
       "      <td>160463</td>\n",
       "      <td>8853</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>El Salvador</td>\n",
       "      <td>52672</td>\n",
       "      <td>1540</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>Equatorial Guinea</td>\n",
       "      <td>5401</td>\n",
       "      <td>86</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>Eritrea</td>\n",
       "      <td>1940</td>\n",
       "      <td>6</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>Estonia</td>\n",
       "      <td>39701</td>\n",
       "      <td>358</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>Eswatini</td>\n",
       "      <td>14219</td>\n",
       "      <td>458</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>Ethiopia</td>\n",
       "      <td>132881</td>\n",
       "      <td>2060</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Falkland Islands</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>Faroe Islands</td>\n",
       "      <td>652</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Fiji</td>\n",
       "      <td>55</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Finland</td>\n",
       "      <td>41915</td>\n",
       "      <td>644</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>France</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>France</td>\n",
       "      <td>3002910</td>\n",
       "      <td>72268</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>French Guiana</td>\n",
       "      <td>15431</td>\n",
       "      <td>76</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>French Polynesia</td>\n",
       "      <td>17852</td>\n",
       "      <td>128</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>Gabon</td>\n",
       "      <td>10278</td>\n",
       "      <td>67</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>Gambia</td>\n",
       "      <td>3958</td>\n",
       "      <td>128</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>251974</td>\n",
       "      <td>3022</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>Germany</td>\n",
       "      <td>2125261</td>\n",
       "      <td>51713</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Ghana</td>\n",
       "      <td>59480</td>\n",
       "      <td>361</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>Gibraltar</td>\n",
       "      <td>3905</td>\n",
       "      <td>59</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>Greece</td>\n",
       "      <td>151041</td>\n",
       "      <td>5598</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>Greenland</td>\n",
       "      <td>30</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>Grenada</td>\n",
       "      <td>139</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>Guadeloupe</td>\n",
       "      <td>8948</td>\n",
       "      <td>156</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>Guatemala</td>\n",
       "      <td>152956</td>\n",
       "      <td>5420</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>Guernsey</td>\n",
       "      <td>3414</td>\n",
       "      <td>78</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>Guinea</td>\n",
       "      <td>14262</td>\n",
       "      <td>81</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>Guinea-Bissau</td>\n",
       "      <td>2510</td>\n",
       "      <td>45</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>Guyana</td>\n",
       "      <td>7143</td>\n",
       "      <td>170</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>Haiti</td>\n",
       "      <td>11035</td>\n",
       "      <td>243</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>Honduras</td>\n",
       "      <td>139182</td>\n",
       "      <td>3439</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>Hong Kong</td>\n",
       "      <td>9928</td>\n",
       "      <td>168</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>Hungary</td>\n",
       "      <td>356973</td>\n",
       "      <td>11811</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>Iceland</td>\n",
       "      <td>5981</td>\n",
       "      <td>29</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>India</td>\n",
       "      <td>10639684</td>\n",
       "      <td>153184</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>965283</td>\n",
       "      <td>27453</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>Iran</td>\n",
       "      <td>1360852</td>\n",
       "      <td>57225</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>Iraq</td>\n",
       "      <td>612092</td>\n",
       "      <td>12984</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>Ireland</td>\n",
       "      <td>184279</td>\n",
       "      <td>2870</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>Isle of Man</td>\n",
       "      <td>432</td>\n",
       "      <td>25</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>Israel</td>\n",
       "      <td>589028</td>\n",
       "      <td>4266</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>Italy</td>\n",
       "      <td>2441854</td>\n",
       "      <td>84674</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Ivory Coast</td>\n",
       "      <td>26315</td>\n",
       "      <td>143</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>Jamaica</td>\n",
       "      <td>14658</td>\n",
       "      <td>332</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>Japan</td>\n",
       "      <td>357174</td>\n",
       "      <td>4980</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>Jordan</td>\n",
       "      <td>318911</td>\n",
       "      <td>4207</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>Kazakhstan</td>\n",
       "      <td>222701</td>\n",
       "      <td>2953</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>Kenya</td>\n",
       "      <td>99769</td>\n",
       "      <td>1740</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>Kosovo</td>\n",
       "      <td>57317</td>\n",
       "      <td>1447</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>Kuwait</td>\n",
       "      <td>160367</td>\n",
       "      <td>952</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Kyrgyzstan</td>\n",
       "      <td>83796</td>\n",
       "      <td>1398</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>Laos</td>\n",
       "      <td>41</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>Latvia</td>\n",
       "      <td>59586</td>\n",
       "      <td>1076</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>Lebanon</td>\n",
       "      <td>272461</td>\n",
       "      <td>2208</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>Lesotho</td>\n",
       "      <td>7555</td>\n",
       "      <td>113</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>Liberia</td>\n",
       "      <td>1912</td>\n",
       "      <td>84</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>Libya</td>\n",
       "      <td>112540</td>\n",
       "      <td>1737</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>Liechtenstein</td>\n",
       "      <td>2432</td>\n",
       "      <td>52</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>Lithuania</td>\n",
       "      <td>174846</td>\n",
       "      <td>2591</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>49438</td>\n",
       "      <td>562</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>Madagascar</td>\n",
       "      <td>18301</td>\n",
       "      <td>273</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>Malawi</td>\n",
       "      <td>17365</td>\n",
       "      <td>445</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>Malaysia</td>\n",
       "      <td>176180</td>\n",
       "      <td>660</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>Maldives</td>\n",
       "      <td>14830</td>\n",
       "      <td>50</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>Mali</td>\n",
       "      <td>7937</td>\n",
       "      <td>321</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>Malta</td>\n",
       "      <td>16423</td>\n",
       "      <td>248</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>Marshall Islands</td>\n",
       "      <td>4</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>Martinique</td>\n",
       "      <td>6302</td>\n",
       "      <td>44</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>Mauritania</td>\n",
       "      <td>16322</td>\n",
       "      <td>413</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>Mauritius</td>\n",
       "      <td>556</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>Mayotte</td>\n",
       "      <td>7158</td>\n",
       "      <td>58</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>Mexico</td>\n",
       "      <td>1732290</td>\n",
       "      <td>147614</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Micronesia</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>Moldova</td>\n",
       "      <td>155302</td>\n",
       "      <td>3332</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>Monaco</td>\n",
       "      <td>1311</td>\n",
       "      <td>9</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>Mongolia</td>\n",
       "      <td>1611</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>Montenegro</td>\n",
       "      <td>57482</td>\n",
       "      <td>765</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>Montserrat</td>\n",
       "      <td>13</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Morocco</td>\n",
       "      <td>464844</td>\n",
       "      <td>8105</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Mozambique</td>\n",
       "      <td>30848</td>\n",
       "      <td>290</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Myanmar</td>\n",
       "      <td>136591</td>\n",
       "      <td>3031</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>Namibia</td>\n",
       "      <td>31848</td>\n",
       "      <td>311</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>Nepal</td>\n",
       "      <td>268948</td>\n",
       "      <td>1986</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Netherlands</td>\n",
       "      <td>938628</td>\n",
       "      <td>13422</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>New Caledonia</td>\n",
       "      <td>44</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>New Zealand</td>\n",
       "      <td>2276</td>\n",
       "      <td>25</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Nicaragua</td>\n",
       "      <td>6204</td>\n",
       "      <td>168</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>Niger</td>\n",
       "      <td>4308</td>\n",
       "      <td>150</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>Nigeria</td>\n",
       "      <td>118138</td>\n",
       "      <td>1490</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>North Macedonia</td>\n",
       "      <td>90124</td>\n",
       "      <td>2768</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>Norway</td>\n",
       "      <td>60565</td>\n",
       "      <td>544</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>Oman</td>\n",
       "      <td>132486</td>\n",
       "      <td>1517</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>530818</td>\n",
       "      <td>11247</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>Palestinian Territory</td>\n",
       "      <td>154557</td>\n",
       "      <td>1769</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>Panama</td>\n",
       "      <td>307793</td>\n",
       "      <td>4980</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>Papua New Guinea</td>\n",
       "      <td>835</td>\n",
       "      <td>9</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>Paraguay</td>\n",
       "      <td>126370</td>\n",
       "      <td>2585</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Peru</td>\n",
       "      <td>1082907</td>\n",
       "      <td>39274</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>Philippines</td>\n",
       "      <td>509887</td>\n",
       "      <td>10136</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>Poland</td>\n",
       "      <td>1464448</td>\n",
       "      <td>34908</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Portugal</td>\n",
       "      <td>609136</td>\n",
       "      <td>9920</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>Qatar</td>\n",
       "      <td>148521</td>\n",
       "      <td>248</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>Republic of the Congo</td>\n",
       "      <td>7794</td>\n",
       "      <td>117</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>Reunion</td>\n",
       "      <td>9584</td>\n",
       "      <td>45</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>Romania</td>\n",
       "      <td>706475</td>\n",
       "      <td>17628</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Russia</td>\n",
       "      <td>3637862</td>\n",
       "      <td>67376</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>Rwanda</td>\n",
       "      <td>12443</td>\n",
       "      <td>165</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>Saint Barthelemy</td>\n",
       "      <td>300</td>\n",
       "      <td>1</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>Saint Kitts and Nevis</td>\n",
       "      <td>35</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>Saint Lucia</td>\n",
       "      <td>755</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>Saint Martin</td>\n",
       "      <td>1146</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>Saint Pierre and Miquelon</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>Saint Vincent and the Grenadines</td>\n",
       "      <td>690</td>\n",
       "      <td>2</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>Samoa</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>San Marino</td>\n",
       "      <td>2861</td>\n",
       "      <td>65</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>Sao Tome and Principe</td>\n",
       "      <td>1182</td>\n",
       "      <td>17</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>365988</td>\n",
       "      <td>6346</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>Senegal</td>\n",
       "      <td>24209</td>\n",
       "      <td>561</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Serbia</td>\n",
       "      <td>380802</td>\n",
       "      <td>3849</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>Seychelles</td>\n",
       "      <td>972</td>\n",
       "      <td>3</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>Sierra Leone</td>\n",
       "      <td>3093</td>\n",
       "      <td>77</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>Singapore</td>\n",
       "      <td>59250</td>\n",
       "      <td>29</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>Sint Maarten</td>\n",
       "      <td>1724</td>\n",
       "      <td>27</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>Slovakia</td>\n",
       "      <td>233027</td>\n",
       "      <td>3894</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>Slovenia</td>\n",
       "      <td>155752</td>\n",
       "      <td>3309</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>Solomon Islands</td>\n",
       "      <td>17</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>Somalia</td>\n",
       "      <td>4744</td>\n",
       "      <td>130</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>South Africa</td>\n",
       "      <td>1392568</td>\n",
       "      <td>40076</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>South Korea</td>\n",
       "      <td>74692</td>\n",
       "      <td>1337</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>South Sudan</td>\n",
       "      <td>3788</td>\n",
       "      <td>64</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>Spain</td>\n",
       "      <td>2499560</td>\n",
       "      <td>55441</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>Sri Lanka</td>\n",
       "      <td>56863</td>\n",
       "      <td>278</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>Sudan</td>\n",
       "      <td>26279</td>\n",
       "      <td>1603</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>Suriname</td>\n",
       "      <td>7945</td>\n",
       "      <td>148</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>Sweden</td>\n",
       "      <td>547166</td>\n",
       "      <td>11005</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Switzerland</td>\n",
       "      <td>509279</td>\n",
       "      <td>9034</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>Syria</td>\n",
       "      <td>13479</td>\n",
       "      <td>873</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>Taiwan</td>\n",
       "      <td>881</td>\n",
       "      <td>7</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>Tajikistan</td>\n",
       "      <td>13308</td>\n",
       "      <td>90</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>Tanzania</td>\n",
       "      <td>509</td>\n",
       "      <td>21</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>Thailand</td>\n",
       "      <td>13104</td>\n",
       "      <td>71</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>Timor Leste</td>\n",
       "      <td>53</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Togo</td>\n",
       "      <td>4545</td>\n",
       "      <td>74</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>Trinidad and Tobago</td>\n",
       "      <td>7456</td>\n",
       "      <td>133</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>Tunisia</td>\n",
       "      <td>193273</td>\n",
       "      <td>6092</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>Turkey</td>\n",
       "      <td>2418472</td>\n",
       "      <td>24789</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>1193</td>\n",
       "      <td>7</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>Uganda</td>\n",
       "      <td>38935</td>\n",
       "      <td>317</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>Ukraine</td>\n",
       "      <td>1222459</td>\n",
       "      <td>22698</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>270810</td>\n",
       "      <td>776</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>3583907</td>\n",
       "      <td>95981</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>United States</td>\n",
       "      <td>24818779</td>\n",
       "      <td>414004</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>Uruguay</td>\n",
       "      <td>36170</td>\n",
       "      <td>364</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>Uzbekistan</td>\n",
       "      <td>78272</td>\n",
       "      <td>620</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>Vanuatu</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>Vatican</td>\n",
       "      <td>27</td>\n",
       "      <td>0</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>Venezuela</td>\n",
       "      <td>122795</td>\n",
       "      <td>1136</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>Vietnam</td>\n",
       "      <td>1548</td>\n",
       "      <td>35</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>Yemen</td>\n",
       "      <td>2118</td>\n",
       "      <td>614</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Zambia</td>\n",
       "      <td>43333</td>\n",
       "      <td>610</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>Zimbabwe</td>\n",
       "      <td>30523</td>\n",
       "      <td>962</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                               n.name   c.cases  c.deaths        date\n",
       "0                         Afghanistan     54483      2370  2021-01-22\n",
       "1                             Albania     70655      1303  2021-01-22\n",
       "2                             Algeria    105124      2856  2021-01-22\n",
       "3                             Andorra      9416        93  2021-01-22\n",
       "4                              Angola     19269       452  2021-01-22\n",
       "5                            Anguilla        15         0  2021-01-22\n",
       "6                 Antigua and Barbuda       195         6  2021-01-22\n",
       "7                           Argentina   1853830     46575  2021-01-22\n",
       "8                             Armenia    165711      3030  2021-01-22\n",
       "9                               Aruba      6656        56  2021-01-22\n",
       "10                            Austria    401886      7330  2021-01-22\n",
       "11                         Azerbaijan    228526      3064  2021-01-22\n",
       "12                            Bahamas      8101       175  2021-01-22\n",
       "13                            Bahrain     99210       366  2021-01-22\n",
       "14                         Bangladesh    530890      7981  2021-01-22\n",
       "15                           Barbados      1156         9  2021-01-22\n",
       "16                            Belarus    234111      1628  2021-01-22\n",
       "17                            Belgium    689271     20675  2021-01-22\n",
       "18                             Belize     11700       290  2021-01-22\n",
       "19                              Benin      3643        48  2021-01-22\n",
       "20                            Bermuda       684        12  2021-01-22\n",
       "21                             Bhutan       851         1  2021-01-22\n",
       "22                            Bolivia    198257      9871  2021-01-22\n",
       "23             Bosnia and Herzegovina    119420      4555  2021-01-22\n",
       "24                           Botswana     19654       105  2021-01-22\n",
       "25                             Brazil   8753920    215243  2021-01-22\n",
       "26             British Virgin Islands       114         1  2021-01-22\n",
       "27                             Brunei       175         3  2021-01-22\n",
       "28                           Bulgaria    214430      8799  2021-01-22\n",
       "29                       Burkina Faso      9857       107  2021-01-22\n",
       "30                            Burundi      1380         2  2021-01-22\n",
       "31                         Cabo Verde     13381       122  2021-01-22\n",
       "32                           Cambodia       456         0  2021-01-22\n",
       "33                           Cameroon     28010       455  2021-01-22\n",
       "34                             Canada        13         0  2021-01-22\n",
       "35                     Cayman Islands       382         2  2021-01-22\n",
       "36           Central African Republic      4974        63  2021-01-22\n",
       "37                               Chad      3104       115  2021-01-22\n",
       "38                              Chile    690066     17786  2021-01-22\n",
       "39                           Colombia   1987418     50586  2021-01-22\n",
       "40                            Comoros      2160        63  2021-01-22\n",
       "41                         Costa Rica    189308      2518  2021-01-22\n",
       "42                            Croatia    227969      4770  2021-01-22\n",
       "43                               Cuba     20060       188  2021-01-22\n",
       "44                            Curacao      4543        20  2021-01-22\n",
       "45                             Cyprus     29758       179  2021-01-22\n",
       "46                            Czechia    924847     15130  2021-01-22\n",
       "47   Democratic Republic of the Congo     21597       647  2021-01-22\n",
       "48                            Denmark    193038      1941  2021-01-22\n",
       "49                           Djibouti      5917        61  2021-01-22\n",
       "50                           Dominica       113         0  2021-01-22\n",
       "51                 Dominican Republic    201145      2496  2021-01-22\n",
       "52                            Ecuador    237158     14562  2021-01-22\n",
       "53                              Egypt    160463      8853  2021-01-22\n",
       "54                        El Salvador     52672      1540  2021-01-22\n",
       "55                  Equatorial Guinea      5401        86  2021-01-22\n",
       "56                            Eritrea      1940         6  2021-01-22\n",
       "57                            Estonia     39701       358  2021-01-22\n",
       "58                           Eswatini     14219       458  2021-01-22\n",
       "59                           Ethiopia    132881      2060  2021-01-22\n",
       "60                   Falkland Islands        35         0  2021-01-22\n",
       "61                      Faroe Islands       652         1  2021-01-22\n",
       "62                               Fiji        55         2  2021-01-22\n",
       "63                            Finland     41915       644  2021-01-22\n",
