{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os\n",
    "import datetime\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "import subprocess\n",
    "import requests\n",
    "import json\n",
    "from scipy import stats\n",
    "from ipywidgets import interactive\n",
    "import ipywidgets as widgets\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "datasource = 'https://github.com/CSSEGISandData/COVID-19.git'\n",
    "testsource = 'https://covidtracking.com/api/states/daily'\n",
    "state_populations = 'SCPRC-EST2019-18+POP-RES.csv'\n",
    "state_abbreviations = 'state_abbreviations.csv'\n",
    "nation = 'US'\n",
    "series = 'confirmed'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/home/leon/Covid-19/COVID-19',\n",
       " '/home/leon/Covid-19/COVID-19/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv']"
      ]
     },
     "execution_count": 3,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "covid19_dir = os.path.join(\n",
    "    os.environ['HOME'],\n",
    "    'Covid-19',\n",
    "    'COVID-19'\n",
    ")\n",
    "ts_file = os.path.join(\n",
    "    covid19_dir,\n",
    "    'csse_covid_19_data',\n",
    "    'csse_covid_19_time_series',\n",
    "    # 'time_series_19-covid-{series}.csv'.format(series=series),\n",
    "    'time_series_covid19_{series}_global.csv'.format(series=series.lower())\n",
    ")\n",
    "[\n",
    "    covid19_dir,\n",
    "    ts_file\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "def run(cmd):\n",
    "    result = subprocess.run(cmd, capture_output=True)\n",
    "    if result.stdout:\n",
    "        print('\\nStdout:\\n', \n",
    "              result.stdout.decode(), \n",
    "              '\\n')\n",
    "    if result.stderr:\n",
    "        print('\\nStderr:\\n', \n",
    "              result.stderr.decode(), \n",
    "              '\\n')\n",
    "    return result"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Stderr:\n",
      " fatal: remote CSSEGISandData already exists.\n",
      " \n",
      "\n",
      "\n",
      "Stderr:\n",
      " POST git-upload-pack (gzip 1034 to 598 bytes)\n",
      "From https://github.com/CSSEGISandData/COVID-19\n",
      "   63649e41..a4ccce6f  master     -> CSSEGISandData/master\n",
      "   c642bb2c..b849db17  web-data   -> CSSEGISandData/web-data\n",
      " \n",
      "\n",
      "\n",
      "Stdout:\n",
      " Updating 63649e41..a4ccce6f\n",
      "Fast-forward\n",
      " .../csse_covid_19_daily_reports/03-29-2020.csv     | 3435 ++++++++++++++++++++\n",
      " .../time_series_covid19_confirmed_global.csv       |  508 +--\n",
      " .../time_series_covid19_deaths_global.csv          |  508 +--\n",
      " .../time_series_covid19_recovered_global.csv       |  480 +--\n",
      " 4 files changed, 4183 insertions(+), 748 deletions(-)\n",
      " create mode 100644 csse_covid_19_data/csse_covid_19_daily_reports/03-29-2020.csv\n",
      " \n",
      "\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "[CompletedProcess(args=['git', 'remote', '-v', 'add', 'CSSEGISandData', 'https://github.com/CSSEGISandData/COVID-19.git'], returncode=128, stdout=b'', stderr=b'fatal: remote CSSEGISandData already exists.\\n'),\n",
       " CompletedProcess(args=['git', 'fetch', '-v', 'CSSEGISandData'], returncode=0, stdout=b'', stderr=b'POST git-upload-pack (gzip 1034 to 598 bytes)\\nFrom https://github.com/CSSEGISandData/COVID-19\\n   63649e41..a4ccce6f  master     -> CSSEGISandData/master\\n   c642bb2c..b849db17  web-data   -> CSSEGISandData/web-data\\n'),\n",
       " CompletedProcess(args=['git', 'merge', '-v', 'CSSEGISandData/master'], returncode=0, stdout=b'Updating 63649e41..a4ccce6f\\nFast-forward\\n .../csse_covid_19_daily_reports/03-29-2020.csv     | 3435 ++++++++++++++++++++\\n .../time_series_covid19_confirmed_global.csv       |  508 +--\\n .../time_series_covid19_deaths_global.csv          |  508 +--\\n .../time_series_covid19_recovered_global.csv       |  480 +--\\n 4 files changed, 4183 insertions(+), 748 deletions(-)\\n create mode 100644 csse_covid_19_data/csse_covid_19_daily_reports/03-29-2020.csv\\n', stderr=b'')]"
      ]
     },
     "execution_count": 5,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "os.chdir(covid19_dir)\n",
    "[\n",
    "    run(['git', 'remote','-v', 'add', 'CSSEGISandData', datasource]),\n",
    "    run(['git', 'fetch','-v', 'CSSEGISandData']),\n",
    "    run(['git', 'merge', '-v', 'CSSEGISandData/master'])\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "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>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>...</th>\n",
       "      <th>3/20/20</th>\n",
       "      <th>3/21/20</th>\n",
       "      <th>3/22/20</th>\n",
       "      <th>3/23/20</th>\n",
       "      <th>3/24/20</th>\n",
       "      <th>3/25/20</th>\n",
       "      <th>3/26/20</th>\n",
       "      <th>3/27/20</th>\n",
       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Afghanistan</td>\n",
       "      <td>33.0000</td>\n",
       "      <td>65.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>24</td>\n",
       "      <td>24</td>\n",
       "      <td>40</td>\n",
       "      <td>40</td>\n",
       "      <td>74</td>\n",
       "      <td>84</td>\n",
       "      <td>94</td>\n",
       "      <td>110</td>\n",
       "      <td>110</td>\n",
       "      <td>120</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Albania</td>\n",
       "      <td>41.1533</td>\n",
       "      <td>20.1683</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>70</td>\n",
       "      <td>76</td>\n",
       "      <td>89</td>\n",
       "      <td>104</td>\n",
       "      <td>123</td>\n",
       "      <td>146</td>\n",
       "      <td>174</td>\n",
       "      <td>186</td>\n",
       "      <td>197</td>\n",
       "      <td>212</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Algeria</td>\n",
       "      <td>28.0339</td>\n",
       "      <td>1.6596</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>90</td>\n",
       "      <td>139</td>\n",
       "      <td>201</td>\n",
       "      <td>230</td>\n",
       "      <td>264</td>\n",
       "      <td>302</td>\n",
       "      <td>367</td>\n",
       "      <td>409</td>\n",
       "      <td>454</td>\n",
       "      <td>511</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Andorra</td>\n",
       "      <td>42.5063</td>\n",
       "      <td>1.5218</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>75</td>\n",
       "      <td>88</td>\n",
       "      <td>113</td>\n",
       "      <td>133</td>\n",
       "      <td>164</td>\n",
       "      <td>188</td>\n",
       "      <td>224</td>\n",
       "      <td>267</td>\n",
       "      <td>308</td>\n",
       "      <td>334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Angola</td>\n",
       "      <td>-11.2027</td>\n",
       "      <td>17.8739</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>5</td>\n",
       "      <td>7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>248</th>\n",
       "      <td>NaN</td>\n",
       "      <td>Burma</td>\n",
       "      <td>21.9162</td>\n",
       "      <td>95.9560</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>Anguilla</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>18.2206</td>\n",
       "      <td>-63.0686</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>250</th>\n",
       "      <td>British Virgin Islands</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>18.4207</td>\n",
       "      <td>-64.6400</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>251</th>\n",
       "      <td>Turks and Caicos Islands</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>21.6940</td>\n",
       "      <td>-71.7979</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>252</th>\n",
       "      <td>NaN</td>\n",
       "      <td>MS Zaandam</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0.0000</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>...</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>0</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>253 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "               Province/State  Country/Region      Lat     Long  1/22/20  \\\n",
       "0                         NaN     Afghanistan  33.0000  65.0000        0   \n",
       "1                         NaN         Albania  41.1533  20.1683        0   \n",
       "2                         NaN         Algeria  28.0339   1.6596        0   \n",
       "3                         NaN         Andorra  42.5063   1.5218        0   \n",
       "4                         NaN          Angola -11.2027  17.8739        0   \n",
       "..                        ...             ...      ...      ...      ...   \n",
       "248                       NaN           Burma  21.9162  95.9560        0   \n",
       "249                  Anguilla  United Kingdom  18.2206 -63.0686        0   \n",
       "250    British Virgin Islands  United Kingdom  18.4207 -64.6400        0   \n",
       "251  Turks and Caicos Islands  United Kingdom  21.6940 -71.7979        0   \n",
       "252                       NaN      MS Zaandam   0.0000   0.0000        0   \n",
       "\n",
       "     1/23/20  1/24/20  1/25/20  1/26/20  1/27/20  ...  3/20/20  3/21/20  \\\n",
       "0          0        0        0        0        0  ...       24       24   \n",
       "1          0        0        0        0        0  ...       70       76   \n",
       "2          0        0        0        0        0  ...       90      139   \n",
       "3          0        0        0        0        0  ...       75       88   \n",
       "4          0        0        0        0        0  ...        1        2   \n",
       "..       ...      ...      ...      ...      ...  ...      ...      ...   \n",
       "248        0        0        0        0        0  ...        0        0   \n",
       "249        0        0        0        0        0  ...        0        0   \n",
       "250        0        0        0        0        0  ...        0        0   \n",
       "251        0        0        0        0        0  ...        0        0   \n",
       "252        0        0        0        0        0  ...        0        0   \n",
       "\n",
       "     3/22/20  3/23/20  3/24/20  3/25/20  3/26/20  3/27/20  3/28/20  3/29/20  \n",
       "0         40       40       74       84       94      110      110      120  \n",
       "1         89      104      123      146      174      186      197      212  \n",
       "2        201      230      264      302      367      409      454      511  \n",
       "3        113      133      164      188      224      267      308      334  \n",
       "4          2        3        3        3        4        4        5        7  \n",
       "..       ...      ...      ...      ...      ...      ...      ...      ...  \n",
       "248        0        0        0        0        0        8        8       10  \n",
       "249        0        0        0        0        0        0        2        2  \n",
       "250        0        0        0        0        0        0        2        2  \n",
       "251        0        0        0        0        0        0        4        4  \n",
       "252        0        0        0        0        0        0        2        2  \n",
       "\n",
       "[253 rows x 72 columns]"
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_frame = pd.read_csv(ts_file, parse_dates=True, date_parser=pd.to_datetime)\n",
    "ts_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola',\n",
       "       'Antigua and Barbuda', 'Argentina', 'Armenia', 'Australia',\n",
       "       'Austria', 'Azerbaijan', 'Bahamas', 'Bahrain', 'Bangladesh',\n",
       "       'Barbados', 'Belarus', 'Belgium', 'Belize', 'Benin', 'Bhutan',\n",
       "       'Bolivia', 'Bosnia and Herzegovina', 'Brazil', 'Brunei',\n",
       "       'Bulgaria', 'Burkina Faso', 'Burma', 'Cabo Verde', 'Cambodia',\n",
       "       'Cameroon', 'Canada', 'Central African Republic', 'Chad', 'Chile',\n",
       "       'China', 'Colombia', 'Congo (Brazzaville)', 'Congo (Kinshasa)',\n",
       "       'Costa Rica', \"Cote d'Ivoire\", 'Croatia', 'Cuba', 'Cyprus',\n",
       "       'Czechia', 'Denmark', 'Diamond Princess', 'Djibouti', 'Dominica',\n",
       "       'Dominican Republic', 'Ecuador', 'Egypt', 'El Salvador',\n",
       "       'Equatorial Guinea', 'Eritrea', 'Estonia', 'Eswatini', 'Ethiopia',\n",
       "       'Fiji', 'Finland', 'France', 'Gabon', 'Gambia', 'Georgia',\n",
       "       'Germany', 'Ghana', 'Greece', 'Grenada', 'Guatemala', 'Guinea',\n",
       "       'Guinea-Bissau', 'Guyana', 'Haiti', 'Holy See', 'Honduras',\n",
       "       'Hungary', 'Iceland', 'India', 'Indonesia', 'Iran', 'Iraq',\n",
       "       'Ireland', 'Israel', 'Italy', 'Jamaica', 'Japan', 'Jordan',\n",
       "       'Kazakhstan', 'Kenya', 'Korea, South', 'Kosovo', 'Kuwait',\n",
       "       'Kyrgyzstan', 'Laos', 'Latvia', 'Lebanon', 'Liberia', 'Libya',\n",
       "       'Liechtenstein', 'Lithuania', 'Luxembourg', 'MS Zaandam',\n",
       "       'Madagascar', 'Malaysia', 'Maldives', 'Mali', 'Malta',\n",
       "       'Mauritania', 'Mauritius', 'Mexico', 'Moldova', 'Monaco',\n",
       "       'Mongolia', 'Montenegro', 'Morocco', 'Mozambique', 'Namibia',\n",
       "       'Nepal', 'Netherlands', 'New Zealand', 'Nicaragua', 'Niger',\n",
       "       'Nigeria', 'North Macedonia', 'Norway', 'Oman', 'Pakistan',\n",
       "       'Panama', 'Papua New Guinea', 'Paraguay', 'Peru', 'Philippines',\n",
       "       'Poland', 'Portugal', 'Qatar', 'Romania', 'Russia', 'Rwanda',\n",
       "       'Saint Kitts and Nevis', 'Saint Lucia',\n",
       "       'Saint Vincent and the Grenadines', 'San Marino', 'Saudi Arabia',\n",
       "       'Senegal', 'Serbia', 'Seychelles', 'Singapore', 'Slovakia',\n",
       "       'Slovenia', 'Somalia', 'South Africa', 'Spain', 'Sri Lanka',\n",
       "       'Sudan', 'Suriname', 'Sweden', 'Switzerland', 'Syria', 'Taiwan*',\n",
       "       'Tanzania', 'Thailand', 'Timor-Leste', 'Togo',\n",
       "       'Trinidad and Tobago', 'Tunisia', 'Turkey', 'US', 'Uganda',\n",
       "       'Ukraine', 'United Arab Emirates', 'United Kingdom', 'Uruguay',\n",
       "       'Uzbekistan', 'Venezuela', 'Vietnam', 'West Bank and Gaza',\n",
       "       'Zambia', 'Zimbabwe'], dtype=object)"
      ]
     },
     "execution_count": 7,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nations = np.unique(np.array(ts_frame.loc[:,'Country/Region']))\n",
    "nations"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0      False\n",
       "1      False\n",
       "2      False\n",
       "3      False\n",
       "4      False\n",
       "       ...  \n",
       "248    False\n",
       "249    False\n",
       "250    False\n",
       "251    False\n",
       "252    False\n",
       "Name: Country/Region, Length: 253, dtype: bool"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nationrows = ts_frame.loc[:, 'Country/Region'] == nation\n",
    "nationrows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "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>Province/State</th>\n",
       "      <th>Country/Region</th>\n",
       "      <th>Lat</th>\n",
       "      <th>Long</th>\n",
       "      <th>1/22/20</th>\n",
       "      <th>1/23/20</th>\n",
       "      <th>1/24/20</th>\n",
       "      <th>1/25/20</th>\n",
       "      <th>1/26/20</th>\n",
       "      <th>1/27/20</th>\n",
       "      <th>...</th>\n",
       "      <th>3/20/20</th>\n",
       "      <th>3/21/20</th>\n",
       "      <th>3/22/20</th>\n",
       "      <th>3/23/20</th>\n",
       "      <th>3/24/20</th>\n",
       "      <th>3/25/20</th>\n",
       "      <th>3/26/20</th>\n",
       "      <th>3/27/20</th>\n",
       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>225</th>\n",
       "      <td>NaN</td>\n",
       "      <td>US</td>\n",
       "      <td>37.0902</td>\n",
       "      <td>-95.7129</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>2</td>\n",
       "      <td>5</td>\n",
       "      <td>5</td>\n",
       "      <td>...</td>\n",
       "      <td>19100</td>\n",
       "      <td>25489</td>\n",
       "      <td>33276</td>\n",
       "      <td>43847</td>\n",
       "      <td>53740</td>\n",
       "      <td>65778</td>\n",
       "      <td>83836</td>\n",
       "      <td>101657</td>\n",
       "      <td>121478</td>\n",
       "      <td>140886</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 72 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "    Province/State Country/Region      Lat     Long  1/22/20  1/23/20  \\\n",
       "225            NaN             US  37.0902 -95.7129        1        1   \n",
       "\n",
       "     1/24/20  1/25/20  1/26/20  1/27/20  ...  3/20/20  3/21/20  3/22/20  \\\n",
       "225        2        2        5        5  ...    19100    25489    33276   \n",
       "\n",
       "     3/23/20  3/24/20  3/25/20  3/26/20  3/27/20  3/28/20  3/29/20  \n",
       "225    43847    53740    65778    83836   101657   121478   140886  \n",
       "\n",
       "[1 rows x 72 columns]"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nation_frame = ts_frame[nationrows]\n",
    "nation_frame"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Province/State          0\n",
       "Country/Region         US\n",
       "Lat               37.0902\n",
       "Long             -95.7129\n",
       "1/22/20                 1\n",
       "                   ...   \n",
       "3/25/20             65778\n",
       "3/26/20             83836\n",
       "3/27/20            101657\n",
       "3/28/20            121478\n",
       "3/29/20            140886\n",
       "Length: 72, dtype: object"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nation_frame.aggregate(np.sum)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[pandas.core.series.Series,\n",
       " 1/22/20         1\n",
       " 1/23/20         1\n",
       " 1/24/20         2\n",
       " 1/25/20         2\n",
       " 1/26/20         5\n",
       "             ...  \n",
       " 3/25/20     65778\n",
       " 3/26/20     83836\n",
       " 3/27/20    101657\n",
       " 3/28/20    121478\n",
       " 3/29/20    140886\n",
       " Length: 68, dtype: object]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "nation_series = nation_frame.agg(np.sum)[4:]\n",
    "[\n",
    "    type(nation_series),\n",
    "    nation_series\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3/25/20    1.27453\n",
       "3/26/20    1.21257\n",
       "3/27/20    1.19498\n",
       "3/28/20    1.15977\n",
       "dtype: object"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.array(nation_series[-4:])/nation_series[-5:-1]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[pandas.core.indexes.base.Index,\n",
       " Index(['1/22/20', '1/23/20', '1/24/20', '1/25/20', '1/26/20', '1/27/20',\n",
       "        '1/28/20', '1/29/20', '1/30/20', '1/31/20', '2/1/20', '2/2/20',\n",
       "        '2/3/20', '2/4/20', '2/5/20', '2/6/20', '2/7/20', '2/8/20', '2/9/20',\n",
       "        '2/10/20', '2/11/20', '2/12/20', '2/13/20', '2/14/20', '2/15/20',\n",
       "        '2/16/20', '2/17/20', '2/18/20', '2/19/20', '2/20/20', '2/21/20',\n",
       "        '2/22/20', '2/23/20', '2/24/20', '2/25/20', '2/26/20', '2/27/20',\n",
       "        '2/28/20', '2/29/20', '3/1/20', '3/2/20', '3/3/20', '3/4/20', '3/5/20',\n",
       "        '3/6/20', '3/7/20', '3/8/20', '3/9/20', '3/10/20', '3/11/20', '3/12/20',\n",
       "        '3/13/20', '3/14/20', '3/15/20', '3/16/20', '3/17/20', '3/18/20',\n",
       "        '3/19/20', '3/20/20', '3/21/20', '3/22/20', '3/23/20', '3/24/20',\n",
       "        '3/25/20', '3/26/20', '3/27/20', '3/28/20', '3/29/20'],\n",
       "       dtype='object'),\n",
       " list,\n",
       " [Timestamp('2020-01-22 00:00:00'),\n",
       "  Timestamp('2020-01-23 00:00:00'),\n",
       "  Timestamp('2020-01-24 00:00:00'),\n",
       "  Timestamp('2020-01-25 00:00:00'),\n",
       "  Timestamp('2020-01-26 00:00:00'),\n",
       "  Timestamp('2020-01-27 00:00:00'),\n",
       "  Timestamp('2020-01-28 00:00:00'),\n",
       "  Timestamp('2020-01-29 00:00:00'),\n",
       "  Timestamp('2020-01-30 00:00:00'),\n",
       "  Timestamp('2020-01-31 00:00:00'),\n",
       "  Timestamp('2020-02-01 00:00:00'),\n",
       "  Timestamp('2020-02-02 00:00:00'),\n",
       "  Timestamp('2020-02-03 00:00:00'),\n",
       "  Timestamp('2020-02-04 00:00:00'),\n",
       "  Timestamp('2020-02-05 00:00:00'),\n",
       "  Timestamp('2020-02-06 00:00:00'),\n",
       "  Timestamp('2020-02-07 00:00:00'),\n",
       "  Timestamp('2020-02-08 00:00:00'),\n",
       "  Timestamp('2020-02-09 00:00:00'),\n",
       "  Timestamp('2020-02-10 00:00:00'),\n",
       "  Timestamp('2020-02-11 00:00:00'),\n",
       "  Timestamp('2020-02-12 00:00:00'),\n",
       "  Timestamp('2020-02-13 00:00:00'),\n",
       "  Timestamp('2020-02-14 00:00:00'),\n",
       "  Timestamp('2020-02-15 00:00:00'),\n",
       "  Timestamp('2020-02-16 00:00:00'),\n",
       "  Timestamp('2020-02-17 00:00:00'),\n",
       "  Timestamp('2020-02-18 00:00:00'),\n",
       "  Timestamp('2020-02-19 00:00:00'),\n",
       "  Timestamp('2020-02-20 00:00:00'),\n",
       "  Timestamp('2020-02-21 00:00:00'),\n",
       "  Timestamp('2020-02-22 00:00:00'),\n",
       "  Timestamp('2020-02-23 00:00:00'),\n",
       "  Timestamp('2020-02-24 00:00:00'),\n",
       "  Timestamp('2020-02-25 00:00:00'),\n",
       "  Timestamp('2020-02-26 00:00:00'),\n",
       "  Timestamp('2020-02-27 00:00:00'),\n",
       "  Timestamp('2020-02-28 00:00:00'),\n",
       "  Timestamp('2020-02-29 00:00:00'),\n",
       "  Timestamp('2020-03-01 00:00:00'),\n",
       "  Timestamp('2020-03-02 00:00:00'),\n",
       "  Timestamp('2020-03-03 00:00:00'),\n",
       "  Timestamp('2020-03-04 00:00:00'),\n",
       "  Timestamp('2020-03-05 00:00:00'),\n",
       "  Timestamp('2020-03-06 00:00:00'),\n",
       "  Timestamp('2020-03-07 00:00:00'),\n",
       "  Timestamp('2020-03-08 00:00:00'),\n",
       "  Timestamp('2020-03-09 00:00:00'),\n",
       "  Timestamp('2020-03-10 00:00:00'),\n",
       "  Timestamp('2020-03-11 00:00:00'),\n",
       "  Timestamp('2020-03-12 00:00:00'),\n",
       "  Timestamp('2020-03-13 00:00:00'),\n",
       "  Timestamp('2020-03-14 00:00:00'),\n",
       "  Timestamp('2020-03-15 00:00:00'),\n",
       "  Timestamp('2020-03-16 00:00:00'),\n",
       "  Timestamp('2020-03-17 00:00:00'),\n",
       "  Timestamp('2020-03-18 00:00:00'),\n",
       "  Timestamp('2020-03-19 00:00:00'),\n",
       "  Timestamp('2020-03-20 00:00:00'),\n",
       "  Timestamp('2020-03-21 00:00:00'),\n",
       "  Timestamp('2020-03-22 00:00:00'),\n",
       "  Timestamp('2020-03-23 00:00:00'),\n",
       "  Timestamp('2020-03-24 00:00:00'),\n",
       "  Timestamp('2020-03-25 00:00:00'),\n",
       "  Timestamp('2020-03-26 00:00:00'),\n",
       "  Timestamp('2020-03-27 00:00:00'),\n",
       "  Timestamp('2020-03-28 00:00:00'),\n",
       "  Timestamp('2020-03-29 00:00:00')],\n",
       " array([1, 1, 2, 2, 5, 5, 5, 5, 5, 7, 8, 8, 11, 11, 11, 11, 11, 11, 11, 11,\n",
       "        12, 12, 13, 13, 13, 13, 13, 13, 13, 13, 15, 15, 15, 51, 51, 57, 58,\n",
       "        60, 68, 74, 98, 118, 149, 217, 262, 402, 518, 583, 959, 1281, 1663,\n",
       "        2179, 2727, 3499, 4632, 6421, 7783, 13677, 19100, 25489, 33276,\n",
       "        43847, 53740, 65778, 83836, 101657, 121478, 140886], dtype=object),\n",
       " '3/29/20']"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "strdates = nation_series.keys()\n",
    "dates = [pd.to_datetime(sd) for sd in strdates]\n",
    "[\n",
    "    type(strdates),\n",
    "    strdates,\n",
    "    type(dates),\n",
    "    dates,\n",
    "    np.array(nation_series[:]),\n",
    "    strdates[-1]\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [],
   "source": [
    "nations_widget = widgets.Dropdown(\n",
    "    options = nations,\n",
    "    value = nation,\n",
    "    description = \"Nation: \"\n",
    ")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['confirmed', 'deaths', 'recovered'])"
      ]
     },
     "execution_count": 15,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Load series into a dict of pandas dataframes\n",
    "# series_options = ['Confirmed','Deaths','Recovered']\n",
    "series_options = ['confirmed','deaths', 'recovered']\n",
    "#series_options = [re.match(r'time_series_19-covid-(.*).csv',file)[1] for file in os.listdir(os.path.join(\n",
    "#    covid19_dir,\n",
    "#    'csse_covid_19_data',\n",
    "#    'csse_covid_19_time_series'))\n",
    "#  if re.match(r'time_series_19-covid-(.*).csv',file)\n",
    "#]\n",
    "series_frames = dict();\n",
    "for series_to_read in series_options:\n",
    "  ts_file = os.path.join(\n",
    "    covid19_dir,\n",
    "    'csse_covid_19_data',\n",
    "    'csse_covid_19_time_series',\n",
    "    f'time_series_covid19_{series_to_read}_global.csv'    \n",
    "  )\n",
    "  series_frames[series_to_read] = pd.read_csv(ts_file, parse_dates=True, date_parser=pd.to_datetime)\n",
    "    \n",
    "series_frames.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [],
   "source": [
    "nation_series_cache = dict()\n",
    "def get_nation_series(nation,series):\n",
    "  if nation in nation_series_cache and series in nation_series_cache[nation]:\n",
    "    nation_series = nation_series_cache[nation][series]\n",
    "  else:\n",
    "    ts_frame = series_frames[series]\n",
    "    nationrows = ts_frame.loc[:, 'Country/Region'] == nation\n",
    "    nation_frame = ts_frame[nationrows]\n",
    "    nation_series = nation_frame.agg(np.sum)[4:]\n",
    "    if nation not in nation_series_cache:\n",
    "        nation_series_cache[nation] = dict()\n",
    "    nation_series_cache[nation][series] = nation_series\n",
    "\n",
    "  strdates = nation_series.keys()\n",
    "  dates = [pd.to_datetime(sd) for sd in strdates]\n",
    "\n",
    "  return (nation_series,dates)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "dict_keys(['confirmed', 'deaths', 'recovered'])"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "series_frames.keys()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "def plot_single_series(nation,series):\n",
    "  nation_series, dates = get_nation_series(nation,series)\n",
    "  nation_series.plot(\n",
    "    x=dates,\n",
    "    logy=True, \n",
    "    title='Cumulative {series}: {nation}'.format(series=series, nation=nation),\n",
    "    grid=True,\n",
    "    figsize=(12,8)\n",
    "  )\n",
    "  plt.grid(True)\n",
    "  plt.ylabel(series)\n",
    "  plt.xlabel('Date')\n",
    "  plt.legend([series])\n",
    "\n",
    "# Plot all the series\n",
    "def plot_all_series(nation, series_options=series_options):\n",
    "  for series in series_frames.keys():\n",
    "    plot_single_series(nation,series)\n",
    "  plt.ylabel('Cases')\n",
    "  plt.legend(series_options)\n",
    "  plt.title(f'Cumulative: {nation}')\n",
    "\n",
    "plt.figure()\n",
    "plot_single_series(nation,series)\n",
    "\n",
    "plt.figure()\n",
    "plot_all_series(nation)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "690f3f4d0f884d2f8b0cc2987b7702b9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Nation: ', index=165, options=('Afghanistan', 'Albania', 'Algeria'…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "interactive(plot_single_series,nation=nations_widget,series=series_options)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5fe6fea17f1b4e76856ebfb69be6512d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "interactive(children=(Dropdown(description='Nation: ', index=165, options=('Afghanistan', 'Albania', 'Algeria'…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "def do_linear_regression(nation,series,n_points,days_back):\n",
    "  nation_series, dates = get_nation_series(nation,series)\n",
    "  days = np.arange(0,nation_series.shape[0])\n",
    "  y = np.log10(np.float64(nation_series+1))\n",
    "  if days_back >= 0:\n",
    "    s = slice(-n_points,None)\n",
    "  else:\n",
    "    s = slice(-n_points+days_back,days_back)\n",
    "  lr = stats.linregress(days[s],y[s])\n",
    "  \n",
    "  fig = plt.figure(figsize=(12,8))\n",
    "  plt.plot(days,y)\n",
    "  line = lr.slope*days[s]+lr.intercept\n",
    "  plt.plot(days[s],line)\n",
    "  plt.grid(True)\n",
    "\n",
    "  plt.xlabel('Days')\n",
    "  plt.ylabel('log10(Cases+1)')\n",
    "\n",
    "  str = f\"\"\"Slope: {lr.slope:.3f}\n",
    "Doubling time: {np.inf if lr.slope==0 else np.log10(2)/lr.slope:.3f} days\n",
    "Daily increase: {(np.exp(lr.slope)-1)*100:2.0f}%\"\"\"\n",
    "\n",
    "  plt.text(days[s][0]-25,line[0],str)\n",
    "\n",
    "  return lr\n",
    "    \n",
    "interactive(do_linear_regression,\n",
    "            nation=nations_widget,\n",
    "            series=series_options,\n",
    "            n_points=widgets.IntSlider(value=4,min=2,max=nation_series.shape[0]),\n",
    "            days_back=widgets.IntSlider(value=0,min=-nation_series.shape[0],max=0)\n",
    "           )"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Response [200]>"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testresponse = requests.get(testsource)\n",
    "testresponse"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[{'date': 20200329,\n",
       "  'state': 'AK',\n",
       "  'positive': 102,\n",
       "  'negative': 3232,\n",
       "  'pending': None,\n",
       "  'hospitalized': 6,\n",
       "  'death': 2,\n",
       "  'total': 3334,\n",
       "  'hash': 'd4c0789e67f59e98176a9ea96200ed348161c6d4',\n",
       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
       "  'state': 'ND',\n",
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       "  'hash': '2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5',\n",
       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       "  'hash': '44e85c9c9b448faa6a1b8a6af39c84820610bff0',\n",
       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
       "  'state': 'OH',\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       "  'dateChecked': '2020-03-29T20:00:00Z',\n",
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       " {'date': 20200329,\n",
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       " {'date': 20200328,\n",
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       " {'date': 20200328,\n",
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       "  'hash': '6bcdecd285ce74822cb5edf6b8c2acbc5aa726f6',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'IA',\n",
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       " {'date': 20200328,\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200328,\n",
       "  'state': 'NV',\n",
       "  'positive': 621,\n",
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       "  'total': 8522,\n",
       "  'hash': 'dd0f7f450bd269db4ca880dc78574f7f59d63a5e',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'NY',\n",
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       "  'total': 155934,\n",
       "  'hash': '48075031d0fd463fcdb0367c15d2fda5b6883bfa',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'OH',\n",
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       "  'hash': 'f16c2936b6d42faf0191c4dfdb0d7a95d5bd1e4b',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'OK',\n",
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       "  'hash': 'd4bfad814b5b93eda484b5aeda41a71459d6d49e',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'OR',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'PA',\n",
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       "  'hash': 'a138272d2a237d08ede9cb8f9fcb1faffcf9b7d8',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'PR',\n",
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       "  'hash': '51921e8ecd67796a7012722ff74ef3b90177979c',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'positiveIncrease': 21,\n",
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       " {'date': 20200328,\n",
       "  'state': 'RI',\n",
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       "  'hash': '7bdb9500e9204743f5717ac12560e015bd4f8ab2',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'SC',\n",
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       "  'total': 2947,\n",
       "  'hash': '7b183f0f5f07cdec09fac173846f64bde68ab83d',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'SD',\n",
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       "  'hash': '035db6e595733f1fdbd55e99bf62dbedd378ea6a',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
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       "  'hash': 'b039a87ddec68dd8b765db496689a4d9f53c6a64',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'UT',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
       "  'state': 'VA',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'hash': '66de9cd425a928572f5aaae13dab685f32b428fd',\n",
       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       " {'date': 20200328,\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-28T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'hash': '0b7d00e5ee9f4f5caa2694a35e0b787a9a3d6d76',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
       "  'totalTestResults': 8924,\n",
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       "  'deathIncrease': 1,\n",
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       "  'state': 'PA',\n",
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       "  'hash': 'ca765213011791d9ee3ecfb2abbcba1cbb7ce4e0',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
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       "  'hash': 'e24ff31107a50572d23df58122885770c0140e34',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
       "  'state': 'RI',\n",
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       "  'hash': '5b4e302b5d340d03e592767e998b27ef7f003f80',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
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       "  'hash': '0cd8826e56fb3a4b91a7cd26668be0e064504067',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
       "  'state': 'TN',\n",
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       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
       "  'state': 'TX',\n",
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       "  'hash': '4f9689bbee1981b2c94c62ca7394e4db47ba2aef',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
       "  'state': 'UT',\n",
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       "  'hash': '063e28b939df0d8faeaafb11a4197d98ceb84752',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
       "  'state': 'VA',\n",
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       "  'hash': '1f6f2375fe66673e5103abb455c3fdc1de06ac33',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'positiveIncrease': 144,\n",
       "  'totalTestResultsIncrease': 1148},\n",
       " {'date': 20200327,\n",
       "  'state': 'VI',\n",
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       "  'hash': '646672fa7b2d8ba43491061d09664e33f4c3f29a',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200327,\n",
       "  'state': 'VT',\n",
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       "  'hash': 'd349c5c20ac8534547e25aa173f0db65ffcca069',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
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       "  'hash': '3b14410e3c31a72e1e3eff10b17679a1c946d360',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       "  'hash': '103b3236af903a8860fd6b98a2289d74ecd89e76',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
       "  'state': 'WV',\n",
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       "  'hash': 'aa9a6ceb818075a98206986c7816d184d527ac5d',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200327,\n",
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       "  'hash': '520b116fbe1bb79a5347ba8191856d0f0158375b',\n",
       "  'dateChecked': '2020-03-27T20:00:00Z',\n",
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       " {'date': 20200326,\n",