       "64                             France         4         0  2021-01-22\n",
       "65                             France   3002910     72268  2021-01-22\n",
       "66                      French Guiana     15431        76  2021-01-22\n",
       "67                   French Polynesia     17852       128  2021-01-22\n",
       "68                              Gabon     10278        67  2021-01-22\n",
       "69                             Gambia      3958       128  2021-01-22\n",
       "70                            Georgia    251974      3022  2021-01-22\n",
       "71                            Germany   2125261     51713  2021-01-22\n",
       "72                              Ghana     59480       361  2021-01-22\n",
       "73                          Gibraltar      3905        59  2021-01-22\n",
       "74                             Greece    151041      5598  2021-01-22\n",
       "75                          Greenland        30         0  2021-01-22\n",
       "76                            Grenada       139         1  2021-01-22\n",
       "77                         Guadeloupe      8948       156  2021-01-22\n",
       "78                          Guatemala    152956      5420  2021-01-22\n",
       "79                           Guernsey      3414        78  2021-01-22\n",
       "80                             Guinea     14262        81  2021-01-22\n",
       "81                      Guinea-Bissau      2510        45  2021-01-22\n",
       "82                             Guyana      7143       170  2021-01-22\n",
       "83                              Haiti     11035       243  2021-01-22\n",
       "84                           Honduras    139182      3439  2021-01-22\n",
       "85                          Hong Kong      9928       168  2021-01-22\n",
       "86                            Hungary    356973     11811  2021-01-22\n",
       "87                            Iceland      5981        29  2021-01-22\n",
       "88                              India  10639684    153184  2021-01-22\n",
       "89                          Indonesia    965283     27453  2021-01-22\n",
       "90                               Iran   1360852     57225  2021-01-22\n",
       "91                               Iraq    612092     12984  2021-01-22\n",
       "92                            Ireland    184279      2870  2021-01-22\n",
       "93                        Isle of Man       432        25  2021-01-22\n",
       "94                             Israel    589028      4266  2021-01-22\n",
       "95                              Italy   2441854     84674  2021-01-22\n",
       "96                        Ivory Coast     26315       143  2021-01-22\n",
       "97                            Jamaica     14658       332  2021-01-22\n",
       "98                              Japan    357174      4980  2021-01-22\n",
       "99                             Jordan    318911      4207  2021-01-22\n",
       "100                        Kazakhstan    222701      2953  2021-01-22\n",
       "101                             Kenya     99769      1740  2021-01-22\n",
       "102                            Kosovo     57317      1447  2021-01-22\n",
       "103                            Kuwait    160367       952  2021-01-22\n",
       "104                        Kyrgyzstan     83796      1398  2021-01-22\n",
       "105                              Laos        41         0  2021-01-22\n",
       "106                            Latvia     59586      1076  2021-01-22\n",
       "107                           Lebanon    272461      2208  2021-01-22\n",
       "108                           Lesotho      7555       113  2021-01-22\n",
       "109                           Liberia      1912        84  2021-01-22\n",
       "110                             Libya    112540      1737  2021-01-22\n",
       "111                     Liechtenstein      2432        52  2021-01-22\n",
       "112                         Lithuania    174846      2591  2021-01-22\n",
       "113                        Luxembourg     49438       562  2021-01-22\n",
       "114                        Madagascar     18301       273  2021-01-22\n",
       "115                            Malawi     17365       445  2021-01-22\n",
       "116                          Malaysia    176180       660  2021-01-22\n",
       "117                          Maldives     14830        50  2021-01-22\n",
       "118                              Mali      7937       321  2021-01-22\n",
       "119                             Malta     16423       248  2021-01-22\n",
       "120                  Marshall Islands         4         0  2021-01-22\n",
       "121                        Martinique      6302        44  2021-01-22\n",
       "122                        Mauritania     16322       413  2021-01-22\n",
       "123                         Mauritius       556        10  2021-01-22\n",
       "124                           Mayotte      7158        58  2021-01-22\n",
       "125                            Mexico   1732290    147614  2021-01-22\n",
       "126                        Micronesia         1         0  2021-01-22\n",
       "127                           Moldova    155302      3332  2021-01-22\n",
       "128                            Monaco      1311         9  2021-01-22\n",
       "129                          Mongolia      1611         2  2021-01-22\n",
       "130                        Montenegro     57482       765  2021-01-22\n",
       "131                        Montserrat        13         1  2021-01-22\n",
       "132                           Morocco    464844      8105  2021-01-22\n",
       "133                        Mozambique     30848       290  2021-01-22\n",
       "134                           Myanmar    136591      3031  2021-01-22\n",
       "135                           Namibia     31848       311  2021-01-22\n",
       "136                             Nepal    268948      1986  2021-01-22\n",
       "137                       Netherlands    938628     13422  2021-01-22\n",
       "138                     New Caledonia        44         0  2021-01-22\n",
       "139                       New Zealand      2276        25  2021-01-22\n",
       "140                         Nicaragua      6204       168  2021-01-22\n",
       "141                             Niger      4308       150  2021-01-22\n",
       "142                           Nigeria    118138      1490  2021-01-22\n",
       "143                   North Macedonia     90124      2768  2021-01-22\n",
       "144                            Norway     60565       544  2021-01-22\n",
       "145                              Oman    132486      1517  2021-01-22\n",
       "146                          Pakistan    530818     11247  2021-01-22\n",
       "147             Palestinian Territory    154557      1769  2021-01-22\n",
       "148                            Panama    307793      4980  2021-01-22\n",
       "149                  Papua New Guinea       835         9  2021-01-22\n",
       "150                          Paraguay    126370      2585  2021-01-22\n",
       "151                              Peru   1082907     39274  2021-01-22\n",
       "152                       Philippines    509887     10136  2021-01-22\n",
       "153                            Poland   1464448     34908  2021-01-22\n",
       "154                          Portugal    609136      9920  2021-01-22\n",
       "155                             Qatar    148521       248  2021-01-22\n",
       "156             Republic of the Congo      7794       117  2021-01-22\n",
       "157                           Reunion      9584        45  2021-01-22\n",
       "158                           Romania    706475     17628  2021-01-22\n",
       "159                            Russia   3637862     67376  2021-01-22\n",
       "160                            Rwanda     12443       165  2021-01-22\n",
       "161                  Saint Barthelemy       300         1  2021-01-22\n",
       "162             Saint Kitts and Nevis        35         0  2021-01-22\n",
       "163                       Saint Lucia       755        10  2021-01-22\n",
       "164                      Saint Martin      1146        12  2021-01-22\n",
       "165         Saint Pierre and Miquelon        16         0  2021-01-22\n",
       "166  Saint Vincent and the Grenadines       690         2  2021-01-22\n",
       "167                             Samoa         2         0  2021-01-22\n",
       "168                        San Marino      2861        65  2021-01-22\n",
       "169             Sao Tome and Principe      1182        17  2021-01-22\n",
       "170                      Saudi Arabia    365988      6346  2021-01-22\n",
       "171                           Senegal     24209       561  2021-01-22\n",
       "172                            Serbia    380802      3849  2021-01-22\n",
       "173                        Seychelles       972         3  2021-01-22\n",
       "174                      Sierra Leone      3093        77  2021-01-22\n",
       "175                         Singapore     59250        29  2021-01-22\n",
       "176                      Sint Maarten      1724        27  2021-01-22\n",
       "177                          Slovakia    233027      3894  2021-01-22\n",
       "178                          Slovenia    155752      3309  2021-01-22\n",
       "179                   Solomon Islands        17         0  2021-01-22\n",
       "180                           Somalia      4744       130  2021-01-22\n",
       "181                      South Africa   1392568     40076  2021-01-22\n",
       "182                       South Korea     74692      1337  2021-01-22\n",
       "183                       South Sudan      3788        64  2021-01-22\n",
       "184                             Spain   2499560     55441  2021-01-22\n",
       "185                         Sri Lanka     56863       278  2021-01-22\n",
       "186                             Sudan     26279      1603  2021-01-22\n",
       "187                          Suriname      7945       148  2021-01-22\n",
       "188                            Sweden    547166     11005  2021-01-22\n",
       "189                       Switzerland    509279      9034  2021-01-22\n",
       "190                             Syria     13479       873  2021-01-22\n",
       "191                            Taiwan       881         7  2021-01-22\n",
       "192                        Tajikistan     13308        90  2021-01-22\n",
       "193                          Tanzania       509        21  2021-01-22\n",
       "194                          Thailand     13104        71  2021-01-22\n",
       "195                       Timor Leste        53         0  2021-01-22\n",
       "196                              Togo      4545        74  2021-01-22\n",
       "197               Trinidad and Tobago      7456       133  2021-01-22\n",
       "198                           Tunisia    193273      6092  2021-01-22\n",
       "199                            Turkey   2418472     24789  2021-01-22\n",
       "200          Turks and Caicos Islands      1193         7  2021-01-22\n",
       "201                            Uganda     38935       317  2021-01-22\n",
       "202                           Ukraine   1222459     22698  2021-01-22\n",
       "203              United Arab Emirates    270810       776  2021-01-22\n",
       "204                    United Kingdom   3583907     95981  2021-01-22\n",
       "205                     United States  24818779    414004  2021-01-22\n",
       "206                           Uruguay     36170       364  2021-01-22\n",
       "207                        Uzbekistan     78272       620  2021-01-22\n",
       "208                           Vanuatu         1         0  2021-01-22\n",
       "209                           Vatican        27         0  2021-01-22\n",
       "210                         Venezuela    122795      1136  2021-01-22\n",
       "211                           Vietnam      1548        35  2021-01-22\n",
       "212                             Yemen      2118       614  2021-01-22\n",
       "213                            Zambia     43333       610  2021-01-22\n",
       "214                          Zimbabwe     30523       962  2021-01-22"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{date: date($date), source: 'JHU'})-[:REPORTED_IN]->(n:Country)\n",
    "RETURN n.name, c.cases, c.deaths, c.date as date\n",
    "ORDER by n.name\n",
    "\"\"\"\n",
    "graph.run(query, date=date).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Case counts by US States aggregated from US Counties\n",
    "Note, some counties in the Johns Hopkins dataset cannot be mapped to US counties. They are listed in as \"None\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
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       "    .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>state</th>\n",
       "      <th>a1.code</th>\n",
       "      <th>a1.location</th>\n",
       "      <th>deaths</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>Alaska</td>\n",
       "      <td>AK</td>\n",
       "      <td>(-150.00028, 64.00028)</td>\n",
       "      <td>254</td>\n",
       "      <td>52669</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>Alabama</td>\n",
       "      <td>AL</td>\n",
       "      <td>(-86.75026, 32.75041)</td>\n",
       "      <td>6486</td>\n",
       "      <td>436087</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>Arkansas</td>\n",
       "      <td>AR</td>\n",
       "      <td>(-92.50044, 34.75037)</td>\n",
       "      <td>4549</td>\n",
       "      <td>278195</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>Arizona</td>\n",
       "      <td>AZ</td>\n",
       "      <td>(-111.50098, 34.5003)</td>\n",
       "      <td>12001</td>\n",
       "      <td>708040</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>California</td>\n",
       "      <td>CA</td>\n",
       "      <td>(-119.75126, 37.25022)</td>\n",
       "      <td>36259</td>\n",
       "      <td>3121386</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Colorado</td>\n",
       "      <td>CO</td>\n",
       "      <td>(-105.50083, 39.00027)</td>\n",
       "      <td>5462</td>\n",
       "      <td>382973</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>Connecticut</td>\n",
       "      <td>CT</td>\n",
       "      <td>(-72.66648, 41.66704)</td>\n",
       "      <td>6814</td>\n",
       "      <td>237028</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>District of Columbia</td>\n",
       "      <td>DC</td>\n",
       "      <td>(-77.00025, 38.91706)</td>\n",
       "      <td>867</td>\n",
       "      <td>34905</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>Delaware</td>\n",
       "      <td>DE</td>\n",
       "      <td>(-75.49992, 39.00039)</td>\n",
       "      <td>1027</td>\n",
       "      <td>73061</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>Florida</td>\n",
       "      <td>FL</td>\n",
       "      <td>(-82.5001, 28.75054)</td>\n",
       "      <td>25011</td>\n",
       "      <td>1624312</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>Georgia</td>\n",
       "      <td>GA</td>\n",
       "      <td>(-83.50018, 32.75042)</td>\n",
       "      <td>12639</td>\n",
       "      <td>821097</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>Hawaii</td>\n",
       "      <td>HI</td>\n",
       "      <td>(-156.38612, 20.78785)</td>\n",
       "      <td>329</td>\n",
       "      <td>24823</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>Iowa</td>\n",
       "      <td>IA</td>\n",
       "      <td>(-93.50049, 42.00027)</td>\n",
       "      <td>4478</td>\n",
       "      <td>310690</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>Idaho</td>\n",
       "      <td>ID</td>\n",
       "      <td>(-114.25118, 44.5002)</td>\n",
       "      <td>1667</td>\n",
       "      <td>158798</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>Illinois</td>\n",
       "      <td>IL</td>\n",
       "      <td>(-89.25037, 40.00032)</td>\n",
       "      <td>20534</td>\n",
       "      <td>1093220</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>Indiana</td>\n",
       "      <td>IN</td>\n",
       "      <td>(-86.25027, 40.00032)</td>\n",
       "      <td>9267</td>\n",
       "      <td>605426</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>Kansas</td>\n",
       "      <td>KS</td>\n",
       "      <td>(-98.50063, 38.50029)</td>\n",
       "      <td>3587</td>\n",
       "      <td>268908</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>Kentucky</td>\n",
       "      <td>KY</td>\n",
       "      <td>(-84.87762, 38.20042)</td>\n",
       "      <td>3337</td>\n",
       "      <td>340778</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Louisiana</td>\n",
       "      <td>LA</td>\n",
       "      <td>(-92.0004, 31.00047)</td>\n",
       "      <td>8483</td>\n",
       "      <td>379843</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>Massachusetts</td>\n",
       "      <td>MA</td>\n",
       "      <td>(-71.10832, 42.36565)</td>\n",
       "      <td>13977</td>\n",
       "      <td>464664</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>Maryland</td>\n",
       "      <td>MD</td>\n",
       "      <td>(-76.74997, 39.00039)</td>\n",
       "      <td>6745</td>\n",
       "      <td>336915</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>Maine</td>\n",
       "      <td>ME</td>\n",
       "      <td>(-69.24977, 45.50032)</td>\n",
       "      <td>540</td>\n",
       "      <td>36255</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>Michigan</td>\n",
       "      <td>MI</td>\n",
       "      <td>(-85.50033, 44.25029)</td>\n",
       "      <td>14797</td>\n",
       "      <td>569318</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>Minnesota</td>\n",
       "      <td>MN</td>\n",
       "      <td>(-94.25055, 46.25024)</td>\n",
       "      <td>6032</td>\n",
       "      <td>451831</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>Missouri</td>\n",
       "      <td>MO</td>\n",
       "      <td>(-92.50046, 38.25031)</td>\n",
       "      <td>6330</td>\n",
       "      <td>423556</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>Mississippi</td>\n",
       "      <td>MS</td>\n",
       "      <td>(-89.75036, 32.75041)</td>\n",
       "      <td>5713</td>\n",
       "      <td>261167</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>Montana</td>\n",
       "      <td>MT</td>\n",
       "      <td>(-109.75102, 47.00025)</td>\n",
       "      <td>1104</td>\n",
       "      <td>91049</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>North Carolina</td>\n",
       "      <td>NC</td>\n",
       "      <td>(-80.00032, 35.50069)</td>\n",
       "      <td>8464</td>\n",
       "      <td>705158</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>North Dakota</td>\n",
       "      <td>ND</td>\n",
       "      <td>(-100.00068, 47.50027)</td>\n",
       "      <td>1403</td>\n",
       "      <td>96565</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>Nebraska</td>\n",
       "      <td>NE</td>\n",
       "      <td>(-99.75067, 41.50028)</td>\n",
       "      <td>1875</td>\n",
       "      <td>184898</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>New Hampshire</td>\n",
       "      <td>NH</td>\n",
       "      <td>(-71.4998, 43.66702)</td>\n",
       "      <td>970</td>\n",
       "      <td>59904</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>New Jersey</td>\n",
       "      <td>NJ</td>\n",
       "      <td>(-74.49987, 40.16706)</td>\n",
       "      <td>20875</td>\n",
       "      <td>649171</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>New Mexico</td>\n",
       "      <td>NM</td>\n",
       "      <td>(-106.00085, 34.50034)</td>\n",
       "      <td>3077</td>\n",
       "      <td>164145</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>Nevada</td>\n",
       "      <td>NV</td>\n",
       "      <td>(-116.75119, 39.25021)</td>\n",
       "      <td>3958</td>\n",
       "      <td>268212</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>New York</td>\n",
       "      <td>NY</td>\n",
       "      <td>(-75.4999, 43.00035)</td>\n",
       "      <td>41689</td>\n",
       "      <td>1309341</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>Ohio</td>\n",
       "      <td>OH</td>\n",
       "      <td>(-83.00018, 40.25034)</td>\n",
       "      <td>10599</td>\n",
       "      <td>853982</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>Oklahoma</td>\n",
       "      <td>OK</td>\n",
       "      <td>(-97.50328, 35.49209)</td>\n",
       "      <td>3187</td>\n",
       "      <td>365848</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>Oregon</td>\n",
       "      <td>OR</td>\n",
       "      <td>(-120.50139, 44.00013)</td>\n",
       "      <td>1865</td>\n",
       "      <td>136839</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>Pennsylvania</td>\n",
       "      <td>PA</td>\n",
       "      <td>(-77.7, 40.8)</td>\n",
       "      <td>20269</td>\n",
       "      <td>798438</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>Rhode Island</td>\n",
       "      <td>RI</td>\n",
       "      <td>(-71.49978, 41.75038)</td>\n",
       "      <td>2010</td>\n",
       "      <td>97202</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>South Carolina</td>\n",
       "      <td>SC</td>\n",
       "      <td>(-81.00009, 34.00043)</td>\n",
       "      <td>6404</td>\n",
       "      <td>409188</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>South Dakota</td>\n",
       "      <td>SD</td>\n",
       "      <td>(-100.25069, 44.50026)</td>\n",
       "      <td>1684</td>\n",
       "      <td>106716</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>Tennessee</td>\n",
       "      <td>TN</td>\n",
       "      <td>(-86.25027, 35.75035)</td>\n",
       "      <td>8561</td>\n",
       "      <td>662108</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>Texas</td>\n",
       "      <td>TX</td>\n",
       "      <td>(-99.25061, 31.25044)</td>\n",
       "      <td>34381</td>\n",
       "      <td>2227789</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>Utah</td>\n",
       "      <td>UT</td>\n",
       "      <td>(-111.75103, 39.25024)</td>\n",
       "      <td>1103</td>\n",
       "      <td>252997</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>Virginia</td>\n",
       "      <td>VA</td>\n",
       "      <td>(-77.44675, 37.54812)</td>\n",
       "      <td>6002</td>\n",
       "      <td>463751</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>Vermont</td>\n",
       "      <td>VT</td>\n",
       "      <td>(-72.74983, 44.00034)</td>\n",
       "      <td>169</td>\n",
       "      <td>10751</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>Washington</td>\n",
       "      <td>WA</td>\n",
       "      <td>(-120.50147, 47.50012)</td>\n",
       "      <td>4110</td>\n",
       "      <td>296815</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>Wisconsin</td>\n",
       "      <td>WI</td>\n",
       "      <td>(-90.00041, 44.50024)</td>\n",
       "      <td>6135</td>\n",
       "      <td>577991</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>West Virginia</td>\n",
       "      <td>WV</td>\n",
       "      <td>(-80.50009, 38.50038)</td>\n",
       "      <td>1856</td>\n",
       "      <td>113615</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>Wyoming</td>\n",
       "      <td>WY</td>\n",
       "      <td>(-107.5009, 43.00024)</td>\n",
       "      <td>571</td>\n",
       "      <td>50583</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                   state a1.code             a1.location  deaths  confirmed  \\\n",
       "0                 Alaska      AK  (-150.00028, 64.00028)     254      52669   \n",
       "1                Alabama      AL   (-86.75026, 32.75041)    6486     436087   \n",
       "2               Arkansas      AR   (-92.50044, 34.75037)    4549     278195   \n",
       "3                Arizona      AZ   (-111.50098, 34.5003)   12001     708040   \n",
       "4             California      CA  (-119.75126, 37.25022)   36259    3121386   \n",
       "5               Colorado      CO  (-105.50083, 39.00027)    5462     382973   \n",
       "6            Connecticut      CT   (-72.66648, 41.66704)    6814     237028   \n",
       "7   District of Columbia      DC   (-77.00025, 38.91706)     867      34905   \n",
       "8               Delaware      DE   (-75.49992, 39.00039)    1027      73061   \n",
       "9                Florida      FL    (-82.5001, 28.75054)   25011    1624312   \n",
       "10               Georgia      GA   (-83.50018, 32.75042)   12639     821097   \n",
       "11                Hawaii      HI  (-156.38612, 20.78785)     329      24823   \n",