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       "  'hash': 'bb8baf185872d88ff161657a159c8d42ba59d68e',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       " {'date': 20200326,\n",
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       "  'hash': '3ed24ace840e59a47c3420308242d5db16f983ea',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       " {'date': 20200326,\n",
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       "  'hash': '4701eb06109a0e8901648e004a1209f24375a7de',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       "  'hash': '534e4aa3749df88a58af5d7fbc5f43d304010523',\n",
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       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       " {'date': 20200326,\n",
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       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       "  'hash': '6f853c15409c773ea737ef2d5e4f3be5b2008215',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       "  'hash': '63b8aeda8018a12f092ba94db6d25fc29c4c6b94',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       "  'hash': '4172dd2b8f113dc69068014f43c9c1da9096c87d',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       " {'date': 20200326,\n",
       "  'state': 'GU',\n",
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       " {'date': 20200326,\n",
       "  'state': 'HI',\n",
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       "  'hash': '591602a1ff63d2e94199f65317128ad1bd8b16cd',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       " {'date': 20200326,\n",
       "  'state': 'IA',\n",
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       "  'total': 2757,\n",
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       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
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       "  'negativeIncrease': 4,\n",
       "  'positiveIncrease': 32,\n",
       "  'totalTestResultsIncrease': 36},\n",
       " {'date': 20200326,\n",
       "  'state': 'SD',\n",
       "  'positive': 46,\n",
       "  'negative': 1973,\n",
       "  'pending': 125,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 2144,\n",
       "  'hash': 'dc2c035329319b68ceb68b859b881c0ac664767a',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 2019,\n",
       "  'fips': '46',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1154,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 1159},\n",
       " {'date': 20200326,\n",
       "  'state': 'TN',\n",
       "  'positive': 957,\n",
       "  'negative': 13952,\n",
       "  'pending': None,\n",
       "  'hospitalized': 76,\n",
       "  'death': 3,\n",
       "  'total': 14909,\n",
       "  'hash': 'f35af5677002e7cbe7b2b92675d46b7573a34753',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 14909,\n",
       "  'fips': '47',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 23,\n",
       "  'negativeIncrease': 2940,\n",
       "  'positiveIncrease': 173,\n",
       "  'totalTestResultsIncrease': 3113},\n",
       " {'date': 20200326,\n",
       "  'state': 'TX',\n",
       "  'positive': 1396,\n",
       "  'negative': 20028,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 18,\n",
       "  'total': 21424,\n",
       "  'hash': '33ac609e1f7bd911f98af6f86d2ae80cce029686',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 21424,\n",
       "  'fips': '48',\n",
       "  'deathIncrease': 6,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 7508,\n",
       "  'positiveIncrease': 422,\n",
       "  'totalTestResultsIncrease': 7930},\n",
       " {'date': 20200326,\n",
       "  'state': 'UT',\n",
       "  'positive': 402,\n",
       "  'negative': 7308,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 7710,\n",
       "  'hash': '93984738db4c5057bd380c57e3c933bb5a298f81',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 7710,\n",
       "  'fips': '49',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 817,\n",
       "  'positiveIncrease': 56,\n",
       "  'totalTestResultsIncrease': 873},\n",
       " {'date': 20200326,\n",
       "  'state': 'VA',\n",
       "  'positive': 460,\n",
       "  'negative': 5729,\n",
       "  'pending': None,\n",
       "  'hospitalized': 65,\n",
       "  'death': 13,\n",
       "  'total': 6189,\n",
       "  'hash': 'a60e45db2a29cf2bfd56ce702a29ed52ff5db3d2',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 6189,\n",
       "  'fips': '51',\n",
       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 6,\n",
       "  'negativeIncrease': 750,\n",
       "  'positiveIncrease': 69,\n",
       "  'totalTestResultsIncrease': 819},\n",
       " {'date': 20200326,\n",
       "  'state': 'VI',\n",
       "  'positive': 17,\n",
       "  'negative': 55,\n",
       "  'pending': 2,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 74,\n",
       "  'hash': 'e3222ba38030530056047b275922c402606b0f0a',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 72,\n",
       "  'fips': '78',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200326,\n",
       "  'state': 'VT',\n",
       "  'positive': 158,\n",
       "  'negative': 1850,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 9,\n",
       "  'total': 2008,\n",
       "  'hash': '61ce01dbfc5742b14b0fdd9b20349c0501079471',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 2008,\n",
       "  'fips': '50',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 261,\n",
       "  'positiveIncrease': 35,\n",
       "  'totalTestResultsIncrease': 296},\n",
       " {'date': 20200326,\n",
       "  'state': 'WA',\n",
       "  'positive': 2580,\n",
       "  'negative': 31712,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 132,\n",
       "  'total': 34292,\n",
       "  'hash': '4fe63c8afc184048715fba6c3059d2aeaf4a60a3',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 34292,\n",
       "  'fips': '53',\n",
       "  'deathIncrease': 9,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 111,\n",
       "  'totalTestResultsIncrease': 111},\n",
       " {'date': 20200326,\n",
       "  'state': 'WI',\n",
       "  'positive': 707,\n",
       "  'negative': 11583,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 8,\n",
       "  'total': 12290,\n",
       "  'hash': '4411ef71a558354983d21b5bab43ec979ba10f86',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 12290,\n",
       "  'fips': '55',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1494,\n",
       "  'positiveIncrease': 122,\n",
       "  'totalTestResultsIncrease': 1616},\n",
       " {'date': 20200326,\n",
       "  'state': 'WV',\n",
       "  'positive': 51,\n",
       "  'negative': 1031,\n",
       "  'pending': 19,\n",
       "  'hospitalized': 1,\n",
       "  'death': 0,\n",
       "  'total': 1101,\n",
       "  'hash': 'f727c33b68454f29df1a719b634dadb52bb57d44',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 1082,\n",
       "  'fips': '54',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 272,\n",
       "  'positiveIncrease': 12,\n",
       "  'totalTestResultsIncrease': 284},\n",
       " {'date': 20200326,\n",
       "  'state': 'WY',\n",
       "  'positive': 53,\n",
       "  'negative': 1052,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 1105,\n",
       "  'hash': 'd309458bafe505a9f4aa8cc576a3ce7c5cbb47c9',\n",
       "  'dateChecked': '2020-03-26T20:00:00Z',\n",
       "  'totalTestResults': 1105,\n",
       "  'fips': '56',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 98,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 107},\n",
       " {'date': 20200325,\n",
       "  'state': 'AK',\n",
       "  'positive': 42,\n",
       "  'negative': 1649,\n",
       "  'pending': None,\n",
       "  'hospitalized': 1,\n",
       "  'death': 1,\n",
       "  'total': 1691,\n",
       "  'hash': '647716d5652582e93c41065a21d8285bae782558',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1691,\n",
       "  'fips': '02',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 1,\n",
       "  'negativeIncrease': 663,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 669},\n",
       " {'date': 20200325,\n",
       "  'state': 'AL',\n",
       "  'positive': 283,\n",
       "  'negative': 2529,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 2812,\n",
       "  'hash': 'fc974a9995c6dacc8e3fd686a946b5c7820b1442',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 2812,\n",
       "  'fips': '01',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 423,\n",
       "  'positiveIncrease': 68,\n",
       "  'totalTestResultsIncrease': 491},\n",
       " {'date': 20200325,\n",
       "  'state': 'AR',\n",
       "  'positive': 280,\n",
       "  'negative': 1437,\n",
       "  'pending': 0,\n",
       "  'hospitalized': 22,\n",
       "  'death': 2,\n",
       "  'total': 1717,\n",
       "  'hash': '5999cc26c34fbae3db6f1f13acf88f11b61e4db2',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1717,\n",
       "  'fips': '05',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 490,\n",
       "  'positiveIncrease': 62,\n",
       "  'totalTestResultsIncrease': 552},\n",
       " {'date': 20200325,\n",
       "  'state': 'AS',\n",
       "  'positive': 0,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 0,\n",
       "  'hash': '3e2631161aae6991f620c619416612234da12117',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '60',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200325,\n",
       "  'state': 'AZ',\n",
       "  'positive': 450,\n",
       "  'negative': 323,\n",
       "  'pending': 53,\n",
       "  'hospitalized': 8,\n",
       "  'death': 6,\n",
       "  'total': 826,\n",
       "  'hash': 'e9c1b9bec8e4c3344c5a1faed4d70aadfd65983c',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 773,\n",
       "  'fips': '04',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 10,\n",
       "  'positiveIncrease': 93,\n",
       "  'totalTestResultsIncrease': 103},\n",
       " {'date': 20200325,\n",
       "  'state': 'CA',\n",
       "  'positive': 2355,\n",
       "  'negative': 15921,\n",
       "  'pending': 48600,\n",
       "  'hospitalized': None,\n",
       "  'death': 53,\n",
       "  'total': 66876,\n",
       "  'hash': 'fb1eadab0449e18c728cd17fe348eda2dec401a2',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 18276,\n",
       "  'fips': '06',\n",
       "  'deathIncrease': 13,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 2469,\n",
       "  'positiveIncrease': 253,\n",
       "  'totalTestResultsIncrease': 2722},\n",
       " {'date': 20200325,\n",
       "  'state': 'CO',\n",
       "  'positive': 912,\n",
       "  'negative': 6789,\n",
       "  'pending': None,\n",
       "  'hospitalized': 84,\n",
       "  'death': 11,\n",
       "  'total': 7701,\n",
       "  'hash': 'd8edc75fe3048c190c001f0e65a9d4d5ad7be85d',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 7701,\n",
       "  'fips': '08',\n",
       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 12,\n",
       "  'negativeIncrease': 1285,\n",
       "  'positiveIncrease': 192,\n",
       "  'totalTestResultsIncrease': 1477},\n",
       " {'date': 20200325,\n",
       "  'state': 'CT',\n",
       "  'positive': 875,\n",
       "  'negative': 5023,\n",
       "  'pending': None,\n",
       "  'hospitalized': 113,\n",
       "  'death': 19,\n",
       "  'total': 5898,\n",
       "  'hash': 'af1091940ffe7ce8947bfbaadd9a2e544baa89ce',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 5898,\n",
       "  'fips': '09',\n",
       "  'deathIncrease': 7,\n",
       "  'hospitalizedIncrease': 42,\n",
       "  'negativeIncrease': 341,\n",
       "  'positiveIncrease': 257,\n",
       "  'totalTestResultsIncrease': 598},\n",
       " {'date': 20200325,\n",
       "  'state': 'DC',\n",
       "  'positive': 183,\n",
       "  'negative': 1423,\n",
       "  'pending': 3,\n",
       "  'hospitalized': None,\n",
       "  'death': 2,\n",
       "  'total': 1609,\n",
       "  'hash': '8c37f84c08801345dc97a7ce783130f115b984da',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1606,\n",
       "  'fips': '11',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 228,\n",
       "  'positiveIncrease': 46,\n",
       "  'totalTestResultsIncrease': 274},\n",
       " {'date': 20200325,\n",
       "  'state': 'DE',\n",
       "  'positive': 115,\n",
       "  'negative': 36,\n",
       "  'pending': None,\n",
       "  'hospitalized': 11,\n",
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       "  'total': 151,\n",
       "  'hash': '02adef842bbff4ee8eba44e45bcfd98e3e395d89',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 151,\n",
       "  'fips': '10',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 11,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 24,\n",
       "  'totalTestResultsIncrease': 24},\n",
       " {'date': 20200325,\n",
       "  'state': 'FL',\n",
       "  'positive': 1682,\n",
       "  'negative': 15374,\n",
       "  'pending': 1233,\n",
       "  'hospitalized': 316,\n",
       "  'death': 22,\n",
       "  'total': 18289,\n",
       "  'hash': 'f516a216c9c066e517838914a953b0d0e65b5e7b',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 17056,\n",
       "  'fips': '12',\n",
       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 57,\n",
       "  'negativeIncrease': 2247,\n",
       "  'positiveIncrease': 270,\n",
       "  'totalTestResultsIncrease': 2517},\n",
       " {'date': 20200325,\n",
       "  'state': 'GA',\n",
       "  'positive': 1247,\n",
       "  'negative': 4932,\n",
       "  'pending': None,\n",
       "  'hospitalized': 394,\n",
       "  'death': 40,\n",
       "  'total': 6179,\n",
       "  'hash': '70b63f701699c16cbf14eab91c1ff346a184bd00',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 6179,\n",
       "  'fips': '13',\n",
       "  'deathIncrease': 8,\n",
       "  'hospitalizedIncrease': 394,\n",
       "  'negativeIncrease': 474,\n",
       "  'positiveIncrease': 221,\n",
       "  'totalTestResultsIncrease': 695},\n",
       " {'date': 20200325,\n",
       "  'state': 'GU',\n",
       "  'positive': 37,\n",
       "  'negative': 233,\n",
       "  'pending': None,\n",
       "  'hospitalized': 10,\n",
       "  'death': 1,\n",
       "  'total': 270,\n",
       "  'hash': '48069a3dde5e870f2da79356638300d94fb4bf16',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 270,\n",
       "  'fips': '66',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 5,\n",
       "  'negativeIncrease': 32,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 37},\n",
       " {'date': 20200325,\n",
       "  'state': 'HI',\n",
       "  'positive': 90,\n",
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       "  'pending': None,\n",
       "  'hospitalized': 6,\n",
       "  'death': 1,\n",
       "  'total': 4447,\n",
       "  'hash': '1490760131b68a44c128db66888fd09e32e8f77e',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 4447,\n",
       "  'fips': '15',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 2,\n",
       "  'negativeIncrease': 768,\n",
       "  'positiveIncrease': 13,\n",
       "  'totalTestResultsIncrease': 781},\n",
       " {'date': 20200325,\n",
       "  'state': 'IA',\n",
       "  'positive': 145,\n",
       "  'negative': 2578,\n",
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       "  'death': 1,\n",
       "  'total': 2723,\n",
       "  'hash': '20b75251bcb2986562086422633b597a9db2732c',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 2723,\n",
       "  'fips': '19',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 9,\n",
       "  'negativeIncrease': 263,\n",
       "  'positiveIncrease': 21,\n",
       "  'totalTestResultsIncrease': 284},\n",
       " {'date': 20200325,\n",
       "  'state': 'ID',\n",
       "  'positive': 73,\n",
       "  'negative': 1887,\n",
       "  'pending': None,\n",
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       "  'death': 0,\n",
       "  'total': 1960,\n",
       "  'hash': '91fbd37ca5c788a8e96d9a60ad5716316eead0e4',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1960,\n",
       "  'fips': '16',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 23,\n",
       "  'totalTestResultsIncrease': 23},\n",
       " {'date': 20200325,\n",
       "  'state': 'IL',\n",
       "  'positive': 1865,\n",
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       "  'pending': None,\n",
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       "  'death': 19,\n",
       "  'total': 14209,\n",
       "  'hash': '6a49cfd26acf14df6a4ae9c4731f1f977ec31ce7',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 14209,\n",
       "  'fips': '17',\n",
       "  'deathIncrease': 3,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 2410,\n",
       "  'positiveIncrease': 330,\n",
       "  'totalTestResultsIncrease': 2740},\n",
       " {'date': 20200325,\n",
       "  'state': 'IN',\n",
       "  'positive': 477,\n",
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       "  'total': 3356,\n",
       "  'hash': '966d82a1f16cfa557944a7f992fbcba13c11598e',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 3356,\n",
       "  'fips': '18',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 313,\n",
       "  'positiveIncrease': 112,\n",
       "  'totalTestResultsIncrease': 425},\n",
       " {'date': 20200325,\n",
       "  'state': 'KS',\n",
       "  'positive': 126,\n",
       "  'negative': 2360,\n",
       "  'pending': None,\n",
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       "  'death': 3,\n",
       "  'total': 2486,\n",
       "  'hash': '328a2bb33162a25a5784ffdd5947e919cb8e00c4',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 2486,\n",
       "  'fips': '20',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 274,\n",
       "  'positiveIncrease': 28,\n",
       "  'totalTestResultsIncrease': 302},\n",
       " {'date': 20200325,\n",
       "  'state': 'KY',\n",
       "  'positive': 157,\n",
       "  'negative': 2865,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 4,\n",
       "  'total': 3022,\n",
       "  'hash': 'ffa7cb27ce652c55ca61eb33358c74db5045b212',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 3022,\n",
       "  'fips': '21',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1123,\n",
       "  'positiveIncrease': 33,\n",
       "  'totalTestResultsIncrease': 1156},\n",
       " {'date': 20200325,\n",
       "  'state': 'LA',\n",
       "  'positive': 1795,\n",
       "  'negative': 9656,\n",
       "  'pending': None,\n",
       "  'hospitalized': 491,\n",
       "  'death': 65,\n",
       "  'total': 11451,\n",
       "  'hash': '86e512c3987eb05b189fdb907af3ea1c4172185d',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 11451,\n",
       "  'fips': '22',\n",
       "  'deathIncrease': 19,\n",
       "  'hospitalizedIncrease': 220,\n",
       "  'negativeIncrease': 2441,\n",
       "  'positiveIncrease': 407,\n",
       "  'totalTestResultsIncrease': 2848},\n",
       " {'date': 20200325,\n",
       "  'state': 'MA',\n",
       "  'positive': 1838,\n",
       "  'negative': 17956,\n",
       "  'pending': None,\n",
       "  'hospitalized': 103,\n",
       "  'death': 15,\n",
       "  'total': 19794,\n",
       "  'hash': '0170634b67ae342f72677fde65854d5953d3c69c',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 19794,\n",
       "  'fips': '25',\n",
       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 9,\n",
       "  'negativeIncrease': 5366,\n",
       "  'positiveIncrease': 679,\n",
       "  'totalTestResultsIncrease': 6045},\n",
       " {'date': 20200325,\n",
       "  'state': 'MD',\n",
       "  'positive': 423,\n",
       "  'negative': 94,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 4,\n",
       "  'total': 517,\n",
       "  'hash': 'd2a1128cbe93088c6caa4a64fd07b77daf856b66',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 517,\n",
       "  'fips': '24',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 74,\n",
       "  'totalTestResultsIncrease': 74},\n",
       " {'date': 20200325,\n",
       "  'state': 'ME',\n",
       "  'positive': 149,\n",
       "  'negative': 3177,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 3326,\n",
       "  'hash': '5d2c483028b93453bb8b651c9153eb34ae2e641e',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 3326,\n",
       "  'fips': '23',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 163,\n",
       "  'positiveIncrease': 24,\n",
       "  'totalTestResultsIncrease': 187},\n",
       " {'date': 20200325,\n",
       "  'state': 'MI',\n",
       "  'positive': 2294,\n",
       "  'negative': 2069,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 43,\n",
       "  'total': 4363,\n",
       "  'hash': '8162d7cdd0ae0db62aa50c1af599982639d374c3',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 4363,\n",
       "  'fips': '26',\n",
       "  'deathIncrease': 19,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 503,\n",
       "  'totalTestResultsIncrease': 503},\n",
       " {'date': 20200325,\n",
       "  'state': 'MN',\n",
       "  'positive': 287,\n",
       "  'negative': 11188,\n",
       "  'pending': None,\n",
       "  'hospitalized': 35,\n",
       "  'death': 1,\n",
       "  'total': 11475,\n",
       "  'hash': '95c30a94fd93b3d0bb552520d1ff4a2014fbd4a6',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 11475,\n",
       "  'fips': '27',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 14,\n",
       "  'negativeIncrease': 5638,\n",
       "  'positiveIncrease': 25,\n",
       "  'totalTestResultsIncrease': 5663},\n",
       " {'date': 20200325,\n",
       "  'state': 'MO',\n",
       "  'positive': 356,\n",
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       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 8,\n",
       "  'total': 725,\n",
       "  'hash': '288cdbc9ddae8815ae18e598517d11bd4e5286b9',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 725,\n",
       "  'fips': '29',\n",
       "  'deathIncrease': 5,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 173,\n",
       "  'totalTestResultsIncrease': 173},\n",
       " {'date': 20200325,\n",
       "  'state': 'MP',\n",
       "  'positive': 0,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 0,\n",
       "  'hash': '33d8aef1f2bbc22f8bdde6b7a36f003601ebbf13',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '69',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200325,\n",
       "  'state': 'MS',\n",
       "  'positive': 377,\n",
       "  'negative': 1566,\n",
       "  'pending': None,\n",
       "  'hospitalized': 117,\n",
       "  'death': 2,\n",
       "  'total': 1943,\n",
       "  'hash': '1c3a96b4fce25ff1f6e02d577608443935f870aa',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1943,\n",
       "  'fips': '28',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 31,\n",
       "  'negativeIncrease': 14,\n",
       "  'positiveIncrease': 57,\n",
       "  'totalTestResultsIncrease': 71},\n",
       " {'date': 20200325,\n",
       "  'state': 'MT',\n",
       "  'positive': 53,\n",
       "  'negative': 1948,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 2001,\n",
       "  'hash': 'eebbb270f486af977360a1391d361e4f2cb06822',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 2001,\n",
       "  'fips': '30',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 305,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 312},\n",
       " {'date': 20200325,\n",
       "  'state': 'NC',\n",
       "  'positive': 504,\n",
       "  'negative': 9985,\n",
       "  'pending': None,\n",
       "  'hospitalized': 29,\n",
       "  'death': 1,\n",
       "  'total': 10489,\n",
       "  'hash': '7894805b435db59e2d979e5e812bf7d799982583',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 10489,\n",
       "  'fips': '37',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 29,\n",
       "  'negativeIncrease': 1844,\n",
       "  'positiveIncrease': 106,\n",
       "  'totalTestResultsIncrease': 1950},\n",
       " {'date': 20200325,\n",
       "  'state': 'ND',\n",
       "  'positive': 39,\n",
       "  'negative': 1734,\n",
       "  'pending': None,\n",
       "  'hospitalized': 8,\n",
       "  'death': 0,\n",
       "  'total': 1773,\n",
       "  'hash': 'c67a8d86c13907a36d3545bf366318a826674e05',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1773,\n",
       "  'fips': '38',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 3,\n",
       "  'negativeIncrease': 280,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 285},\n",
       " {'date': 20200325,\n",
       "  'state': 'NE',\n",
       "  'positive': 61,\n",
       "  'negative': 1304,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 1365,\n",
       "  'hash': '9081e43af87d366ab4b57245362b5dd8d03ae6ec',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1365,\n",
       "  'fips': '31',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 329,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 338},\n",
       " {'date': 20200325,\n",
       "  'state': 'NH',\n",
       "  'positive': 108,\n",
       "  'negative': 2356,\n",
       "  'pending': 804,\n",
       "  'hospitalized': 13,\n",
       "  'death': 1,\n",
       "  'total': 3268,\n",
       "  'hash': 'a234c0c14a60d9b08ea02f689f0485d6209bab13',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 2464,\n",
       "  'fips': '33',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 2,\n",
       "  'negativeIncrease': 909,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 916},\n",
       " {'date': 20200325,\n",
       "  'state': 'NJ',\n",
       "  'positive': 4402,\n",
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       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 62,\n",
       "  'total': 14854,\n",
       "  'hash': 'd30471a7dce5d19a5dfae58a586231e98ec5cd93',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 14854,\n",
       "  'fips': '34',\n",
       "  'deathIncrease': 18,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 2127,\n",
       "  'positiveIncrease': 727,\n",
       "  'totalTestResultsIncrease': 2854},\n",
       " {'date': 20200325,\n",
       "  'state': 'NM',\n",
       "  'positive': 100,\n",
       "  'negative': 6742,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 6842,\n",
       "  'hash': '362677584a420c0643f12045e8e4cd06c3005427',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 6842,\n",
       "  'fips': '35',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 852,\n",
       "  'positiveIncrease': 17,\n",
       "  'totalTestResultsIncrease': 869},\n",
       " {'date': 20200325,\n",
       "  'state': 'NV',\n",
       "  'positive': 321,\n",
       "  'negative': 4251,\n",
       "  'pending': 0,\n",
       "  'hospitalized': None,\n",
       "  'death': 6,\n",
       "  'total': 4572,\n",
       "  'hash': '28a9dfd19399d3b549de78905158a4add5d4e05e',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 4572,\n",
       "  'fips': '32',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 297,\n",
       "  'positiveIncrease': 43,\n",
       "  'totalTestResultsIncrease': 340},\n",
       " {'date': 20200325,\n",
       "  'state': 'NY',\n",
       "  'positive': 30811,\n",
       "  'negative': 72668,\n",
       "  'pending': None,\n",
       "  'hospitalized': 3805,\n",
       "  'death': 285,\n",
       "  'total': 103479,\n",
       "  'hash': '4ef31e776a148365f2df74d120980b0c3816eed3',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 103479,\n",
       "  'fips': '36',\n",
       "  'deathIncrease': 75,\n",
       "  'hospitalizedIncrease': 571,\n",
       "  'negativeIncrease': 7063,\n",
       "  'positiveIncrease': 5146,\n",
       "  'totalTestResultsIncrease': 12209},\n",
       " {'date': 20200325,\n",
       "  'state': 'OH',\n",
       "  'positive': 704,\n",
       "  'negative': 14060,\n",
       "  'pending': None,\n",
       "  'hospitalized': 182,\n",
       "  'death': 10,\n",
       "  'total': 14764,\n",
       "  'hash': '0ed9cc667be68808e56eabd663f61c1b6ba2af11',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 14764,\n",
       "  'fips': '39',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 37,\n",
       "  'negativeIncrease': 13920,\n",
       "  'positiveIncrease': 140,\n",
       "  'totalTestResultsIncrease': 14060},\n",
       " {'date': 20200325,\n",
       "  'state': 'OK',\n",
       "  'positive': 164,\n",
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       "  'pending': None,\n",
       "  'hospitalized': 59,\n",
       "  'death': 5,\n",
       "  'total': 969,\n",
       "  'hash': '843e38420eed0df56bf3090ef1ae55832d160a31',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 969,\n",
       "  'fips': '40',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 34,\n",
       "  'negativeIncrease': 70,\n",
       "  'positiveIncrease': 58,\n",
       "  'totalTestResultsIncrease': 128},\n",
       " {'date': 20200325,\n",
       "  'state': 'OR',\n",
       "  'positive': 209,\n",
       "  'negative': 4350,\n",
       "  'pending': None,\n",
       "  'hospitalized': 61,\n",
       "  'death': 8,\n",
       "  'total': 4559,\n",
       "  'hash': '30d803695e96c177174fb2f2615ea8f6f73c6c95',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 4559,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200325,\n",
       "  'state': 'PA',\n",
       "  'positive': 1127,\n",
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       "  'pending': None,\n",
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       "  'death': 11,\n",
       "  'total': 12320,\n",
       "  'hash': 'b9968033b193c6e5a2d749cd91278881e61b857e',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 12320,\n",
       "  'fips': '42',\n",
       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 2550,\n",
       "  'positiveIncrease': 276,\n",
       "  'totalTestResultsIncrease': 2826},\n",
       " {'date': 20200325,\n",
       "  'state': 'PR',\n",
       "  'positive': 51,\n",
       "  'negative': 317,\n",
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       "  'death': 2,\n",
       "  'total': 438,\n",
       "  'hash': '69f643dd7fe0bcddb6417a90a880e7f61b1cd7c4',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 368,\n",
       "  'fips': '72',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 49,\n",
       "  'positiveIncrease': 12,\n",
       "  'totalTestResultsIncrease': 61},\n",
       " {'date': 20200325,\n",
       "  'state': 'RI',\n",
       "  'positive': 124,\n",
       "  'negative': 1143,\n",
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       "  'death': None,\n",
       "  'total': 1463,\n",
       "  'hash': '15a58e03559efe261b6d532f427091eab9781927',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1267,\n",
       "  'fips': '44',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 23,\n",
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       "  'totalTestResultsIncrease': 41},\n",
       " {'date': 20200325,\n",
       "  'state': 'SC',\n",
       "  'positive': 424,\n",
       "  'negative': 2303,\n",
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       "  'hospitalized': 102,\n",
       "  'death': 7,\n",
       "  'total': 2727,\n",
       "  'hash': '450d9eccb92563af7816cfbcd278328d51bc1b16',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 2727,\n",
       "  'fips': '45',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 102,\n",
       "  'negativeIncrease': 291,\n",
       "  'positiveIncrease': 126,\n",
       "  'totalTestResultsIncrease': 417},\n",
       " {'date': 20200325,\n",
       "  'state': 'SD',\n",
       "  'positive': 41,\n",
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       "  'pending': 268,\n",
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       "  'hash': 'da3efc40046087cb527aa40bc79e6ddb9854192f',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 860,\n",
       "  'fips': '46',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 29,\n",
       "  'positiveIncrease': 11,\n",
       "  'totalTestResultsIncrease': 40},\n",
       " {'date': 20200325,\n",
       "  'state': 'TN',\n",
       "  'positive': 784,\n",
       "  'negative': 11012,\n",
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       "  'total': 11796,\n",
       "  'hash': 'c41ad4687adcf4d1b42135fb4b41102cc275fa73',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 11796,\n",
       "  'fips': '47',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 53,\n",
       "  'negativeIncrease': 495,\n",
       "  'positiveIncrease': 117,\n",
       "  'totalTestResultsIncrease': 612},\n",
       " {'date': 20200325,\n",
       "  'state': 'TX',\n",
       "  'positive': 974,\n",
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       "  'death': 12,\n",
       "  'total': 13494,\n",
       "  'hash': '91d17b89756a65686fbeadadea6a1af6640d2eae',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 13494,\n",
       "  'fips': '48',\n",
       "  'deathIncrease': 3,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1763,\n",
       "  'positiveIncrease': 564,\n",
       "  'totalTestResultsIncrease': 2327},\n",
       " {'date': 20200325,\n",
       "  'state': 'UT',\n",
       "  'positive': 346,\n",
       "  'negative': 6491,\n",
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       "  'death': 1,\n",
       "  'total': 6837,\n",
       "  'hash': '13979ec107cbdc97c2f1faecdc5cefded8fe6738',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 6837,\n",
       "  'fips': '49',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 967,\n",
       "  'positiveIncrease': 47,\n",
       "  'totalTestResultsIncrease': 1014},\n",
       " {'date': 20200325,\n",
       "  'state': 'VA',\n",
       "  'positive': 391,\n",
       "  'negative': 4979,\n",
       "  'pending': None,\n",
       "  'hospitalized': 59,\n",
       "  'death': 9,\n",
       "  'total': 5370,\n",
       "  'hash': 'f9584b54cc219465f81d4305043da82a1602db4c',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 5370,\n",
       "  'fips': '51',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 14,\n",
       "  'negativeIncrease': 799,\n",
       "  'positiveIncrease': 101,\n",
       "  'totalTestResultsIncrease': 900},\n",
       " {'date': 20200325,\n",
       "  'state': 'VI',\n",
       "  'positive': 17,\n",
       "  'negative': 55,\n",
       "  'pending': 2,\n",
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       "  'death': 0,\n",
       "  'total': 74,\n",
       "  'hash': 'a9becd63fde01e3023dce0cb843d31f6a2a87da6',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 72,\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200325,\n",
       "  'state': 'VT',\n",
       "  'positive': 123,\n",
       "  'negative': 1589,\n",
       "  'pending': None,\n",
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       "  'death': 8,\n",
       "  'total': 1712,\n",
       "  'hash': '0d7b329d92383f2d790acf8d135ea5b9c54f1401',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 1712,\n",
       "  'fips': '50',\n",
       "  'deathIncrease': 1,\n",
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       "  'negativeIncrease': 149,\n",
       "  'positiveIncrease': 28,\n",
       "  'totalTestResultsIncrease': 177},\n",
       " {'date': 20200325,\n",
       "  'state': 'WA',\n",
       "  'positive': 2469,\n",
       "  'negative': 31712,\n",
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       "  'death': 123,\n",
       "  'total': 34181,\n",
       "  'hash': 'a1177aa4d96c855b8bf322225638e82854d35b3a',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 34181,\n",
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       "  'deathIncrease': 13,\n",
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       "  'totalTestResultsIncrease': 248},\n",
       " {'date': 20200325,\n",
       "  'state': 'WI',\n",
       "  'positive': 585,\n",
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       "  'death': 7,\n",
       "  'total': 10674,\n",
       "  'hash': 'c29c27bdbf1a31468cbf5c47cc2f4ac472c04a07',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 10674,\n",
       "  'fips': '55',\n",
       "  'deathIncrease': 2,\n",
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       "  'negativeIncrease': 1852,\n",
       "  'positiveIncrease': 128,\n",
       "  'totalTestResultsIncrease': 1980},\n",
       " {'date': 20200325,\n",
       "  'state': 'WV',\n",
       "  'positive': 39,\n",
       "  'negative': 759,\n",
       "  'pending': 6,\n",
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       "  'hash': '3cded67ef2709b061dc803b4b4161c6ac227c16e',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 798,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 149,\n",
       "  'positiveIncrease': 19,\n",
       "  'totalTestResultsIncrease': 168},\n",
       " {'date': 20200325,\n",
       "  'state': 'WY',\n",
       "  'positive': 44,\n",
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       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 998,\n",
       "  'hash': '4a7b1b0e485e09b21e92668d61e841e290d496b8',\n",
       "  'dateChecked': '2020-03-25T20:00:00Z',\n",
       "  'totalTestResults': 998,\n",
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       "  'deathIncrease': 0,\n",
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       "  'positiveIncrease': 15,\n",
       "  'totalTestResultsIncrease': 259},\n",
       " {'date': 20200324,\n",
       "  'state': 'AK',\n",
       "  'positive': 36,\n",
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       "  'total': 1022,\n",
       "  'hash': 'cc942aee33e126b6e009dec85f938c84be74a2a8',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 1022,\n",
       "  'fips': '02',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 40,\n",
       "  'positiveIncrease': 14,\n",
       "  'totalTestResultsIncrease': 54},\n",
       " {'date': 20200324,\n",
       "  'state': 'AL',\n",
       "  'positive': 215,\n",
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       "  'total': 2321,\n",
       "  'hash': '371560bdda2ca2f27f585247eb65815f14234722',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 2321,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 441,\n",
       "  'positiveIncrease': 48,\n",
       "  'totalTestResultsIncrease': 489},\n",
       " {'date': 20200324,\n",
       "  'state': 'AR',\n",
       "  'positive': 218,\n",
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       "  'death': 0,\n",
       "  'total': 1165,\n",
       "  'hash': 'c6e1655fa62e2c61bcc2cd0085773317b320f76a',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 1165,\n",
       "  'fips': '05',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 9,\n",
       "  'negativeIncrease': 41,\n",
       "  'positiveIncrease': 44,\n",
       "  'totalTestResultsIncrease': 85},\n",
       " {'date': 20200324,\n",
       "  'state': 'AS',\n",
       "  'positive': 0,\n",
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       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 0,\n",
       "  'hash': 'bdc89566ef4eb934e97cf69810b2ba9eee4575e0',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '60',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200324,\n",
       "  'state': 'AZ',\n",
       "  'positive': 357,\n",
       "  'negative': 313,\n",
       "  'pending': 22,\n",
       "  'hospitalized': 8,\n",
       "  'death': 5,\n",
       "  'total': 692,\n",
       "  'hash': '35851941e3a66847eec2f13b73c31e216f1608c9',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 670,\n",
       "  'fips': '04',\n",
       "  'deathIncrease': 3,\n",
       "  'hospitalizedIncrease': 8,\n",
       "  'negativeIncrease': 4,\n",
       "  'positiveIncrease': 92,\n",
       "  'totalTestResultsIncrease': 96},\n",
       " {'date': 20200324,\n",
       "  'state': 'CA',\n",
       "  'positive': 2102,\n",
       "  'negative': 13452,\n",
       "  'pending': 12100,\n",
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       "  'total': 27654,\n",
       "  'hash': '5eaf1168a0b26e1298f8cd58cbddc54f258e7cdf',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 15554,\n",
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       "  'deathIncrease': 13,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 885,\n",
       "  'positiveIncrease': 369,\n",
       "  'totalTestResultsIncrease': 1254},\n",
       " {'date': 20200324,\n",
       "  'state': 'CO',\n",
       "  'positive': 720,\n",
       "  'negative': 5504,\n",
       "  'pending': None,\n",
       "  'hospitalized': 72,\n",
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       "  'total': 6224,\n",
       "  'hash': 'a06b60967133aacca05b86750a3637cc7c727ac8',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 6224,\n",
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       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 14,\n",
       "  'negativeIncrease': 659,\n",
       "  'positiveIncrease': 129,\n",
       "  'totalTestResultsIncrease': 788},\n",
       " {'date': 20200324,\n",
       "  'state': 'CT',\n",
       "  'positive': 618,\n",
       "  'negative': 4682,\n",
       "  'pending': None,\n",
       "  'hospitalized': 71,\n",
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       "  'total': 5300,\n",
       "  'hash': 'f34accca9a345cddeae7dfea636464d9dd86bff0',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 5300,\n",
       "  'fips': '09',\n",
       "  'deathIncrease': 2,\n",
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       "  'negativeIncrease': 597,\n",
       "  'positiveIncrease': 203,\n",
       "  'totalTestResultsIncrease': 800},\n",
       " {'date': 20200324,\n",
       "  'state': 'DC',\n",
       "  'positive': 137,\n",
       "  'negative': 1195,\n",
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       "  'total': 1334,\n",
       "  'hash': 'db50668d62375b11a861733c9b1fc9331c7b02a5',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
       "  'totalTestResults': 1332,\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200324,\n",
       "  'state': 'DE',\n",
       "  'positive': 91,\n",
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       "  'total': 127,\n",
       "  'hash': '5aa4f510382c73d725ddd5ecbb614887cf024f09',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       "  'positiveIncrease': 23,\n",
       "  'totalTestResultsIncrease': 23},\n",
       " {'date': 20200324,\n",
       "  'state': 'FL',\n",
       "  'positive': 1412,\n",
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       "  'pending': 1008,\n",
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       "  'hash': 'f6016788df0acb93476b7c76001430a204a40ae4',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 42,\n",
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       "  'positiveIncrease': 241,\n",
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       " {'date': 20200324,\n",
       "  'state': 'GA',\n",
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       "  'hash': '77c57990afd06cfd56fe829c3e74853574dd6a63',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
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       "  'hash': '8ab4f32c58ed101814b31f6007e95fd7b337c4bf',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'HI',\n",
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       "  'hash': 'b2e5f6198395408de30e0d2fe307c450db2b7bb3',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'IA',\n",
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       "  'hash': 'c874cb9c7350f561abbd5c0b7a7067b29520f77b',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
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       "  'hash': '2029e9b505e4522579b80f13d92add5903f8d647',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'IL',\n",
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       "  'hash': '7ff751438cc4c2eb20e04f36c7b798a5baf12fa9',\n",
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       " {'date': 20200324,\n",
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       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'KS',\n",
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       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'KY',\n",
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       "  'hash': '8389258f7916d5fa6cc2ffe506ef910851a67ad2',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'LA',\n",
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       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'MA',\n",
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       "  'hash': '760c13c9ba5c284ccacd1a475a60cb24ab51fd0f',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       " {'date': 20200324,\n",
       "  'state': 'MD',\n",
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       "  'hash': 'ef3375abce7e0be5627536c38d97e6f81c5973d7',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       "  'positiveIncrease': 61,\n",
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       " {'date': 20200324,\n",
       "  'state': 'ME',\n",
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       "  'total': 3139,\n",
       "  'hash': '1cbff940791d826e8812fc58399145be2ead62d0',\n",
       "  'dateChecked': '2020-03-24T20:00:00Z',\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 223,\n",
       "  'positiveIncrease': 18,\n",
       "  'totalTestResultsIncrease': 241},\n",
       " {'date': 20200324,\n",
       "  'state': 'MI',\n",
       "  'positive': 1791,\n",
       "  'negative': 2069,\n",
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       "  'dateChecked': '2020-03-23T20:00:00Z',\n",
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       " {'date': 20200323,\n",
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       "  'hash': '971aba19b1d4a5f6a96ede88ac7f70866e871dcd',\n",
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       "  'hash': '5a153f523288470e80708975e66e26c499662714',\n",
       "  'dateChecked': '2020-03-23T20:00:00Z',\n",
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       " {'date': 20200323,\n",
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       "  'dateChecked': '2020-03-23T20:00:00Z',\n",
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       " {'date': 20200323,\n",
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       "  'dateChecked': '2020-03-23T20:00:00Z',\n",
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       "  'hash': '0ccdb9d9470e6e46263b09c58b23982b697a1a79',\n",
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       "  'dateChecked': '2020-03-22T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-22T20:00:00Z',\n",
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       " {'date': 20200322,\n",
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       "  'hash': '3bd997b43e1a6e6d382dab3a9969974c98ea8091',\n",
       "  'dateChecked': '2020-03-22T20:00:00Z',\n",
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       "  'hash': '0b7929a3ebfdd7fa4142bd1744661db27238e495',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       " {'date': 20200321,\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       " {'date': 20200321,\n",
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       "  'hash': '9c5210b693c212f323357cd0e34e8a77f20e4c35',\n",
       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'hash': '2953bf7991c7bdc81597f40011a8b0bbae3b9f70',\n",
       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'hash': 'aedc6aeef721c1a711c10fcf5d0cf108edc2788f',\n",
       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-21T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'negativeIncrease': 31,\n",
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       "  'totalTestResultsIncrease': 41},\n",
       " {'date': 20200320,\n",
       "  'state': 'IA',\n",
       "  'positive': 45,\n",
       "  'negative': 642,\n",
       "  'pending': None,\n",
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       "  'total': 687,\n",
       "  'hash': 'fde385a2d305e52d8d1abb94c6917abc7f710e41',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 687,\n",
       "  'fips': '19',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 559,\n",
       "  'positiveIncrease': 7,\n",
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       " {'date': 20200320,\n",
       "  'state': 'ID',\n",
       "  'positive': 23,\n",
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       "  'total': 613,\n",
       "  'hash': '7a65d5e550bab590123f1998c168780405efc8e3',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 613,\n",
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       "  'deathIncrease': 0,\n",
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       "  'totalTestResultsIncrease': 145},\n",
       " {'date': 20200320,\n",
       "  'state': 'IL',\n",
       "  'positive': 585,\n",
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       "  'total': 4281,\n",
       "  'hash': '044153ef61ad9bf559fc54bab35a6fc58bb4fc90',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 4281,\n",
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       "  'deathIncrease': 1,\n",
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       "  'positiveIncrease': 163,\n",
       "  'totalTestResultsIncrease': 1134},\n",
       " {'date': 20200320,\n",
       "  'state': 'IN',\n",
       "  'positive': 79,\n",
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       "  'hash': '241ff2ca6a6fa393feddaae58b830439f2ba637b',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 554,\n",
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       "  'totalTestResultsIncrease': 174},\n",
       " {'date': 20200320,\n",
       "  'state': 'KS',\n",
       "  'positive': 44,\n",
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       "  'hash': '07621016b07a99e37fa1ffef390bd3f0462ababd',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 461,\n",
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       "  'totalTestResultsIncrease': 10},\n",
       " {'date': 20200320,\n",
       "  'state': 'KY',\n",
       "  'positive': 47,\n",
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       "  'hash': 'bd5050eb72956804b09323ad53da0fcd3e5f4f3c',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 639,\n",
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       "  'positiveIncrease': 12,\n",
       "  'totalTestResultsIncrease': 150},\n",
       " {'date': 20200320,\n",
       "  'state': 'LA',\n",
       "  'positive': 479,\n",
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       "  'hash': '40bd575d3e01208419e5bcee00aeeda03bc9d725',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 1047,\n",
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       "  'positiveIncrease': 132,\n",
       "  'totalTestResultsIncrease': 242},\n",
       " {'date': 20200320,\n",
       "  'state': 'MA',\n",
       "  'positive': 413,\n",
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       "  'total': 4091,\n",
       "  'hash': 'a2f24eb9b1d8e20dc7ee246f89066dc5c87bff1f',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 4091,\n",
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       "  'negativeIncrease': 874,\n",
       "  'positiveIncrease': 85,\n",
       "  'totalTestResultsIncrease': 959},\n",
       " {'date': 20200320,\n",
       "  'state': 'MD',\n",
       "  'positive': 149,\n",
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       "  'hash': '1caeb3997ba0f2f7ac25b8316f2bac35907ce672',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 243,\n",
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       "  'deathIncrease': 0,\n",
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       "  'positiveIncrease': 42,\n",
       "  'totalTestResultsIncrease': 42},\n",
       " {'date': 20200320,\n",
       "  'state': 'ME',\n",
       "  'positive': 57,\n",
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       "  'hospitalized': None,\n",
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       "  'total': 2321,\n",
       "  'hash': '6c983c138d1ae9f9cd78c9eade12dcdc0c5eae3f',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 2321,\n",
       "  'fips': '23',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 260,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 264},\n",
       " {'date': 20200320,\n",
       "  'state': 'MI',\n",
       "  'positive': 549,\n",
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       "  'death': 3,\n",
       "  'total': 2618,\n",
       "  'hash': '50caea99108851c0513bbc17c54e4f3a7129967a',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 2618,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': -44,\n",
       "  'positiveIncrease': 213,\n",
       "  'totalTestResultsIncrease': 169},\n",
       " {'date': 20200320,\n",
       "  'state': 'MN',\n",
       "  'positive': 115,\n",
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       "  'pending': None,\n",
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       "  'total': 3856,\n",
       "  'hash': 'e094fffdc4437dc9977ead272e4a63ecd27df7f0',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 3856,\n",
       "  'fips': '27',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 792,\n",
       "  'positiveIncrease': 26,\n",
       "  'totalTestResultsIncrease': 818},\n",
       " {'date': 20200320,\n",
       "  'state': 'MO',\n",
       "  'positive': 47,\n",
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       "  'pending': None,\n",
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       "  'death': 1,\n",
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       "  'hash': '7bc6dc4231ac9a2dab72f47017567150e88b98b0',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 416,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 61,\n",
       "  'positiveIncrease': 23,\n",
       "  'totalTestResultsIncrease': 84},\n",
       " {'date': 20200320,\n",
       "  'state': 'MP',\n",
       "  'positive': 0,\n",
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       "  'hash': '2148ab1a0c6501d89c26e8b941737b40c0e03325',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '69',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200320,\n",
       "  'state': 'MS',\n",
       "  'positive': 80,\n",
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       "  'pending': None,\n",
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       "  'hash': '77499482f1d32395628eb671effc039f22b61b52',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 775,\n",
       "  'fips': '28',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 143,\n",
       "  'positiveIncrease': 30,\n",
       "  'totalTestResultsIncrease': 173},\n",
       " {'date': 20200320,\n",
       "  'state': 'MT',\n",
       "  'positive': 16,\n",
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       "  'pending': None,\n",
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       "  'total': 947,\n",
       "  'hash': 'db5529632d12d99302be7a1578156b20cbb7a309',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 947,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 170,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 174},\n",
       " {'date': 20200320,\n",
       "  'state': 'NC',\n",
       "  'positive': 137,\n",
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       "  'hash': '3e5e81f83c4f952f273edba6f0b59f425f0fde8b',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 3233,\n",
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       "  'negativeIncrease': 688,\n",
       "  'positiveIncrease': 40,\n",
       "  'totalTestResultsIncrease': 728},\n",
       " {'date': 20200320,\n",
       "  'state': 'ND',\n",
       "  'positive': 20,\n",
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       "  'death': 0,\n",
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       "  'hash': '04dc46c17fd7b5e024218e9b542b15d80ec183d1',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 820,\n",
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       "  'negativeIncrease': 307,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 312},\n",
       " {'date': 20200320,\n",
       "  'state': 'NE',\n",
       "  'positive': 32,\n",
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       "  'hash': 'cfecdbbebd6a43a381e618282a278705b5113783',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 272,\n",
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       "  'totalTestResultsIncrease': 5},\n",
       " {'date': 20200320,\n",
       "  'state': 'NH',\n",
       "  'positive': 44,\n",
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       "  'hash': '6225333a512c71e7008908be18f640c448c3f84c',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'negativeIncrease': 124,\n",
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       " {'date': 20200320,\n",
       "  'state': 'NJ',\n",
       "  'positive': 890,\n",
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       "  'hash': '9eaacfa20d2b718bcfd23ad14ec25598cc75dfb7',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'deathIncrease': 2,\n",
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       "  'negativeIncrease': 54,\n",
       "  'positiveIncrease': 148,\n",
       "  'totalTestResultsIncrease': 202},\n",
       " {'date': 20200320,\n",
       "  'state': 'NM',\n",
       "  'positive': 43,\n",
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       "  'hash': 'bedb95f5f0b651d1e823d543f13b1a795174b594',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 3814,\n",
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       " {'date': 20200320,\n",
       "  'state': 'NV',\n",
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       "  'hash': '2de849b91b6d604cd54f144e903a5a3435475243',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'NY',\n",
       "  'positive': 7102,\n",
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       "  'hash': '768a49689cc7b8a1c94c6d80fb31db0a34b7d072',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'OH',\n",
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       "  'hash': '5cd26d851890feb62197f1140df440d05e9e5871',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'OK',\n",
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       "  'hash': '5aa19156888967e56ded2c8880809f17f3dbebc5',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'OR',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'PA',\n",
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       "  'hash': '906e51fb2aabc7ef920a53064db22aabecdc89e7',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'negativeIncrease': 966,\n",
       "  'positiveIncrease': 83,\n",
       "  'totalTestResultsIncrease': 1049},\n",
       " {'date': 20200320,\n",
       "  'state': 'PR',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 67},\n",
       " {'date': 20200320,\n",
       "  'state': 'RI',\n",
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       "  'hash': 'c66dd20892b5761782d6099da3c4ce97eec1f2d1',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'negativeIncrease': 114,\n",
       "  'positiveIncrease': 21,\n",
       "  'totalTestResultsIncrease': 135},\n",
       " {'date': 20200320,\n",
       "  'state': 'SC',\n",
       "  'positive': 81,\n",
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       "  'total': 914,\n",
       "  'hash': 'b7c6ccb2b454fcfcf6eb441f0f11d6edc2237ce4',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 914,\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200320,\n",
       "  'state': 'SD',\n",
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       "  'hash': '2cf24eb0b68196f3bb2366a5eafeac4e56c0e305',\n",
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       " {'date': 20200320,\n",
       "  'state': 'TN',\n",
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       "  'hash': '3be5a03505d266ad15250eb2351435156d19ec7d',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'TX',\n",
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       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'UT',\n",
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       "  'hash': '5868733c835f428c4144967f9f28eb5eb4161cf2',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'VA',\n",
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       "  'hash': '1ca36cc781b857ee2d66bb6b9a98277e4c6becf8',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'VI',\n",
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       "  'hash': '2f39854c833b20a5fd6a7a9abeb377af83c29b24',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'VT',\n",
       "  'positive': 29,\n",
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       "  'hash': 'af10571f40869bcc8a615e47b412684b04d3e5c4',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       " {'date': 20200320,\n",
       "  'state': 'WA',\n",
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       "  'hash': 'c7aaa69c772d355e252c23e18fc3e692c7bb1edd',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'negativeIncrease': 3418,\n",
       "  'positiveIncrease': 189,\n",
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       " {'date': 20200320,\n",
       "  'state': 'WI',\n",
       "  'positive': 206,\n",
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       "  'total': 3661,\n",
       "  'hash': 'cf55a836599cd73137df67e9b7427a89ab1b6482',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 3661,\n",
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       "  'deathIncrease': 3,\n",
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       "  'negativeIncrease': 1263,\n",
       "  'positiveIncrease': 51,\n",
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       " {'date': 20200320,\n",
       "  'state': 'WV',\n",
       "  'positive': 7,\n",
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       "  'hash': '027c75ba65750b8d51e3e2f6e73a6998bb4b86b9',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
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       "  'hospitalizedIncrease': 0,\n",
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       " {'date': 20200320,\n",
       "  'state': 'WY',\n",
       "  'positive': 19,\n",
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       "  'hash': '4cbce5c5ecba14903327af250544839ae4166114',\n",
       "  'dateChecked': '2020-03-20T20:00:00Z',\n",
       "  'totalTestResults': 350,\n",
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       " {'date': 20200319,\n",
       "  'state': 'AK',\n",
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       "  'hash': 'f51c54bdc830c9325325c24010675e68adfe280b',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 406,\n",
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       "  'negativeIncrease': -6,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': -6},\n",
       " {'date': 20200319,\n",
       "  'state': 'AL',\n",
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       "  'hash': '6d627de92a7a4846ebbb7410c145fc0135d99c80',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'AR',\n",
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       "  'hash': 'c7f20251d2ea116a8b130c836457eccc6786561d',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'hash': '0cdf591ed5d28bcf12d534d3898137dacd8d86c3',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200319,\n",
       "  'state': 'AZ',\n",
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       "  'hash': 'f3bee07e932138a9095561f188ee8d4be6c7a646',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'CA',\n",
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       "  'hash': '76f07d40896aa447b8f02518cf9bd7448d881919',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 9711,\n",
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       " {'date': 20200319,\n",
       "  'state': 'CO',\n",
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       "  'hash': '7a2d56b37151bf40f5df165a9964ea26dc187fd5',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 2328,\n",
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       " {'date': 20200319,\n",
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       "  'hash': 'ef2a8c6a9896be1db5614341b351fcca6a6a43af',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'hash': '1f5115a6f52d7e63ae51e6541ea8d8c338d17642',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'hash': 'dbce4af8909cb89f3883a2bb140d7d18d2ee04b0',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'hash': '9d13f94f4f0b422f163849d904ed3b8d6699f3b7',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'IA',\n",
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       "  'hash': '45610aa436e265cb2b15724a21d0bff50101b5c6',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'state': 'ID',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'IL',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'positiveIncrease': 134,\n",
       "  'totalTestResultsIncrease': 1096},\n",
       " {'date': 20200319,\n",
       "  'state': 'IN',\n",
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       "  'hash': 'bd7df0bfa6f570e91a43f6e9ef9e4238662a72e8',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 380,\n",
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       "  'positiveIncrease': 17,\n",
       "  'totalTestResultsIncrease': 187},\n",
       " {'date': 20200319,\n",
       "  'state': 'KS',\n",
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       "  'hash': '0982aec6d161f3deee49ff8f6a0eaf51f9ae7235',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'positiveIncrease': 18,\n",
       "  'totalTestResultsIncrease': 18},\n",
       " {'date': 20200319,\n",
       "  'state': 'KY',\n",
       "  'positive': 35,\n",
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       "  'hash': '26e6adb25db52c0e9d88b51a71ce83345d3488e8',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 489,\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200319,\n",
       "  'state': 'LA',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'MA',\n",
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       "  'hash': '6dbf4008bb46d289c15299b3eed71620893f1c86',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 3132,\n",
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       " {'date': 20200319,\n",
       "  'state': 'MD',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 22},\n",
       " {'date': 20200319,\n",
       "  'state': 'ME',\n",
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       "  'hash': '9c7b8464f1ca2bbdc376dfae87e480fb478fc522',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 2057,\n",
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       " {'date': 20200319,\n",
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       "  'positive': 336,\n",
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       "  'hash': '974c0a489f6c4f3c988c5e4e9a2ac4942eb9c051',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 2449,\n",
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       "  'deathIncrease': 3,\n",
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       "  'negativeIncrease': 1841,\n",
       "  'positiveIncrease': 256,\n",
       "  'totalTestResultsIncrease': 2097},\n",
       " {'date': 20200319,\n",
       "  'state': 'MN',\n",
       "  'positive': 89,\n",
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       "  'hash': 'aac36645efd6aee0f83dad1fbd49e0ab963c0304',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 3038,\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200319,\n",
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       "  'hash': 'b6e8cc0e9a476424a697c2573dd1506a222a9034',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 332,\n",
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       "  'deathIncrease': 1,\n",
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       "  'negativeIncrease': 55,\n",
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       "  'totalTestResultsIncrease': 66},\n",
       " {'date': 20200319,\n",
       "  'state': 'MP',\n",
       "  'positive': 0,\n",
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       "  'hash': 'f031f18142d91ea3d3fd62575d3e911a97b9d9e4',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '69',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200319,\n",
       "  'state': 'MS',\n",
       "  'positive': 50,\n",
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       "  'hash': 'c2b3d25fcead07c10fc6f4a86089840956df9128',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 602,\n",
       "  'fips': '28',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 73,\n",
       "  'positiveIncrease': 16,\n",
       "  'totalTestResultsIncrease': 89},\n",
       " {'date': 20200319,\n",
       "  'state': 'MT',\n",
       "  'positive': 12,\n",
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       "  'total': 773,\n",
       "  'hash': '67afc181f91504f382635a4313b938780c62cc33',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 773,\n",
       "  'fips': '30',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 262,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 264},\n",
       " {'date': 20200319,\n",
       "  'state': 'NC',\n",
       "  'positive': 97,\n",
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       "  'total': 2505,\n",
       "  'hash': '32b595f8c266a0d76eba2252d5f763067453216c',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 2505,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 621,\n",
       "  'positiveIncrease': 34,\n",
       "  'totalTestResultsIncrease': 655},\n",
       " {'date': 20200319,\n",
       "  'state': 'ND',\n",
       "  'positive': 15,\n",
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       "  'hash': '67bdb865eb7a868ffd5c68c613fec44714293b65',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 508,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 225,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 234},\n",
       " {'date': 20200319,\n",
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       "  'positive': 27,\n",
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       "  'hash': '82f1d5a505d90b40c1569ec4837727a6fe7fae55',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'positive': 39,\n",
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       "  'hash': 'e5fc727e8386cae06bfb992bf8156e2224d28b7f',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 660,\n",
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       "  'deathIncrease': 0,\n",
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       "  'positiveIncrease': 13,\n",
       "  'totalTestResultsIncrease': 121},\n",
       " {'date': 20200319,\n",
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       "  'total': 1026,\n",
       "  'hash': 'f38021db122e71d3d0859c6bcb3138dce12f7583',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 952,\n",
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       "  'deathIncrease': 4,\n",
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       "  'negativeIncrease': 20,\n",
       "  'positiveIncrease': 315,\n",
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       " {'date': 20200319,\n",
       "  'state': 'NM',\n",
       "  'positive': 35,\n",
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       "  'pending': None,\n",
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       "  'hash': '3055f62249dd8bd5e13c6e5c9b9675aec948c971',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 2797,\n",
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       "  'deathIncrease': 0,\n",
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       "  'positiveIncrease': 7,\n",
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       " {'date': 20200319,\n",
       "  'state': 'NV',\n",
       "  'positive': 95,\n",
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       "  'hash': 'da6ac1f4d199460ae95beea250c2f3d70c668591',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
       "  'totalTestResults': 1721,\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200319,\n",
       "  'state': 'NY',\n",