       "12                  Iowa      IA   (-93.50049, 42.00027)    4478     310690   \n",
       "13                 Idaho      ID   (-114.25118, 44.5002)    1667     158798   \n",
       "14              Illinois      IL   (-89.25037, 40.00032)   20534    1093220   \n",
       "15               Indiana      IN   (-86.25027, 40.00032)    9267     605426   \n",
       "16                Kansas      KS   (-98.50063, 38.50029)    3587     268908   \n",
       "17              Kentucky      KY   (-84.87762, 38.20042)    3337     340778   \n",
       "18             Louisiana      LA    (-92.0004, 31.00047)    8483     379843   \n",
       "19         Massachusetts      MA   (-71.10832, 42.36565)   13977     464664   \n",
       "20              Maryland      MD   (-76.74997, 39.00039)    6745     336915   \n",
       "21                 Maine      ME   (-69.24977, 45.50032)     540      36255   \n",
       "22              Michigan      MI   (-85.50033, 44.25029)   14797     569318   \n",
       "23             Minnesota      MN   (-94.25055, 46.25024)    6032     451831   \n",
       "24              Missouri      MO   (-92.50046, 38.25031)    6330     423556   \n",
       "25           Mississippi      MS   (-89.75036, 32.75041)    5713     261167   \n",
       "26               Montana      MT  (-109.75102, 47.00025)    1104      91049   \n",
       "27        North Carolina      NC   (-80.00032, 35.50069)    8464     705158   \n",
       "28          North Dakota      ND  (-100.00068, 47.50027)    1403      96565   \n",
       "29              Nebraska      NE   (-99.75067, 41.50028)    1875     184898   \n",
       "30         New Hampshire      NH    (-71.4998, 43.66702)     970      59904   \n",
       "31            New Jersey      NJ   (-74.49987, 40.16706)   20875     649171   \n",
       "32            New Mexico      NM  (-106.00085, 34.50034)    3077     164145   \n",
       "33                Nevada      NV  (-116.75119, 39.25021)    3958     268212   \n",
       "34              New York      NY    (-75.4999, 43.00035)   41689    1309341   \n",
       "35                  Ohio      OH   (-83.00018, 40.25034)   10599     853982   \n",
       "36              Oklahoma      OK   (-97.50328, 35.49209)    3187     365848   \n",
       "37                Oregon      OR  (-120.50139, 44.00013)    1865     136839   \n",
       "38          Pennsylvania      PA           (-77.7, 40.8)   20269     798438   \n",
       "39          Rhode Island      RI   (-71.49978, 41.75038)    2010      97202   \n",
       "40        South Carolina      SC   (-81.00009, 34.00043)    6404     409188   \n",
       "41          South Dakota      SD  (-100.25069, 44.50026)    1684     106716   \n",
       "42             Tennessee      TN   (-86.25027, 35.75035)    8561     662108   \n",
       "43                 Texas      TX   (-99.25061, 31.25044)   34381    2227789   \n",
       "44                  Utah      UT  (-111.75103, 39.25024)    1103     252997   \n",
       "45              Virginia      VA   (-77.44675, 37.54812)    6002     463751   \n",
       "46               Vermont      VT   (-72.74983, 44.00034)     169      10751   \n",
       "47            Washington      WA  (-120.50147, 47.50012)    4110     296815   \n",
       "48             Wisconsin      WI   (-90.00041, 44.50024)    6135     577991   \n",
       "49         West Virginia      WV   (-80.50009, 38.50038)    1856     113615   \n",
       "50               Wyoming      WY   (-107.5009, 43.00024)     571      50583   \n",
       "\n",
       "          date  \n",
       "0   2021-01-22  \n",
       "1   2021-01-22  \n",
       "2   2021-01-22  \n",
       "3   2021-01-22  \n",
       "4   2021-01-22  \n",
       "5   2021-01-22  \n",
       "6   2021-01-22  \n",
       "7   2021-01-22  \n",
       "8   2021-01-22  \n",
       "9   2021-01-22  \n",
       "10  2021-01-22  \n",
       "11  2021-01-22  \n",
       "12  2021-01-22  \n",
       "13  2021-01-22  \n",
       "14  2021-01-22  \n",
       "15  2021-01-22  \n",
       "16  2021-01-22  \n",
       "17  2021-01-22  \n",
       "18  2021-01-22  \n",
       "19  2021-01-22  \n",
       "20  2021-01-22  \n",
       "21  2021-01-22  \n",
       "22  2021-01-22  \n",
       "23  2021-01-22  \n",
       "24  2021-01-22  \n",
       "25  2021-01-22  \n",
       "26  2021-01-22  \n",
       "27  2021-01-22  \n",
       "28  2021-01-22  \n",
       "29  2021-01-22  \n",
       "30  2021-01-22  \n",
       "31  2021-01-22  \n",
       "32  2021-01-22  \n",
       "33  2021-01-22  \n",
       "34  2021-01-22  \n",
       "35  2021-01-22  \n",
       "36  2021-01-22  \n",
       "37  2021-01-22  \n",
       "38  2021-01-22  \n",
       "39  2021-01-22  \n",
       "40  2021-01-22  \n",
       "41  2021-01-22  \n",
       "42  2021-01-22  \n",
       "43  2021-01-22  \n",
       "44  2021-01-22  \n",
       "45  2021-01-22  \n",
       "46  2021-01-22  \n",
       "47  2021-01-22  \n",
       "48  2021-01-22  \n",
       "49  2021-01-22  \n",
       "50  2021-01-22  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{date: $date, source: 'JHU'})-[:REPORTED_IN]->(a:Admin2)-[:IN]->(a1:Admin1)\n",
    "RETURN a1.name as state, a1.code, a1.location, sum(c.deaths) as deaths, sum(c.cases) as confirmed, c.date as date\n",
    "ORDER BY a1.code\n",
    "\"\"\"\n",
    "graph.run(query, date=date).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Current cases in San Diego County"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>name</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>deaths</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>222578</td>\n",
       "      <td>2301</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "               name  confirmed  deaths        date\n",
       "0  San Diego County     222578    2301  2021-01-22"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "admin2 = 'San Diego County'\n",
    "\n",
    "query = \"\"\"\n",
    "MATCH (c:Cases{date: date($date), source: 'JHU'})-[:REPORTED_IN]->(a:Admin2{name: $admin2})\n",
    "RETURN a.name as name, c.cases as confirmed, c.deaths as deaths, c.date as date\n",
    "\"\"\"\n",
    "graph.run(query, admin2=admin2, date=date).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### COVID-19 Cases Time Series in San Diego County"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "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>name</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>deaths</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>222578</td>\n",
       "      <td>2301</td>\n",
       "      <td>2021-01-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>219731</td>\n",
       "      <td>2222</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>218555</td>\n",
       "      <td>2174</td>\n",
       "      <td>2021-01-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>216835</td>\n",
       "      <td>2109</td>\n",
       "      <td>2021-01-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>214337</td>\n",
       "      <td>2103</td>\n",
       "      <td>2021-01-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>211787</td>\n",
       "      <td>2103</td>\n",
       "      <td>2021-01-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>209897</td>\n",
       "      <td>2065</td>\n",
       "      <td>2021-01-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>206870</td>\n",
       "      <td>2037</td>\n",
       "      <td>2021-01-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>204175</td>\n",
       "      <td>2005</td>\n",
       "      <td>2021-01-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>201580</td>\n",
       "      <td>1952</td>\n",
       "      <td>2021-01-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>198319</td>\n",
       "      <td>1898</td>\n",
       "      <td>2021-01-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>194795</td>\n",
       "      <td>1857</td>\n",
       "      <td>2021-01-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>191888</td>\n",
       "      <td>1857</td>\n",
       "      <td>2021-01-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>188600</td>\n",
       "      <td>1824</td>\n",
       "      <td>2021-01-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>185062</td>\n",
       "      <td>1771</td>\n",
       "      <td>2021-01-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>180512</td>\n",
       "      <td>1738</td>\n",
       "      <td>2021-01-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>176662</td>\n",
       "      <td>1691</td>\n",
       "      <td>2021-01-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>172847</td>\n",
       "      <td>1654</td>\n",
       "      <td>2021-01-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>171033</td>\n",
       "      <td>1598</td>\n",
       "      <td>2021-01-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>168020</td>\n",
       "      <td>1592</td>\n",
       "      <td>2021-01-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>164500</td>\n",
       "      <td>1592</td>\n",
       "      <td>2021-01-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>160073</td>\n",
       "      <td>1592</td>\n",
       "      <td>2021-01-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>155595</td>\n",
       "      <td>1534</td>\n",
       "      <td>2020-12-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>152512</td>\n",
       "      <td>1472</td>\n",
       "      <td>2020-12-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>150064</td>\n",
       "      <td>1435</td>\n",
       "      <td>2020-12-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>147530</td>\n",
       "      <td>1404</td>\n",
       "      <td>2020-12-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>145779</td>\n",
       "      <td>1402</td>\n",
       "      <td>2020-12-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>142647</td>\n",
       "      <td>1402</td>\n",
       "      <td>2020-12-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>139961</td>\n",
       "      <td>1402</td>\n",
       "      <td>2020-12-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>136955</td>\n",
       "      <td>1382</td>\n",
       "      <td>2020-12-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>134696</td>\n",
       "      <td>1350</td>\n",
       "      <td>2020-12-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>132098</td>\n",
       "      <td>1311</td>\n",
       "      <td>2020-12-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>129717</td>\n",
       "      <td>1283</td>\n",
       "      <td>2020-12-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>126465</td>\n",
       "      <td>1280</td>\n",
       "      <td>2020-12-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>122972</td>\n",
       "      <td>1280</td>\n",
       "      <td>2020-12-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>120463</td>\n",
       "      <td>1253</td>\n",
       "      <td>2020-12-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>116852</td>\n",
       "      <td>1239</td>\n",
       "      <td>2020-12-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>114248</td>\n",
       "      <td>1217</td>\n",
       "      <td>2020-12-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>111441</td>\n",
       "      <td>1194</td>\n",
       "      <td>2020-12-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>109578</td>\n",
       "      <td>1162</td>\n",
       "      <td>2020-12-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>107372</td>\n",
       "      <td>1162</td>\n",
       "      <td>2020-12-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>104956</td>\n",
       "      <td>1151</td>\n",
       "      <td>2020-12-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>102466</td>\n",
       "      <td>1137</td>\n",
       "      <td>2020-12-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>99599</td>\n",
       "      <td>1114</td>\n",
       "      <td>2020-12-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>97549</td>\n",
       "      <td>1103</td>\n",
       "      <td>2020-12-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>95445</td>\n",
       "      <td>1088</td>\n",
       "      <td>2020-12-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>94169</td>\n",
       "      <td>1062</td>\n",
       "      <td>2020-12-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>92171</td>\n",
       "      <td>1062</td>\n",
       "      <td>2020-12-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>90468</td>\n",
       "      <td>1055</td>\n",
       "      <td>2020-12-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>88181</td>\n",
       "      <td>1047</td>\n",
       "      <td>2020-12-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>86142</td>\n",
       "      <td>1040</td>\n",
       "      <td>2020-12-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>84638</td>\n",
       "      <td>1035</td>\n",
       "      <td>2020-12-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>83421</td>\n",
       "      <td>1019</td>\n",
       "      <td>2020-12-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>82043</td>\n",
       "      <td>997</td>\n",
       "      <td>2020-11-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>81084</td>\n",
       "      <td>997</td>\n",
       "      <td>2020-11-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>80018</td>\n",
       "      <td>997</td>\n",
       "      <td>2020-11-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>78159</td>\n",
       "      <td>996</td>\n",
       "      <td>2020-11-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>75307</td>\n",
       "      <td>988</td>\n",
       "      <td>2020-11-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>75305</td>\n",
       "      <td>988</td>\n",
       "      <td>2020-11-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>74361</td>\n",
       "      <td>984</td>\n",
       "      <td>2020-11-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>72815</td>\n",
       "      <td>968</td>\n",
       "      <td>2020-11-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>71648</td>\n",
       "      <td>968</td>\n",
       "      <td>2020-11-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>70709</td>\n",
       "      <td>966</td>\n",
       "      <td>2020-11-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>69231</td>\n",
       "      <td>960</td>\n",
       "      <td>2020-11-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>68140</td>\n",
       "      <td>952</td>\n",
       "      <td>2020-11-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>67241</td>\n",
       "      <td>945</td>\n",
       "      <td>2020-11-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>66319</td>\n",
       "      <td>933</td>\n",
       "      <td>2020-11-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>65601</td>\n",
       "      <td>926</td>\n",
       "      <td>2020-11-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>64768</td>\n",
       "      <td>926</td>\n",
       "      <td>2020-11-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>63681</td>\n",
       "      <td>926</td>\n",
       "      <td>2020-11-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>62945</td>\n",
       "      <td>921</td>\n",
       "      <td>2020-11-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>62334</td>\n",
       "      <td>918</td>\n",
       "      <td>2020-11-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>61085</td>\n",
       "      <td>915</td>\n",
       "      <td>2020-11-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>61053</td>\n",
       "      <td>915</td>\n",
       "      <td>2020-11-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>60570</td>\n",
       "      <td>938</td>\n",
       "      <td>2020-11-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>60169</td>\n",
       "      <td>908</td>\n",
       "      <td>2020-11-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>59656</td>\n",
       "      <td>908</td>\n",
       "      <td>2020-11-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>59116</td>\n",
       "      <td>907</td>\n",
       "      <td>2020-11-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>58636</td>\n",
       "      <td>904</td>\n",
       "      <td>2020-11-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>58106</td>\n",
       "      <td>904</td>\n",
       "      <td>2020-11-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>57702</td>\n",
       "      <td>901</td>\n",
       "      <td>2020-11-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>57409</td>\n",
       "      <td>891</td>\n",
       "      <td>2020-11-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>57102</td>\n",
       "      <td>891</td>\n",
       "      <td>2020-11-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>56750</td>\n",
       "      <td>891</td>\n",
       "      <td>2020-10-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>56369</td>\n",
       "      <td>888</td>\n",
       "      <td>2020-10-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>55898</td>\n",
       "      <td>885</td>\n",
       "      <td>2020-10-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>55540</td>\n",
       "      <td>881</td>\n",
       "      <td>2020-10-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>55210</td>\n",
       "      <td>877</td>\n",
       "      <td>2020-10-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>54941</td>\n",
       "      <td>870</td>\n",
       "      <td>2020-10-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>54583</td>\n",
       "      <td>870</td>\n",
       "      <td>2020-10-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>54314</td>\n",
       "      <td>868</td>\n",
       "      <td>2020-10-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>53928</td>\n",
       "      <td>867</td>\n",
       "      <td>2020-10-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>53498</td>\n",
       "      <td>866</td>\n",
       "      <td>2020-10-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>53263</td>\n",
       "      <td>863</td>\n",
       "      <td>2020-10-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>53000</td>\n",
       "      <td>857</td>\n",
       "      <td>2020-10-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>52735</td>\n",
       "      <td>853</td>\n",
       "      <td>2020-10-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>52355</td>\n",
       "      <td>853</td>\n",
       "      <td>2020-10-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>51982</td>\n",
       "      <td>869</td>\n",
       "      <td>2020-10-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>51781</td>\n",
       "      <td>865</td>\n",
       "      <td>2020-10-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>51470</td>\n",
       "      <td>847</td>\n",
       "      <td>2020-10-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>51327</td>\n",
       "      <td>844</td>\n",
       "      <td>2020-10-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>51024</td>\n",
       "      <td>840</td>\n",
       "      <td>2020-10-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>50746</td>\n",
       "      <td>826</td>\n",
       "      <td>2020-10-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>50551</td>\n",
       "      <td>826</td>\n",
       "      <td>2020-10-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>50143</td>\n",
       "      <td>825</td>\n",
       "      <td>2020-10-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>49823</td>\n",
       "      <td>821</td>\n",
       "      <td>2020-10-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>49466</td>\n",
       "      <td>819</td>\n",
       "      <td>2020-10-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>49175</td>\n",
       "      <td>813</td>\n",
       "      <td>2020-10-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>48821</td>\n",
       "      <td>806</td>\n",
       "      <td>2020-10-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>48660</td>\n",
       "      <td>803</td>\n",
       "      <td>2020-10-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>48436</td>\n",
       "      <td>803</td>\n",
       "      <td>2020-10-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>48200</td>\n",
       "      <td>798</td>\n",
       "      <td>2020-10-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>47791</td>\n",
       "      <td>794</td>\n",
       "      <td>2020-10-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>47485</td>\n",
       "      <td>792</td>\n",
       "      <td>2020-10-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>47180</td>\n",
       "      <td>783</td>\n",
       "      <td>2020-09-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>46985</td>\n",
       "      <td>781</td>\n",
       "      <td>2020-09-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>46734</td>\n",
       "      <td>776</td>\n",
       "      <td>2020-09-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>46610</td>\n",
       "      <td>776</td>\n",
       "      <td>2020-09-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>46331</td>\n",
       "      <td>775</td>\n",
       "      <td>2020-09-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>46001</td>\n",
       "      <td>775</td>\n",
       "      <td>2020-09-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>45596</td>\n",
       "      <td>773</td>\n",
       "      <td>2020-09-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>45425</td>\n",
       "      <td>767</td>\n",
       "      <td>2020-09-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>45147</td>\n",
       "      <td>765</td>\n",
       "      <td>2020-09-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>44925</td>\n",
       "      <td>760</td>\n",
       "      <td>2020-09-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>44577</td>\n",
       "      <td>760</td>\n",
       "      <td>2020-09-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>44293</td>\n",
       "      <td>796</td>\n",
       "      <td>2020-09-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>44007</td>\n",
       "      <td>757</td>\n",
       "      <td>2020-09-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>43619</td>\n",
       "      <td>754</td>\n",
       "      <td>2020-09-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>43445</td>\n",
       "      <td>748</td>\n",
       "      <td>2020-09-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>43181</td>\n",
       "      <td>742</td>\n",
       "      <td>2020-09-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>42887</td>\n",
       "      <td>734</td>\n",
       "      <td>2020-09-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>42679</td>\n",
       "      <td>734</td>\n",
       "      <td>2020-09-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>42414</td>\n",
       "      <td>734</td>\n",
       "      <td>2020-09-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>41969</td>\n",
       "      <td>730</td>\n",
       "      <td>2020-09-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>41608</td>\n",
       "      <td>725</td>\n",
       "      <td>2020-09-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>41324</td>\n",
       "      <td>721</td>\n",
       "      <td>2020-09-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>40868</td>\n",
       "      <td>708</td>\n",
       "      <td>2020-09-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>40652</td>\n",
       "      <td>707</td>\n",
       "      <td>2020-09-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>40650</td>\n",
       "      <td>707</td>\n",
       "      <td>2020-09-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>40342</td>\n",
       "      <td>704</td>\n",
       "      <td>2020-09-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>39899</td>\n",
       "      <td>701</td>\n",
       "      <td>2020-09-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>39446</td>\n",
       "      <td>700</td>\n",
       "      <td>2020-09-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>39121</td>\n",
       "      <td>695</td>\n",
       "      <td>2020-09-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>38871</td>\n",
       "      <td>688</td>\n",
       "      <td>2020-09-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>38604</td>\n",
       "      <td>682</td>\n",
       "      <td>2020-08-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>38300</td>\n",
       "      <td>682</td>\n",
       "      <td>2020-08-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>38047</td>\n",
       "      <td>679</td>\n",