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       "  'hash': '022e1e55f875ccf2a84cd794d4cbc08e7fccfd81',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'positiveIncrease': 1770,\n",
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       " {'date': 20200319,\n",
       "  'state': 'OH',\n",
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       "  'hash': 'e54d249c0e896290c9d8831c7061e82c9a1d3323',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'hash': 'a87615828fd8eba6d8b4879024b1bcf040f4d3ab',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'positive': 88,\n",
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       "  'hash': '1ed79d12b0f370759c1b7f919686615fffbd8256',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'hash': '40f66e770905ac16e68798a1608deab6cd2c25ef',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
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       "  'hash': 'f172e7d4d93dbfa628f5cf961e3e91d483cc9afc',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'SC',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'state': 'TN',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200319,\n",
       "  'state': 'TX',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 448},\n",
       " {'date': 20200319,\n",
       "  'state': 'UT',\n",
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       "  'hash': 'bf5cda0a93ec05c50704230b475f526bb9631eee',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1317,\n",
       "  'positiveIncrease': 15,\n",
       "  'totalTestResultsIncrease': 1332},\n",
       " {'date': 20200319,\n",
       "  'state': 'VA',\n",
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       "  'total': 1923,\n",
       "  'hash': 'f288cdce3d37ab91633bbc3a8dfea37665c525ec',\n",
       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-19T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': 'd469dc675d7d81209c1e3609ad840b27d6b8d6bb',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '8064d40b14ba6de4d23f0a9916c8614329126789',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       "  'hash': '3cd9f2574ceb32c8069aed809ba08d80861cb8fb',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '8beb352e3670d0fc411fa81f0bacf9ea0fe3e965',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
       "  'state': 'MA',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 378},\n",
       " {'date': 20200318,\n",
       "  'state': 'MI',\n",
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       "  'total': 352,\n",
       "  'hash': 'de2dac9e4a00f5ba68b89b0d9b5755866002d677',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
       "  'totalTestResults': 352,\n",
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       " {'date': 20200318,\n",
       "  'state': 'MN',\n",
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       "  'hash': '1793eee37dae19bcc74f11def5b1228e623a8cb4',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '6867950241ecad89261827bd9740ee80518bcbbe',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
       "  'totalTestResults': 266,\n",
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       " {'date': 20200318,\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
       "  'state': 'MS',\n",
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       "  'hash': '63a2cc9d316d493d8d24091e14526c6bb794f05d',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
       "  'state': 'MT',\n",
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       "  'hash': '51f18584af6fd804fe3f002529a3c5240ca383c4',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
       "  'totalTestResults': 509,\n",
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       " {'date': 20200318,\n",
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       "  'hash': '9a1b431ef96316bef7e6a88a63665d6609b49cba',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
       "  'totalTestResults': 1850,\n",
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       " {'date': 20200318,\n",
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       "  'hash': '8f46cb61a733da517eb1ee979d4aaabc20e71e83',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '21fffb70a9d5ac968342ca0d5f7c652bdf242c42',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': 'f377c542fe166d619d7d3c1617d366b910865c91',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
       "  'totalTestResults': 539,\n",
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       " {'date': 20200318,\n",
       "  'state': 'NJ',\n",
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       "  'hash': '1d6570fedcdce4e3a896dea3ffe6bb960a697892',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
       "  'state': 'NM',\n",
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       "  'hash': 'e725fc421287afb1dab41078592eb821aacc56fb',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '770835361291a61a845dda67e7b6a71cc6307ab8',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
       "  'state': 'NY',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': 'a37daf8d4acc2f45a8fe475d18a605fa0f7bd3db',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '7ba74ce56f2c51f241677bb79b943b186341424b',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'hash': '1472c525ed927c48f4c4e80a5f0e852637a4c176',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
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       "  'totalTestResultsIncrease': 573},\n",
       " {'date': 20200318,\n",
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       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
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       " {'date': 20200318,\n",
       "  'state': 'WY',\n",
       "  'positive': 15,\n",
       "  'negative': 178,\n",
       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 193,\n",
       "  'hash': 'bf5aa4a3cbd5688b6dcee12d1e335541c10433ea',\n",
       "  'dateChecked': '2020-03-18T20:00:00Z',\n",
       "  'totalTestResults': 193,\n",
       "  'fips': '56',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 83,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 88},\n",
       " {'date': 20200317,\n",
       "  'state': 'AK',\n",
       "  'positive': 3,\n",
       "  'negative': 334,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 337,\n",
       "  'hash': '23882017a968e8d08f795cd3a0d1e959cfbf695a',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 337,\n",
       "  'fips': '02',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 191,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 193},\n",
       " {'date': 20200317,\n",
       "  'state': 'AL',\n",
       "  'positive': 36,\n",
       "  'negative': 28,\n",
       "  'pending': None,\n",
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       "  'death': 0,\n",
       "  'total': 64,\n",
       "  'hash': '812c28536069d40d80d19f007b3689bdc9bac21a',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 64,\n",
       "  'fips': '01',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 8,\n",
       "  'totalTestResultsIncrease': 8},\n",
       " {'date': 20200317,\n",
       "  'state': 'AR',\n",
       "  'positive': 22,\n",
       "  'negative': 197,\n",
       "  'pending': 41,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 260,\n",
       "  'hash': '3264ae21db9366d4300fd95c93a16a9968aac62a',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 219,\n",
       "  'fips': '05',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 65,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 65},\n",
       " {'date': 20200317,\n",
       "  'state': 'AS',\n",
       "  'positive': 0,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 0,\n",
       "  'hash': '2a0dfbde09639fcc74695264bdca6eb2339ec7e3',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '60',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200317,\n",
       "  'state': 'AZ',\n",
       "  'positive': 20,\n",
       "  'negative': 142,\n",
       "  'pending': 66,\n",
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       "  'total': 228,\n",
       "  'hash': '27b4cfc2626ed0988538b8c766ff876ebc231d35',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 162,\n",
       "  'fips': '04',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 17,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 19},\n",
       " {'date': 20200317,\n",
       "  'state': 'CA',\n",
       "  'positive': 483,\n",
       "  'negative': 7981,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
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       "  'total': 8464,\n",
       "  'hash': '7b9ce4294bc0463aced97179aae384fa423815bf',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 8464,\n",
       "  'fips': '06',\n",
       "  'deathIncrease': 5,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 148,\n",
       "  'totalTestResultsIncrease': 148},\n",
       " {'date': 20200317,\n",
       "  'state': 'CO',\n",
       "  'positive': 160,\n",
       "  'negative': 1056,\n",
       "  'pending': None,\n",
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       "  'death': 1,\n",
       "  'total': 1216,\n",
       "  'hash': '186ec3bd0efc883220f6af25ac0dc51e4e0896c1',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1216,\n",
       "  'fips': '08',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 429,\n",
       "  'positiveIncrease': 29,\n",
       "  'totalTestResultsIncrease': 458},\n",
       " {'date': 20200317,\n",
       "  'state': 'CT',\n",
       "  'positive': 41,\n",
       "  'negative': 125,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
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       "  'total': 166,\n",
       "  'hash': '92d3801c1c66c7124b655fe343669c4792e6a224',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 166,\n",
       "  'fips': '09',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 15,\n",
       "  'totalTestResultsIncrease': 15},\n",
       " {'date': 20200317,\n",
       "  'state': 'DC',\n",
       "  'positive': 22,\n",
       "  'negative': 104,\n",
       "  'pending': 0,\n",
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       "  'death': None,\n",
       "  'total': 126,\n",
       "  'hash': '91ba8d3951759f2fa680e1de03aa7ad5ecc67246',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 126,\n",
       "  'fips': '11',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 8,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 13},\n",
       " {'date': 20200317,\n",
       "  'state': 'DE',\n",
       "  'positive': 16,\n",
       "  'negative': 36,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 52,\n",
       "  'hash': '99b8eee4265a14629cb60eff3070607cc6834ef1',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 52,\n",
       "  'fips': '10',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 8,\n",
       "  'totalTestResultsIncrease': 8},\n",
       " {'date': 20200317,\n",
       "  'state': 'FL',\n",
       "  'positive': 186,\n",
       "  'negative': 940,\n",
       "  'pending': 872,\n",
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       "  'total': 1998,\n",
       "  'hash': '51507783fb4443596a37f6f271e3b65414bd13dc',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1126,\n",
       "  'fips': '12',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 256,\n",
       "  'positiveIncrease': 45,\n",
       "  'totalTestResultsIncrease': 301},\n",
       " {'date': 20200317,\n",
       "  'state': 'GA',\n",
       "  'positive': 146,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 146,\n",
       "  'hash': 'bba1bba505383e3ee201f8d32ee6288aee8bc227',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 146,\n",
       "  'fips': '13',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 25,\n",
       "  'totalTestResultsIncrease': 25},\n",
       " {'date': 20200317,\n",
       "  'state': 'GU',\n",
       "  'positive': 5,\n",
       "  'negative': 41,\n",
       "  'pending': None,\n",
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       "  'hash': 'de7736e788c5913457e07ddcd32c3fbd5b71557a',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 46,\n",
       "  'fips': '66',\n",
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       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 20},\n",
       " {'date': 20200317,\n",
       "  'state': 'HI',\n",
       "  'positive': 10,\n",
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       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 10,\n",
       "  'hash': 'bfdeb84c29710b0dd47433bc8463d7b780676582',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 10,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 3},\n",
       " {'date': 20200317,\n",
       "  'state': 'IA',\n",
       "  'positive': 23,\n",
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       "  'hash': '39f5af2abdaa0c0627c5ba9690f4fed97a47d2c3',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 106,\n",
       "  'fips': '19',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200317,\n",
       "  'state': 'ID',\n",
       "  'positive': 7,\n",
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       "  'total': 353,\n",
       "  'hash': '971ddf42dd331cc0e834dc15e8f84492b5ea71ad',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 353,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 81,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 83},\n",
       " {'date': 20200317,\n",
       "  'state': 'IL',\n",
       "  'positive': 160,\n",
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       "  'total': 1500,\n",
       "  'hash': '0043fbb17c8cdc564610f24b79e623b514351e1a',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1500,\n",
       "  'fips': '17',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 408,\n",
       "  'positiveIncrease': 67,\n",
       "  'totalTestResultsIncrease': 475},\n",
       " {'date': 20200317,\n",
       "  'state': 'IN',\n",
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       "  'hash': '6f432986a81250e06b291ba310a1588bcf779fe9',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       " {'date': 20200317,\n",
       "  'state': 'KS',\n",
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       "  'hash': '80441f95e6ee6ca22ac3fb7d5dbd551f457e6b6e',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'negativeIncrease': 216,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 220},\n",
       " {'date': 20200317,\n",
       "  'state': 'KY',\n",
       "  'positive': 22,\n",
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       "  'hash': '930dae48a8e509fb6aeb7784849fd54836045508',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       " {'date': 20200317,\n",
       "  'state': 'LA',\n",
       "  'positive': 171,\n",
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       "  'hash': '58b023fdef69078ad884437b1d1ed86846abbb32',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 155},\n",
       " {'date': 20200317,\n",
       "  'state': 'MA',\n",
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       "  'hash': '8aab5f8fbfb081a50f8d4929fa938f332d757be7',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 1243},\n",
       " {'date': 20200317,\n",
       "  'state': 'MD',\n",
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       "  'hash': '73be426549114a94026258b906eb649cb0a4b156',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'positiveIncrease': 20,\n",
       "  'totalTestResultsIncrease': 20},\n",
       " {'date': 20200317,\n",
       "  'state': 'ME',\n",
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       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       " {'date': 20200317,\n",
       "  'state': 'MI',\n",
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       "  'hash': '33cdfd233c501e4994157facc96268373a8146b7',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 12},\n",
       " {'date': 20200317,\n",
       "  'state': 'MN',\n",
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       "  'hash': '8b9327f2911f90ed7e31fd730d4dd21a47365f67',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 2336,\n",
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       "  'positiveIncrease': 6,\n",
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       " {'date': 20200317,\n",
       "  'state': 'MO',\n",
       "  'positive': 8,\n",
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       "  'hash': 'd976ef7582acb31638cf4c7e832fea4a028f3528',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 215,\n",
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       " {'date': 20200317,\n",
       "  'state': 'MP',\n",
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       "  'hash': '1ce5b3acc25b9f59f345f53cf9290a8453f745f1',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200317,\n",
       "  'state': 'MS',\n",
       "  'positive': 21,\n",
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       "  'hash': 'c0c136bb0d2b886338bfe9fd2a5f9a8f6a87d31d',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 389,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 91,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 100},\n",
       " {'date': 20200317,\n",
       "  'state': 'MT',\n",
       "  'positive': 8,\n",
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       "  'total': 311,\n",
       "  'hash': '55a63d830ab9cbbb253c745fd66d0bf43cbf6e91',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 105,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 106},\n",
       " {'date': 20200317,\n",
       "  'state': 'NC',\n",
       "  'positive': 40,\n",
       "  'negative': 474,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 514,\n",
       "  'hash': '8806e83332bb7dc1c68613457de13e5e40e133c6',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 514,\n",
       "  'fips': '37',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 178,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 185},\n",
       " {'date': 20200317,\n",
       "  'state': 'ND',\n",
       "  'positive': 3,\n",
       "  'negative': 220,\n",
       "  'pending': 0,\n",
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       "  'death': 0,\n",
       "  'total': 223,\n",
       "  'hash': '3d27622f0388a5ecabed2d9377f3931f546ebf60',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 223,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 97,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 99},\n",
       " {'date': 20200317,\n",
       "  'state': 'NE',\n",
       "  'positive': 21,\n",
       "  'negative': 206,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 227,\n",
       "  'hash': '3aa6e9d166fe970c359d519db34aee00b71a079c',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 227,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 36,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 39},\n",
       " {'date': 20200317,\n",
       "  'state': 'NH',\n",
       "  'positive': 17,\n",
       "  'negative': 355,\n",
       "  'pending': 195,\n",
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       "  'total': 567,\n",
       "  'hash': '2452d6d4d5ca7cf2148a76a955548d2b4a1135d0',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 372,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 84,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 88},\n",
       " {'date': 20200317,\n",
       "  'state': 'NJ',\n",
       "  'positive': 267,\n",
       "  'negative': 163,\n",
       "  'pending': 55,\n",
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       "  'death': 3,\n",
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       "  'hash': 'cf3cd5b3b730589fbd3732d947843107ec844efe',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 430,\n",
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       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 43,\n",
       "  'positiveIncrease': 89,\n",
       "  'totalTestResultsIncrease': 132},\n",
       " {'date': 20200317,\n",
       "  'state': 'NM',\n",
       "  'positive': 23,\n",
       "  'negative': 1249,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 1272,\n",
       "  'hash': '1734d4cf020c1bb66084d6c2dcbff28f3318dc41',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1272,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 683,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 689},\n",
       " {'date': 20200317,\n",
       "  'state': 'NV',\n",
       "  'positive': 55,\n",
       "  'negative': 168,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
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       "  'hash': '3b3d8a21706e8550bb03333d575e4bc1fcc1d2c2',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 223,\n",
       "  'fips': '32',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 10,\n",
       "  'totalTestResultsIncrease': 10},\n",
       " {'date': 20200317,\n",
       "  'state': 'NY',\n",
       "  'positive': 1700,\n",
       "  'negative': 5506,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 7,\n",
       "  'total': 7206,\n",
       "  'hash': '4e9377ca9296d918cf5e2668264cc0db6bf1c3a8',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 7206,\n",
       "  'fips': '36',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 963,\n",
       "  'positiveIncrease': 750,\n",
       "  'totalTestResultsIncrease': 1713},\n",
       " {'date': 20200317,\n",
       "  'state': 'OH',\n",
       "  'positive': 67,\n",
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       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 207,\n",
       "  'hash': 'ecf13002684a253f76b8541150ce9f182954be8d',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 207,\n",
       "  'fips': '39',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 17,\n",
       "  'totalTestResultsIncrease': 17},\n",
       " {'date': 20200317,\n",
       "  'state': 'OK',\n",
       "  'positive': 17,\n",
       "  'negative': 247,\n",
       "  'pending': 82,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 346,\n",
       "  'hash': '1a24d83d6c282ac820a03851d48a7cdb2b20906f',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 264,\n",
       "  'fips': '40',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 73,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 80},\n",
       " {'date': 20200317,\n",
       "  'state': 'OR',\n",
       "  'positive': 47,\n",
       "  'negative': 689,\n",
       "  'pending': 184,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 920,\n",
       "  'hash': '4111bb9583eb2bb17ce7dce5fb2f8bceadb842f7',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 736,\n",
       "  'fips': '41',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 110,\n",
       "  'positiveIncrease': 8,\n",
       "  'totalTestResultsIncrease': 118},\n",
       " {'date': 20200317,\n",
       "  'state': 'PA',\n",
       "  'positive': 96,\n",
       "  'negative': 879,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 975,\n",
       "  'hash': 'c0a4a49e06a61cdd9632934f85561a637c7f9e15',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 975,\n",
       "  'fips': '42',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 209,\n",
       "  'positiveIncrease': 20,\n",
       "  'totalTestResultsIncrease': 229},\n",
       " {'date': 20200317,\n",
       "  'state': 'PR',\n",
       "  'positive': 5,\n",
       "  'negative': 13,\n",
       "  'pending': 4,\n",
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       "  'death': None,\n",
       "  'total': 22,\n",
       "  'hash': 'b4f27eae19649ab4a01ad7fbfc6c824f113a39b3',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 18,\n",
       "  'fips': '72',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 4,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 4},\n",
       " {'date': 20200317,\n",
       "  'state': 'RI',\n",
       "  'positive': 21,\n",
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       "  'pending': 149,\n",
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       "  'total': 478,\n",
       "  'hash': '86d94c4500ec929f91993005eca5fb6e1711806f',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 329,\n",
       "  'fips': '44',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200317,\n",
       "  'state': 'SC',\n",
       "  'positive': 33,\n",
       "  'negative': 311,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 344,\n",
       "  'hash': '753749e969fc4fb653b077ba7ab6ddad80bead57',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 344,\n",
       "  'fips': '45',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 76,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 81},\n",
       " {'date': 20200317,\n",
       "  'state': 'SD',\n",
       "  'positive': 11,\n",
       "  'negative': 551,\n",
       "  'pending': 35,\n",
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       "  'death': None,\n",
       "  'total': 597,\n",
       "  'hash': '13a574874018260185211f07b2b350f86c57d2fd',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 562,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 57,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 58},\n",
       " {'date': 20200317,\n",
       "  'state': 'TN',\n",
       "  'positive': 73,\n",
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       "  'total': 403,\n",
       "  'hash': 'bff9d83c4fa555735da997c05707ad9362808619',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 403,\n",
       "  'fips': '47',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 60,\n",
       "  'positiveIncrease': 21,\n",
       "  'totalTestResultsIncrease': 81},\n",
       " {'date': 20200317,\n",
       "  'state': 'TX',\n",
       "  'positive': 64,\n",
       "  'negative': 1204,\n",
       "  'pending': None,\n",
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       "  'total': 1268,\n",
       "  'hash': '63176dcead55cc3361e4649c40b82911ffebab8e',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1268,\n",
       "  'fips': '48',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1204,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 1211},\n",
       " {'date': 20200317,\n",
       "  'state': 'UT',\n",
       "  'positive': 51,\n",
       "  'negative': 131,\n",
       "  'pending': None,\n",
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       "  'death': 0,\n",
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       "  'hash': 'a9c8ba641b350a8ad24d0599ed245eab1ccf3d17',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 182,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 12,\n",
       "  'totalTestResultsIncrease': 12},\n",
       " {'date': 20200317,\n",
       "  'state': 'VA',\n",
       "  'positive': 67,\n",
       "  'negative': 961,\n",
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       "  'death': 1,\n",
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       "  'hash': '31e385f4d09ec5ebd40eee52aa598cf2ba817c2f',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1028,\n",
       "  'fips': '51',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 523,\n",
       "  'positiveIncrease': 16,\n",
       "  'totalTestResultsIncrease': 539},\n",
       " {'date': 20200317,\n",
       "  'state': 'VI',\n",
       "  'positive': 2,\n",
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       "  'total': 2,\n",
       "  'hash': '66f4c083dcf84f549164c99ba8378d4ec082ed2b',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 2,\n",
       "  'fips': '78',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200317,\n",
       "  'state': 'VT',\n",
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       "  'pending': None,\n",
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       "  'hash': '546ce9469dfc57bec7abfb0fd76c70839e9133f3',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
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       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 76},\n",
       " {'date': 20200317,\n",
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       "  'positive': 904,\n",
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       "  'hash': 'cad5ba5e6e2f9625e5b035a5c4db63deb9b9103b',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 12486,\n",
       "  'fips': '53',\n",
       "  'deathIncrease': 6,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 2131,\n",
       "  'positiveIncrease': 135,\n",
       "  'totalTestResultsIncrease': 2266},\n",
       " {'date': 20200317,\n",
       "  'state': 'WI',\n",
       "  'positive': 72,\n",
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       "  'total': 1110,\n",
       "  'hash': '8c74c4ade8ee9442ae82fb53a97761fb8c2ea8a1',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 1110,\n",
       "  'fips': '55',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 534,\n",
       "  'positiveIncrease': 25,\n",
       "  'totalTestResultsIncrease': 559},\n",
       " {'date': 20200317,\n",
       "  'state': 'WV',\n",
       "  'positive': 0,\n",
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       "  'hash': '811acf667df0a623b3cff7dc0008118371123414',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 80,\n",
       "  'fips': '54',\n",
       "  'deathIncrease': 0,\n",
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       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200317,\n",
       "  'state': 'WY',\n",
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       "  'hash': 'ea1c73cd0605d034cb96ce6a32285c26ab747d8b',\n",
       "  'dateChecked': '2020-03-17T20:00:00Z',\n",
       "  'totalTestResults': 105,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 102},\n",
       " {'date': 20200316,\n",
       "  'state': 'AK',\n",
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       "  'hash': 'd52973d451353d5362320aedde3529273a738a9d',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 144,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200316,\n",
       "  'state': 'AL',\n",
       "  'positive': 28,\n",
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       "  'hash': '6b4c9a267c1d8ad0910f88c4808c0ae23eed708d',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 56,\n",
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       "  'positiveIncrease': 16,\n",
       "  'totalTestResultsIncrease': 16},\n",
       " {'date': 20200316,\n",
       "  'state': 'AR',\n",
       "  'positive': 22,\n",
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       "  'hash': '5a498750dc6968b3ef783dd519923c0afefc993b',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 154,\n",
       "  'fips': '05',\n",
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       "  'negativeIncrease': 29,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 35},\n",
       " {'date': 20200316,\n",
       "  'state': 'AS',\n",
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       "  'hash': '6541b37369a9ada202ee576167303b6d17b59485',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 0,\n",
       "  'fips': '60',\n",
       "  'deathIncrease': None,\n",
       "  'hospitalizedIncrease': None,\n",
       "  'negativeIncrease': None,\n",
       "  'positiveIncrease': None,\n",
       "  'totalTestResultsIncrease': None},\n",
       " {'date': 20200316,\n",
       "  'state': 'AZ',\n",
       "  'positive': 18,\n",
       "  'negative': 125,\n",
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       "  'total': 206,\n",
       "  'hash': '69c54c93ec41a61fbb1dc004fc90c7ed149712ab',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 143,\n",
       "  'fips': '04',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 4,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 10},\n",
       " {'date': 20200316,\n",
       "  'state': 'CA',\n",
       "  'positive': 335,\n",
       "  'negative': 7981,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 6,\n",
       "  'total': 8316,\n",
       "  'hash': 'e609ded64973f3386686b69eefad34b3fa4c2f2d',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 8316,\n",
       "  'fips': '06',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 7065,\n",
       "  'positiveIncrease': 42,\n",
       "  'totalTestResultsIncrease': 7107},\n",
       " {'date': 20200316,\n",
       "  'state': 'CO',\n",
       "  'positive': 131,\n",
       "  'negative': 627,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 758,\n",
       "  'hash': 'df0ad799f22084b90dafc9240759c4edc2a25a31',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 758,\n",
       "  'fips': '08',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200316,\n",
       "  'state': 'CT',\n",
       "  'positive': 26,\n",
       "  'negative': 125,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 151,\n",
       "  'hash': '19fbdc9d6bdda65d947521b52ad346fbb3ed1054',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 151,\n",
       "  'fips': '09',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 6},\n",
       " {'date': 20200316,\n",
       "  'state': 'DC',\n",
       "  'positive': 17,\n",
       "  'negative': 96,\n",
       "  'pending': 7,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 120,\n",
       "  'hash': '7304fddd4bb0a52bb24c8fb2fc53a7e4c7856739',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 113,\n",
       "  'fips': '11',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 17,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 18},\n",
       " {'date': 20200316,\n",
       "  'state': 'DE',\n",
       "  'positive': 8,\n",
       "  'negative': 36,\n",
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       "  'total': 76,\n",
       "  'hash': '582d340a06ebc92bd78ddcf331aa864a3cc70d82',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 44,\n",
       "  'fips': '10',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200316,\n",
       "  'state': 'FL',\n",
       "  'positive': 141,\n",
       "  'negative': 684,\n",
       "  'pending': 514,\n",
       "  'hospitalized': None,\n",
       "  'death': 4,\n",
       "  'total': 1339,\n",
       "  'hash': 'a1a3f10169b5e70187979f5e145feb8117bcbfb5',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 825,\n",
       "  'fips': '12',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 6,\n",
       "  'positiveIncrease': 25,\n",
       "  'totalTestResultsIncrease': 31},\n",
       " {'date': 20200316,\n",
       "  'state': 'GA',\n",
       "  'positive': 121,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 121,\n",
       "  'hash': 'e50fd4e70612b0b8653e0d55dc1e77921c7042c6',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 121,\n",
       "  'fips': '13',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 22,\n",
       "  'totalTestResultsIncrease': 22},\n",
       " {'date': 20200316,\n",
       "  'state': 'GU',\n",
       "  'positive': 3,\n",
       "  'negative': 23,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 26,\n",
       "  'hash': 'c8db9c3d15f04b79fc6a5bd8b132b0e678335926',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 26,\n",
       "  'fips': '66',\n",
       "  'deathIncrease': None,\n",
       "  'hospitalizedIncrease': None,\n",
       "  'negativeIncrease': None,\n",
       "  'positiveIncrease': None,\n",
       "  'totalTestResultsIncrease': None},\n",
       " {'date': 20200316,\n",
       "  'state': 'HI',\n",
       "  'positive': 7,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 7,\n",
       "  'hash': '370bddbfc3ad04ce31f2d2f5ae09802708d0b3c7',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 7,\n",
       "  'fips': '15',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 5},\n",
       " {'date': 20200316,\n",
       "  'state': 'IA',\n",
       "  'positive': 22,\n",
       "  'negative': 83,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 105,\n",
       "  'hash': '2034420a3a6ade9c2331a954c8d82de3ffcab7f2',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 105,\n",
       "  'fips': '19',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 4},\n",
       " {'date': 20200316,\n",
       "  'state': 'ID',\n",
       "  'positive': 5,\n",
       "  'negative': 265,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 270,\n",
       "  'hash': '867239c73f7477ce1d99beac560c240f68d46b99',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 270,\n",
       "  'fips': '16',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 91,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 91},\n",
       " {'date': 20200316,\n",
       "  'state': 'IL',\n",
       "  'positive': 93,\n",
       "  'negative': 932,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 1025,\n",
       "  'hash': 'f720ab72afa2f154c8208924223d29c54d91fcbc',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 1025,\n",
       "  'fips': '17',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 483,\n",
       "  'positiveIncrease': 29,\n",
       "  'totalTestResultsIncrease': 512},\n",
       " {'date': 20200316,\n",
       "  'state': 'IN',\n",
       "  'positive': 24,\n",
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       "  'total': 139,\n",
       "  'hash': '14cdb9f52795b9dd46526d13c5068b1df437a573',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 139,\n",
       "  'fips': '18',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 13,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 18},\n",
       " {'date': 20200316,\n",
       "  'state': 'KS',\n",
       "  'positive': 11,\n",
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       "  'pending': None,\n",
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       "  'hash': '2a37de8229906650004605d6eb96ee6a319e4b6a',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 177,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 31,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 34},\n",
       " {'date': 20200316,\n",
       "  'state': 'KY',\n",
       "  'positive': 21,\n",
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       "  'pending': None,\n",
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       "  'hash': 'b7c6e3a8232290a18cb17fa6d3137687415eced5',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 255,\n",
       "  'fips': '21',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 95,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 100},\n",
       " {'date': 20200316,\n",
       "  'state': 'LA',\n",
       "  'positive': 114,\n",
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       "  'hash': 'db54f1e48ff57b15a662e7fa0530c9aaa62df089',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 302,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 32,\n",
       "  'positiveIncrease': 23,\n",
       "  'totalTestResultsIncrease': 55},\n",
       " {'date': 20200316,\n",
       "  'state': 'MA',\n",
       "  'positive': 164,\n",
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       "  'pending': None,\n",
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       "  'total': 516,\n",
       "  'hash': '9ee162156f3108020c00af92b68c9df379704cb5',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 516,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 26,\n",
       "  'totalTestResultsIncrease': 26},\n",
       " {'date': 20200316,\n",
       "  'state': 'MD',\n",
       "  'positive': 37,\n",
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       "  'hash': 'a14a3645e8ed9120951f88d39b4573620579cd04',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 131,\n",
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       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 6},\n",
       " {'date': 20200316,\n",
       "  'state': 'ME',\n",
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       "  'hash': '972a9ce307d416b2cb10c2813205872f1bdd0deb',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 781,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 673,\n",
       "  'positiveIncrease': 14,\n",
       "  'totalTestResultsIncrease': 687},\n",
       " {'date': 20200316,\n",
       "  'state': 'MI',\n",
       "  'positive': 53,\n",
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       "  'hash': '37a145683be1fcffaabed8d25f80fef94615f866',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
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       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 20,\n",
       "  'totalTestResultsIncrease': 87},\n",
       " {'date': 20200316,\n",
       "  'state': 'MN',\n",
       "  'positive': 54,\n",
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       "  'hash': 'bda0085e291b5f1f472428dbb92dddc82637be02',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 1893,\n",
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       "  'hospitalizedIncrease': 0,\n",
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       " {'date': 20200316,\n",
       "  'state': 'MO',\n",
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       "  'hash': '9ef80985ef15b150832e287f29c460490e8636ba',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 170,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 42,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 43},\n",
       " {'date': 20200316,\n",
       "  'state': 'MP',\n",
       "  'positive': 0,\n",
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       "  'hash': 'c18776aef4b2b38a53ac4a35d62a527bca6ee038',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
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       "  'fips': '69',\n",
       "  'deathIncrease': None,\n",
       "  'hospitalizedIncrease': None,\n",
       "  'negativeIncrease': None,\n",
       "  'positiveIncrease': None,\n",
       "  'totalTestResultsIncrease': None},\n",
       " {'date': 20200316,\n",
       "  'state': 'MS',\n",
       "  'positive': 12,\n",
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       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 289,\n",
       "  'hash': 'de0d18d6d00a3e7bda7a81ea3307bbde4424a792',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 289,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 193,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 195},\n",
       " {'date': 20200316,\n",
       "  'state': 'MT',\n",
       "  'positive': 7,\n",
       "  'negative': 198,\n",
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       "  'hash': 'cfc9e03cbd31fe3c15ceccd86ac3873cbbcfc098',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 205,\n",
       "  'fips': '30',\n",
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       "  'negativeIncrease': 95,\n",
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       "  'totalTestResultsIncrease': 95},\n",
       " {'date': 20200316,\n",
       "  'state': 'NC',\n",
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       "  'hash': '6403abc99107bbb745947970f52d9a3addfb9827',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 329,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 70},\n",
       " {'date': 20200316,\n",
       "  'state': 'ND',\n",
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       "  'hash': '5c5f30d943aa69973a941e3b9e5b236387f7131c',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 124,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 28},\n",
       " {'date': 20200316,\n",
       "  'state': 'NE',\n",
       "  'positive': 18,\n",
       "  'negative': 170,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 188,\n",
       "  'hash': '75148315ad74b137311744dc4ec9164e2767f1d2',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 188,\n",
       "  'fips': '31',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 90,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 91},\n",
       " {'date': 20200316,\n",
       "  'state': 'NH',\n",
       "  'positive': 13,\n",
       "  'negative': 271,\n",
       "  'pending': 95,\n",
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       "  'total': 379,\n",
       "  'hash': 'f4e109d61f42254721dbd86b4d5095331c35f60e',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 284,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200316,\n",
       "  'state': 'NJ',\n",
       "  'positive': 178,\n",
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       "  'death': 2,\n",
       "  'total': 318,\n",
       "  'hash': '547266d7f32a4fef36e70f0940bf564ca16005a0',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 298,\n",
       "  'fips': '34',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 80,\n",
       "  'totalTestResultsIncrease': 80},\n",
       " {'date': 20200316,\n",
       "  'state': 'NM',\n",
       "  'positive': 17,\n",
       "  'negative': 566,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 583,\n",
       "  'hash': '7d3f15a21efee8ea2c09445b46baaa3b9f95baf3',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 583,\n",
       "  'fips': '35',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 84,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 88},\n",
       " {'date': 20200316,\n",
       "  'state': 'NV',\n",
       "  'positive': 45,\n",
       "  'negative': 168,\n",
       "  'pending': None,\n",
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       "  'death': 1,\n",
       "  'total': 213,\n",
       "  'hash': '73041d5d1e80a43d9d390aac609d139cc7283994',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 213,\n",
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       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 24,\n",
       "  'totalTestResultsIncrease': 24},\n",
       " {'date': 20200316,\n",
       "  'state': 'NY',\n",
       "  'positive': 950,\n",
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       "  'death': 7,\n",
       "  'total': 5493,\n",
       "  'hash': 'cf4882131fb8c7b0169064e5cf608ac3244386f3',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 5493,\n",
       "  'fips': '36',\n",
       "  'deathIncrease': 4,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 221,\n",
       "  'totalTestResultsIncrease': 221},\n",
       " {'date': 20200316,\n",
       "  'state': 'OH',\n",
       "  'positive': 50,\n",
       "  'negative': 140,\n",
       "  'pending': 361,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 551,\n",
       "  'hash': 'd52d938efd1fde61a7bb8133c3ddcb6b02525851',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 190,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1,\n",
       "  'positiveIncrease': 14,\n",
       "  'totalTestResultsIncrease': 15},\n",
       " {'date': 20200316,\n",
       "  'state': 'OK',\n",
       "  'positive': 10,\n",
       "  'negative': 174,\n",
       "  'pending': 29,\n",
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       "  'hash': '4048a32d51a55fd66388b5e2e915108f3676202b',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 184,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 56,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 57},\n",
       " {'date': 20200316,\n",
       "  'state': 'OR',\n",
       "  'positive': 39,\n",
       "  'negative': 579,\n",
       "  'pending': 182,\n",
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       "  'total': 800,\n",
       "  'hash': '7101bd73014de75d4e9fd64f3541ad927cb87710',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 618,\n",
       "  'fips': '41',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 159,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 162},\n",
       " {'date': 20200316,\n",
       "  'state': 'PA',\n",
       "  'positive': 76,\n",
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       "  'total': 746,\n",
       "  'hash': 'b57341020f0566aa848aec581f2cb9e11ecf9a50',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 746,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 465,\n",
       "  'positiveIncrease': 13,\n",
       "  'totalTestResultsIncrease': 478},\n",
       " {'date': 20200316,\n",
       "  'state': 'PR',\n",
       "  'positive': 5,\n",
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       "  'pending': None,\n",
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       "  'total': 14,\n",
       "  'hash': 'fd7a4c0a3f14d9caae329621884e4f06acd4b994',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 14,\n",
       "  'fips': '72',\n",
       "  'deathIncrease': None,\n",
       "  'hospitalizedIncrease': None,\n",
       "  'negativeIncrease': None,\n",
       "  'positiveIncrease': None,\n",
       "  'totalTestResultsIncrease': None},\n",
       " {'date': 20200316,\n",
       "  'state': 'RI',\n",
       "  'positive': 21,\n",
       "  'negative': 308,\n",
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       "  'death': None,\n",
       "  'total': 478,\n",
       "  'hash': '761243e8815bb9f167e46ec5f18cd7aa602d0dd4',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 329,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 110,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 111},\n",
       " {'date': 20200316,\n",
       "  'state': 'SC',\n",
       "  'positive': 28,\n",
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       "  'death': 1,\n",
       "  'total': 263,\n",
       "  'hash': '5b57a31014f5a8e9405fb28ef2b89fd49abdbd03',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 263,\n",
       "  'fips': '45',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 81,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 90},\n",
       " {'date': 20200316,\n",
       "  'state': 'SD',\n",
       "  'positive': 10,\n",
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       "  'pending': 0,\n",
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       "  'death': None,\n",
       "  'total': 504,\n",
       "  'hash': '718880e447bbb2fead119771121829362ff66f8a',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 504,\n",
       "  'fips': '46',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 167,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 168},\n",
       " {'date': 20200316,\n",
       "  'state': 'TN',\n",
       "  'positive': 52,\n",
       "  'negative': 270,\n",
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       "  'death': None,\n",
       "  'total': 322,\n",
       "  'hash': '079a87d6186e2783922276a8bc99a506672bc207',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 322,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 13,\n",
       "  'totalTestResultsIncrease': 126},\n",
       " {'date': 20200316,\n",
       "  'state': 'TX',\n",
       "  'positive': 57,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 57,\n",
       "  'hash': '370f4453cc69ea1a49916c294643814c50d8f63b',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 57,\n",
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       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200316,\n",
       "  'state': 'UT',\n",
       "  'positive': 39,\n",
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       "  'hash': '81e7bc37d01ca459e64a78c2c03421ce99b8df3c',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 170,\n",
       "  'fips': '49',\n",
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       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 11,\n",
       "  'totalTestResultsIncrease': 11},\n",
       " {'date': 20200316,\n",
       "  'state': 'VA',\n",
       "  'positive': 51,\n",
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       "  'death': 1,\n",
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       "  'hash': '4438fec9abc594046dd819b8b0be5f2010f1c69d',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 489,\n",
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       "  'deathIncrease': 0,\n",
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       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 81},\n",
       " {'date': 20200316,\n",
       "  'state': 'VI',\n",
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       "  'total': 1,\n",
       "  'hash': '033ae780601c730b868cc9a5edce693d881229f5',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 1,\n",
       "  'fips': '78',\n",
       "  'deathIncrease': None,\n",
       "  'hospitalizedIncrease': None,\n",
       "  'negativeIncrease': None,\n",
       "  'positiveIncrease': None,\n",
       "  'totalTestResultsIncrease': None},\n",
       " {'date': 20200316,\n",
       "  'state': 'VT',\n",
       "  'positive': 8,\n",
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       "  'hash': '736dbb5dd420be5575d29067488df3a64c2a591b',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 429,\n",
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       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 77},\n",
       " {'date': 20200316,\n",
       "  'state': 'WA',\n",
       "  'positive': 769,\n",
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       "  'total': 10220,\n",
       "  'hash': 'e1e4768ebfd159387143a0a9bc9aa059ccd7afd2',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 10220,\n",
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       "  'deathIncrease': 2,\n",
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       "  'positiveIncrease': 127,\n",
       "  'totalTestResultsIncrease': 2456},\n",
       " {'date': 20200316,\n",
       "  'state': 'WI',\n",
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       "  'hash': '74b6f486016b3e9e719baa5b0223a5edc6de21ef',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 551,\n",
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       "  'positiveIncrease': 14,\n",
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       " {'date': 20200316,\n",
       "  'state': 'WV',\n",
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       "  'hash': 'eb01bf806b6d9f19af7e7f0c7dc11e772f4f912b',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
       "  'totalTestResults': 80,\n",
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       " {'date': 20200316,\n",
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       "  'hash': 'bff912f92e0f1faa6d6de1eb25d23d835fb875c2',\n",
       "  'dateChecked': '2020-03-16T20:00:00Z',\n",
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       "  'state': 'AK',\n",
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       "  'hash': 'c5d0192bb9034f576ab24dc40d7d3f9fe7716203',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200315,\n",
       "  'state': 'AL',\n",
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       "  'hash': 'e6d9cfce7f9aa3449f17046d8fce42e69afc1a3a',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       " {'date': 20200315,\n",
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       "  'hash': '10da9763412b6feb4ca3f04669004dd7d5cca3bc',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 42},\n",
       " {'date': 20200315,\n",
       "  'state': 'AZ',\n",
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       "  'hash': 'd19c41e2e467481e6cc8a7369fd887b44d93a206',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       " {'date': 20200315,\n",
       "  'state': 'CA',\n",
       "  'positive': 293,\n",
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       "  'hash': '1080ff2becf0e2d8eeb5ff452dbc3fd4a9906091',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       " {'date': 20200315,\n",
       "  'state': 'CO',\n",
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       "  'hash': '107290015c87a121bdc8c24d03470d8979cedce6',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 758,\n",
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       "  'positiveIncrease': 30,\n",
       "  'totalTestResultsIncrease': 47},\n",
       " {'date': 20200315,\n",
       "  'state': 'CT',\n",
       "  'positive': 20,\n",
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       "  'pending': None,\n",
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       "  'hash': '8d40890f893056d08c9192e547a93207b20d5aac',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 145,\n",
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       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 9},\n",
       " {'date': 20200315,\n",
       "  'state': 'DC',\n",
       "  'positive': 16,\n",
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       "  'total': 115,\n",
       "  'hash': 'dfff7295b3b3c2765c28a2b03cfe68bf2cfbd526',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 95,\n",
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       "  'negativeIncrease': 30,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 36},\n",
       " {'date': 20200315,\n",
       "  'state': 'DE',\n",
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       "  'total': 74,\n",
       "  'hash': 'dfd81ce5e38c76eefd1de7f3a33c89184845ff5a',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 42,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200315,\n",
       "  'state': 'FL',\n",
       "  'positive': 116,\n",
       "  'negative': 678,\n",
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       "  'death': 4,\n",
       "  'total': 1248,\n",
       "  'hash': 'ac1967ebfeee074c58cb063be0eda0944721d621',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 794,\n",
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       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 200,\n",
       "  'positiveIncrease': 39,\n",
       "  'totalTestResultsIncrease': 239},\n",
       " {'date': 20200315,\n",
       "  'state': 'GA',\n",
       "  'positive': 99,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 99,\n",
       "  'hash': 'c5d3e674e4eb5f4a2a340278a0cc5c8a06e3fea1',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 99,\n",
       "  'fips': '13',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 33,\n",
       "  'totalTestResultsIncrease': 33},\n",
       " {'date': 20200315,\n",
       "  'state': 'HI',\n",
       "  'positive': 2,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
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       "  'total': 2,\n",
       "  'hash': '922ca5f03b25f69382c2d34be933c142678ce290',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 2,\n",
       "  'fips': '15',\n",
       "  'deathIncrease': 0,\n",
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       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200315,\n",
       "  'state': 'IA',\n",
       "  'positive': 18,\n",
       "  'negative': 83,\n",
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       "  'total': 101,\n",
       "  'hash': '273b8ee2a4be20011972bc0bbd725f528e7bf19b',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 101,\n",
       "  'fips': '19',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200315,\n",
       "  'state': 'ID',\n",
       "  'positive': 5,\n",
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       "  'pending': None,\n",
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       "  'total': 179,\n",
       "  'hash': '4a8e078eeec25970fcfed7d553defe828d2aea39',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 179,\n",
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       "  'deathIncrease': 0,\n",
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       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 3},\n",
       " {'date': 20200315,\n",
       "  'state': 'IL',\n",
       "  'positive': 64,\n",
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       "  'pending': 195,\n",
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       "  'hash': '39516b4db8aa967ac8dd6ebf53d30cad2c27700b',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 513,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 133,\n",
       "  'positiveIncrease': 18,\n",
       "  'totalTestResultsIncrease': 151},\n",
       " {'date': 20200315,\n",
       "  'state': 'IN',\n",
       "  'positive': 19,\n",
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       "  'hash': 'd9ad03da1b1838ac8b24a0f7e0b73b2742cd5373',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 121,\n",
       "  'fips': '18',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 28,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 32},\n",
       " {'date': 20200315,\n",
       "  'state': 'KS',\n",
       "  'positive': 8,\n",
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       "  'pending': None,\n",
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       "  'hash': '03b4c6d534e92dae724cca8cd9ee56ae65a0d1b3',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 143,\n",
       "  'fips': '20',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 42,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 44},\n",
       " {'date': 20200315,\n",
       "  'state': 'KY',\n",
       "  'positive': 16,\n",
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       "  'hospitalized': None,\n",
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       "  'total': 155,\n",
       "  'hash': 'e9fda328f27e8a398b46793fff2c5e64dc59dc42',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 155,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200315,\n",
       "  'state': 'LA',\n",
       "  'positive': 91,\n",
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       "  'pending': None,\n",
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       "  'total': 247,\n",
       "  'hash': 'e88ec5c7f1fcd207109fdc24af61c38e65314952',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 247,\n",
       "  'fips': '22',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 47,\n",
       "  'positiveIncrease': 22,\n",
       "  'totalTestResultsIncrease': 69},\n",
       " {'date': 20200315,\n",
       "  'state': 'MA',\n",
       "  'positive': 138,\n",
       "  'negative': 352,\n",
       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 490,\n",
       "  'hash': 'f7a53e1c491788854d0cdadb1e08e8739b6e6f09',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 490,\n",
       "  'fips': '25',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200315,\n",
       "  'state': 'MD',\n",
       "  'positive': 31,\n",
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       "  'total': 125,\n",
       "  'hash': '7466e3f152c1c849e4d90b9fd97fc189ccbae99e',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 125,\n",
       "  'fips': '24',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 5},\n",
       " {'date': 20200315,\n",
       "  'state': 'ME',\n",
       "  'positive': 3,\n",
       "  'negative': 91,\n",
       "  'pending': 17,\n",
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       "  'total': 111,\n",
       "  'hash': '62174f1d1662f03b97806acd41ab3061bff68f52',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 94,\n",
       "  'fips': '23',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200315,\n",
       "  'state': 'MI',\n",
       "  'positive': 33,\n",
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       "  'pending': 26,\n",
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       "  'death': None,\n",
       "  'total': 264,\n",
       "  'hash': '135de7f0e632238ef6ebfe37f9937b4da407e2a9',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 238,\n",
       "  'fips': '26',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 8,\n",
       "  'totalTestResultsIncrease': 8},\n",
       " {'date': 20200315,\n",
       "  'state': 'MN',\n",
       "  'positive': 35,\n",
       "  'negative': 1387,\n",
       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 1422,\n",
       "  'hash': 'abbef677be7032b76d01ecb86b129d0692f2a083',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 1422,\n",
       "  'fips': '27',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 540,\n",
       "  'positiveIncrease': 14,\n",
       "  'totalTestResultsIncrease': 554},\n",
       " {'date': 20200315,\n",
       "  'state': 'MO',\n",
       "  'positive': 5,\n",
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       "  'hash': '46a3bddc9feb61e7e9c0260f883febc741e96e76',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 127,\n",
       "  'fips': '29',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 32,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 33},\n",
       " {'date': 20200315,\n",
       "  'state': 'MS',\n",
       "  'positive': 10,\n",
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       "  'total': 94,\n",
       "  'hash': '0361033dd115a0ca5489351b9f8decfec877db9d',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 94,\n",
       "  'fips': '28',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 4,\n",
       "  'totalTestResultsIncrease': 4},\n",
       " {'date': 20200315,\n",
       "  'state': 'MT',\n",
       "  'positive': 7,\n",
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       "  'hash': 'f9495286767e05cbc338e195420a8a9bee7e442a',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 110,\n",
       "  'fips': '30',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200315,\n",
       "  'state': 'NC',\n",
       "  'positive': 32,\n",
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       "  'total': 410,\n",
       "  'hash': 'cd2df82ad3b94afa363f215d0ce33a3081dffe0b',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 259,\n",
       "  'fips': '37',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 90,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 99},\n",
       " {'date': 20200315,\n",
       "  'state': 'ND',\n",
       "  'positive': 1,\n",
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       "  'hash': '646cbf2cd8ac8fa864167c978f384d36fafefef6',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 96,\n",
       "  'fips': '38',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 41},\n",
       " {'date': 20200315,\n",
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       "  'hash': '688fed13740cd8058d3d9967d54bbe8055c2ce14',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 97,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 0,\n",
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       "  'totalTestResultsIncrease': 3},\n",
       " {'date': 20200315,\n",
       "  'state': 'NH',\n",
       "  'positive': 13,\n",
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       "  'total': 379,\n",
       "  'hash': '52ec0ed534fa2b7a2ed1bfc9fd76bf5e08aa2cad',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 284,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 65},\n",
       " {'date': 20200315,\n",
       "  'state': 'NJ',\n",
       "  'positive': 98,\n",
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       "  'hash': '4fb7b0656e44dc37a7767730eabcce590399bc46',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       "  'fips': '34',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 23,\n",
       "  'positiveIncrease': 48,\n",
       "  'totalTestResultsIncrease': 71},\n",
       " {'date': 20200315,\n",
       "  'state': 'NM',\n",
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       "  'hash': '171d8a98c4351f4cc6122f7859369f17570a7bc4',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 495,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'totalTestResultsIncrease': 248},\n",
       " {'date': 20200315,\n",
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       "  'hash': '60cfba2525776d601c28ff1259180d9afb757dff',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
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       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200315,\n",
       "  'state': 'NY',\n",
       "  'positive': 729,\n",
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       "  'pending': None,\n",
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       "  'hash': 'c94bc9386b8b9332a65a68caea2b77d9226cd7f0',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 5272,\n",
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       "  'deathIncrease': 3,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1764,\n",
       "  'positiveIncrease': 205,\n",
       "  'totalTestResultsIncrease': 1969},\n",
       " {'date': 20200315,\n",
       "  'state': 'OH',\n",
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       "  'hash': 'b332daaaaec706572de9d29bfc67a7eca3ca030b',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 175,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 89,\n",
       "  'positiveIncrease': 23,\n",
       "  'totalTestResultsIncrease': 112},\n",
       " {'date': 20200315,\n",
       "  'state': 'OK',\n",
       "  'positive': 9,\n",
       "  'negative': 118,\n",
       "  'pending': 12,\n",
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       "  'hash': 'e13bc2b8e36b945bc50026c63c64e84dd0330129',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 127,\n",
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       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 82,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 87},\n",
       " {'date': 20200315,\n",
       "  'state': 'OR',\n",
       "  'positive': 36,\n",
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       "  'hash': '87b2dc1639a56b11910e81efea67ba58af1179dc',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 456,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 83,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 89},\n",
       " {'date': 20200315,\n",
       "  'state': 'PA',\n",
       "  'positive': 63,\n",
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       "  'total': 451,\n",
       "  'hash': '80a9e41a869708742b177a1f99a963c61dd6e1b6',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 268,\n",
       "  'fips': '42',\n",
       "  'deathIncrease': 0,\n",
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       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 16,\n",
       "  'totalTestResultsIncrease': 16},\n",
       " {'date': 20200315,\n",
       "  'state': 'RI',\n",
       "  'positive': 20,\n",
       "  'negative': 198,\n",
       "  'pending': 57,\n",
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       "  'total': 275,\n",
       "  'hash': '2cc1e90ba8cc0c5ecbf60b4b079224ff0dc6ae09',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 218,\n",
       "  'fips': '44',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200315,\n",
       "  'state': 'SC',\n",
       "  'positive': 19,\n",
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       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 173,\n",
       "  'hash': '700b253938c73cdd668f4c56f82babe25fb0bece',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 173,\n",
       "  'fips': '45',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 44,\n",
       "  'positiveIncrease': 6,\n",
       "  'totalTestResultsIncrease': 50},\n",
       " {'date': 20200315,\n",
       "  'state': 'SD',\n",
       "  'positive': 9,\n",
       "  'negative': 327,\n",
       "  'pending': 6,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 342,\n",
       "  'hash': '446ee8b81013e7ffb470a8cbace7694ac871056e',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 336,\n",
       "  'fips': '46',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 145,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 145},\n",
       " {'date': 20200315,\n",
       "  'state': 'TN',\n",
       "  'positive': 39,\n",
       "  'negative': 157,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 196,\n",
       "  'hash': 'f309f412ecee2d0dbdf3cc34f8af8b95f0704eac',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 196,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 27,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 34},\n",
       " {'date': 20200315,\n",
       "  'state': 'TX',\n",
       "  'positive': 56,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 56,\n",
       "  'hash': '06ddb465e087d768b9fd337f0589defcf3e3b114',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 56,\n",
       "  'fips': '48',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 5},\n",
       " {'date': 20200315,\n",
       "  'state': 'UT',\n",
       "  'positive': 28,\n",
       "  'negative': 131,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
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       "  'hash': '69b4c84a7427ceab36db25a14aca9549fc8c16d3',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 159,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 22,\n",
       "  'totalTestResultsIncrease': 22},\n",
       " {'date': 20200315,\n",
       "  'state': 'VA',\n",
       "  'positive': 45,\n",