       "      <td>2020-08-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>37784</td>\n",
       "      <td>676</td>\n",
       "      <td>2020-08-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>37499</td>\n",
       "      <td>673</td>\n",
       "      <td>2020-08-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>37222</td>\n",
       "      <td>668</td>\n",
       "      <td>2020-08-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>36994</td>\n",
       "      <td>665</td>\n",
       "      <td>2020-08-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>36727</td>\n",
       "      <td>660</td>\n",
       "      <td>2020-08-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>36540</td>\n",
       "      <td>660</td>\n",
       "      <td>2020-08-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>36203</td>\n",
       "      <td>660</td>\n",
       "      <td>2020-08-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>35912</td>\n",
       "      <td>652</td>\n",
       "      <td>2020-08-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>35608</td>\n",
       "      <td>644</td>\n",
       "      <td>2020-08-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>35376</td>\n",
       "      <td>638</td>\n",
       "      <td>2020-08-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>34960</td>\n",
       "      <td>626</td>\n",
       "      <td>2020-08-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>34678</td>\n",
       "      <td>626</td>\n",
       "      <td>2020-08-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>34344</td>\n",
       "      <td>626</td>\n",
       "      <td>2020-08-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>34065</td>\n",
       "      <td>622</td>\n",
       "      <td>2020-08-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>34065</td>\n",
       "      <td>622</td>\n",
       "      <td>2020-08-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>33393</td>\n",
       "      <td>608</td>\n",
       "      <td>2020-08-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>33157</td>\n",
       "      <td>602</td>\n",
       "      <td>2020-08-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>32975</td>\n",
       "      <td>594</td>\n",
       "      <td>2020-08-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>32975</td>\n",
       "      <td>594</td>\n",
       "      <td>2020-08-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>32330</td>\n",
       "      <td>593</td>\n",
       "      <td>2020-08-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>31779</td>\n",
       "      <td>586</td>\n",
       "      <td>2020-08-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>31127</td>\n",
       "      <td>583</td>\n",
       "      <td>2020-08-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>31127</td>\n",
       "      <td>583</td>\n",
       "      <td>2020-08-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>30516</td>\n",
       "      <td>568</td>\n",
       "      <td>2020-08-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>30516</td>\n",
       "      <td>568</td>\n",
       "      <td>2020-08-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>29883</td>\n",
       "      <td>565</td>\n",
       "      <td>2020-08-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>29883</td>\n",
       "      <td>565</td>\n",
       "      <td>2020-08-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>29048</td>\n",
       "      <td>561</td>\n",
       "      <td>2020-08-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>29048</td>\n",
       "      <td>561</td>\n",
       "      <td>2020-07-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>28688</td>\n",
       "      <td>558</td>\n",
       "      <td>2020-07-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>28287</td>\n",
       "      <td>552</td>\n",
       "      <td>2020-07-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>27507</td>\n",
       "      <td>533</td>\n",
       "      <td>2020-07-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>27507</td>\n",
       "      <td>533</td>\n",
       "      <td>2020-07-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>26701</td>\n",
       "      <td>533</td>\n",
       "      <td>2020-07-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>26098</td>\n",
       "      <td>524</td>\n",
       "      <td>2020-07-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>26098</td>\n",
       "      <td>524</td>\n",
       "      <td>2020-07-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>25608</td>\n",
       "      <td>512</td>\n",
       "      <td>2020-07-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>25107</td>\n",
       "      <td>505</td>\n",
       "      <td>2020-07-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>24520</td>\n",
       "      <td>487</td>\n",
       "      <td>2020-07-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>24135</td>\n",
       "      <td>478</td>\n",
       "      <td>2020-07-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>23682</td>\n",
       "      <td>478</td>\n",
       "      <td>2020-07-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>23114</td>\n",
       "      <td>478</td>\n",
       "      <td>2020-07-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>21855</td>\n",
       "      <td>465</td>\n",
       "      <td>2020-07-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>21855</td>\n",
       "      <td>465</td>\n",
       "      <td>2020-07-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>21446</td>\n",
       "      <td>448</td>\n",
       "      <td>2020-07-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>20887</td>\n",
       "      <td>436</td>\n",
       "      <td>2020-07-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>19929</td>\n",
       "      <td>422</td>\n",
       "      <td>2020-07-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>19371</td>\n",
       "      <td>422</td>\n",
       "      <td>2020-07-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>19371</td>\n",
       "      <td>422</td>\n",
       "      <td>2020-07-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>18863</td>\n",
       "      <td>420</td>\n",
       "      <td>2020-07-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>18402</td>\n",
       "      <td>415</td>\n",
       "      <td>2020-07-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>17842</td>\n",
       "      <td>406</td>\n",
       "      <td>2020-07-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>17578</td>\n",
       "      <td>399</td>\n",
       "      <td>2020-07-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>16726</td>\n",
       "      <td>387</td>\n",
       "      <td>2020-07-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>16726</td>\n",
       "      <td>387</td>\n",
       "      <td>2020-07-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>15696</td>\n",
       "      <td>387</td>\n",
       "      <td>2020-07-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>15696</td>\n",
       "      <td>387</td>\n",
       "      <td>2020-07-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>15207</td>\n",
       "      <td>377</td>\n",
       "      <td>2020-07-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>14623</td>\n",
       "      <td>370</td>\n",
       "      <td>2020-07-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>14149</td>\n",
       "      <td>365</td>\n",
       "      <td>2020-06-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>13832</td>\n",
       "      <td>361</td>\n",
       "      <td>2020-06-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>13334</td>\n",
       "      <td>361</td>\n",
       "      <td>2020-06-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>12837</td>\n",
       "      <td>360</td>\n",
       "      <td>2020-06-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>12401</td>\n",
       "      <td>358</td>\n",
       "      <td>2020-06-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>11961</td>\n",
       "      <td>352</td>\n",
       "      <td>2020-06-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>11626</td>\n",
       "      <td>347</td>\n",
       "      <td>2020-06-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>11294</td>\n",
       "      <td>341</td>\n",
       "      <td>2020-06-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>11096</td>\n",
       "      <td>338</td>\n",
       "      <td>2020-06-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>10794</td>\n",
       "      <td>338</td>\n",
       "      <td>2020-06-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>10484</td>\n",
       "      <td>338</td>\n",
       "      <td>2020-06-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>10350</td>\n",
       "      <td>332</td>\n",
       "      <td>2020-06-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>10092</td>\n",
       "      <td>331</td>\n",
       "      <td>2020-06-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>9730</td>\n",
       "      <td>323</td>\n",
       "      <td>2020-06-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>9730</td>\n",
       "      <td>323</td>\n",
       "      <td>2020-06-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>9610</td>\n",
       "      <td>320</td>\n",
       "      <td>2020-06-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>9440</td>\n",
       "      <td>319</td>\n",
       "      <td>2020-06-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>9314</td>\n",
       "      <td>319</td>\n",
       "      <td>2020-06-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8998</td>\n",
       "      <td>308</td>\n",
       "      <td>2020-06-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8998</td>\n",
       "      <td>308</td>\n",
       "      <td>2020-06-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8837</td>\n",
       "      <td>305</td>\n",
       "      <td>2020-06-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8619</td>\n",
       "      <td>296</td>\n",
       "      <td>2020-06-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8619</td>\n",
       "      <td>296</td>\n",
       "      <td>2020-06-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8345</td>\n",
       "      <td>296</td>\n",
       "      <td>2020-06-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8345</td>\n",
       "      <td>296</td>\n",
       "      <td>2020-06-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7940</td>\n",
       "      <td>288</td>\n",
       "      <td>2020-06-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7798</td>\n",
       "      <td>283</td>\n",
       "      <td>2020-06-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7674</td>\n",
       "      <td>276</td>\n",
       "      <td>2020-06-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7554</td>\n",
       "      <td>269</td>\n",
       "      <td>2020-06-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7481</td>\n",
       "      <td>269</td>\n",
       "      <td>2020-06-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7481</td>\n",
       "      <td>269</td>\n",
       "      <td>2020-05-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7385</td>\n",
       "      <td>269</td>\n",
       "      <td>2020-05-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7100</td>\n",
       "      <td>260</td>\n",
       "      <td>2020-05-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>7100</td>\n",
       "      <td>260</td>\n",
       "      <td>2020-05-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6882</td>\n",
       "      <td>249</td>\n",
       "      <td>2020-05-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6797</td>\n",
       "      <td>249</td>\n",
       "      <td>2020-05-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6701</td>\n",
       "      <td>249</td>\n",
       "      <td>2020-05-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6559</td>\n",
       "      <td>249</td>\n",
       "      <td>2020-05-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6559</td>\n",
       "      <td>249</td>\n",
       "      <td>2020-05-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6315</td>\n",
       "      <td>241</td>\n",
       "      <td>2020-05-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6140</td>\n",
       "      <td>230</td>\n",
       "      <td>2020-05-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6140</td>\n",
       "      <td>230</td>\n",
       "      <td>2020-05-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>6026</td>\n",
       "      <td>222</td>\n",
       "      <td>2020-05-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5836</td>\n",
       "      <td>209</td>\n",
       "      <td>2020-05-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5836</td>\n",
       "      <td>209</td>\n",
       "      <td>2020-05-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5662</td>\n",
       "      <td>209</td>\n",
       "      <td>2020-05-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5391</td>\n",
       "      <td>200</td>\n",
       "      <td>2020-05-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5391</td>\n",
       "      <td>200</td>\n",
       "      <td>2020-05-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5161</td>\n",
       "      <td>190</td>\n",
       "      <td>2020-05-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5161</td>\n",
       "      <td>190</td>\n",
       "      <td>2020-05-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5065</td>\n",
       "      <td>175</td>\n",
       "      <td>2020-05-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>4776</td>\n",
       "      <td>175</td>\n",
       "      <td>2020-05-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>4662</td>\n",
       "      <td>169</td>\n",
       "      <td>2020-05-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>4429</td>\n",
       "      <td>165</td>\n",
       "      <td>2020-05-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>4319</td>\n",
       "      <td>158</td>\n",
       "      <td>2020-05-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>4319</td>\n",
       "      <td>158</td>\n",
       "      <td>2020-05-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>4020</td>\n",
       "      <td>144</td>\n",
       "      <td>2020-05-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3927</td>\n",
       "      <td>139</td>\n",
       "      <td>2020-05-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3927</td>\n",
       "      <td>139</td>\n",
       "      <td>2020-05-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3711</td>\n",
       "      <td>134</td>\n",
       "      <td>2020-05-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3564</td>\n",
       "      <td>124</td>\n",
       "      <td>2020-05-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3432</td>\n",
       "      <td>120</td>\n",
       "      <td>2020-04-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3432</td>\n",
       "      <td>120</td>\n",
       "      <td>2020-04-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3141</td>\n",
       "      <td>113</td>\n",
       "      <td>2020-04-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3043</td>\n",
       "      <td>111</td>\n",
       "      <td>2020-04-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2943</td>\n",
       "      <td>111</td>\n",
       "      <td>2020-04-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2943</td>\n",
       "      <td>111</td>\n",
       "      <td>2020-04-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2826</td>\n",
       "      <td>102</td>\n",
       "      <td>2020-04-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2643</td>\n",
       "      <td>100</td>\n",
       "      <td>2020-04-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2491</td>\n",
       "      <td>96</td>\n",
       "      <td>2020-04-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2325</td>\n",
       "      <td>72</td>\n",
       "      <td>2020-04-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2268</td>\n",
       "      <td>71</td>\n",
       "      <td>2020-04-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2213</td>\n",
       "      <td>71</td>\n",
       "      <td>2020-04-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2158</td>\n",
       "      <td>70</td>\n",
       "      <td>2020-04-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2087</td>\n",
       "      <td>63</td>\n",
       "      <td>2020-04-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2012</td>\n",
       "      <td>60</td>\n",
       "      <td>2020-04-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1930</td>\n",
       "      <td>53</td>\n",
       "      <td>2020-04-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1847</td>\n",
       "      <td>47</td>\n",
       "      <td>2020-04-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1804</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-04-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1761</td>\n",
       "      <td>45</td>\n",
       "      <td>2020-04-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1693</td>\n",
       "      <td>44</td>\n",
       "      <td>2020-04-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1628</td>\n",
       "      <td>40</td>\n",
       "      <td>2020-04-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1530</td>\n",
       "      <td>36</td>\n",
       "      <td>2020-04-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1454</td>\n",
       "      <td>31</td>\n",
       "      <td>2020-04-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1404</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-04-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1326</td>\n",
       "      <td>19</td>\n",
       "      <td>2020-04-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1209</td>\n",
       "      <td>18</td>\n",
       "      <td>2020-04-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1112</td>\n",
       "      <td>17</td>\n",
       "      <td>2020-04-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>966</td>\n",
       "      <td>16</td>\n",
       "      <td>2020-04-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>849</td>\n",
       "      <td>15</td>\n",
       "      <td>2020-04-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>733</td>\n",
       "      <td>9</td>\n",
       "      <td>2020-04-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>297</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>603</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-03-31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>298</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>515</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-03-30</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>299</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>484</td>\n",
       "      <td>7</td>\n",
       "      <td>2020-03-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>300</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>413</td>\n",
       "      <td>6</td>\n",
       "      <td>2020-03-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>301</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>341</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-03-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>302</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>293</td>\n",
       "      <td>3</td>\n",
       "      <td>2020-03-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>303</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>238</td>\n",
       "      <td>2</td>\n",
       "      <td>2020-03-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>304</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>226</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>305</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>201</td>\n",
       "      <td>1</td>\n",
       "      <td>2020-03-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>306</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>155</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>307</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>308</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>127</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>309</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>80</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>310</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>60</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>311</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>312</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>55</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>313</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>16</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>314</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>10</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>315</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>8</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>316</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>5</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>317</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>318</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>319</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>320</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>321</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-07</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>322</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-06</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>323</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>3</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-05</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>324</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-04</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>325</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-03</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>326</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-02</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>327</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-03-01</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>328</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-29</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>329</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-28</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>330</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-27</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>331</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-26</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>332</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-25</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>333</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-24</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>334</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-23</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>335</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>336</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>337</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>338</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-19</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>339</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-18</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>340</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-17</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>341</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-16</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>342</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-15</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>343</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-14</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>344</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>2</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-13</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>345</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>346</th>\n",
       "      <td>San Diego County</td>\n",
       "      <td>1</td>\n",
       "      <td>0</td>\n",
       "      <td>2020-02-11</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 name  confirmed  deaths        date\n",
       "0    San Diego County     222578    2301  2021-01-22\n",
       "1    San Diego County     219731    2222  2021-01-21\n",
       "2    San Diego County     218555    2174  2021-01-20\n",
       "3    San Diego County     216835    2109  2021-01-19\n",