       "  'negative': 363,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 408,\n",
       "  'hash': '06e9db5006558d6b94d3c3dc6c5790ad9fd6e501',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 408,\n",
       "  'fips': '51',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 246,\n",
       "  'positiveIncrease': 15,\n",
       "  'totalTestResultsIncrease': 261},\n",
       " {'date': 20200315,\n",
       "  'state': 'VT',\n",
       "  'positive': 4,\n",
       "  'negative': 348,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 352,\n",
       "  'hash': 'f4102c2a4a57abc4c07bd0660da41326854c9b73',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 352,\n",
       "  'fips': '50',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 121,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 121},\n",
       " {'date': 20200315,\n",
       "  'state': 'WA',\n",
       "  'positive': 642,\n",
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       "  'pending': None,\n",
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       "  'death': 40,\n",
       "  'total': 7764,\n",
       "  'hash': 'd8f852a81c26bf69720711c99cf063aaa0ee810b',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 7764,\n",
       "  'fips': '53',\n",
       "  'deathIncrease': 3,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1121,\n",
       "  'positiveIncrease': 74,\n",
       "  'totalTestResultsIncrease': 1195},\n",
       " {'date': 20200315,\n",
       "  'state': 'WI',\n",
       "  'positive': 33,\n",
       "  'negative': 313,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 346,\n",
       "  'hash': '241301e6f8cc8d3ced3f92bbd29a0d0f1e9539d2',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 346,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 144,\n",
       "  'positiveIncrease': 14,\n",
       "  'totalTestResultsIncrease': 158},\n",
       " {'date': 20200315,\n",
       "  'state': 'WV',\n",
       "  'positive': 0,\n",
       "  'negative': 38,\n",
       "  'pending': 1,\n",
       "  'hospitalized': None,\n",
       "  'death': 0,\n",
       "  'total': 39,\n",
       "  'hash': 'e5a11f1dfc0994c70a3fb8a81d5e4b4ab0a323d2',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 38,\n",
       "  'fips': '54',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 12,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 12},\n",
       " {'date': 20200315,\n",
       "  'state': 'WY',\n",
       "  'positive': 3,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 3,\n",
       "  'hash': '265151474fc2be6ccb417aaa3b2a8ca847f4f1d2',\n",
       "  'dateChecked': '2020-03-15T20:00:00Z',\n",
       "  'totalTestResults': 3,\n",
       "  'fips': '56',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200314,\n",
       "  'state': 'AK',\n",
       "  'positive': 1,\n",
       "  'negative': 143,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 144,\n",
       "  'hash': '356a9d29ed1052bbde921776356dc10fdee08fca',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 144,\n",
       "  'fips': '02',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 84,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 84},\n",
       " {'date': 20200314,\n",
       "  'state': 'AL',\n",
       "  'positive': 6,\n",
       "  'negative': 22,\n",
       "  'pending': 46,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 74,\n",
       "  'hash': 'b758a75e5bf1102ca46fe4fd5bcf6e20584eb991',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 28,\n",
       "  'fips': '01',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 11,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 16},\n",
       " {'date': 20200314,\n",
       "  'state': 'AR',\n",
       "  'positive': 12,\n",
       "  'negative': 65,\n",
       "  'pending': 26,\n",
       "  'hospitalized': None,\n",
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       "  'hash': '6c689c343d101f608aa31c15ec0882d09f0d93d5',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 77,\n",
       "  'fips': '05',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 35,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 38},\n",
       " {'date': 20200314,\n",
       "  'state': 'AZ',\n",
       "  'positive': 12,\n",
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       "  'pending': 50,\n",
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       "  'hash': '75ad7c61e981211560cb575238e5fa731527087a',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 133,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 27,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 30},\n",
       " {'date': 20200314,\n",
       "  'state': 'CA',\n",
       "  'positive': 252,\n",
       "  'negative': 916,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 5,\n",
       "  'total': 1168,\n",
       "  'hash': 'ae827198d34cea0958851798004de4e089625dd7',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 1168,\n",
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       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 50,\n",
       "  'totalTestResultsIncrease': 50},\n",
       " {'date': 20200314,\n",
       "  'state': 'CO',\n",
       "  'positive': 101,\n",
       "  'negative': 610,\n",
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       "  'total': 711,\n",
       "  'hash': '827b507bbcc5755b113b77495c6d9308bb696806',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 711,\n",
       "  'fips': '08',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 86,\n",
       "  'positiveIncrease': 29,\n",
       "  'totalTestResultsIncrease': 115},\n",
       " {'date': 20200314,\n",
       "  'state': 'CT',\n",
       "  'positive': 11,\n",
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       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 136,\n",
       "  'hash': '7f31e91a95cc935f0e318f0b2146ac3aeb7a7994',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 136,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 26,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 31},\n",
       " {'date': 20200314,\n",
       "  'state': 'DC',\n",
       "  'positive': 10,\n",
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       "  'pending': 10,\n",
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       "  'hash': '18e2b3abbd6d9ea9dfa1f4b9324cc0468caabd37',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 59,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 29,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 29},\n",
       " {'date': 20200314,\n",
       "  'state': 'DE',\n",
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       "  'hash': '866cfca5d89b2a6fb212f9e2b715317d1ddd7c4b',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 8},\n",
       " {'date': 20200314,\n",
       "  'state': 'FL',\n",
       "  'positive': 77,\n",
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       "  'hash': 'ecedb91b59dc73d2c82e1c6d5560fc265ab44c12',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
       "  'state': 'GA',\n",
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       "  'hash': 'dfb1324b31ae277f6da866ad47bd010b26c28b43',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 24,\n",
       "  'totalTestResultsIncrease': 24},\n",
       " {'date': 20200314,\n",
       "  'state': 'HI',\n",
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       "  'hash': '3b20447434ab41f7a5b30070b8772ec7c8a39efa',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
       "  'state': 'IA',\n",
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       "  'hash': 'd873b22dcd683092faa6e901efea384b43934509',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 100,\n",
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       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200314,\n",
       "  'state': 'ID',\n",
       "  'positive': 2,\n",
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       "  'hash': '4c07b4a10fd02ae7903a9fbaa8f5b961832ef42b',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 45},\n",
       " {'date': 20200314,\n",
       "  'state': 'IL',\n",
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       "  'hash': '24b6b0643c7f979652c74171ac48222ed2e21ac3',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
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       "  'hash': 'ef22e4cbe06df300a55a129e40a356112e9dc899',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 16},\n",
       " {'date': 20200314,\n",
       "  'state': 'KS',\n",
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       "  'hash': 'a9ec41884c29362e0e355ea91537c8d563260fda',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 99,\n",
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       "  'positiveIncrease': 0,\n",
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       " {'date': 20200314,\n",
       "  'state': 'KY',\n",
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       "  'hash': '8db5e9ff9365a8a9c30eda3e415ab638712c38b9',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 35},\n",
       " {'date': 20200314,\n",
       "  'state': 'LA',\n",
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       "  'hash': '673e714970aa7eec233fd613e89dbb7d64615b1a',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 178,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 72,\n",
       "  'positiveIncrease': 33,\n",
       "  'totalTestResultsIncrease': 105},\n",
       " {'date': 20200314,\n",
       "  'state': 'MA',\n",
       "  'positive': 138,\n",
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       "  'total': 490,\n",
       "  'hash': 'a1cbd774232837552825f3e778568df45b40b426',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 490,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 260,\n",
       "  'positiveIncrease': 15,\n",
       "  'totalTestResultsIncrease': 275},\n",
       " {'date': 20200314,\n",
       "  'state': 'MD',\n",
       "  'positive': 26,\n",
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       "  'total': 120,\n",
       "  'hash': '7f710618be5e0fe6489cb48a8fb80edf5a6fae6b',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 120,\n",
       "  'fips': '24',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 9},\n",
       " {'date': 20200314,\n",
       "  'state': 'ME',\n",
       "  'positive': 3,\n",
       "  'negative': 91,\n",
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       "  'hash': '92c50523000e01ed0f664d194df9ae9e1b332d91',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 94,\n",
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       " {'date': 20200314,\n",
       "  'state': 'MI',\n",
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       "  'hash': 'c9573a49442ffcf432bd8d37001d9399685fddca',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
       "  'state': 'MN',\n",
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       "  'hash': '3260db823489ddca938337f10ebb55c38ede60bb',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 868,\n",
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       " {'date': 20200314,\n",
       "  'state': 'MO',\n",
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       "  'hash': '67ce99c3f858fae201e196288a228a2e35c77856',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
       "  'state': 'MS',\n",
       "  'positive': 6,\n",
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       "  'hash': '66ffd8fc17e55453ae709b93fbf6ca704a5f1a66',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 90,\n",
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       "  'totalTestResultsIncrease': 45},\n",
       " {'date': 20200314,\n",
       "  'state': 'MT',\n",
       "  'positive': 5,\n",
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       "  'hash': '80024bf41fdd500e2257a49d2e811cac074641e1',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 108,\n",
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       "  'totalTestResultsIncrease': 52},\n",
       " {'date': 20200314,\n",
       "  'state': 'NC',\n",
       "  'positive': 23,\n",
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       "  'hash': '1b79e4ffbbb7f1672e3fe6196fd6caa501c8e600',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 160,\n",
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       "  'totalTestResultsIncrease': 59},\n",
       " {'date': 20200314,\n",
       "  'state': 'ND',\n",
       "  'positive': 1,\n",
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       "  'hash': '5c99eaf6a5ca1e1e84bd82d8f504ef2e65e53178',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 15},\n",
       " {'date': 20200314,\n",
       "  'state': 'NE',\n",
       "  'positive': 14,\n",
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       "  'hash': '34f6bebf4bf457d8c81beb972a7c6147ef050117',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200314,\n",
       "  'state': 'NH',\n",
       "  'positive': 7,\n",
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       "  'hash': 'e0228a6cb6867a94d7eeaf222e3ab6372aa807bf',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 119},\n",
       " {'date': 20200314,\n",
       "  'state': 'NJ',\n",
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       "  'hash': '77285acc62233f7638a439fd3259511e613b75a8',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
       "  'totalTestResults': 147,\n",
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       " {'date': 20200314,\n",
       "  'state': 'NM',\n",
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       "  'hash': '99f4fa283d4178abc62e78e7a51e2b6a06eff35b',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
       "  'state': 'NV',\n",
       "  'positive': 20,\n",
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       "  'hash': '8bf72a5aad471d133e5ea4315fcacd5d71877d9f',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
       "  'state': 'NY',\n",
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       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
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       "  'hash': '5d28d76a0be9dd56118ea0bbff73d4016d0f89d2',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
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       "  'hash': '0f8033c2876310e2e4dbea0be9143157ce88119f',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
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       "  'hash': 'f834d3db0c37253b4a1e9aaf683579355887acb9',\n",
       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       " {'date': 20200314,\n",
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       "  'dateChecked': '2020-03-14T20:00:00Z',\n",
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       " {'date': 20200313,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 13,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 14},\n",
       " {'date': 20200313,\n",
       "  'state': 'AL',\n",
       "  'positive': 1,\n",
       "  'negative': 11,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 12,\n",
       "  'hash': 'e1390d40b98a35b3c6c7f303e6cf5b49ead73b12',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 12,\n",
       "  'fips': '01',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 1,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200313,\n",
       "  'state': 'AR',\n",
       "  'positive': 9,\n",
       "  'negative': 30,\n",
       "  'pending': 22,\n",
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       "  'death': None,\n",
       "  'total': 61,\n",
       "  'hash': 'f5baa7aebd648979e7a38d587b963a041f1ec8a3',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 39,\n",
       "  'fips': '05',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 6,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 9},\n",
       " {'date': 20200313,\n",
       "  'state': 'AZ',\n",
       "  'positive': 9,\n",
       "  'negative': 94,\n",
       "  'pending': 40,\n",
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       "  'total': 143,\n",
       "  'hash': '18b19b15c47b79309e6274a60cd623b9941364cf',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 103,\n",
       "  'fips': '04',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 12},\n",
       " {'date': 20200313,\n",
       "  'state': 'CA',\n",
       "  'positive': 202,\n",
       "  'negative': 916,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 4,\n",
       "  'total': 1118,\n",
       "  'hash': 'e3e51a32b9a800c2d329d1fd994f635f80c0aa7b',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 1118,\n",
       "  'fips': '06',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200313,\n",
       "  'state': 'CO',\n",
       "  'positive': 72,\n",
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       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 596,\n",
       "  'hash': '91b5b44fe819f888e950460d64001072ea6380ad',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 596,\n",
       "  'fips': '08',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 226,\n",
       "  'positiveIncrease': 27,\n",
       "  'totalTestResultsIncrease': 253},\n",
       " {'date': 20200313,\n",
       "  'state': 'CT',\n",
       "  'positive': 6,\n",
       "  'negative': 99,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 105,\n",
       "  'hash': 'e9d4ae5c70327d3997b429a58671d2fa8e9d67d6',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 105,\n",
       "  'fips': '09',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 10,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 10},\n",
       " {'date': 20200313,\n",
       "  'state': 'DC',\n",
       "  'positive': 10,\n",
       "  'negative': 20,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 30,\n",
       "  'hash': '8cf77e6f03951fa76b1ae48d7ce196faa54e7ea6',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 30,\n",
       "  'fips': '11',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200313,\n",
       "  'state': 'DE',\n",
       "  'positive': 4,\n",
       "  'negative': 30,\n",
       "  'pending': 10,\n",
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       "  'total': 44,\n",
       "  'hash': '92ca4e6640e0004efe4782f0dda28d8726b812cb',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 34,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 7,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 7},\n",
       " {'date': 20200313,\n",
       "  'state': 'FL',\n",
       "  'positive': 50,\n",
       "  'negative': 478,\n",
       "  'pending': 221,\n",
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       "  'death': 2,\n",
       "  'total': 749,\n",
       "  'hash': '491a3367b3dfa199f0e26c9d44d5e9ae68271e8d',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 528,\n",
       "  'fips': '12',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 177,\n",
       "  'positiveIncrease': 18,\n",
       "  'totalTestResultsIncrease': 195},\n",
       " {'date': 20200313,\n",
       "  'state': 'GA',\n",
       "  'positive': 42,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 1,\n",
       "  'total': 42,\n",
       "  'hash': '0c47b41c78a0d7e5638753d514fd48217d797ee7',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 42,\n",
       "  'fips': '13',\n",
       "  'deathIncrease': 1,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 11,\n",
       "  'totalTestResultsIncrease': 11},\n",
       " {'date': 20200313,\n",
       "  'state': 'HI',\n",
       "  'positive': 2,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 2,\n",
       "  'hash': '1da5c12c623f783ed63f8e76a97e6ab365b3adbc',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 2,\n",
       "  'fips': '15',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200313,\n",
       "  'state': 'IA',\n",
       "  'positive': 16,\n",
       "  'negative': 83,\n",
       "  'pending': 29,\n",
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       "  'total': 128,\n",
       "  'hash': 'e621cb716dcde6564f3724824bcf8096eec5d9c1',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 99,\n",
       "  'fips': '19',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 16,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 18},\n",
       " {'date': 20200313,\n",
       "  'state': 'ID',\n",
       "  'positive': 0,\n",
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       "  'pending': None,\n",
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       "  'death': None,\n",
       "  'total': 131,\n",
       "  'hash': '1d8684cd14d0313dbaa81660bec82292a1fce1d6',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 131,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 38,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 38},\n",
       " {'date': 20200313,\n",
       "  'state': 'IL',\n",
       "  'positive': 32,\n",
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       "  'hash': '461883b8199eaf634662f601c05b41b3e18fe33a',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 326,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 28,\n",
       "  'positiveIncrease': 7,\n",
       "  'totalTestResultsIncrease': 35},\n",
       " {'date': 20200313,\n",
       "  'state': 'IN',\n",
       "  'positive': 12,\n",
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       "  'total': 73,\n",
       "  'hash': '3766d3444af404c523fe7edbcb9b5c2a519aec44',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 73,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 9},\n",
       " {'date': 20200313,\n",
       "  'state': 'KS',\n",
       "  'positive': 6,\n",
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       "  'pending': None,\n",
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       "  'total': 99,\n",
       "  'hash': 'd0e909518146a45ff7512efa3271eaa4ecc11c6d',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 99,\n",
       "  'fips': '20',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 52,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 54},\n",
       " {'date': 20200313,\n",
       "  'state': 'KY',\n",
       "  'positive': 11,\n",
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       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 118,\n",
       "  'hash': '7cdd345aec45a908c338c5f4062255fc51f110d8',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 118,\n",
       "  'fips': '21',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 51,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 54},\n",
       " {'date': 20200313,\n",
       "  'state': 'LA',\n",
       "  'positive': 36,\n",
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       "  'hospitalized': None,\n",
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       "  'hash': '832588948acb3446737afba94c4edd73904428d7',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 73,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 22,\n",
       "  'totalTestResultsIncrease': 22},\n",
       " {'date': 20200313,\n",
       "  'state': 'MA',\n",
       "  'positive': 123,\n",
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       "  'death': None,\n",
       "  'total': 215,\n",
       "  'hash': '426b1970820631f04a7d65e0e18aaffc3a47090c',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 215,\n",
       "  'fips': '25',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 92,\n",
       "  'positiveIncrease': 28,\n",
       "  'totalTestResultsIncrease': 120},\n",
       " {'date': 20200313,\n",
       "  'state': 'MD',\n",
       "  'positive': 17,\n",
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       "  'hash': 'b56aeac4e8f356dcac64a0d52843c814a251f05d',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 111,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 5},\n",
       " {'date': 20200313,\n",
       "  'state': 'ME',\n",
       "  'positive': 3,\n",
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       "  'hash': '7a51a8b17f40d517221ac607f7a56415f218f17c',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 94,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 26,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 28},\n",
       " {'date': 20200313,\n",
       "  'state': 'MI',\n",
       "  'positive': 16,\n",
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       "  'total': 175,\n",
       "  'hash': '6973b799db4e83e65507a46a42ea898d409f00c0',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 149,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 42,\n",
       "  'positiveIncrease': 14,\n",
       "  'totalTestResultsIncrease': 56},\n",
       " {'date': 20200313,\n",
       "  'state': 'MN',\n",
       "  'positive': 14,\n",
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       "  'total': 555,\n",
       "  'hash': '91e872ee443fd8ef735a33ae4994b150c136052a',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 555,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 234,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 239},\n",
       " {'date': 20200313,\n",
       "  'state': 'MO',\n",
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       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 73,\n",
       "  'hash': '633aaf6e3395a0d0b72bee073d14f1e4da18eca5',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 73,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 7,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 8},\n",
       " {'date': 20200313,\n",
       "  'state': 'MS',\n",
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       "  'pending': None,\n",
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       "  'hash': 'ef242016ac83226fc4eb03bc6125342029dfc777',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 45,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 3},\n",
       " {'date': 20200313,\n",
       "  'state': 'MT',\n",
       "  'positive': 1,\n",
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       "  'pending': None,\n",
       "  'hospitalized': None,\n",
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       "  'total': 56,\n",
       "  'hash': '2a69fe2f771b46e3ae8a653ce5755b88601bc263',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 56,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
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       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 21},\n",
       " {'date': 20200313,\n",
       "  'state': 'NC',\n",
       "  'positive': 15,\n",
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       "  'hash': 'c700275ab15d48a60b537cb4fc2d7d8323de70af',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 101,\n",
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       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 26,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 29},\n",
       " {'date': 20200313,\n",
       "  'state': 'ND',\n",
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       "  'pending': 12,\n",
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       "  'death': 0,\n",
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       "  'hash': 'b20b1d83f9a3e786a607b37d1e0b4ef3a2047aa2',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 40,\n",
       "  'fips': '38',\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 27,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 27},\n",
       " {'date': 20200313,\n",
       "  'state': 'NE',\n",
       "  'positive': 13,\n",
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       "  'death': None,\n",
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       "  'hash': 'a0d08dcbb1511578b618a33f25baec51a9bf3cbf',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 93,\n",
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       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 3},\n",
       " {'date': 20200313,\n",
       "  'state': 'NH',\n",
       "  'positive': 6,\n",
       "  'negative': 94,\n",
       "  'pending': 21,\n",
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       "  'death': None,\n",
       "  'total': 121,\n",
       "  'hash': '117bbc4a52ef5545d06c52898fb136266d67f691',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 100,\n",
       "  'fips': '33',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200313,\n",
       "  'state': 'NJ',\n",
       "  'positive': 50,\n",
       "  'negative': 97,\n",
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       "  'death': 1,\n",
       "  'total': 227,\n",
       "  'hash': 'b90d62b34393a027ee7f3ccd42227a0e77f0ab5c',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       "  'deathIncrease': 0,\n",
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       " {'date': 20200313,\n",
       "  'state': 'NM',\n",
       "  'positive': 10,\n",
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       "  'pending': None,\n",
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       "  'hash': 'd9e474623956a3c6ed0224888ea2c6d47e9be670',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'NV',\n",
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       "  'hash': 'b299cfd2f427742fb174618244a60bd9c90fa3c3',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'NY',\n",
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       "  'hash': '6fda547acc42c002171b42fd6fa24d610c61477f',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'OH',\n",
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       "  'hash': 'd5c1f6f2e4f60bd45393776bd0e71881d51933c5',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'OK',\n",
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       "  'hash': '96c98a2ff7bdeea524fca0c78f1355707de41ac9',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'OR',\n",
       "  'positive': 30,\n",
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       "  'hash': '91187b9cabd3a4362d980d6683b1c0a7a4fb5b78',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'PA',\n",
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       "  'hash': '2f9345229ddc2b3812aa2760c51c07334c8dffc8',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
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       "  'hash': 'b09496b06ec0cfd5d111c8c09c28d4bce64896b2',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 57},\n",
       " {'date': 20200313,\n",
       "  'state': 'SC',\n",
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       "  'hash': 'a979c4e8dd2ea9c838357e1416c407e891565efa',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'SD',\n",
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       "  'hash': 'e105fb1f70a3b64dd65097b6dffd70f3439c9848',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'TN',\n",
       "  'positive': 26,\n",
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       "  'hash': '6a0574e9d2f0f863099b2fd26f02709cdc1fceb1',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'TX',\n",
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       "  'hash': '6ba646f648c240d15bcfd813a2d143b947fa011b',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'UT',\n",
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       "  'hash': 'a07f9cd34484d5b0cd789360097391ede0681dc7',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'VA',\n",
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       "  'hash': '6eda3d24261b2819a7b03c55340db402f8db57ad',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 13},\n",
       " {'date': 20200313,\n",
       "  'state': 'VT',\n",
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       "  'hash': 'e1e2d2e78fdbf14064a2098929950b3ce6d258c2',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'WA',\n",
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       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
       "  'totalTestResults': 4807,\n",
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       "  'positiveIncrease': 120,\n",
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       " {'date': 20200313,\n",
       "  'state': 'WI',\n",
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       "  'hash': 'a26905f9f8ac6ded6cf3537f227f8960b4424126',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
       "  'state': 'WV',\n",
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       "  'hash': '8b7a8a174c5615541bb0847d4c13890a9eace11a',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200313,\n",
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       "  'hash': '9ed041dd8934a5c7ef257fc92fcc2a7305cd5bfd',\n",
       "  'dateChecked': '2020-03-13T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'hash': '8daf9421252871e6d75524e4b0b12b514939224a',\n",
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       " {'date': 20200312,\n",
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       "  'hash': '06a25c23b36556f359a44e909789f1a31ee8c0ff',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
       "  'state': 'AZ',\n",
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       "  'hash': '77e54e131063ddef834402f52d2b39c747d160c6',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
       "  'state': 'CA',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'state': 'CO',\n",
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       "  'hash': '1f7ae207bd7b370645fa42b188849b10dad247d7',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 343,\n",
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       " {'date': 20200312,\n",
       "  'state': 'CT',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
       "  'state': 'DC',\n",
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       "  'hash': '9db3dec362806d3c56b1c27624b6fe270dc88ac7',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 6},\n",
       " {'date': 20200312,\n",
       "  'state': 'DE',\n",
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       "  'hash': 'd28e95fbac614ab9f60940ada5950d2d8c7a055d',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 9},\n",
       " {'date': 20200312,\n",
       "  'state': 'FL',\n",
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       "  'hash': '2f420995cc0163b805055ad6edbfcf85535792e0',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 333,\n",
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       "  'totalTestResultsIncrease': 4},\n",
       " {'date': 20200312,\n",
       "  'state': 'GA',\n",
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       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 31,\n",
       "  'hash': '8d1e3067b7fa265683c865fe6d2c57b574bb64b8',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 9},\n",
       " {'date': 20200312,\n",
       "  'state': 'HI',\n",
       "  'positive': 2,\n",
       "  'negative': None,\n",
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       "  'hospitalized': None,\n",
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       "  'hash': 'cda91923e4175a664ff00e6caf86becfc9cad6b3',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'state': 'IA',\n",
       "  'positive': 14,\n",
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       "  'hash': '1c2cb055cd0ead961274ef4b1ccf687e30577a06',\n",
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       " {'date': 20200312,\n",
       "  'state': 'ID',\n",
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       "  'hash': '16083b9798337fa039009cf70607c8dbfcaad317',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 93,\n",
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       " {'date': 20200312,\n",
       "  'state': 'IL',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
       "  'state': 'KS',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
       "  'state': 'LA',\n",
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       "  'hash': 'efc2f3ebb3e769ac3426fac04aea34ead64faf44',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 8},\n",
       " {'date': 20200312,\n",
       "  'state': 'MA',\n",
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       "  'hash': 'b532b476555282aedc45041a6c8b983037a328a7',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 95,\n",
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       " {'date': 20200312,\n",