       "4    San Diego County     214337    2103  2021-01-18\n",
       "5    San Diego County     211787    2103  2021-01-17\n",
       "6    San Diego County     209897    2065  2021-01-16\n",
       "7    San Diego County     206870    2037  2021-01-15\n",
       "8    San Diego County     204175    2005  2021-01-14\n",
       "9    San Diego County     201580    1952  2021-01-13\n",
       "10   San Diego County     198319    1898  2021-01-12\n",
       "11   San Diego County     194795    1857  2021-01-11\n",
       "12   San Diego County     191888    1857  2021-01-10\n",
       "13   San Diego County     188600    1824  2021-01-09\n",
       "14   San Diego County     185062    1771  2021-01-08\n",
       "15   San Diego County     180512    1738  2021-01-07\n",
       "16   San Diego County     176662    1691  2021-01-06\n",
       "17   San Diego County     172847    1654  2021-01-05\n",
       "18   San Diego County     171033    1598  2021-01-04\n",
       "19   San Diego County     168020    1592  2021-01-03\n",
       "20   San Diego County     164500    1592  2021-01-02\n",
       "21   San Diego County     160073    1592  2021-01-01\n",
       "22   San Diego County     155595    1534  2020-12-31\n",
       "23   San Diego County     152512    1472  2020-12-30\n",
       "24   San Diego County     150064    1435  2020-12-29\n",
       "25   San Diego County     147530    1404  2020-12-28\n",
       "26   San Diego County     145779    1402  2020-12-27\n",
       "27   San Diego County     142647    1402  2020-12-26\n",
       "28   San Diego County     139961    1402  2020-12-25\n",
       "29   San Diego County     136955    1382  2020-12-24\n",
       "30   San Diego County     134696    1350  2020-12-23\n",
       "31   San Diego County     132098    1311  2020-12-22\n",
       "32   San Diego County     129717    1283  2020-12-21\n",
       "33   San Diego County     126465    1280  2020-12-20\n",
       "34   San Diego County     122972    1280  2020-12-19\n",
       "35   San Diego County     120463    1253  2020-12-18\n",
       "36   San Diego County     116852    1239  2020-12-17\n",
       "37   San Diego County     114248    1217  2020-12-16\n",
       "38   San Diego County     111441    1194  2020-12-15\n",
       "39   San Diego County     109578    1162  2020-12-14\n",
       "40   San Diego County     107372    1162  2020-12-13\n",
       "41   San Diego County     104956    1151  2020-12-12\n",
       "42   San Diego County     102466    1137  2020-12-11\n",
       "43   San Diego County      99599    1114  2020-12-10\n",
       "44   San Diego County      97549    1103  2020-12-09\n",
       "45   San Diego County      95445    1088  2020-12-08\n",
       "46   San Diego County      94169    1062  2020-12-07\n",
       "47   San Diego County      92171    1062  2020-12-06\n",
       "48   San Diego County      90468    1055  2020-12-05\n",
       "49   San Diego County      88181    1047  2020-12-04\n",
       "50   San Diego County      86142    1040  2020-12-03\n",
       "51   San Diego County      84638    1035  2020-12-02\n",
       "52   San Diego County      83421    1019  2020-12-01\n",
       "53   San Diego County      82043     997  2020-11-30\n",
       "54   San Diego County      81084     997  2020-11-29\n",
       "55   San Diego County      80018     997  2020-11-28\n",
       "56   San Diego County      78159     996  2020-11-27\n",
       "57   San Diego County      75307     988  2020-11-26\n",
       "58   San Diego County      75305     988  2020-11-25\n",
       "59   San Diego County      74361     984  2020-11-24\n",
       "60   San Diego County      72815     968  2020-11-23\n",
       "61   San Diego County      71648     968  2020-11-22\n",
       "62   San Diego County      70709     966  2020-11-21\n",
       "63   San Diego County      69231     960  2020-11-20\n",
       "64   San Diego County      68140     952  2020-11-19\n",
       "65   San Diego County      67241     945  2020-11-18\n",
       "66   San Diego County      66319     933  2020-11-17\n",
       "67   San Diego County      65601     926  2020-11-16\n",
       "68   San Diego County      64768     926  2020-11-15\n",
       "69   San Diego County      63681     926  2020-11-14\n",
       "70   San Diego County      62945     921  2020-11-13\n",
       "71   San Diego County      62334     918  2020-11-12\n",
       "72   San Diego County      61085     915  2020-11-11\n",
       "73   San Diego County      61053     915  2020-11-10\n",
       "74   San Diego County      60570     938  2020-11-09\n",
       "75   San Diego County      60169     908  2020-11-08\n",
       "76   San Diego County      59656     908  2020-11-07\n",
       "77   San Diego County      59116     907  2020-11-06\n",
       "78   San Diego County      58636     904  2020-11-05\n",
       "79   San Diego County      58106     904  2020-11-04\n",
       "80   San Diego County      57702     901  2020-11-03\n",
       "81   San Diego County      57409     891  2020-11-02\n",
       "82   San Diego County      57102     891  2020-11-01\n",
       "83   San Diego County      56750     891  2020-10-31\n",
       "84   San Diego County      56369     888  2020-10-30\n",
       "85   San Diego County      55898     885  2020-10-29\n",
       "86   San Diego County      55540     881  2020-10-28\n",
       "87   San Diego County      55210     877  2020-10-27\n",
       "88   San Diego County      54941     870  2020-10-26\n",
       "89   San Diego County      54583     870  2020-10-25\n",
       "90   San Diego County      54314     868  2020-10-24\n",
       "91   San Diego County      53928     867  2020-10-23\n",
       "92   San Diego County      53498     866  2020-10-22\n",
       "93   San Diego County      53263     863  2020-10-21\n",
       "94   San Diego County      53000     857  2020-10-20\n",
       "95   San Diego County      52735     853  2020-10-19\n",
       "96   San Diego County      52355     853  2020-10-18\n",
       "97   San Diego County      51982     869  2020-10-17\n",
       "98   San Diego County      51781     865  2020-10-16\n",
       "99   San Diego County      51470     847  2020-10-15\n",
       "100  San Diego County      51327     844  2020-10-14\n",
       "101  San Diego County      51024     840  2020-10-13\n",
       "102  San Diego County      50746     826  2020-10-12\n",
       "103  San Diego County      50551     826  2020-10-11\n",
       "104  San Diego County      50143     825  2020-10-10\n",
       "105  San Diego County      49823     821  2020-10-09\n",
       "106  San Diego County      49466     819  2020-10-08\n",
       "107  San Diego County      49175     813  2020-10-07\n",
       "108  San Diego County      48821     806  2020-10-06\n",
       "109  San Diego County      48660     803  2020-10-05\n",
       "110  San Diego County      48436     803  2020-10-04\n",
       "111  San Diego County      48200     798  2020-10-03\n",
       "112  San Diego County      47791     794  2020-10-02\n",
       "113  San Diego County      47485     792  2020-10-01\n",
       "114  San Diego County      47180     783  2020-09-30\n",
       "115  San Diego County      46985     781  2020-09-29\n",
       "116  San Diego County      46734     776  2020-09-28\n",
       "117  San Diego County      46610     776  2020-09-27\n",
       "118  San Diego County      46331     775  2020-09-26\n",
       "119  San Diego County      46001     775  2020-09-25\n",
       "120  San Diego County      45596     773  2020-09-24\n",
       "121  San Diego County      45425     767  2020-09-23\n",
       "122  San Diego County      45147     765  2020-09-22\n",
       "123  San Diego County      44925     760  2020-09-21\n",
       "124  San Diego County      44577     760  2020-09-20\n",
       "125  San Diego County      44293     796  2020-09-19\n",
       "126  San Diego County      44007     757  2020-09-18\n",
       "127  San Diego County      43619     754  2020-09-17\n",
       "128  San Diego County      43445     748  2020-09-16\n",
       "129  San Diego County      43181     742  2020-09-15\n",
       "130  San Diego County      42887     734  2020-09-14\n",
       "131  San Diego County      42679     734  2020-09-13\n",
       "132  San Diego County      42414     734  2020-09-12\n",
       "133  San Diego County      41969     730  2020-09-11\n",
       "134  San Diego County      41608     725  2020-09-10\n",
       "135  San Diego County      41324     721  2020-09-09\n",
       "136  San Diego County      40868     708  2020-09-08\n",
       "137  San Diego County      40652     707  2020-09-07\n",
       "138  San Diego County      40650     707  2020-09-06\n",
       "139  San Diego County      40342     704  2020-09-05\n",
       "140  San Diego County      39899     701  2020-09-04\n",
       "141  San Diego County      39446     700  2020-09-03\n",
       "142  San Diego County      39121     695  2020-09-02\n",
       "143  San Diego County      38871     688  2020-09-01\n",
       "144  San Diego County      38604     682  2020-08-31\n",
       "145  San Diego County      38300     682  2020-08-30\n",
       "146  San Diego County      38047     679  2020-08-29\n",
       "147  San Diego County      37784     676  2020-08-28\n",
       "148  San Diego County      37499     673  2020-08-27\n",
       "149  San Diego County      37222     668  2020-08-26\n",
       "150  San Diego County      36994     665  2020-08-25\n",
       "151  San Diego County      36727     660  2020-08-24\n",
       "152  San Diego County      36540     660  2020-08-23\n",
       "153  San Diego County      36203     660  2020-08-22\n",
       "154  San Diego County      35912     652  2020-08-21\n",
       "155  San Diego County      35608     644  2020-08-20\n",
       "156  San Diego County      35376     638  2020-08-19\n",
       "157  San Diego County      34960     626  2020-08-18\n",
       "158  San Diego County      34678     626  2020-08-17\n",
       "159  San Diego County      34344     626  2020-08-16\n",
       "160  San Diego County      34065     622  2020-08-15\n",
       "161  San Diego County      34065     622  2020-08-14\n",
       "162  San Diego County      33393     608  2020-08-13\n",
       "163  San Diego County      33157     602  2020-08-12\n",
       "164  San Diego County      32975     594  2020-08-11\n",
       "165  San Diego County      32975     594  2020-08-10\n",
       "166  San Diego County      32330     593  2020-08-09\n",
       "167  San Diego County      31779     586  2020-08-08\n",
       "168  San Diego County      31127     583  2020-08-07\n",
       "169  San Diego County      31127     583  2020-08-06\n",
       "170  San Diego County      30516     568  2020-08-05\n",
       "171  San Diego County      30516     568  2020-08-04\n",
       "172  San Diego County      29883     565  2020-08-03\n",
       "173  San Diego County      29883     565  2020-08-02\n",
       "174  San Diego County      29048     561  2020-08-01\n",
       "175  San Diego County      29048     561  2020-07-31\n",
       "176  San Diego County      28688     558  2020-07-30\n",
       "177  San Diego County      28287     552  2020-07-29\n",
       "178  San Diego County      27507     533  2020-07-28\n",
       "179  San Diego County      27507     533  2020-07-27\n",
       "180  San Diego County      26701     533  2020-07-26\n",
       "181  San Diego County      26098     524  2020-07-25\n",
       "182  San Diego County      26098     524  2020-07-24\n",
       "183  San Diego County      25608     512  2020-07-23\n",
       "184  San Diego County      25107     505  2020-07-22\n",
       "185  San Diego County      24520     487  2020-07-21\n",
       "186  San Diego County      24135     478  2020-07-20\n",
       "187  San Diego County      23682     478  2020-07-19\n",
       "188  San Diego County      23114     478  2020-07-18\n",
       "189  San Diego County      21855     465  2020-07-17\n",
       "190  San Diego County      21855     465  2020-07-16\n",
       "191  San Diego County      21446     448  2020-07-15\n",
       "192  San Diego County      20887     436  2020-07-14\n",
       "193  San Diego County      19929     422  2020-07-13\n",
       "194  San Diego County      19371     422  2020-07-12\n",
       "195  San Diego County      19371     422  2020-07-11\n",
       "196  San Diego County      18863     420  2020-07-10\n",
       "197  San Diego County      18402     415  2020-07-09\n",
       "198  San Diego County      17842     406  2020-07-08\n",
       "199  San Diego County      17578     399  2020-07-07\n",
       "200  San Diego County      16726     387  2020-07-06\n",
       "201  San Diego County      16726     387  2020-07-05\n",
       "202  San Diego County      15696     387  2020-07-04\n",
       "203  San Diego County      15696     387  2020-07-03\n",
       "204  San Diego County      15207     377  2020-07-02\n",
       "205  San Diego County      14623     370  2020-07-01\n",
       "206  San Diego County      14149     365  2020-06-30\n",
       "207  San Diego County      13832     361  2020-06-29\n",
       "208  San Diego County      13334     361  2020-06-28\n",
       "209  San Diego County      12837     360  2020-06-27\n",
       "210  San Diego County      12401     358  2020-06-26\n",
       "211  San Diego County      11961     352  2020-06-25\n",
       "212  San Diego County      11626     347  2020-06-24\n",
       "213  San Diego County      11294     341  2020-06-23\n",
       "214  San Diego County      11096     338  2020-06-22\n",
       "215  San Diego County      10794     338  2020-06-21\n",
       "216  San Diego County      10484     338  2020-06-20\n",
       "217  San Diego County      10350     332  2020-06-19\n",
       "218  San Diego County      10092     331  2020-06-18\n",
       "219  San Diego County       9730     323  2020-06-17\n",
       "220  San Diego County       9730     323  2020-06-16\n",
       "221  San Diego County       9610     320  2020-06-15\n",
       "222  San Diego County       9440     319  2020-06-14\n",
       "223  San Diego County       9314     319  2020-06-13\n",
       "224  San Diego County       8998     308  2020-06-12\n",
       "225  San Diego County       8998     308  2020-06-11\n",
       "226  San Diego County       8837     305  2020-06-10\n",
       "227  San Diego County       8619     296  2020-06-09\n",
       "228  San Diego County       8619     296  2020-06-08\n",
       "229  San Diego County       8345     296  2020-06-07\n",
       "230  San Diego County       8345     296  2020-06-06\n",
       "231  San Diego County       7940     288  2020-06-05\n",
       "232  San Diego County       7798     283  2020-06-04\n",
       "233  San Diego County       7674     276  2020-06-03\n",
       "234  San Diego County       7554     269  2020-06-02\n",
       "235  San Diego County       7481     269  2020-06-01\n",
       "236  San Diego County       7481     269  2020-05-31\n",
       "237  San Diego County       7385     269  2020-05-30\n",
       "238  San Diego County       7100     260  2020-05-29\n",
       "239  San Diego County       7100     260  2020-05-28\n",
       "240  San Diego County       6882     249  2020-05-27\n",
       "241  San Diego County       6797     249  2020-05-26\n",
       "242  San Diego County       6701     249  2020-05-25\n",
       "243  San Diego County       6559     249  2020-05-24\n",
       "244  San Diego County       6559     249  2020-05-23\n",
       "245  San Diego County       6315     241  2020-05-22\n",
       "246  San Diego County       6140     230  2020-05-21\n",
       "247  San Diego County       6140     230  2020-05-20\n",
       "248  San Diego County       6026     222  2020-05-19\n",
       "249  San Diego County       5836     209  2020-05-18\n",
       "250  San Diego County       5836     209  2020-05-17\n",
       "251  San Diego County       5662     209  2020-05-16\n",
       "252  San Diego County       5391     200  2020-05-15\n",
       "253  San Diego County       5391     200  2020-05-14\n",
       "254  San Diego County       5161     190  2020-05-13\n",
       "255  San Diego County       5161     190  2020-05-12\n",
       "256  San Diego County       5065     175  2020-05-11\n",
       "257  San Diego County       4776     175  2020-05-10\n",
       "258  San Diego County       4662     169  2020-05-09\n",
       "259  San Diego County       4429     165  2020-05-08\n",
       "260  San Diego County       4319     158  2020-05-07\n",
       "261  San Diego County       4319     158  2020-05-06\n",
       "262  San Diego County       4020     144  2020-05-05\n",
       "263  San Diego County       3927     139  2020-05-04\n",
       "264  San Diego County       3927     139  2020-05-03\n",
       "265  San Diego County       3711     134  2020-05-02\n",
       "266  San Diego County       3564     124  2020-05-01\n",
       "267  San Diego County       3432     120  2020-04-30\n",
       "268  San Diego County       3432     120  2020-04-29\n",
       "269  San Diego County       3141     113  2020-04-28\n",
       "270  San Diego County       3043     111  2020-04-27\n",
       "271  San Diego County       2943     111  2020-04-26\n",
       "272  San Diego County       2943     111  2020-04-25\n",
       "273  San Diego County       2826     102  2020-04-24\n",
       "274  San Diego County       2643     100  2020-04-23\n",
       "275  San Diego County       2491      96  2020-04-22\n",
       "276  San Diego County       2325      72  2020-04-21\n",
       "277  San Diego County       2268      71  2020-04-20\n",
       "278  San Diego County       2213      71  2020-04-19\n",
       "279  San Diego County       2158      70  2020-04-18\n",
       "280  San Diego County       2087      63  2020-04-17\n",
       "281  San Diego County       2012      60  2020-04-16\n",
       "282  San Diego County       1930      53  2020-04-15\n",
       "283  San Diego County       1847      47  2020-04-14\n",
       "284  San Diego County       1804      45  2020-04-13\n",
       "285  San Diego County       1761      45  2020-04-12\n",
       "286  San Diego County       1693      44  2020-04-11\n",
       "287  San Diego County       1628      40  2020-04-10\n",
       "288  San Diego County       1530      36  2020-04-09\n",
       "289  San Diego County       1454      31  2020-04-08\n",
       "290  San Diego County       1404      19  2020-04-07\n",
       "291  San Diego County       1326      19  2020-04-06\n",
       "292  San Diego County       1209      18  2020-04-05\n",
       "293  San Diego County       1112      17  2020-04-04\n",
       "294  San Diego County        966      16  2020-04-03\n",
       "295  San Diego County        849      15  2020-04-02\n",
       "296  San Diego County        733       9  2020-04-01\n",
       "297  San Diego County        603       7  2020-03-31\n",
       "298  San Diego County        515       7  2020-03-30\n",
       "299  San Diego County        484       7  2020-03-29\n",
       "300  San Diego County        413       6  2020-03-28\n",
       "301  San Diego County        341       3  2020-03-27\n",
       "302  San Diego County        293       3  2020-03-26\n",
       "303  San Diego County        238       2  2020-03-25\n",
       "304  San Diego County        226       1  2020-03-24\n",
       "305  San Diego County        201       1  2020-03-23\n",
       "306  San Diego County        155       0  2020-03-22\n",
       "307  San Diego County        127       0  2020-03-21\n",
       "308  San Diego County        127       0  2020-03-20\n",
       "309  San Diego County         80       0  2020-03-19\n",
       "310  San Diego County         60       0  2020-03-18\n",
       "311  San Diego County         55       0  2020-03-17\n",
       "312  San Diego County         55       0  2020-03-16\n",
       "313  San Diego County         16       0  2020-03-15\n",
       "314  San Diego County         10       0  2020-03-14\n",
       "315  San Diego County          8       0  2020-03-13\n",
       "316  San Diego County          5       0  2020-03-12\n",
       "317  San Diego County          3       0  2020-03-11\n",
       "318  San Diego County          3       0  2020-03-10\n",
       "319  San Diego County          3       0  2020-03-09\n",
       "320  San Diego County          3       0  2020-03-08\n",
       "321  San Diego County          3       0  2020-03-07\n",
       "322  San Diego County          3       0  2020-03-06\n",
       "323  San Diego County          3       0  2020-03-05\n",
       "324  San Diego County          2       0  2020-03-04\n",
       "325  San Diego County          2       0  2020-03-03\n",
       "326  San Diego County          2       0  2020-03-02\n",
       "327  San Diego County          2       0  2020-03-01\n",
       "328  San Diego County          2       0  2020-02-29\n",
       "329  San Diego County          2       0  2020-02-28\n",
       "330  San Diego County          2       0  2020-02-27\n",
       "331  San Diego County          2       0  2020-02-26\n",
       "332  San Diego County          2       0  2020-02-25\n",
       "333  San Diego County          2       0  2020-02-24\n",
       "334  San Diego County          2       0  2020-02-23\n",
       "335  San Diego County          2       0  2020-02-22\n",
       "336  San Diego County          2       0  2020-02-21\n",
       "337  San Diego County          2       0  2020-02-20\n",
       "338  San Diego County          2       0  2020-02-19\n",
       "339  San Diego County          2       0  2020-02-18\n",
       "340  San Diego County          2       0  2020-02-17\n",
       "341  San Diego County          2       0  2020-02-16\n",
       "342  San Diego County          2       0  2020-02-15\n",
       "343  San Diego County          2       0  2020-02-14\n",
       "344  San Diego County          2       0  2020-02-13\n",
       "345  San Diego County          1       0  2020-02-12\n",
       "346  San Diego County          1       0  2020-02-11"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{source: 'JHU'})-[:REPORTED_IN]->(a:Admin2{name: $admin2})\n",
    "RETURN a.name as name, c.cases as confirmed, c.deaths as deaths, c.date as date\n",
    "ORDER BY c.date DESC\n",
    "\"\"\"\n",
    "graph.run(query, admin2=admin2).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### COVID-19 Cases in San Diego Country by Zip code"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Get lastest update day for SDHHSA data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [],
   "source": [
    "query = \"\"\"\n",
    "MATCH (:PostalCode)<-[:REPORTED_IN]-(c:Cases{source: 'SDHHSA'}) \n",
    "RETURN max(c.date)  // returns a neotime.Date object\n",
    "\"\"\"\n",
    "date_sdhhsa = graph.evaluate(query).to_native() # convert to datetime.date object"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
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       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
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       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>zip</th>\n",
       "      <th>p.placeName</th>\n",
       "      <th>p.location</th>\n",
       "      <th>confirmed</th>\n",
       "      <th>date</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>91901</td>\n",
       "      <td>Alpine</td>\n",
       "      <td>(-116.7543, 32.8282)</td>\n",
       "      <td>1004</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>91902</td>\n",
       "      <td>Bonita</td>\n",
       "      <td>(-117.0221, 32.6671)</td>\n",
       "      <td>1091</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>91905</td>\n",
       "      <td>Boulevard</td>\n",
       "      <td>(-116.32, 32.6719)</td>\n",
       "      <td>56</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>91906</td>\n",
       "      <td>Campo</td>\n",
       "      <td>(-116.4905, 32.6605)</td>\n",
       "      <td>239</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>91910</td>\n",
       "      <td>Chula Vista</td>\n",
       "      <td>(-117.0676, 32.6371)</td>\n",
       "      <td>7439</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>91911</td>\n",
       "      <td>Chula Vista</td>\n",
       "      <td>(-117.0565, 32.6084)</td>\n",
       "      <td>9188</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>91913</td>\n",
       "      <td>Chula Vista</td>\n",
       "      <td>(-116.9852, 32.6513)</td>\n",
       "      <td>3718</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>91914</td>\n",
       "      <td>Chula Vista</td>\n",
       "      <td>(-116.9652, 32.6587)</td>\n",
       "      <td>1162</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>91915</td>\n",
       "      <td>Chula Vista</td>\n",
       "      <td>(-116.9408, 32.6315)</td>\n",
       "      <td>2248</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>91916</td>\n",
       "      <td>Descanso</td>\n",
       "      <td>(-116.6027, 32.873)</td>\n",
       "      <td>73</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>91917</td>\n",
       "      <td>Dulzura</td>\n",
       "      <td>(-116.7285, 32.6152)</td>\n",
       "      <td>161</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>91931</td>\n",
       "      <td>Guatay</td>\n",
       "      <td>(-116.5583, 32.8497)</td>\n",
       "      <td>10</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>91932</td>\n",
       "      <td>Imperial Beach</td>\n",
       "      <td>(-117.1148, 32.5783)</td>\n",
       "      <td>2092</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>91934</td>\n",
       "      <td>Jacumba</td>\n",
       "      <td>(-116.1952, 32.6249)</td>\n",
       "      <td>32</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>91935</td>\n",
       "      <td>Jamul</td>\n",
       "      <td>(-116.8323, 32.7163)</td>\n",
       "      <td>519</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>91941</td>\n",
       "      <td>La Mesa</td>\n",
       "      <td>(-117.0115, 32.7604)</td>\n",
       "      <td>1758</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>91942</td>\n",
       "      <td>La Mesa</td>\n",
       "      <td>(-117.0189, 32.7835)</td>\n",
       "      <td>1948</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>91945</td>\n",
       "      <td>Lemon Grove</td>\n",
       "      <td>(-117.0326, 32.7332)</td>\n",
       "      <td>2283</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>91950</td>\n",
       "      <td>National City</td>\n",
       "      <td>(-117.0897, 32.6749)</td>\n",
       "      <td>6197</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>91962</td>\n",
       "      <td>Pine Valley</td>\n",
       "      <td>(-116.5127, 32.835)</td>\n",
       "      <td>76</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>91963</td>\n",
       "      <td>Potrero</td>\n",
       "      <td>(-116.6037, 32.6205)</td>\n",
       "      <td>168</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>91977</td>\n",
       "      <td>Spring Valley</td>\n",
       "      <td>(-116.9976, 32.724)</td>\n",
       "      <td>5376</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>91978</td>\n",
       "      <td>Spring Valley</td>\n",
       "      <td>(-116.9596, 32.7329)</td>\n",
       "      <td>663</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>91980</td>\n",
       "      <td>Tecate</td>\n",
       "      <td>(-116.6192, 32.5889)</td>\n",
       "      <td>165</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>92003</td>\n",
       "      <td>Bonsall</td>\n",
       "      <td>(-117.1897, 33.294)</td>\n",
       "      <td>222</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>92004</td>\n",
       "      <td>Borrego Springs</td>\n",
       "      <td>(-116.3514, 33.2386)</td>\n",
       "      <td>118</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>92007</td>\n",
       "      <td>Cardiff By The Sea</td>\n",
       "      <td>(-117.2745, 33.023)</td>\n",
       "      <td>295</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>92008</td>\n",
       "      <td>Carlsbad</td>\n",
       "      <td>(-117.325, 33.1602)</td>\n",
       "      <td>1033</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>92009</td>\n",
       "      <td>Carlsbad</td>\n",
       "      <td>(-117.2619, 33.0954)</td>\n",
       "      <td>1375</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>92010</td>\n",
       "      <td>Carlsbad</td>\n",
       "      <td>(-117.3009, 33.1639)</td>\n",
       "      <td>616</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>92011</td>\n",
       "      <td>Carlsbad</td>\n",
       "      <td>(-117.2943, 33.1072)</td>\n",
       "      <td>659</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>92014</td>\n",
       "      <td>Del Mar</td>\n",
       "      <td>(-117.249, 32.9665)</td>\n",
       "      <td>333</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>92019</td>\n",
       "      <td>El Cajon</td>\n",
       "      <td>(-116.9191, 32.7777)</td>\n",
       "      <td>3444</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>92020</td>\n",
       "      <td>El Cajon</td>\n",
       "      <td>(-116.9665, 32.7928)</td>\n",
       "      <td>5470</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>92021</td>\n",
       "      <td>El Cajon</td>\n",
       "      <td>(-116.9223, 32.8178)</td>\n",
       "      <td>5742</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>92024</td>\n",
       "      <td>Encinitas</td>\n",
       "      <td>(-117.2689, 33.0535)</td>\n",
       "      <td>1800</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>92025</td>\n",
       "      <td>Escondido</td>\n",
       "      <td>(-117.07, 33.1101)</td>\n",
       "      <td>4294</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>92026</td>\n",
       "      <td>Escondido</td>\n",
       "      <td>(-117.0978, 33.1605)</td>\n",
       "      <td>3945</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>92027</td>\n",
       "      <td>Escondido</td>\n",
       "      <td>(-117.052, 33.1388)</td>\n",
       "      <td>4899</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>92028</td>\n",
       "      <td>Fallbrook</td>\n",
       "      <td>(-117.229, 33.369)</td>\n",
       "      <td>2885</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>92029</td>\n",
       "      <td>Escondido</td>\n",
       "      <td>(-117.1128, 33.0895)</td>\n",
       "      <td>1105</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>92036</td>\n",
       "      <td>Julian</td>\n",
       "      <td>(-116.5658, 33.0534)</td>\n",
       "      <td>79</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>92037</td>\n",
       "      <td>La Jolla</td>\n",
       "      <td>(-117.2521, 32.8455)</td>\n",
       "      <td>1190</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>92040</td>\n",
       "      <td>Lakeside</td>\n",
       "      <td>(-116.9201, 32.8562)</td>\n",
       "      <td>2299</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>92054</td>\n",
       "      <td>Oceanside</td>\n",
       "      <td>(-117.3573, 33.2072)</td>\n",
       "      <td>2098</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>92055</td>\n",
       "      <td>Camp Pendleton</td>\n",
       "      <td>(-117.3768, 33.2433)</td>\n",
       "      <td>447</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>92056</td>\n",
       "      <td>Oceanside</td>\n",
       "      <td>(-117.2831, 33.1968)</td>\n",
       "      <td>2791</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>92057</td>\n",
       "      <td>Oceanside</td>\n",
       "      <td>(-117.3025, 33.2407)</td>\n",
       "      <td>3300</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>92058</td>\n",
       "      <td>Oceanside</td>\n",
       "      <td>(-117.3795, 33.1959)</td>\n",
       "      <td>1845</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>92059</td>\n",
       "      <td>Pala</td>\n",
       "      <td>(-117.0717, 33.3777)</td>\n",
       "      <td>228</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>92060</td>\n",
       "      <td>Palomar Mountain</td>\n",
       "      <td>(-116.8786, 33.3228)</td>\n",
       "      <td>15</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>92061</td>\n",
       "      <td>Pauma Valley</td>\n",
       "      <td>(-116.9596, 33.3063)</td>\n",
       "      <td>177</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>92064</td>\n",
       "      <td>Poway</td>\n",
       "      <td>(-117.0402, 32.9756)</td>\n",
       "      <td>1809</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>92065</td>\n",
       "      <td>Ramona</td>\n",
       "      <td>(-116.8535, 33.0293)</td>\n",
       "      <td>1978</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>92066</td>\n",
       "      <td>Ranchita</td>\n",
       "      <td>(-116.5167, 33.21)</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>92067</td>\n",
       "      <td>Rancho Santa Fe</td>\n",
       "      <td>(-117.2157, 33.005)</td>\n",
       "      <td>290</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>92069</td>\n",
       "      <td>San Marcos</td>\n",
       "      <td>(-117.1697, 33.1444)</td>\n",
       "      <td>3618</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>92070</td>\n",
       "      <td>Santa Ysabel</td>\n",
       "      <td>(-116.6963, 33.1476)</td>\n",
       "      <td>53</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>92071</td>\n",
       "      <td>Santee</td>\n",
       "      <td>(-116.9862, 32.8486)</td>\n",
       "      <td>2841</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>92075</td>\n",
       "      <td>Solana Beach</td>\n",
       "      <td>(-117.2598, 32.9937)</td>\n",
       "      <td>359</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>92078</td>\n",
       "      <td>San Marcos</td>\n",
       "      <td>(-117.185, 33.1193)</td>\n",
       "      <td>2563</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>92081</td>\n",
       "      <td>Vista</td>\n",
       "      <td>(-117.2403, 33.1644)</td>\n",
       "      <td>1461</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>92082</td>\n",
       "      <td>Valley Center</td>\n",
       "      <td>(-117.0122, 33.249)</td>\n",
       "      <td>1155</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>92083</td>\n",
       "      <td>Vista</td>\n",
       "      <td>(-117.2482, 33.1978)</td>\n",
       "      <td>3544</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>92084</td>\n",
       "      <td>Vista</td>\n",
       "      <td>(-117.2243, 33.2131)</td>\n",
       "      <td>3865</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>92086</td>\n",
       "      <td>Warner Springs</td>\n",
       "      <td>(-116.6527, 33.3096)</td>\n",
       "      <td>48</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>92091</td>\n",
       "      <td>Rancho Santa Fe</td>\n",
       "      <td>(-117.0462, 32.9623)</td>\n",
       "      <td>29</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>92093</td>\n",
       "      <td>La Jolla</td>\n",
       "      <td>(-117.2742, 32.8473)</td>\n",
       "      <td>148</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>92096</td>\n",
       "      <td>San Marcos</td>\n",
       "      <td>(-117.1661, 33.1434)</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>92101</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1593, 32.7185)</td>\n",
       "      <td>3177</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>92102</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1219, 32.7139)</td>\n",
       "      <td>3556</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>92103</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1636, 32.7466)</td>\n",
       "      <td>1423</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>92104</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1272, 32.7454)</td>\n",
       "      <td>2174</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>92105</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0947, 32.7423)</td>\n",
       "      <td>5589</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>92106</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2268, 32.7272)</td>\n",
       "      <td>605</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>92107</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2433, 32.7425)</td>\n",
       "      <td>885</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>92108</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1335, 32.7783)</td>\n",
       "      <td>1248</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>92109</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2405, 32.7969)</td>\n",
       "      <td>2316</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>92110</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2028, 32.7635)</td>\n",
       "      <td>1290</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>92111</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1708, 32.7972)</td>\n",
       "      <td>2352</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>92113</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1153, 32.697)</td>\n",
       "      <td>5878</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>92114</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0524, 32.7059)</td>\n",
       "      <td>5632</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>92115</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0721, 32.7607)</td>\n",
       "      <td>4623</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>92116</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1242, 32.7624)</td>\n",
       "      <td>1309</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>92117</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1965, 32.8239)</td>\n",
       "      <td>2269</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>92118</td>\n",
       "      <td>Coronado</td>\n",
       "      <td>(-117.1698, 32.6807)</td>\n",
       "      <td>541</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>92119</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0261, 32.8036)</td>\n",
       "      <td>955</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>92120</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0707, 32.7958)</td>\n",
       "      <td>1322</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>92121</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2035, 32.8919)</td>\n",
       "      <td>144</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>92122</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2115, 32.8577)</td>\n",
       "      <td>1030</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>92123</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1392, 32.7973)</td>\n",
       "      <td>1711</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>92124</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0986, 32.8201)</td>\n",
       "      <td>925</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>92126</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1402, 32.9161)</td>\n",
       "      <td>3126</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>92127</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0856, 33.0279)</td>\n",
       "      <td>1286</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>92128</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.069, 33.0067)</td>\n",
       "      <td>1611</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>92129</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1213, 32.9652)</td>\n",
       "      <td>1514</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>92130</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2252, 32.9555)</td>\n",
       "      <td>1350</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>92131</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0898, 32.9123)</td>\n",
       "      <td>967</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>92134</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1466, 32.7242)</td>\n",
       "      <td>34</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>92135</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1573, 32.7153)</td>\n",
       "      <td>73</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>92136</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1219, 32.6834)</td>\n",
       "      <td>170</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>92139</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0474, 32.6806)</td>\n",
       "      <td>2776</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>92140</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.2004, 32.7434)</td>\n",
       "      <td>105</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>92145</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1005, 32.8891)</td>\n",
       "      <td>12</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>92154</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0707, 32.5753)</td>\n",
       "      <td>11616</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>92155</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.1657, 32.6716)</td>\n",
       "      <td>15</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>92173</td>\n",
       "      <td>San Ysidro</td>\n",
       "      <td>(-117.043, 32.5626)</td>\n",
       "      <td>5438</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>92182</td>\n",
       "      <td>San Diego</td>\n",
       "      <td>(-117.0762, 32.7751)</td>\n",
       "      <td>21</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>92536</td>\n",
       "      <td>Aguanga</td>\n",
       "      <td>(-116.7997, 33.4473)</td>\n",
       "      <td>5</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>92672</td>\n",
       "      <td>San Clemente</td>\n",
       "      <td>(-117.6231, 33.4361)</td>\n",
       "      <td>43</td>\n",
       "      <td>2021-01-21</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "       zip         p.placeName            p.location  confirmed        date\n",
       "0    91901              Alpine  (-116.7543, 32.8282)       1004  2021-01-21\n",
       "1    91902              Bonita  (-117.0221, 32.6671)       1091  2021-01-21\n",
       "2    91905           Boulevard    (-116.32, 32.6719)         56  2021-01-21\n",
       "3    91906               Campo  (-116.4905, 32.6605)        239  2021-01-21\n",
       "4    91910         Chula Vista  (-117.0676, 32.6371)       7439  2021-01-21\n",
       "5    91911         Chula Vista  (-117.0565, 32.6084)       9188  2021-01-21\n",
       "6    91913         Chula Vista  (-116.9852, 32.6513)       3718  2021-01-21\n",
       "7    91914         Chula Vista  (-116.9652, 32.6587)       1162  2021-01-21\n",
       "8    91915         Chula Vista  (-116.9408, 32.6315)       2248  2021-01-21\n",
       "9    91916            Descanso   (-116.6027, 32.873)         73  2021-01-21\n",
       "10   91917             Dulzura  (-116.7285, 32.6152)        161  2021-01-21\n",
       "11   91931              Guatay  (-116.5583, 32.8497)         10  2021-01-21\n",
       "12   91932      Imperial Beach  (-117.1148, 32.5783)       2092  2021-01-21\n",
       "13   91934             Jacumba  (-116.1952, 32.6249)         32  2021-01-21\n",
       "14   91935               Jamul  (-116.8323, 32.7163)        519  2021-01-21\n",
       "15   91941             La Mesa  (-117.0115, 32.7604)       1758  2021-01-21\n",
       "16   91942             La Mesa  (-117.0189, 32.7835)       1948  2021-01-21\n",
       "17   91945         Lemon Grove  (-117.0326, 32.7332)       2283  2021-01-21\n",
       "18   91950       National City  (-117.0897, 32.6749)       6197  2021-01-21\n",
       "19   91962         Pine Valley   (-116.5127, 32.835)         76  2021-01-21\n",
       "20   91963             Potrero  (-116.6037, 32.6205)        168  2021-01-21\n",
       "21   91977       Spring Valley   (-116.9976, 32.724)       5376  2021-01-21\n",
       "22   91978       Spring Valley  (-116.9596, 32.7329)        663  2021-01-21\n",
       "23   91980              Tecate  (-116.6192, 32.5889)        165  2021-01-21\n",
       "24   92003             Bonsall   (-117.1897, 33.294)        222  2021-01-21\n",
       "25   92004     Borrego Springs  (-116.3514, 33.2386)        118  2021-01-21\n",
       "26   92007  Cardiff By The Sea   (-117.2745, 33.023)        295  2021-01-21\n",
       "27   92008            Carlsbad   (-117.325, 33.1602)       1033  2021-01-21\n",
       "28   92009            Carlsbad  (-117.2619, 33.0954)       1375  2021-01-21\n",
       "29   92010            Carlsbad  (-117.3009, 33.1639)        616  2021-01-21\n",
       "30   92011            Carlsbad  (-117.2943, 33.1072)        659  2021-01-21\n",
       "31   92014             Del Mar   (-117.249, 32.9665)        333  2021-01-21\n",
       "32   92019            El Cajon  (-116.9191, 32.7777)       3444  2021-01-21\n",
       "33   92020            El Cajon  (-116.9665, 32.7928)       5470  2021-01-21\n",
       "34   92021            El Cajon  (-116.9223, 32.8178)       5742  2021-01-21\n",
       "35   92024           Encinitas  (-117.2689, 33.0535)       1800  2021-01-21\n",
       "36   92025           Escondido    (-117.07, 33.1101)       4294  2021-01-21\n",
       "37   92026           Escondido  (-117.0978, 33.1605)       3945  2021-01-21\n",
       "38   92027           Escondido   (-117.052, 33.1388)       4899  2021-01-21\n",
       "39   92028           Fallbrook    (-117.229, 33.369)       2885  2021-01-21\n",
       "40   92029           Escondido  (-117.1128, 33.0895)       1105  2021-01-21\n",
       "41   92036              Julian  (-116.5658, 33.0534)         79  2021-01-21\n",
       "42   92037            La Jolla  (-117.2521, 32.8455)       1190  2021-01-21\n",
       "43   92040            Lakeside  (-116.9201, 32.8562)       2299  2021-01-21\n",
       "44   92054           Oceanside  (-117.3573, 33.2072)       2098  2021-01-21\n",
       "45   92055      Camp Pendleton  (-117.3768, 33.2433)        447  2021-01-21\n",
       "46   92056           Oceanside  (-117.2831, 33.1968)       2791  2021-01-21\n",
       "47   92057           Oceanside  (-117.3025, 33.2407)       3300  2021-01-21\n",
       "48   92058           Oceanside  (-117.3795, 33.1959)       1845  2021-01-21\n",
       "49   92059                Pala  (-117.0717, 33.3777)        228  2021-01-21\n",
       "50   92060    Palomar Mountain  (-116.8786, 33.3228)         15  2021-01-21\n",
       "51   92061        Pauma Valley  (-116.9596, 33.3063)        177  2021-01-21\n",
       "52   92064               Poway  (-117.0402, 32.9756)       1809  2021-01-21\n",
       "53   92065              Ramona  (-116.8535, 33.0293)       1978  2021-01-21\n",
       "54   92066            Ranchita    (-116.5167, 33.21)         12  2021-01-21\n",
       "55   92067     Rancho Santa Fe   (-117.2157, 33.005)        290  2021-01-21\n",
       "56   92069          San Marcos  (-117.1697, 33.1444)       3618  2021-01-21\n",
       "57   92070        Santa Ysabel  (-116.6963, 33.1476)         53  2021-01-21\n",
       "58   92071              Santee  (-116.9862, 32.8486)       2841  2021-01-21\n",
       "59   92075        Solana Beach  (-117.2598, 32.9937)        359  2021-01-21\n",
       "60   92078          San Marcos   (-117.185, 33.1193)       2563  2021-01-21\n",
       "61   92081               Vista  (-117.2403, 33.1644)       1461  2021-01-21\n",
       "62   92082       Valley Center   (-117.0122, 33.249)       1155  2021-01-21\n",
       "63   92083               Vista  (-117.2482, 33.1978)       3544  2021-01-21\n",
       "64   92084               Vista  (-117.2243, 33.2131)       3865  2021-01-21\n",
       "65   92086      Warner Springs  (-116.6527, 33.3096)         48  2021-01-21\n",
       "66   92091     Rancho Santa Fe  (-117.0462, 32.9623)         29  2021-01-21\n",
       "67   92093            La Jolla  (-117.2742, 32.8473)        148  2021-01-21\n",
       "68   92096          San Marcos  (-117.1661, 33.1434)          5  2021-01-21\n",
       "69   92101           San Diego  (-117.1593, 32.7185)       3177  2021-01-21\n",
       "70   92102           San Diego  (-117.1219, 32.7139)       3556  2021-01-21\n",
       "71   92103           San Diego  (-117.1636, 32.7466)       1423  2021-01-21\n",
       "72   92104           San Diego  (-117.1272, 32.7454)       2174  2021-01-21\n",
       "73   92105           San Diego  (-117.0947, 32.7423)       5589  2021-01-21\n",
       "74   92106           San Diego  (-117.2268, 32.7272)        605  2021-01-21\n",
       "75   92107           San Diego  (-117.2433, 32.7425)        885  2021-01-21\n",
       "76   92108           San Diego  (-117.1335, 32.7783)       1248  2021-01-21\n",
       "77   92109           San Diego  (-117.2405, 32.7969)       2316  2021-01-21\n",
       "78   92110           San Diego  (-117.2028, 32.7635)       1290  2021-01-21\n",
       "79   92111           San Diego  (-117.1708, 32.7972)       2352  2021-01-21\n",
       "80   92113           San Diego   (-117.1153, 32.697)       5878  2021-01-21\n",
       "81   92114           San Diego  (-117.0524, 32.7059)       5632  2021-01-21\n",
       "82   92115           San Diego  (-117.0721, 32.7607)       4623  2021-01-21\n",
       "83   92116           San Diego  (-117.1242, 32.7624)       1309  2021-01-21\n",
       "84   92117           San Diego  (-117.1965, 32.8239)       2269  2021-01-21\n",
       "85   92118            Coronado  (-117.1698, 32.6807)        541  2021-01-21\n",