       "  'state': 'MD',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'hash': '31f38c0d8a1056b29627e89984178c36d1ddaae5',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       " {'date': 20200312,\n",
       "  'state': 'MO',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       " {'date': 20200312,\n",
       "  'state': 'PA',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'negativeIncrease': 28,\n",
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       "  'totalTestResultsIncrease': 35},\n",
       " {'date': 20200312,\n",
       "  'state': 'RI',\n",
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       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 99,\n",
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       "  'totalTestResultsIncrease': 36},\n",
       " {'date': 20200312,\n",
       "  'state': 'SC',\n",
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       "  'hash': 'd59f943d0bb15aa3d04b28fb4d98daea75c33415',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 58,\n",
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       "  'totalTestResultsIncrease': 17},\n",
       " {'date': 20200312,\n",
       "  'state': 'SD',\n",
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       "  'hash': '13c14d453ee457f366cc26a9338c4bb1004f0149',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
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       "  'totalTestResultsIncrease': 17},\n",
       " {'date': 20200312,\n",
       "  'state': 'TN',\n",
       "  'positive': 18,\n",
       "  'negative': 79,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 97,\n",
       "  'hash': 'd33fbda921ff21e6fb5f56e2b9e363e2431f37de',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 97,\n",
       "  'fips': '47',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 29,\n",
       "  'positiveIncrease': 11,\n",
       "  'totalTestResultsIncrease': 40},\n",
       " {'date': 20200312,\n",
       "  'state': 'TX',\n",
       "  'positive': 23,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 23,\n",
       "  'hash': 'f5e2b12cb9f6c066924cb91cdaea2548ad0ca88c',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 23,\n",
       "  'fips': '48',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200312,\n",
       "  'state': 'UT',\n",
       "  'positive': 4,\n",
       "  'negative': 131,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 135,\n",
       "  'hash': '23ae89df714945b60edc3d77bfe4031b4b222be1',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 135,\n",
       "  'fips': '49',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 131,\n",
       "  'positiveIncrease': 2,\n",
       "  'totalTestResultsIncrease': 133},\n",
       " {'date': 20200312,\n",
       "  'state': 'VA',\n",
       "  'positive': 17,\n",
       "  'negative': 117,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 134,\n",
       "  'hash': '53e6c919c1f6eb34804aade2b1e718b7d1a852b9',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 134,\n",
       "  'fips': '51',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 57,\n",
       "  'positiveIncrease': 8,\n",
       "  'totalTestResultsIncrease': 65},\n",
       " {'date': 20200312,\n",
       "  'state': 'VT',\n",
       "  'positive': 2,\n",
       "  'negative': 97,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 99,\n",
       "  'hash': 'b8af9ba2abd78b916c59d16d7904f6d4f16dba5d',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 99,\n",
       "  'fips': '50',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 35,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 36},\n",
       " {'date': 20200312,\n",
       "  'state': 'WA',\n",
       "  'positive': 337,\n",
       "  'negative': 3037,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': 29,\n",
       "  'total': 3374,\n",
       "  'hash': '7490a6005cf6f2c790ce82aad27cde59d9abc1af',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 3374,\n",
       "  'fips': '53',\n",
       "  'deathIncrease': 5,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 862,\n",
       "  'positiveIncrease': 70,\n",
       "  'totalTestResultsIncrease': 932},\n",
       " {'date': 20200312,\n",
       "  'state': 'WI',\n",
       "  'positive': 8,\n",
       "  'negative': 84,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 92,\n",
       "  'hash': '6deb63a238ba9bd5cd4a1206c84982d831a31933',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 92,\n",
       "  'fips': '55',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 41,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 46},\n",
       " {'date': 20200312,\n",
       "  'state': 'WV',\n",
       "  'positive': 0,\n",
       "  'negative': 7,\n",
       "  'pending': 1,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 8,\n",
       "  'hash': '803dd127234f8023c6d4b996f3df5ef1420cb38b',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 7,\n",
       "  'fips': '54',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 4,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 4},\n",
       " {'date': 20200312,\n",
       "  'state': 'WY',\n",
       "  'positive': 1,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 1,\n",
       "  'hash': 'cbd715b6cd612e65820faf574259dac5926f6f87',\n",
       "  'dateChecked': '2020-03-12T20:00:00Z',\n",
       "  'totalTestResults': 1,\n",
       "  'fips': '56',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200311,\n",
       "  'state': 'AK',\n",
       "  'positive': 0,\n",
       "  'negative': 46,\n",
       "  'pending': 14,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 60,\n",
       "  'hash': 'de86778bd5dc4230b8859b659a11abe793590461',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 46,\n",
       "  'fips': '02',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 23,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 23},\n",
       " {'date': 20200311,\n",
       "  'state': 'AL',\n",
       "  'positive': 0,\n",
       "  'negative': 10,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 10,\n",
       "  'hash': '19465578826a31e9fd39c124bf882934566bda0d',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 10,\n",
       "  'fips': '01',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 10,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 10},\n",
       " {'date': 20200311,\n",
       "  'state': 'AR',\n",
       "  'positive': 0,\n",
       "  'negative': 12,\n",
       "  'pending': 14,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 26,\n",
       "  'hash': '1624d0ea46f32b3b22d45c39947f5a2d4cac2697',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 12,\n",
       "  'fips': '05',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " {'date': 20200311,\n",
       "  'state': 'AZ',\n",
       "  'positive': 9,\n",
       "  'negative': 59,\n",
       "  'pending': 32,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 100,\n",
       "  'hash': 'e36a81b5469b680ff54f9f2abfe0fc97f0597760',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 68,\n",
       "  'fips': '04',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 8,\n",
       "  'positiveIncrease': 3,\n",
       "  'totalTestResultsIncrease': 11},\n",
       " {'date': 20200311,\n",
       "  'state': 'CA',\n",
       "  'positive': 157,\n",
       "  'negative': 916,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 1073,\n",
       "  'hash': 'fe3ef695de003da99045661f649a0c17cd563577',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 1073,\n",
       "  'fips': '06',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 226,\n",
       "  'positiveIncrease': 24,\n",
       "  'totalTestResultsIncrease': 250},\n",
       " {'date': 20200311,\n",
       "  'state': 'CO',\n",
       "  'positive': 28,\n",
       "  'negative': 251,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 279,\n",
       "  'hash': 'e3ed906fefd1b5d0ffc40521a243df0940b4bd93',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 279,\n",
       "  'fips': '08',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 109,\n",
       "  'positiveIncrease': 16,\n",
       "  'totalTestResultsIncrease': 125},\n",
       " {'date': 20200311,\n",
       "  'state': 'CT',\n",
       "  'positive': 3,\n",
       "  'negative': 71,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 74,\n",
       "  'hash': 'af5022b77637cd3d37d0104509a15b8623a38809',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 74,\n",
       "  'fips': '09',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 17,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 18},\n",
       " {'date': 20200311,\n",
       "  'state': 'DC',\n",
       "  'positive': 4,\n",
       "  'negative': 20,\n",
       "  'pending': 15,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 39,\n",
       "  'hash': 'cb35fc66f2e69dc256a2b45b5e56d0c06218cdb4',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 24,\n",
       "  'fips': '11',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 3,\n",
       "  'positiveIncrease': -1,\n",
       "  'totalTestResultsIncrease': 2},\n",
       " {'date': 20200311,\n",
       "  'state': 'DE',\n",
       "  'positive': 1,\n",
       "  'negative': 17,\n",
       "  'pending': 2,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 20,\n",
       "  'hash': '3f52fcd64f5baf05f2b45dc50f9933b00d2a508c',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 18,\n",
       "  'fips': '10',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 1,\n",
       "  'totalTestResultsIncrease': 1},\n",
       " {'date': 20200311,\n",
       "  'state': 'FL',\n",
       "  'positive': 28,\n",
       "  'negative': 301,\n",
       "  'pending': 147,\n",
       "  'hospitalized': None,\n",
       "  'death': 2,\n",
       "  'total': 476,\n",
       "  'hash': 'bae462aa471a6aa17912ddd7886266d8d43fbd74',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 329,\n",
       "  'fips': '12',\n",
       "  'deathIncrease': 2,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 79,\n",
       "  'positiveIncrease': 9,\n",
       "  'totalTestResultsIncrease': 88},\n",
       " {'date': 20200311,\n",
       "  'state': 'GA',\n",
       "  'positive': 22,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 22,\n",
       "  'hash': '66dcb6cb17d0f6b87f51d9d17dc1b87a8090bfa9',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 22,\n",
       "  'fips': '13',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 5,\n",
       "  'totalTestResultsIncrease': 5},\n",
       " {'date': 20200311,\n",
       "  'state': 'HI',\n",
       "  'positive': 2,\n",
       "  'negative': None,\n",
       "  'pending': None,\n",
       "  'hospitalized': None,\n",
       "  'death': None,\n",
       "  'total': 2,\n",
       "  'hash': '2d1b51f7430eddabf27c1ef8adc576e701ca1efb',\n",
       "  'dateChecked': '2020-03-11T20:00:00Z',\n",
       "  'totalTestResults': 2,\n",
       "  'fips': '15',\n",
       "  'deathIncrease': 0,\n",
       "  'hospitalizedIncrease': 0,\n",
       "  'negativeIncrease': 0,\n",
       "  'positiveIncrease': 0,\n",
       "  'totalTestResultsIncrease': 0},\n",
       " ...]"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "testresponse.json()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>totalTestResultsIncrease</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AK</td>\n",
       "      <td>102.0</td>\n",
       "      <td>3232.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
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       "      <td>806.0</td>\n",
       "      <td>4184.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>2020-03-29T20:00:00Z</td>\n",
       "      <td>4990</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>110.0</td>\n",
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       "    <tr>\n",
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       "      <td>426.0</td>\n",
       "      <td>3027.0</td>\n",
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       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3453</td>\n",
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       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>111.0</td>\n",
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       "    <tr>\n",
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       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
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       "      <td>2020-03-29T20:00:00Z</td>\n",
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       "      <td>60</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AZ</td>\n",
       "      <td>919.0</td>\n",
       "      <td>12953.0</td>\n",
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       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
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       "      <td>13872</td>\n",
       "      <td>04</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5498.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5544.0</td>\n",
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       "      <td>3.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50</td>\n",
       "      <td>5b37d7f2e6aa9fb39e09270626674b16ce9b5182</td>\n",
       "      <td>2020-03-04T21:00:00Z</td>\n",
       "      <td>32</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>20200304</td>\n",
       "      <td>SC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
       "      <td>992c7ca6f8259ac7a323c0b92c27123c671f3773</td>\n",
       "      <td>2020-03-04T21:00:00Z</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>20200304</td>\n",
       "      <td>TX</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7be175c20e3c9485c14f9764bd90385842df19c3</td>\n",
       "      <td>2020-03-04T21:00:00Z</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>20200304</td>\n",
       "      <td>WA</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>36ea36bcf282dcc480c83b6f2561810b009bc951</td>\n",
       "      <td>2020-03-04T21:00:00Z</td>\n",
       "      <td>39</td>\n",
       "      <td>53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>20200304</td>\n",
       "      <td>WI</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>0f8cc0d051348c50905a5d5b43ba3c5e23897523</td>\n",
       "      <td>2020-03-04T21:00:00Z</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1317 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date state  positive  negative  pending  hospitalized  death  total  \\\n",
       "0     20200329    AK     102.0    3232.0      NaN           6.0    2.0   3334   \n",
       "1     20200329    AL     806.0    4184.0      NaN           NaN    4.0   4990   \n",
       "2     20200329    AR     426.0    3027.0      NaN          48.0    6.0   3453   \n",
       "3     20200329    AS       NaN       NaN      NaN           NaN    0.0      0   \n",
       "4     20200329    AZ     919.0   12953.0      NaN          78.0   17.0  13872   \n",
       "...        ...   ...       ...       ...      ...           ...    ...    ...   \n",
       "1312  20200304    OR       3.0      29.0     18.0           NaN    NaN     50   \n",
       "1313  20200304    SC       0.0       5.0      0.0           NaN    NaN      5   \n",
       "1314  20200304    TX       1.0       NaN      NaN           NaN    NaN      1   \n",
       "1315  20200304    WA      39.0       NaN      NaN           NaN    NaN     39   \n",
       "1316  20200304    WI       1.0      19.0      6.0           NaN    NaN     26   \n",
       "\n",
       "                                          hash           dateChecked  \\\n",
       "0     d4c0789e67f59e98176a9ea96200ed348161c6d4  2020-03-29T20:00:00Z   \n",
       "1     9dbf0b598d35897b1f6857899d0a834990f4ec51  2020-03-29T20:00:00Z   \n",
       "2     2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5  2020-03-29T20:00:00Z   \n",
       "3     f2050b47409f64a09bb4e959284c05d25eca8832  2020-03-29T20:00:00Z   \n",
       "4     14deca609d3762fb4b92807785e2b9c7015661e6  2020-03-29T20:00:00Z   \n",
       "...                                        ...                   ...   \n",
       "1312  5b37d7f2e6aa9fb39e09270626674b16ce9b5182  2020-03-04T21:00:00Z   \n",
       "1313  992c7ca6f8259ac7a323c0b92c27123c671f3773  2020-03-04T21:00:00Z   \n",
       "1314  7be175c20e3c9485c14f9764bd90385842df19c3  2020-03-04T21:00:00Z   \n",
       "1315  36ea36bcf282dcc480c83b6f2561810b009bc951  2020-03-04T21:00:00Z   \n",
       "1316  0f8cc0d051348c50905a5d5b43ba3c5e23897523  2020-03-04T21:00:00Z   \n",
       "\n",
       "      totalTestResults fips  deathIncrease  hospitalizedIncrease  \\\n",
       "0                 3334   02            0.0                   1.0   \n",
       "1                 4990   01            1.0                   0.0   \n",
       "2                 3453   05            1.0                   0.0   \n",
       "3                    0   60            0.0                   0.0   \n",
       "4                13872   04            2.0                  78.0   \n",
       "...                ...  ...            ...                   ...   \n",
       "1312                32   41            NaN                   NaN   \n",
       "1313                 5   45            NaN                   NaN   \n",
       "1314                 1   48            NaN                   NaN   \n",
       "1315                39   53            NaN                   NaN   \n",
       "1316                20   55            NaN                   NaN   \n",
       "\n",
       "      negativeIncrease  positiveIncrease  totalTestResultsIncrease  \n",
       "0                396.0              17.0                     413.0  \n",
       "1                  0.0             110.0                     110.0  \n",
       "2                 89.0              22.0                     111.0  \n",
       "3                  0.0               0.0                       0.0  \n",
       "4               5498.0              46.0                    5544.0  \n",
       "...                ...               ...                       ...  \n",
       "1312               NaN               NaN                       NaN  \n",
       "1313               NaN               NaN                       NaN  \n",
       "1314               NaN               NaN                       NaN  \n",
       "1315               NaN               NaN                       NaN  \n",
       "1316               NaN               NaN                       NaN  \n",
       "\n",
       "[1317 rows x 17 columns]"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tests = pd.DataFrame(testresponse.json())\n",
    "tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>state</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>pending</th>\n",
       "      <th>hospitalized</th>\n",
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       "      <th>fips</th>\n",
       "      <th>deathIncrease</th>\n",
       "      <th>hospitalizedIncrease</th>\n",
       "      <th>negativeIncrease</th>\n",
       "      <th>positiveIncrease</th>\n",
       "      <th>totalTestResultsIncrease</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AK</td>\n",
       "      <td>102.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AL</td>\n",
       "      <td>806.0</td>\n",
       "      <td>4184.0</td>\n",
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       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
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       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4990</td>\n",
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       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>110.0</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AR</td>\n",
       "      <td>426.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3453</td>\n",
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       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f2050b47409f64a09bb4e959284c05d25eca8832</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
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       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AZ</td>\n",
       "      <td>919.0</td>\n",
       "      <td>12953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
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       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13872</td>\n",
       "      <td>04</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5498.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5544.0</td>\n",
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       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
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       "      <th>1312</th>\n",
       "      <td>20200304</td>\n",
       "      <td>OR</td>\n",
       "      <td>3.0</td>\n",
       "      <td>29.0</td>\n",
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       "      <td>2020-03-04 21:00:00+00:00</td>\n",
       "      <td>32</td>\n",
       "      <td>41</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1313</th>\n",
       "      <td>20200304</td>\n",
       "      <td>SC</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5</td>\n",
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       "      <td>2020-03-04 21:00:00+00:00</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1314</th>\n",
       "      <td>20200304</td>\n",
       "      <td>TX</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1</td>\n",
       "      <td>7be175c20e3c9485c14f9764bd90385842df19c3</td>\n",
       "      <td>2020-03-04 21:00:00+00:00</td>\n",
       "      <td>1</td>\n",
       "      <td>48</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1315</th>\n",
       "      <td>20200304</td>\n",
       "      <td>WA</td>\n",
       "      <td>39.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>39</td>\n",
       "      <td>36ea36bcf282dcc480c83b6f2561810b009bc951</td>\n",
       "      <td>2020-03-04 21:00:00+00:00</td>\n",
       "      <td>39</td>\n",
       "      <td>53</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1316</th>\n",
       "      <td>20200304</td>\n",
       "      <td>WI</td>\n",
       "      <td>1.0</td>\n",
       "      <td>19.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>26</td>\n",
       "      <td>0f8cc0d051348c50905a5d5b43ba3c5e23897523</td>\n",
       "      <td>2020-03-04 21:00:00+00:00</td>\n",
       "      <td>20</td>\n",
       "      <td>55</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1317 rows × 17 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "          date state  positive  negative  pending  hospitalized  death  total  \\\n",
       "0     20200329    AK     102.0    3232.0      NaN           6.0    2.0   3334   \n",
       "1     20200329    AL     806.0    4184.0      NaN           NaN    4.0   4990   \n",
       "2     20200329    AR     426.0    3027.0      NaN          48.0    6.0   3453   \n",
       "3     20200329    AS       NaN       NaN      NaN           NaN    0.0      0   \n",
       "4     20200329    AZ     919.0   12953.0      NaN          78.0   17.0  13872   \n",
       "...        ...   ...       ...       ...      ...           ...    ...    ...   \n",
       "1312  20200304    OR       3.0      29.0     18.0           NaN    NaN     50   \n",
       "1313  20200304    SC       0.0       5.0      0.0           NaN    NaN      5   \n",
       "1314  20200304    TX       1.0       NaN      NaN           NaN    NaN      1   \n",
       "1315  20200304    WA      39.0       NaN      NaN           NaN    NaN     39   \n",
       "1316  20200304    WI       1.0      19.0      6.0           NaN    NaN     26   \n",
       "\n",
       "                                          hash               dateChecked  \\\n",
       "0     d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29 20:00:00+00:00   \n",
       "1     9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29 20:00:00+00:00   \n",
       "2     2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29 20:00:00+00:00   \n",
       "3     f2050b47409f64a09bb4e959284c05d25eca8832 2020-03-29 20:00:00+00:00   \n",
       "4     14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29 20:00:00+00:00   \n",
       "...                                        ...                       ...   \n",
       "1312  5b37d7f2e6aa9fb39e09270626674b16ce9b5182 2020-03-04 21:00:00+00:00   \n",
       "1313  992c7ca6f8259ac7a323c0b92c27123c671f3773 2020-03-04 21:00:00+00:00   \n",
       "1314  7be175c20e3c9485c14f9764bd90385842df19c3 2020-03-04 21:00:00+00:00   \n",
       "1315  36ea36bcf282dcc480c83b6f2561810b009bc951 2020-03-04 21:00:00+00:00   \n",
       "1316  0f8cc0d051348c50905a5d5b43ba3c5e23897523 2020-03-04 21:00:00+00:00   \n",
       "\n",
       "      totalTestResults fips  deathIncrease  hospitalizedIncrease  \\\n",
       "0                 3334   02            0.0                   1.0   \n",
       "1                 4990   01            1.0                   0.0   \n",
       "2                 3453   05            1.0                   0.0   \n",
       "3                    0   60            0.0                   0.0   \n",
       "4                13872   04            2.0                  78.0   \n",
       "...                ...  ...            ...                   ...   \n",
       "1312                32   41            NaN                   NaN   \n",
       "1313                 5   45            NaN                   NaN   \n",
       "1314                 1   48            NaN                   NaN   \n",
       "1315                39   53            NaN                   NaN   \n",
       "1316                20   55            NaN                   NaN   \n",
       "\n",
       "      negativeIncrease  positiveIncrease  totalTestResultsIncrease  \n",
       "0                396.0              17.0                     413.0  \n",
       "1                  0.0             110.0                     110.0  \n",
       "2                 89.0              22.0                     111.0  \n",
       "3                  0.0               0.0                       0.0  \n",
       "4               5498.0              46.0                    5544.0  \n",
       "...                ...               ...                       ...  \n",
       "1312               NaN               NaN                       NaN  \n",
       "1313               NaN               NaN                       NaN  \n",
       "1314               NaN               NaN                       NaN  \n",
       "1315               NaN               NaN                       NaN  \n",
       "1316               NaN               NaN                       NaN  \n",
       "\n",
       "[1317 rows x 17 columns]"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "tests['dateChecked'] = pd.to_datetime(tests['dateChecked'])\n",
    "tests"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>state</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>pending</th>\n",
       "      <th>hospitalized</th>\n",
       "      <th>death</th>\n",
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       "      <th>hash</th>\n",
       "      <th>dateChecked</th>\n",
       "      <th>totalTestResults</th>\n",
       "      <th>fips</th>\n",
       "      <th>deathIncrease</th>\n",
       "      <th>hospitalizedIncrease</th>\n",
       "      <th>negativeIncrease</th>\n",
       "      <th>positiveIncrease</th>\n",
       "      <th>totalTestResultsIncrease</th>\n",
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       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AK</td>\n",
       "      <td>102.0</td>\n",
       "      <td>3232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
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       "      <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3334</td>\n",
       "      <td>02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>396.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>413.0</td>\n",
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       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AL</td>\n",
       "      <td>806.0</td>\n",
       "      <td>4184.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4990</td>\n",
       "      <td>9dbf0b598d35897b1f6857899d0a834990f4ec51</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4990</td>\n",
       "      <td>01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>110.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AR</td>\n",
       "      <td>426.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>111.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AS</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0</td>\n",
       "      <td>f2050b47409f64a09bb4e959284c05d25eca8832</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>0</td>\n",
       "      <td>60</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AZ</td>\n",
       "      <td>919.0</td>\n",
       "      <td>12953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13872</td>\n",
       "      <td>14deca609d3762fb4b92807785e2b9c7015661e6</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13872</td>\n",
       "      <td>04</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5498.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5544.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20200329</td>\n",
       "      <td>CA</td>\n",
       "      <td>5708.0</td>\n",
       "      <td>20549.0</td>\n",
       "      <td>64400.0</td>\n",
       "      <td>1034.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>90657</td>\n",
       "      <td>c364ec885909accfd4baf8e2d329903900870ba9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>26257</td>\n",
       "      <td>06</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>1065.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20200329</td>\n",
       "      <td>CO</td>\n",
       "      <td>2061.0</td>\n",
       "      <td>11215.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>274.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13276</td>\n",
       "      <td>10769183d6c8ae4f67d7694c1e90e053315457ad</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13276</td>\n",
       "      <td>08</td>\n",
       "      <td>13.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1273.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1600.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20200329</td>\n",
       "      <td>CT</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>9907.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>404.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>11900</td>\n",
       "      <td>a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11900</td>\n",
       "      <td>09</td>\n",
       "      <td>7.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>2798.0</td>\n",
       "      <td>702.0</td>\n",
       "      <td>3500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>20200329</td>\n",
       "      <td>DC</td>\n",
       "      <td>342.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2812</td>\n",
       "      <td>951af61bdce7b51bbfb818f7d11e3865a59e31ae</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2811</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>296.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>20200329</td>\n",
       "      <td>DE</td>\n",
       "      <td>232.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>268</td>\n",
       "      <td>ba8edd92448c4db2b977c3e519df1d6421968cd1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>268</td>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>20200329</td>\n",
       "      <td>FL</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>39070.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>594.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>43316</td>\n",
       "      <td>8ce3ce4c8ee42dd4925356994534079c50bc67ca</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>43316</td>\n",
       "      <td>12</td>\n",
       "      <td>2.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>3704.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>4187.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20200329</td>\n",
       "      <td>GA</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>9913.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12564</td>\n",
       "      <td>7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12564</td>\n",
       "      <td>13</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>1513.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>20200329</td>\n",
       "      <td>GU</td>\n",
       "      <td>56.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>390</td>\n",
       "      <td>c375c6bdc73751dd51ba6d5889c9e84d53303510</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>390</td>\n",
       "      <td>66</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>20200329</td>\n",
       "      <td>HI</td>\n",
       "      <td>151.0</td>\n",
       "      <td>6849.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7004</td>\n",
       "      <td>f9ea13c2d669a5af5e440577fd13339db609c58d</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>7000</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2523.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>20200329</td>\n",
       "      <td>IA</td>\n",
       "      <td>336.0</td>\n",
       "      <td>5013.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5349</td>\n",
       "      <td>0e8a6c975f6cdda9eb1f68596e52293afbfba37e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5349</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>676.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20200329</td>\n",
       "      <td>ID</td>\n",
       "      <td>261.0</td>\n",
       "      <td>4021.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4282</td>\n",
       "      <td>e58918bfa4321b0a6884b02c3ff7761ec4778e6b</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4282</td>\n",
       "      <td>16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>710.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20200329</td>\n",
       "      <td>IL</td>\n",
       "      <td>4596.0</td>\n",
       "      <td>23166.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>27762</td>\n",
       "      <td>e6e6b00bdc70ca71fc14b3056568dfc40097d750</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27762</td>\n",
       "      <td>17</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>2271.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20200329</td>\n",
       "      <td>IN</td>\n",
       "      <td>1514.0</td>\n",
       "      <td>8316.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>9830</td>\n",
       "      <td>659e4aad9785c14cf15e898f481aebda271e73e3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9830</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1141.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>1423.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20200329</td>\n",
       "      <td>KS</td>\n",
       "      <td>319.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4513</td>\n",
       "      <td>be3c8cd4ff2e10e3092723512f8ea5a03ec9d486</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4513</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>523.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>581.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20200329</td>\n",
       "      <td>KY</td>\n",
       "      <td>394.0</td>\n",
       "      <td>5147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5541</td>\n",
       "      <td>563d46bc3630e17fd60499a2115df267a8645ae0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5541</td>\n",
       "      <td>21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>418.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20200329</td>\n",
       "      <td>LA</td>\n",
       "      <td>3540.0</td>\n",
       "      <td>24331.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>27871</td>\n",
       "      <td>38b4d0f6b224b46b63a1c01841b1d1385a2a3742</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27871</td>\n",