       "86   92119           San Diego  (-117.0261, 32.8036)        955  2021-01-21\n",
       "87   92120           San Diego  (-117.0707, 32.7958)       1322  2021-01-21\n",
       "88   92121           San Diego  (-117.2035, 32.8919)        144  2021-01-21\n",
       "89   92122           San Diego  (-117.2115, 32.8577)       1030  2021-01-21\n",
       "90   92123           San Diego  (-117.1392, 32.7973)       1711  2021-01-21\n",
       "91   92124           San Diego  (-117.0986, 32.8201)        925  2021-01-21\n",
       "92   92126           San Diego  (-117.1402, 32.9161)       3126  2021-01-21\n",
       "93   92127           San Diego  (-117.0856, 33.0279)       1286  2021-01-21\n",
       "94   92128           San Diego   (-117.069, 33.0067)       1611  2021-01-21\n",
       "95   92129           San Diego  (-117.1213, 32.9652)       1514  2021-01-21\n",
       "96   92130           San Diego  (-117.2252, 32.9555)       1350  2021-01-21\n",
       "97   92131           San Diego  (-117.0898, 32.9123)        967  2021-01-21\n",
       "98   92134           San Diego  (-117.1466, 32.7242)         34  2021-01-21\n",
       "99   92135           San Diego  (-117.1573, 32.7153)         73  2021-01-21\n",
       "100  92136           San Diego  (-117.1219, 32.6834)        170  2021-01-21\n",
       "101  92139           San Diego  (-117.0474, 32.6806)       2776  2021-01-21\n",
       "102  92140           San Diego  (-117.2004, 32.7434)        105  2021-01-21\n",
       "103  92145           San Diego  (-117.1005, 32.8891)         12  2021-01-21\n",
       "104  92154           San Diego  (-117.0707, 32.5753)      11616  2021-01-21\n",
       "105  92155           San Diego  (-117.1657, 32.6716)         15  2021-01-21\n",
       "106  92173          San Ysidro   (-117.043, 32.5626)       5438  2021-01-21\n",
       "107  92182           San Diego  (-117.0762, 32.7751)         21  2021-01-21\n",
       "108  92536             Aguanga  (-116.7997, 33.4473)          5  2021-01-21\n",
       "109  92672        San Clemente  (-117.6231, 33.4361)         43  2021-01-21"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{date: date($date), source: 'SDHHSA'})-[:REPORTED_IN]->(p:PostalCode)\n",
    "RETURN p.name as zip, p.placeName, p.location, c.cases as confirmed, c.date as date\n",
    "ORDER by zip\n",
    "\"\"\"\n",
    "graph.run(query, date=date_sdhhsa).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### COVID 19 Cases Time Series for Carlsbad, California\n",
    "Cases are aggregated from the zip-level data (note, some zip code areas may cross city boundaries)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "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>date</th>\n",
       "      <th>confirmed</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>2021-01-21</td>\n",
       "      <td>3683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>2021-01-20</td>\n",
       "      <td>3650</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2021-01-19</td>\n",
       "      <td>3613</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>2021-01-18</td>\n",
       "      <td>3588</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>2021-01-16</td>\n",
       "      <td>3505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>2021-01-15</td>\n",
       "      <td>3479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>2021-01-14</td>\n",
       "      <td>3436</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>2021-01-13</td>\n",
       "      <td>3379</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>2021-01-12</td>\n",
       "      <td>3334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>2021-01-11</td>\n",
       "      <td>3292</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>2021-01-10</td>\n",
       "      <td>3236</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>2021-01-09</td>\n",
       "      <td>3191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>2021-01-08</td>\n",
       "      <td>3141</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>2021-01-07</td>\n",
       "      <td>3078</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>2021-01-06</td>\n",
       "      <td>2970</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>2021-01-05</td>\n",
       "      <td>2897</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>2021-01-04</td>\n",
       "      <td>2827</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>2021-01-03</td>\n",
       "      <td>2801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>2021-01-02</td>\n",
       "      <td>2760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>2021-01-01</td>\n",
       "      <td>2699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>2020-12-31</td>\n",
       "      <td>2621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>2020-12-30</td>\n",
       "      <td>2550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>2020-12-29</td>\n",
       "      <td>2486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>2020-12-28</td>\n",
       "      <td>2442</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>2020-12-27</td>\n",
       "      <td>2414</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>2020-12-26</td>\n",
       "      <td>2384</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>2020-12-25</td>\n",
       "      <td>2331</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>2020-12-24</td>\n",
       "      <td>2280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>2020-12-23</td>\n",
       "      <td>2224</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>2020-12-22</td>\n",
       "      <td>2173</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>2020-12-21</td>\n",
       "      <td>2110</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>2020-12-20</td>\n",
       "      <td>2073</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>2020-12-19</td>\n",
       "      <td>2005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>2020-12-18</td>\n",
       "      <td>1950</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>2020-12-17</td>\n",
       "      <td>1905</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>2020-12-16</td>\n",
       "      <td>1853</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>2020-12-15</td>\n",
       "      <td>1817</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>2020-12-14</td>\n",
       "      <td>1771</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>2020-12-13</td>\n",
       "      <td>1730</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>2020-12-12</td>\n",
       "      <td>1682</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>2020-12-11</td>\n",
       "      <td>1651</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>2020-12-10</td>\n",
       "      <td>1605</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>2020-12-09</td>\n",
       "      <td>1556</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2020-12-08</td>\n",
       "      <td>1530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>2020-12-07</td>\n",
       "      <td>1495</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>2020-12-06</td>\n",
       "      <td>1467</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>2020-12-05</td>\n",
       "      <td>1440</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>2020-12-04</td>\n",
       "      <td>1421</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>2020-12-03</td>\n",
       "      <td>1381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>2020-12-02</td>\n",
       "      <td>1347</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>2020-12-01</td>\n",
       "      <td>1311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>2020-11-30</td>\n",
       "      <td>1290</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2020-11-29</td>\n",
       "      <td>1262</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>2020-11-28</td>\n",
       "      <td>1252</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>2020-11-27</td>\n",
       "      <td>1231</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>2020-11-26</td>\n",
       "      <td>1205</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>2020-11-25</td>\n",
       "      <td>1176</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>57</th>\n",
       "      <td>2020-11-24</td>\n",
       "      <td>1157</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>58</th>\n",
       "      <td>2020-11-23</td>\n",
       "      <td>1139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>2020-11-22</td>\n",
       "      <td>1113</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>2020-11-21</td>\n",
       "      <td>1097</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>2020-11-20</td>\n",
       "      <td>1081</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>2020-11-19</td>\n",
       "      <td>1062</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>2020-11-18</td>\n",
       "      <td>1046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>64</th>\n",
       "      <td>2020-11-17</td>\n",
       "      <td>1031</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>65</th>\n",
       "      <td>2020-11-16</td>\n",
       "      <td>1016</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>2020-11-15</td>\n",
       "      <td>1005</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>67</th>\n",
       "      <td>2020-11-14</td>\n",
       "      <td>994</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>2020-11-13</td>\n",
       "      <td>981</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>2020-11-12</td>\n",
       "      <td>974</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>70</th>\n",
       "      <td>2020-11-11</td>\n",
       "      <td>968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>2020-11-10</td>\n",
       "      <td>960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>2020-11-09</td>\n",
       "      <td>947</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>2020-11-08</td>\n",
       "      <td>943</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>74</th>\n",
       "      <td>2020-11-07</td>\n",
       "      <td>935</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>2020-11-06</td>\n",
       "      <td>924</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>76</th>\n",
       "      <td>2020-11-05</td>\n",
       "      <td>910</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>77</th>\n",
       "      <td>2020-11-04</td>\n",
       "      <td>906</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>78</th>\n",
       "      <td>2020-11-03</td>\n",
       "      <td>892</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>79</th>\n",
       "      <td>2020-11-02</td>\n",
       "      <td>888</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>80</th>\n",
       "      <td>2020-11-01</td>\n",
       "      <td>882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>81</th>\n",
       "      <td>2020-10-31</td>\n",
       "      <td>881</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>82</th>\n",
       "      <td>2020-10-30</td>\n",
       "      <td>874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>83</th>\n",
       "      <td>2020-10-29</td>\n",
       "      <td>869</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>84</th>\n",
       "      <td>2020-10-28</td>\n",
       "      <td>855</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>85</th>\n",
       "      <td>2020-10-27</td>\n",
       "      <td>852</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>86</th>\n",
       "      <td>2020-10-26</td>\n",
       "      <td>841</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>2020-10-25</td>\n",
       "      <td>838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>88</th>\n",
       "      <td>2020-10-24</td>\n",
       "      <td>832</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>89</th>\n",
       "      <td>2020-10-23</td>\n",
       "      <td>830</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>2020-10-22</td>\n",
       "      <td>822</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>91</th>\n",
       "      <td>2020-10-21</td>\n",
       "      <td>815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>92</th>\n",
       "      <td>2020-10-20</td>\n",
       "      <td>808</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>2020-10-19</td>\n",
       "      <td>801</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>94</th>\n",
       "      <td>2020-10-18</td>\n",
       "      <td>794</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>95</th>\n",
       "      <td>2020-10-17</td>\n",
       "      <td>787</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>2020-10-16</td>\n",
       "      <td>780</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>97</th>\n",
       "      <td>2020-10-15</td>\n",
       "      <td>777</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>98</th>\n",
       "      <td>2020-10-14</td>\n",
       "      <td>772</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>99</th>\n",
       "      <td>2020-10-13</td>\n",
       "      <td>769</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>2020-10-12</td>\n",
       "      <td>766</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>2020-10-11</td>\n",
       "      <td>763</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>2020-10-10</td>\n",
       "      <td>761</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>2020-10-09</td>\n",
       "      <td>756</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>2020-10-08</td>\n",
       "      <td>754</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>2020-10-07</td>\n",
       "      <td>749</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>106</th>\n",
       "      <td>2020-10-06</td>\n",
       "      <td>742</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>2020-10-05</td>\n",
       "      <td>731</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>108</th>\n",
       "      <td>2020-10-04</td>\n",
       "      <td>726</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>109</th>\n",
       "      <td>2020-10-03</td>\n",
       "      <td>724</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>110</th>\n",
       "      <td>2020-10-02</td>\n",
       "      <td>720</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>2020-10-01</td>\n",
       "      <td>717</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>112</th>\n",
       "      <td>2020-09-30</td>\n",
       "      <td>710</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>2020-09-29</td>\n",
       "      <td>704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2020-09-28</td>\n",
       "      <td>700</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>115</th>\n",
       "      <td>2020-09-27</td>\n",
       "      <td>699</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>116</th>\n",
       "      <td>2020-09-26</td>\n",
       "      <td>701</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>2020-09-25</td>\n",
       "      <td>696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>2020-09-24</td>\n",
       "      <td>696</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>2020-09-23</td>\n",
       "      <td>692</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>2020-09-22</td>\n",
       "      <td>691</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>121</th>\n",
       "      <td>2020-09-21</td>\n",
       "      <td>685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>2020-09-20</td>\n",
       "      <td>679</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>123</th>\n",
       "      <td>2020-09-19</td>\n",
       "      <td>680</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>124</th>\n",
       "      <td>2020-09-18</td>\n",
       "      <td>674</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>125</th>\n",
       "      <td>2020-09-17</td>\n",
       "      <td>670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>2020-09-16</td>\n",
       "      <td>668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>127</th>\n",
       "      <td>2020-09-15</td>\n",
       "      <td>670</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>2020-09-14</td>\n",
       "      <td>668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>129</th>\n",
       "      <td>2020-09-13</td>\n",
       "      <td>663</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>130</th>\n",
       "      <td>2020-09-12</td>\n",
       "      <td>657</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>131</th>\n",
       "      <td>2020-09-11</td>\n",
       "      <td>653</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>2020-09-10</td>\n",
       "      <td>643</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>2020-09-09</td>\n",
       "      <td>640</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>2020-09-08</td>\n",
       "      <td>639</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>135</th>\n",
       "      <td>2020-09-07</td>\n",
       "      <td>638</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>2020-09-06</td>\n",
       "      <td>629</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>2020-09-05</td>\n",
       "      <td>627</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>2020-09-04</td>\n",
       "      <td>621</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>139</th>\n",
       "      <td>2020-09-03</td>\n",
       "      <td>611</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>2020-09-02</td>\n",
       "      <td>602</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>2020-09-01</td>\n",
       "      <td>597</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>142</th>\n",
       "      <td>2020-08-31</td>\n",
       "      <td>599</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>143</th>\n",
       "      <td>2020-08-30</td>\n",
       "      <td>595</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>144</th>\n",
       "      <td>2020-08-29</td>\n",
       "      <td>593</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>145</th>\n",
       "      <td>2020-08-28</td>\n",
       "      <td>591</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>146</th>\n",
       "      <td>2020-08-27</td>\n",
       "      <td>585</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>147</th>\n",
       "      <td>2020-08-26</td>\n",
       "      <td>584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>2020-08-25</td>\n",
       "      <td>575</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>2020-08-24</td>\n",
       "      <td>574</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>150</th>\n",
       "      <td>2020-08-23</td>\n",
       "      <td>573</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>2020-08-22</td>\n",
       "      <td>568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>2020-08-21</td>\n",
       "      <td>561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>2020-08-20</td>\n",
       "      <td>559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>2020-08-19</td>\n",
       "      <td>557</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>155</th>\n",
       "      <td>2020-08-18</td>\n",
       "      <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>156</th>\n",
       "      <td>2020-08-17</td>\n",
       "      <td>555</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>157</th>\n",
       "      <td>2020-08-16</td>\n",
       "      <td>552</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>158</th>\n",
       "      <td>2020-08-15</td>\n",
       "      <td>551</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>2020-08-14</td>\n",
       "      <td>543</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>160</th>\n",
       "      <td>2020-08-13</td>\n",
       "      <td>537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>161</th>\n",
       "      <td>2020-08-12</td>\n",
       "      <td>533</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>162</th>\n",
       "      <td>2020-08-11</td>\n",
       "      <td>530</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>163</th>\n",
       "      <td>2020-08-10</td>\n",
       "      <td>524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>164</th>\n",
       "      <td>2020-08-09</td>\n",
       "      <td>524</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>165</th>\n",
       "      <td>2020-08-08</td>\n",
       "      <td>521</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>166</th>\n",
       "      <td>2020-08-07</td>\n",
       "      <td>518</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>167</th>\n",
       "      <td>2020-08-06</td>\n",
       "      <td>516</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>2020-08-05</td>\n",
       "      <td>500</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>169</th>\n",
       "      <td>2020-08-04</td>\n",
       "      <td>499</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>170</th>\n",
       "      <td>2020-08-03</td>\n",
       "      <td>496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>171</th>\n",
       "      <td>2020-08-02</td>\n",
       "      <td>489</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>2020-08-01</td>\n",
       "      <td>485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>173</th>\n",
       "      <td>2020-07-31</td>\n",
       "      <td>485</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>174</th>\n",
       "      <td>2020-07-30</td>\n",
       "      <td>478</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>175</th>\n",
       "      <td>2020-07-29</td>\n",
       "      <td>472</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>176</th>\n",
       "      <td>2020-07-28</td>\n",
       "      <td>466</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>177</th>\n",
       "      <td>2020-07-27</td>\n",
       "      <td>452</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>178</th>\n",
       "      <td>2020-07-26</td>\n",
       "      <td>444</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>2020-07-25</td>\n",
       "      <td>439</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>180</th>\n",
       "      <td>2020-07-24</td>\n",
       "      <td>432</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>181</th>\n",
       "      <td>2020-07-23</td>\n",
       "      <td>424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>2020-07-22</td>\n",
       "      <td>420</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>183</th>\n",
       "      <td>2020-07-21</td>\n",
       "      <td>412</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>184</th>\n",
       "      <td>2020-07-20</td>\n",
       "      <td>402</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>185</th>\n",
       "      <td>2020-07-19</td>\n",
       "      <td>395</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>186</th>\n",
       "      <td>2020-07-18</td>\n",
       "      <td>385</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>187</th>\n",
       "      <td>2020-07-17</td>\n",
       "      <td>380</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>188</th>\n",
       "      <td>2020-07-16</td>\n",
       "      <td>365</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>2020-07-15</td>\n",
       "      <td>345</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>190</th>\n",
       "      <td>2020-07-14</td>\n",
       "      <td>334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>191</th>\n",
       "      <td>2020-07-13</td>\n",
       "      <td>325</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>192</th>\n",
       "      <td>2020-07-12</td>\n",
       "      <td>318</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>193</th>\n",
       "      <td>2020-07-11</td>\n",
       "      <td>311</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>194</th>\n",
       "      <td>2020-07-10</td>\n",
       "      <td>295</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>195</th>\n",
       "      <td>2020-07-09</td>\n",
       "      <td>285</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>2020-07-08</td>\n",
       "      <td>273</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>197</th>\n",
       "      <td>2020-07-07</td>\n",
       "      <td>267</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>198</th>\n",
       "      <td>2020-07-06</td>\n",
       "      <td>255</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>199</th>\n",
       "      <td>2020-07-05</td>\n",
       "      <td>246</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>2020-07-04</td>\n",
       "      <td>234</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>201</th>\n",
       "      <td>2020-07-03</td>\n",
       "      <td>217</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>2020-07-02</td>\n",
       "      <td>198</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>203</th>\n",
       "      <td>2020-07-01</td>\n",
       "      <td>191</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>204</th>\n",
       "      <td>2020-06-30</td>\n",
       "      <td>182</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>205</th>\n",
       "      <td>2020-06-29</td>\n",
       "      <td>167</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>2020-06-28</td>\n",
       "      <td>160</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>207</th>\n",
       "      <td>2020-06-27</td>\n",
       "      <td>155</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>208</th>\n",
       "      <td>2020-06-26</td>\n",
       "      <td>149</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>209</th>\n",
       "      <td>2020-06-25</td>\n",
       "      <td>139</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>210</th>\n",
       "      <td>2020-06-24</td>\n",
       "      <td>136</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>211</th>\n",
       "      <td>2020-06-23</td>\n",
       "      <td>127</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>212</th>\n",
       "      <td>2020-06-22</td>\n",
       "      <td>122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>2020-06-21</td>\n",
       "      <td>115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>214</th>\n",
       "      <td>2020-06-20</td>\n",
       "      <td>111</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>2020-06-19</td>\n",
       "      <td>104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>216</th>\n",
       "      <td>2020-06-18</td>\n",
       "      <td>103</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>217</th>\n",
       "      <td>2020-06-17</td>\n",
       "      <td>98</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>218</th>\n",
       "      <td>2020-06-16</td>\n",
       "      <td>96</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>219</th>\n",
       "      <td>2020-06-15</td>\n",
       "      <td>93</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>220</th>\n",
       "      <td>2020-06-14</td>\n",
       "      <td>92</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>221</th>\n",
       "      <td>2020-06-13</td>\n",
       "      <td>90</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>2020-06-12</td>\n",
       "      <td>89</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>223</th>\n",
       "      <td>2020-06-11</td>\n",
       "      <td>88</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>224</th>\n",
       "      <td>2020-06-10</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>2020-06-09</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>226</th>\n",
       "      <td>2020-06-08</td>\n",
       "      <td>86</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>227</th>\n",
       "      <td>2020-06-07</td>\n",
       "      <td>85</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>2020-06-06</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>2020-06-05</td>\n",
       "      <td>84</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>230</th>\n",
       "      <td>2020-06-04</td>\n",
       "      <td>82</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>231</th>\n",
       "      <td>2020-06-03</td>\n",
       "      <td>80</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>2020-06-02</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>2020-06-01</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>2020-05-31</td>\n",
       "      <td>77</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>2020-05-30</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>2020-05-29</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>2020-05-28</td>\n",
       "      <td>76</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>2020-05-27</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>2020-05-26</td>\n",
       "      <td>75</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>240</th>\n",
       "      <td>2020-05-25</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>241</th>\n",
       "      <td>2020-05-24</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>242</th>\n",
       "      <td>2020-05-23</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>243</th>\n",
       "      <td>2020-05-22</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>244</th>\n",
       "      <td>2020-05-21</td>\n",
       "      <td>73</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>245</th>\n",
       "      <td>2020-05-20</td>\n",
       "      <td>72</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>246</th>\n",
       "      <td>2020-05-19</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>2020-05-18</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>2020-05-17</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>2020-05-16</td>\n",
       "      <td>71</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>2020-05-15</td>\n",
       "      <td>70</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>2020-05-14</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>2020-05-13</td>\n",
       "      <td>69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>253</th>\n",
       "      <td>2020-05-12</td>\n",
       "      <td>66</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>254</th>\n",
       "      <td>2020-05-11</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>255</th>\n",
       "      <td>2020-05-10</td>\n",
       "      <td>63</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>256</th>\n",
       "      <td>2020-05-09</td>\n",
       "      <td>61</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>2020-05-08</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>258</th>\n",
       "      <td>2020-05-07</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>259</th>\n",
       "      <td>2020-05-06</td>\n",
       "      <td>58</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>260</th>\n",
       "      <td>2020-05-05</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>261</th>\n",
       "      <td>2020-05-04</td>\n",
       "      <td>57</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>262</th>\n",
       "      <td>2020-05-03</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>2020-05-02</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>264</th>\n",
       "      <td>2020-05-01</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>265</th>\n",
       "      <td>2020-04-30</td>\n",
       "      <td>56</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>266</th>\n",
       "      <td>2020-04-29</td>\n",
       "      <td>54</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>267</th>\n",
       "      <td>2020-04-28</td>\n",
       "      <td>52</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>268</th>\n",
       "      <td>2020-04-27</td>\n",
       "      <td>51</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>269</th>\n",
       "      <td>2020-04-26</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>270</th>\n",
       "      <td>2020-04-25</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>271</th>\n",
       "      <td>2020-04-24</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>272</th>\n",
       "      <td>2020-04-23</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>273</th>\n",
       "      <td>2020-04-22</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>274</th>\n",
       "      <td>2020-04-21</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>275</th>\n",
       "      <td>2020-04-20</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>276</th>\n",
       "      <td>2020-04-19</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>277</th>\n",
       "      <td>2020-04-18</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>278</th>\n",
       "      <td>2020-04-17</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>279</th>\n",
       "      <td>2020-04-16</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>280</th>\n",
       "      <td>2020-04-15</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>281</th>\n",
       "      <td>2020-04-14</td>\n",
       "      <td>50</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>282</th>\n",
       "      <td>2020-04-13</td>\n",
       "      <td>49</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>283</th>\n",
       "      <td>2020-04-12</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>284</th>\n",
       "      <td>2020-04-11</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>285</th>\n",
       "      <td>2020-04-10</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>286</th>\n",
       "      <td>2020-04-09</td>\n",
       "      <td>48</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>287</th>\n",
       "      <td>2020-04-08</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>288</th>\n",
       "      <td>2020-04-07</td>\n",
       "      <td>43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>289</th>\n",
       "      <td>2020-04-06</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>290</th>\n",
       "      <td>2020-04-05</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>291</th>\n",
       "      <td>2020-04-04</td>\n",
       "      <td>42</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>292</th>\n",
       "      <td>2020-04-03</td>\n",
       "      <td>41</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>293</th>\n",
       "      <td>2020-04-02</td>\n",
       "      <td>39</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>294</th>\n",
       "      <td>2020-04-01</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>295</th>\n",
       "      <td>2020-03-31</td>\n",
       "      <td>32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>296</th>\n",
       "      <td>2020-03-30</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  confirmed\n",
       "0    2021-01-21       3683\n",
       "1    2021-01-20       3650\n",
       "2    2021-01-19       3613\n",
       "3    2021-01-18       3588\n",
       "4    2021-01-16       3505\n",
       "5    2021-01-15       3479\n",
       "6    2021-01-14       3436\n",
       "7    2021-01-13       3379\n",
       "8    2021-01-12       3334\n",
       "9    2021-01-11       3292\n",
       "10   2021-01-10       3236\n",
       "11   2021-01-09       3191\n",
       "12   2021-01-08       3141\n",
       "13   2021-01-07       3078\n",
       "14   2021-01-06       2970\n",
       "15   2021-01-05       2897\n",
       "16   2021-01-04       2827\n",
       "17   2021-01-03       2801\n",
       "18   2021-01-02       2760\n",
       "19   2021-01-01       2699\n",
       "20   2020-12-31       2621\n",
       "21   2020-12-30       2550\n",
       "22   2020-12-29       2486\n",
       "23   2020-12-28       2442\n",
       "24   2020-12-27       2414\n",
       "25   2020-12-26       2384\n",
       "26   2020-12-25       2331\n",
       "27   2020-12-24       2280\n",
       "28   2020-12-23       2224\n",
       "29   2020-12-22       2173\n",
       "30   2020-12-21       2110\n",
       "31   2020-12-20       2073\n",
       "32   2020-12-19       2005\n",
       "33   2020-12-18       1950\n",
       "34   2020-12-17       1905\n",
       "35   2020-12-16       1853\n",
       "36   2020-12-15       1817\n",
       "37   2020-12-14       1771\n",
       "38   2020-12-13       1730\n",
       "39   2020-12-12       1682\n",
       "40   2020-12-11       1651\n",
       "41   2020-12-10       1605\n",
       "42   2020-12-09       1556\n",
       "43   2020-12-08       1530\n",
       "44   2020-12-07       1495\n",
       "45   2020-12-06       1467\n",
       "46   2020-12-05       1440\n",
       "47   2020-12-04       1421\n",
       "48   2020-12-03       1381\n",
       "49   2020-12-02       1347\n",
       "50   2020-12-01       1311\n",
       "51   2020-11-30       1290\n",
       "52   2020-11-29       1262\n",
       "53   2020-11-28       1252\n",
       "54   2020-11-27       1231\n",
       "55   2020-11-26       1205\n",
       "56   2020-11-25       1176\n",
       "57   2020-11-24       1157\n",
       "58   2020-11-23       1139\n",
       "59   2020-11-22       1113\n",
       "60   2020-11-21       1097\n",
       "61   2020-11-20       1081\n",
       "62   2020-11-19       1062\n",
       "63   2020-11-18       1046\n",
       "64   2020-11-17       1031\n",
       "65   2020-11-16       1016\n",
       "66   2020-11-15       1005\n",
       "67   2020-11-14        994\n",
       "68   2020-11-13        981\n",
       "69   2020-11-12        974\n",
       "70   2020-11-11        968\n",
       "71   2020-11-10        960\n",
       "72   2020-11-09        947\n",
       "73   2020-11-08        943\n",
       "74   2020-11-07        935\n",
       "75   2020-11-06        924\n",
       "76   2020-11-05        910\n",
       "77   2020-11-04        906\n",
       "78   2020-11-03        892\n",
       "79   2020-11-02        888\n",
       "80   2020-11-01        882\n",
       "81   2020-10-31        881\n",
       "82   2020-10-30        874\n",
       "83   2020-10-29        869\n",
       "84   2020-10-28        855\n",
       "85   2020-10-27        852\n",
       "86   2020-10-26        841\n",
       "87   2020-10-25        838\n",
       "88   2020-10-24        832\n",
       "89   2020-10-23        830\n",
       "90   2020-10-22        822\n",
       "91   2020-10-21        815\n",
       "92   2020-10-20        808\n",
       "93   2020-10-19        801\n",
       "94   2020-10-18        794\n",
       "95   2020-10-17        787\n",
       "96   2020-10-16        780\n",
       "97   2020-10-15        777\n",
       "98   2020-10-14        772\n",
       "99   2020-10-13        769\n",
       "100  2020-10-12        766\n",
       "101  2020-10-11        763\n",
       "102  2020-10-10        761\n",
       "103  2020-10-09        756\n",
       "104  2020-10-08        754\n",
       "105  2020-10-07        749\n",
       "106  2020-10-06        742\n",
       "107  2020-10-05        731\n",
       "108  2020-10-04        726\n",
       "109  2020-10-03        724\n",
       "110  2020-10-02        720\n",
       "111  2020-10-01        717\n",
       "112  2020-09-30        710\n",
       "113  2020-09-29        704\n",
       "114  2020-09-28        700\n",
       "115  2020-09-27        699\n",
       "116  2020-09-26        701\n",
       "117  2020-09-25        696\n",
       "118  2020-09-24        696\n",
       "119  2020-09-23        692\n",
       "120  2020-09-22        691\n",
       "121  2020-09-21        685\n",
       "122  2020-09-20        679\n",
       "123  2020-09-19        680\n",
       "124  2020-09-18        674\n",
       "125  2020-09-17        670\n",
       "126  2020-09-16        668\n",
       "127  2020-09-15        670\n",
       "128  2020-09-14        668\n",
       "129  2020-09-13        663\n",
       "130  2020-09-12        657\n",
       "131  2020-09-11        653\n",
       "132  2020-09-10        643\n",
       "133  2020-09-09        640\n",
       "134  2020-09-08        639\n",
       "135  2020-09-07        638\n",
       "136  2020-09-06        629\n",
       "137  2020-09-05        627\n",
       "138  2020-09-04        621\n",
       "139  2020-09-03        611\n",
       "140  2020-09-02        602\n",
       "141  2020-09-01        597\n",
       "142  2020-08-31        599\n",
       "143  2020-08-30        595\n",
       "144  2020-08-29        593\n",
       "145  2020-08-28        591\n",
       "146  2020-08-27        585\n",
       "147  2020-08-26        584\n",
       "148  2020-08-25        575\n",
       "149  2020-08-24        574\n",
       "150  2020-08-23        573\n",
       "151  2020-08-22        568\n",
       "152  2020-08-21        561\n",
       "153  2020-08-20        559\n",
       "154  2020-08-19        557\n",
       "155  2020-08-18        555\n",
       "156  2020-08-17        555\n",
       "157  2020-08-16        552\n",
       "158  2020-08-15        551\n",
       "159  2020-08-14        543\n",
       "160  2020-08-13        537\n",
       "161  2020-08-12        533\n",
       "162  2020-08-11        530\n",
       "163  2020-08-10        524\n",
       "164  2020-08-09        524\n",
       "165  2020-08-08        521\n",
       "166  2020-08-07        518\n",
       "167  2020-08-06        516\n",
       "168  2020-08-05        500\n",
       "169  2020-08-04        499\n",
       "170  2020-08-03        496\n",
       "171  2020-08-02        489\n",
       "172  2020-08-01        485\n",
       "173  2020-07-31        485\n",
       "174  2020-07-30        478\n",
       "175  2020-07-29        472\n",
       "176  2020-07-28        466\n",
       "177  2020-07-27        452\n",
       "178  2020-07-26        444\n",
       "179  2020-07-25        439\n",
       "180  2020-07-24        432\n",
       "181  2020-07-23        424\n",
       "182  2020-07-22        420\n",
       "183  2020-07-21        412\n",
       "184  2020-07-20        402\n",
       "185  2020-07-19        395\n",
       "186  2020-07-18        385\n",
       "187  2020-07-17        380\n",
       "188  2020-07-16        365\n",
       "189  2020-07-15        345\n",
       "190  2020-07-14        334\n",
       "191  2020-07-13        325\n",
       "192  2020-07-12        318\n",
       "193  2020-07-11        311\n",
       "194  2020-07-10        295\n",
       "195  2020-07-09        285\n",
       "196  2020-07-08        273\n",
       "197  2020-07-07        267\n",
       "198  2020-07-06        255\n",
       "199  2020-07-05        246\n",
       "200  2020-07-04        234\n",
       "201  2020-07-03        217\n",
       "202  2020-07-02        198\n",
       "203  2020-07-01        191\n",
       "204  2020-06-30        182\n",
       "205  2020-06-29        167\n",
       "206  2020-06-28        160\n",
       "207  2020-06-27        155\n",
       "208  2020-06-26        149\n",
       "209  2020-06-25        139\n",
       "210  2020-06-24        136\n",
       "211  2020-06-23        127\n",
       "212  2020-06-22        122\n",
       "213  2020-06-21        115\n",
       "214  2020-06-20        111\n",
       "215  2020-06-19        104\n",
       "216  2020-06-18        103\n",
       "217  2020-06-17         98\n",
       "218  2020-06-16         96\n",
       "219  2020-06-15         93\n",
       "220  2020-06-14         92\n",
       "221  2020-06-13         90\n",
       "222  2020-06-12         89\n",
       "223  2020-06-11         88\n",
       "224  2020-06-10         86\n",
       "225  2020-06-09         85\n",
       "226  2020-06-08         86\n",
       "227  2020-06-07         85\n",
       "228  2020-06-06         84\n",
       "229  2020-06-05         84\n",
       "230  2020-06-04         82\n",
       "231  2020-06-03         80\n",
       "232  2020-06-02         77\n",
       "233  2020-06-01         77\n",
       "234  2020-05-31         77\n",
       "235  2020-05-30         76\n",
       "236  2020-05-29         76\n",
       "237  2020-05-28         76\n",
       "238  2020-05-27         75\n",
       "239  2020-05-26         75\n",
       "240  2020-05-25         73\n",
       "241  2020-05-24         73\n",
       "242  2020-05-23         73\n",
       "243  2020-05-22         73\n",
       "244  2020-05-21         73\n",
       "245  2020-05-20         72\n",
       "246  2020-05-19         71\n",
       "247  2020-05-18         71\n",
       "248  2020-05-17         71\n",
       "249  2020-05-16         71\n",
       "250  2020-05-15         70\n",
       "251  2020-05-14         69\n",
       "252  2020-05-13         69\n",
       "253  2020-05-12         66\n",
       "254  2020-05-11         63\n",
       "255  2020-05-10         63\n",
       "256  2020-05-09         61\n",
       "257  2020-05-08         58\n",
       "258  2020-05-07         58\n",
       "259  2020-05-06         58\n",
       "260  2020-05-05         57\n",
       "261  2020-05-04         57\n",
       "262  2020-05-03         56\n",
       "263  2020-05-02         56\n",
       "264  2020-05-01         56\n",
       "265  2020-04-30         56\n",
       "266  2020-04-29         54\n",
       "267  2020-04-28         52\n",
       "268  2020-04-27         51\n",
       "269  2020-04-26         50\n",
       "270  2020-04-25         50\n",
       "271  2020-04-24         50\n",
       "272  2020-04-23         50\n",
       "273  2020-04-22         50\n",
       "274  2020-04-21         50\n",
       "275  2020-04-20         50\n",
       "276  2020-04-19         50\n",
       "277  2020-04-18         50\n",
       "278  2020-04-17         50\n",
       "279  2020-04-16         50\n",
       "280  2020-04-15         50\n",
       "281  2020-04-14         50\n",
       "282  2020-04-13         49\n",
       "283  2020-04-12         48\n",
       "284  2020-04-11         48\n",
       "285  2020-04-10         48\n",
       "286  2020-04-09         48\n",
       "287  2020-04-08         43\n",
       "288  2020-04-07         43\n",
       "289  2020-04-06         42\n",
       "290  2020-04-05         42\n",
       "291  2020-04-04         42\n",
       "292  2020-04-03         41\n",
       "293  2020-04-02         39\n",
       "294  2020-04-01         37\n",
       "295  2020-03-31         32\n",
       "296  2020-03-30         31"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{source: 'SDHHSA'})-[:REPORTED_IN]->(p:PostalCode{placeName:'Carlsbad'})-[:IN*]->(a:Admin1{name: 'California'})\n",
    "RETURN c.date as date, sum(c.cases) as confirmed\n",
    "ORDER by date DESC\n",
    "\"\"\"\n",
    "graph.run(query).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### COVID-19 cases aggregated by US Regions\n",
    "Here we aggregate US county-level data over 2 hops:\n",
    "\n",
    "`Admin2 -> USDivision -> USRegion`\n",
    "\n",
    "using the variable-length relationship [:IN*]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>USRegion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>9533817</td>\n",
       "      <td>South Region</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>5709329</td>\n",
       "      <td>West Region</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>5543101</td>\n",
       "      <td>Midwest Region</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3662754</td>\n",
       "      <td>Northeast Region</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "     count          USRegion\n",
       "0  9533817      South Region\n",
       "1  5709329       West Region\n",
       "2  5543101    Midwest Region\n",
       "3  3662754  Northeast Region"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{date: date($date), source: 'JHU'})-[:REPORTED_IN]->(:Admin2)-[:IN*]->(u:USRegion)\n",
    "RETURN sum(c.cases) AS count, u.name AS USRegion\n",
    "ORDER by count DESC\n",
    "\"\"\"\n",
    "graph.run(query, date=date).to_data_frame()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### COVID-19 cases aggregated by UN Region\n",
    "Here we aggregate country-level data over up to 3 hops:\n",
    "\n",
    "`country -> UNSubRegion -> UNIntermediateRegion -> UNRegion`\n",
    "\n",
    "using the variable-length relationship `[:IN*`]."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>count</th>\n",
       "      <th>UNRegion</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>42827946</td>\n",
       "      <td>Americas</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>28659580</td>\n",
       "      <td>Europe</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>22397619</td>\n",
       "      <td>Asia</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3406952</td>\n",
       "      <td>Africa</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>21087</td>\n",
       "      <td>Oceania</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      count  UNRegion\n",
       "0  42827946  Americas\n",
       "1  28659580    Europe\n",
       "2  22397619      Asia\n",
       "3   3406952    Africa\n",
       "4     21087   Oceania"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "query = \"\"\"\n",
    "MATCH (c:Cases{date: date($date), source: 'JHU'})-[:REPORTED_IN]->(:Country)-[:IN*]->(u:UNRegion)\n",
    "RETURN sum(c.cases) AS count, u.name AS UNRegion\n",
    "ORDER by count DESC\n",
    "\"\"\"\n",
    "df = graph.run(query, date=date).to_data_frame()\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total number of confirmed cases: 97313184\n"
     ]
    }
   ],
   "source": [
    "print(\"Total number of confirmed cases:\", df['count'].sum())"
   ]
  }
 ],
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