       "      <td>22</td>\n",
       "      <td>14.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2485.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>2710.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MA</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>34111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>399.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>39066</td>\n",
       "      <td>85320d5eb34b32da6ffe44dfb937835574a335a1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>39066</td>\n",
       "      <td>25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3319.0</td>\n",
       "      <td>698.0</td>\n",
       "      <td>4017.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MD</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>12354.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>277.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13593</td>\n",
       "      <td>b017ab05576951a20e7c57f1faf56b614bc443f1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13593</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>1085.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20200329</td>\n",
       "      <td>ME</td>\n",
       "      <td>253.0</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3647</td>\n",
       "      <td>2e6f8d654325315d3ff90837e0355efb83712cdb</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3647</td>\n",
       "      <td>23</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>42.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MI</td>\n",
       "      <td>5486.0</td>\n",
       "      <td>11893.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132.0</td>\n",
       "      <td>17379</td>\n",
       "      <td>25fd0b3fada36382067e735f2ea785fcbb58376a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17379</td>\n",
       "      <td>26</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2784.0</td>\n",
       "      <td>1829.0</td>\n",
       "      <td>4613.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MN</td>\n",
       "      <td>503.0</td>\n",
       "      <td>17154.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>17657</td>\n",
       "      <td>a7684a9182a0b32142849036fecf82ec7701d8a3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17657</td>\n",
       "      <td>27</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1466.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1528.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MO</td>\n",
       "      <td>838.0</td>\n",
       "      <td>11547.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12385</td>\n",
       "      <td>228bc579fa237f56c7e55fd2dd8f9bfe9d410b20</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12385</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1465.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MP</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>8499fa1ff060f43b78b442e20c46c95495534385</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MS</td>\n",
       "      <td>758.0</td>\n",
       "      <td>2560.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3318</td>\n",
       "      <td>daa6037b61ae96e6c2526a155139e7e732cd0368</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3318</td>\n",
       "      <td>28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MT</td>\n",
       "      <td>154.0</td>\n",
       "      <td>4143.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4297</td>\n",
       "      <td>d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4297</td>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>912.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NC</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>17905.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18945</td>\n",
       "      <td>94c103bb6dc3385d5a5f366a0913180f83223df8</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>18945</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1313.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1418.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>20200329</td>\n",
       "      <td>ND</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3355.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>561.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NE</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2080</td>\n",
       "      <td>44e85c9c9b448faa6a1b8a6af39c84820610bff0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2076</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NH</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4524.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5023</td>\n",
       "      <td>5602e725da5424f5efebbaa8e3b8ac7c71a21d53</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4738</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>868.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>895.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NJ</td>\n",
       "      <td>13386.0</td>\n",
       "      <td>22216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.0</td>\n",
       "      <td>35602</td>\n",
       "      <td>5e0cce3ce15a05bc385736f7f690e041feb4f2d9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>35602</td>\n",
       "      <td>34</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>2262.0</td>\n",
       "      <td>5092.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NM</td>\n",
       "      <td>237.0</td>\n",
       "      <td>10769.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11006</td>\n",
       "      <td>c76b9199e33fb36ea9e9509cce54c2ad94146dfd</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11006</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1573.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1619.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NV</td>\n",
       "      <td>738.0</td>\n",
       "      <td>8412.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9150</td>\n",
       "      <td>d0408e54d643518f6c0b61bd367061c20ea69327</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9150</td>\n",
       "      <td>32</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>628.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NY</td>\n",
       "      <td>59513.0</td>\n",
       "      <td>112847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12075.0</td>\n",
       "      <td>965.0</td>\n",
       "      <td>172360</td>\n",
       "      <td>ba807849425122f97cff754bfca452232a1e75ce</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>172360</td>\n",
       "      <td>36</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>9231.0</td>\n",
       "      <td>7195.0</td>\n",
       "      <td>16426.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>20200329</td>\n",
       "      <td>OH</td>\n",
       "      <td>1653.0</td>\n",
       "      <td>19012.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>20665</td>\n",
       "      <td>bf97498f0e2f4741137db5392baa1abf5648979f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20665</td>\n",
       "      <td>39</td>\n",
       "      <td>4.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>247.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>20200329</td>\n",
       "      <td>OK</td>\n",
       "      <td>429.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1634</td>\n",
       "      <td>43ef7985bd9555698d09d6a950875ade320286df</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1634</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>20200329</td>\n",
       "      <td>OR</td>\n",
       "      <td>548.0</td>\n",
       "      <td>10878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11426</td>\n",
       "      <td>ec860456b55d5a18391c8cbf2748ea02bf908fd2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11426</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1185.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1254.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>20200329</td>\n",
       "      <td>PA</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>30061.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>682.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>33455</td>\n",
       "      <td>ad1df7816ad6d19a996749d630bc38345291f26e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>33455</td>\n",
       "      <td>42</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4807.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>5450.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>20200329</td>\n",
       "      <td>PR</td>\n",
       "      <td>127.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1785</td>\n",
       "      <td>5b8d867a604216d7e456141b6f80f93183e22f2c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>968</td>\n",
       "      <td>72</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>129.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>20200329</td>\n",
       "      <td>RI</td>\n",
       "      <td>294.0</td>\n",
       "      <td>2541.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2835</td>\n",
       "      <td>a4d42dba093e9b91662dc7547081bffbecd06bef</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2835</td>\n",
       "      <td>44</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>326.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>20200329</td>\n",
       "      <td>SC</td>\n",
       "      <td>774.0</td>\n",
       "      <td>3015.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3789</td>\n",
       "      <td>b85a9aaa3da2d62f633714b4d08f409109f52bb4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3789</td>\n",
       "      <td>45</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>607.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>842.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>20200329</td>\n",
       "      <td>SD</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3127.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3218</td>\n",
       "      <td>2ecdd93c12093321637eb882b51f779ef2269d3a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3217</td>\n",
       "      <td>46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>535.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>557.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>20200329</td>\n",
       "      <td>TN</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>19037.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20574</td>\n",
       "      <td>c928e23a1549ab46b5a78ea8b86ea8fa727ca05f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20574</td>\n",
       "      <td>47</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2072.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>2236.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>20200329</td>\n",
       "      <td>TX</td>\n",
       "      <td>2552.0</td>\n",
       "      <td>23208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>25760</td>\n",
       "      <td>38db35dbc7abd19b31e25fa9eaa4165ad5eece4a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>25760</td>\n",
       "      <td>48</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>500.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>20200329</td>\n",
       "      <td>UT</td>\n",
       "      <td>719.0</td>\n",
       "      <td>13274.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13993</td>\n",
       "      <td>7da47dee17adc7161be7aeefa3d507b3bc735edf</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13993</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2564.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>2681.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>20200329</td>\n",
       "      <td>VA</td>\n",
       "      <td>890.0</td>\n",
       "      <td>9719.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10609</td>\n",
       "      <td>66ebeae58d1a5e123904bd7f39d840dbe24449c2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>10609</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>1443.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>20200329</td>\n",
       "      <td>VI</td>\n",
       "      <td>23.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>183</td>\n",
       "      <td>15a59f27f2acd69bd9c1e95a02de01c044339d2f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>146</td>\n",
       "      <td>78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>20200329</td>\n",
       "      <td>VT</td>\n",
       "      <td>235.0</td>\n",
       "      <td>3466.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3701</td>\n",
       "      <td>90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3701</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1327.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WA</td>\n",
       "      <td>4310.0</td>\n",
       "      <td>54896.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>59206</td>\n",
       "      <td>02bb082a97f1ddda79562a855dd090e632e2e5e9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>59206</td>\n",
       "      <td>53</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5881.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>6468.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WI</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>16550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17662</td>\n",
       "      <td>2cd5d65e6cf10a667f00fe96ffd78eb850713129</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17662</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1441.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WV</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2818</td>\n",
       "      <td>626ca2fdd89b005a3d3b606376e4ac5fd2a4772c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2818</td>\n",
       "      <td>54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>391.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WY</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1640</td>\n",
       "      <td>e6365afc2c29afd4168c8d82cd57312427281140</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1640</td>\n",
       "      <td>56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>83.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date state  positive  negative  pending  hospitalized  death   total  \\\n",
       "0   20200329    AK     102.0    3232.0      NaN           6.0    2.0    3334   \n",
       "1   20200329    AL     806.0    4184.0      NaN           NaN    4.0    4990   \n",
       "2   20200329    AR     426.0    3027.0      NaN          48.0    6.0    3453   \n",
       "3   20200329    AS       NaN       NaN      NaN           NaN    0.0       0   \n",
       "4   20200329    AZ     919.0   12953.0      NaN          78.0   17.0   13872   \n",
       "5   20200329    CA    5708.0   20549.0  64400.0        1034.0  123.0   90657   \n",
       "6   20200329    CO    2061.0   11215.0      NaN         274.0   44.0   13276   \n",
       "7   20200329    CT    1993.0    9907.0      NaN         404.0   34.0   11900   \n",
       "8   20200329    DC     342.0    2469.0      1.0           NaN    5.0    2812   \n",
       "9   20200329    DE     232.0      36.0      NaN          33.0    6.0     268   \n",
       "10  20200329    FL    4246.0   39070.0      NaN         594.0   56.0   43316   \n",
       "11  20200329    GA    2651.0    9913.0      NaN         666.0   80.0   12564   \n",
       "12  20200329    GU      56.0     334.0      NaN          15.0    1.0     390   \n",
       "13  20200329    HI     151.0    6849.0      4.0          12.0    0.0    7004   \n",
       "14  20200329    IA     336.0    5013.0      NaN          68.0    4.0    5349   \n",
       "15  20200329    ID     261.0    4021.0      NaN          36.0    5.0    4282   \n",
       "16  20200329    IL    4596.0   23166.0      NaN           NaN   65.0   27762   \n",
       "17  20200329    IN    1514.0    8316.0      NaN           NaN   32.0    9830   \n",
       "18  20200329    KS     319.0    4194.0      NaN          55.0    6.0    4513   \n",
       "19  20200329    KY     394.0    5147.0      NaN           NaN    9.0    5541   \n",
       "20  20200329    LA    3540.0   24331.0      NaN        1127.0  151.0   27871   \n",
       "21  20200329    MA    4955.0   34111.0      NaN         399.0   48.0   39066   \n",
       "22  20200329    MD    1239.0   12354.0      NaN         277.0   10.0   13593   \n",
       "23  20200329    ME     253.0    3394.0      NaN           NaN    3.0    3647   \n",
       "24  20200329    MI    5486.0   11893.0      NaN           NaN  132.0   17379   \n",
       "25  20200329    MN     503.0   17154.0      NaN          75.0    9.0   17657   \n",
       "26  20200329    MO     838.0   11547.0      NaN           NaN   10.0   12385   \n",
       "27  20200329    MP       2.0       NaN      NaN           NaN    NaN       2   \n",
       "28  20200329    MS     758.0    2560.0      NaN         235.0   14.0    3318   \n",
       "29  20200329    MT     154.0    4143.0      NaN           8.0    1.0    4297   \n",
       "30  20200329    NC    1040.0   17905.0      NaN          91.0    4.0   18945   \n",
       "31  20200329    ND      98.0    3355.0      NaN          17.0    1.0    3453   \n",
       "32  20200329    NE     108.0    1968.0      4.0           NaN    2.0    2080   \n",
       "33  20200329    NH     214.0    4524.0    285.0          33.0    2.0    5023   \n",
       "34  20200329    NJ   13386.0   22216.0      NaN           NaN  161.0   35602   \n",
       "35  20200329    NM     237.0   10769.0      NaN          19.0    2.0   11006   \n",
       "36  20200329    NV     738.0    8412.0      NaN           NaN   14.0    9150   \n",
       "37  20200329    NY   59513.0  112847.0      NaN       12075.0  965.0  172360   \n",
       "38  20200329    OH    1653.0   19012.0      NaN         403.0   29.0   20665   \n",
       "39  20200329    OK     429.0    1205.0      NaN         140.0   16.0    1634   \n",
       "40  20200329    OR     548.0   10878.0      NaN         129.0   13.0   11426   \n",
       "41  20200329    PA    3394.0   30061.0      NaN         682.0   38.0   33455   \n",
       "42  20200329    PR     127.0     841.0    817.0           NaN    5.0    1785   \n",
       "43  20200329    RI     294.0    2541.0      NaN          35.0    3.0    2835   \n",
       "44  20200329    SC     774.0    3015.0      NaN         129.0   16.0    3789   \n",
       "45  20200329    SD      90.0    3127.0      1.0           NaN    1.0    3218   \n",
       "46  20200329    TN    1537.0   19037.0      NaN         133.0    7.0   20574   \n",
       "47  20200329    TX    2552.0   23208.0      NaN           NaN   34.0   25760   \n",
       "48  20200329    UT     719.0   13274.0      NaN           NaN    2.0   13993   \n",
       "49  20200329    VA     890.0    9719.0      NaN         112.0   22.0   10609   \n",
       "50  20200329    VI      23.0     123.0     37.0           NaN    NaN     183   \n",
       "51  20200329    VT     235.0    3466.0      NaN          18.0   12.0    3701   \n",
       "52  20200329    WA    4310.0   54896.0      NaN         254.0  189.0   59206   \n",
       "53  20200329    WI    1112.0   16550.0      NaN           NaN   13.0   17662   \n",
       "54  20200329    WV     113.0    2705.0      0.0           1.0    0.0    2818   \n",
       "55  20200329    WY      86.0    1554.0      NaN          15.0    0.0    1640   \n",
       "\n",
       "                                        hash               dateChecked  \\\n",
       "0   d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29 20:00:00+00:00   \n",
       "1   9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29 20:00:00+00:00   \n",
       "2   2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29 20:00:00+00:00   \n",
       "3   f2050b47409f64a09bb4e959284c05d25eca8832 2020-03-29 20:00:00+00:00   \n",
       "4   14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29 20:00:00+00:00   \n",
       "5   c364ec885909accfd4baf8e2d329903900870ba9 2020-03-29 20:00:00+00:00   \n",
       "6   10769183d6c8ae4f67d7694c1e90e053315457ad 2020-03-29 20:00:00+00:00   \n",
       "7   a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e 2020-03-29 20:00:00+00:00   \n",
       "8   951af61bdce7b51bbfb818f7d11e3865a59e31ae 2020-03-29 20:00:00+00:00   \n",
       "9   ba8edd92448c4db2b977c3e519df1d6421968cd1 2020-03-29 20:00:00+00:00   \n",
       "10  8ce3ce4c8ee42dd4925356994534079c50bc67ca 2020-03-29 20:00:00+00:00   \n",
       "11  7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2 2020-03-29 20:00:00+00:00   \n",
       "12  c375c6bdc73751dd51ba6d5889c9e84d53303510 2020-03-29 20:00:00+00:00   \n",
       "13  f9ea13c2d669a5af5e440577fd13339db609c58d 2020-03-29 20:00:00+00:00   \n",
       "14  0e8a6c975f6cdda9eb1f68596e52293afbfba37e 2020-03-29 20:00:00+00:00   \n",
       "15  e58918bfa4321b0a6884b02c3ff7761ec4778e6b 2020-03-29 20:00:00+00:00   \n",
       "16  e6e6b00bdc70ca71fc14b3056568dfc40097d750 2020-03-29 20:00:00+00:00   \n",
       "17  659e4aad9785c14cf15e898f481aebda271e73e3 2020-03-29 20:00:00+00:00   \n",
       "18  be3c8cd4ff2e10e3092723512f8ea5a03ec9d486 2020-03-29 20:00:00+00:00   \n",
       "19  563d46bc3630e17fd60499a2115df267a8645ae0 2020-03-29 20:00:00+00:00   \n",
       "20  38b4d0f6b224b46b63a1c01841b1d1385a2a3742 2020-03-29 20:00:00+00:00   \n",
       "21  85320d5eb34b32da6ffe44dfb937835574a335a1 2020-03-29 20:00:00+00:00   \n",
       "22  b017ab05576951a20e7c57f1faf56b614bc443f1 2020-03-29 20:00:00+00:00   \n",
       "23  2e6f8d654325315d3ff90837e0355efb83712cdb 2020-03-29 20:00:00+00:00   \n",
       "24  25fd0b3fada36382067e735f2ea785fcbb58376a 2020-03-29 20:00:00+00:00   \n",
       "25  a7684a9182a0b32142849036fecf82ec7701d8a3 2020-03-29 20:00:00+00:00   \n",
       "26  228bc579fa237f56c7e55fd2dd8f9bfe9d410b20 2020-03-29 20:00:00+00:00   \n",
       "27  8499fa1ff060f43b78b442e20c46c95495534385 2020-03-29 20:00:00+00:00   \n",
       "28  daa6037b61ae96e6c2526a155139e7e732cd0368 2020-03-29 20:00:00+00:00   \n",
       "29  d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee 2020-03-29 20:00:00+00:00   \n",
       "30  94c103bb6dc3385d5a5f366a0913180f83223df8 2020-03-29 20:00:00+00:00   \n",
       "31  2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5 2020-03-29 20:00:00+00:00   \n",
       "32  44e85c9c9b448faa6a1b8a6af39c84820610bff0 2020-03-29 20:00:00+00:00   \n",
       "33  5602e725da5424f5efebbaa8e3b8ac7c71a21d53 2020-03-29 20:00:00+00:00   \n",
       "34  5e0cce3ce15a05bc385736f7f690e041feb4f2d9 2020-03-29 20:00:00+00:00   \n",
       "35  c76b9199e33fb36ea9e9509cce54c2ad94146dfd 2020-03-29 20:00:00+00:00   \n",
       "36  d0408e54d643518f6c0b61bd367061c20ea69327 2020-03-29 20:00:00+00:00   \n",
       "37  ba807849425122f97cff754bfca452232a1e75ce 2020-03-29 20:00:00+00:00   \n",
       "38  bf97498f0e2f4741137db5392baa1abf5648979f 2020-03-29 20:00:00+00:00   \n",
       "39  43ef7985bd9555698d09d6a950875ade320286df 2020-03-29 20:00:00+00:00   \n",
       "40  ec860456b55d5a18391c8cbf2748ea02bf908fd2 2020-03-29 20:00:00+00:00   \n",
       "41  ad1df7816ad6d19a996749d630bc38345291f26e 2020-03-29 20:00:00+00:00   \n",
       "42  5b8d867a604216d7e456141b6f80f93183e22f2c 2020-03-29 20:00:00+00:00   \n",
       "43  a4d42dba093e9b91662dc7547081bffbecd06bef 2020-03-29 20:00:00+00:00   \n",
       "44  b85a9aaa3da2d62f633714b4d08f409109f52bb4 2020-03-29 20:00:00+00:00   \n",
       "45  2ecdd93c12093321637eb882b51f779ef2269d3a 2020-03-29 20:00:00+00:00   \n",
       "46  c928e23a1549ab46b5a78ea8b86ea8fa727ca05f 2020-03-29 20:00:00+00:00   \n",
       "47  38db35dbc7abd19b31e25fa9eaa4165ad5eece4a 2020-03-29 20:00:00+00:00   \n",
       "48  7da47dee17adc7161be7aeefa3d507b3bc735edf 2020-03-29 20:00:00+00:00   \n",
       "49  66ebeae58d1a5e123904bd7f39d840dbe24449c2 2020-03-29 20:00:00+00:00   \n",
       "50  15a59f27f2acd69bd9c1e95a02de01c044339d2f 2020-03-29 20:00:00+00:00   \n",
       "51  90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e 2020-03-29 20:00:00+00:00   \n",
       "52  02bb082a97f1ddda79562a855dd090e632e2e5e9 2020-03-29 20:00:00+00:00   \n",
       "53  2cd5d65e6cf10a667f00fe96ffd78eb850713129 2020-03-29 20:00:00+00:00   \n",
       "54  626ca2fdd89b005a3d3b606376e4ac5fd2a4772c 2020-03-29 20:00:00+00:00   \n",
       "55  e6365afc2c29afd4168c8d82cd57312427281140 2020-03-29 20:00:00+00:00   \n",
       "\n",
       "    totalTestResults fips  deathIncrease  hospitalizedIncrease  \\\n",
       "0               3334   02            0.0                   1.0   \n",
       "1               4990   01            1.0                   0.0   \n",
       "2               3453   05            1.0                   0.0   \n",
       "3                  0   60            0.0                   0.0   \n",
       "4              13872   04            2.0                  78.0   \n",
       "5              26257   06           22.0                   0.0   \n",
       "6              13276   08           13.0                  35.0   \n",
       "7              11900   09            7.0                 231.0   \n",
       "8               2811   11            1.0                   0.0   \n",
       "9                268   10            3.0                   2.0   \n",
       "10             43316   12            2.0                  68.0   \n",
       "11             12564   13           11.0                  49.0   \n",
       "12               390   66            0.0                   0.0   \n",
       "13              7000   15            0.0                   4.0   \n",
       "14              5349   19            1.0                   7.0   \n",
       "15              4282   16            1.0                  11.0   \n",
       "16             27762   17           18.0                   0.0   \n",
       "17              9830   18            1.0                   0.0   \n",
       "18              4513   20            1.0                  28.0   \n",
       "19              5541   21            1.0                   0.0   \n",
       "20             27871   22           14.0                 200.0   \n",
       "21             39066   25            4.0                  49.0   \n",
       "22             13593   24            5.0                  51.0   \n",
       "23              3647   23            2.0                   0.0   \n",
       "24             17379   26           40.0                   0.0   \n",
       "25             17657   27            4.0                  18.0   \n",
       "26             12385   29            0.0                   0.0   \n",
       "27                 2   69            0.0                   0.0   \n",
       "28              3318   28            1.0                  16.0   \n",
       "29              4297   30            0.0                   1.0   \n",
       "30             18945   37            0.0                   4.0   \n",
       "31              3453   38            0.0                   1.0   \n",
       "32              2076   31            0.0                   0.0   \n",
       "33              4738   33            0.0                   3.0   \n",
       "34             35602   34           21.0                   0.0   \n",
       "35             11006   35            1.0                   2.0   \n",
       "36              9150   32            4.0                   0.0   \n",
       "37            172360   36          237.0                2021.0   \n",
       "38             20665   39            4.0                  59.0   \n",
       "39              1634   40            1.0                  14.0   \n",
       "40             11426   41            0.0                  12.0   \n",
       "41             33455   42            4.0                   0.0   \n",
       "42               968   72            2.0                   0.0   \n",
       "43              2835   44            3.0                   7.0   \n",
       "44              3789   45            3.0                   0.0   \n",
       "45              3217   46            0.0                   0.0   \n",
       "46             20574   47            1.0                  15.0   \n",
       "47             25760   48            7.0                   0.0   \n",
       "48             13993   49            0.0                   0.0   \n",
       "49             10609   51            5.0                  13.0   \n",
       "50               146   78            0.0                   0.0   \n",
       "51              3701   50            0.0                   0.0   \n",
       "52             59206   53           14.0                   0.0   \n",
       "53             17662   55            0.0                   0.0   \n",
       "54              2818   54            0.0                   0.0   \n",
       "55              1640   56            0.0                   1.0   \n",
       "\n",
       "    negativeIncrease  positiveIncrease  totalTestResultsIncrease  \n",
       "0              396.0              17.0                     413.0  \n",
       "1                0.0             110.0                     110.0  \n",
       "2               89.0              22.0                     111.0  \n",
       "3                0.0               0.0                       0.0  \n",
       "4             5498.0              46.0                    5544.0  \n",
       "5                0.0            1065.0                    1065.0  \n",
       "6             1273.0             327.0                    1600.0  \n",
       "7             2798.0             702.0                    3500.0  \n",
       "8              258.0              38.0                     296.0  \n",
       "9                0.0              18.0                      18.0  \n",
       "10            3704.0             483.0                    4187.0  \n",
       "11            1228.0             285.0                    1513.0  \n",
       "12              35.0               1.0                      36.0  \n",
       "13            2492.0              31.0                    2523.0  \n",
       "14             638.0              38.0                     676.0  \n",
       "15             679.0              31.0                     710.0  \n",
       "16            1166.0            1105.0                    2271.0  \n",
       "17            1141.0             282.0                    1423.0  \n",
       "18             523.0              58.0                     581.0  \n",
       "19             326.0              92.0                     418.0  \n",
       "20            2485.0             225.0                    2710.0  \n",
       "21            3319.0             698.0                    4017.0  \n",
       "22             838.0             247.0                    1085.0  \n",
       "23               0.0              42.0                      42.0  \n",
       "24            2784.0            1829.0                    4613.0  \n",
       "25            1466.0              62.0                    1528.0  \n",
       "26            1465.0               0.0                    1465.0  \n",
       "27               0.0               0.0                       0.0  \n",
       "28               0.0              95.0                      95.0  \n",
       "29             887.0              25.0                     912.0  \n",
       "30            1313.0             105.0                    1418.0  \n",
       "31             546.0              15.0                     561.0  \n",
       "32              64.0              12.0                      76.0  \n",
       "33             868.0              27.0                     895.0  \n",
       "34            2830.0            2262.0                    5092.0  \n",
       "35            1573.0              46.0                    1619.0  \n",
       "36             511.0             117.0                     628.0  \n",
       "37            9231.0            7195.0                   16426.0  \n",
       "38               0.0             247.0                     247.0  \n",
       "39              25.0              52.0                      77.0  \n",
       "40            1185.0              69.0                    1254.0  \n",
       "41            4807.0             643.0                    5450.0  \n",
       "42             102.0              27.0                     129.0  \n",
       "43             235.0              91.0                     326.0  \n",
       "44             607.0             235.0                     842.0  \n",
       "45             535.0              22.0                     557.0  \n",
       "46            2072.0             164.0                    2236.0  \n",
       "47               0.0             500.0                     500.0  \n",
       "48            2564.0             117.0                    2681.0  \n",
       "49            1292.0             151.0                    1443.0  \n",
       "50              17.0               1.0                      18.0  \n",
       "51            1303.0              24.0                    1327.0  \n",
       "52            5881.0             587.0                    6468.0  \n",
       "53            1318.0             123.0                    1441.0  \n",
       "54             374.0              17.0                     391.0  \n",
       "55              79.0               4.0                      83.0  "
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latest = tests.loc[tests.groupby('state').dateChecked.idxmax()]\n",
    "latest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>state</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>pending</th>\n",
       "      <th>hospitalized</th>\n",
       "      <th>death</th>\n",
       "      <th>total</th>\n",
       "      <th>hash</th>\n",
       "      <th>dateChecked</th>\n",
       "      <th>totalTestResults</th>\n",
       "      <th>fips</th>\n",
       "      <th>deathIncrease</th>\n",
       "      <th>hospitalizedIncrease</th>\n",
       "      <th>negativeIncrease</th>\n",
       "      <th>positiveIncrease</th>\n",
       "      <th>totalTestResultsIncrease</th>\n",
       "      <th>posrate</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AK</td>\n",
       "      <td>102.0</td>\n",
       "      <td>3232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3334</td>\n",
       "      <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3334</td>\n",
       "      <td>02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>396.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>0.030594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AL</td>\n",
       "      <td>806.0</td>\n",
       "      <td>4184.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4990</td>\n",
       "      <td>9dbf0b598d35897b1f6857899d0a834990f4ec51</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4990</td>\n",
       "      <td>01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.161523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AR</td>\n",
       "      <td>426.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.123371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20200329</td>\n",
       "      <td>AZ</td>\n",
       "      <td>919.0</td>\n",
       "      <td>12953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13872</td>\n",
       "      <td>14deca609d3762fb4b92807785e2b9c7015661e6</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13872</td>\n",
       "      <td>04</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5498.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5544.0</td>\n",
       "      <td>0.066249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>20200329</td>\n",
       "      <td>CA</td>\n",
       "      <td>5708.0</td>\n",
       "      <td>20549.0</td>\n",
       "      <td>64400.0</td>\n",
       "      <td>1034.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>90657</td>\n",
       "      <td>c364ec885909accfd4baf8e2d329903900870ba9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>26257</td>\n",
       "      <td>06</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0.062963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>20200329</td>\n",
       "      <td>CO</td>\n",
       "      <td>2061.0</td>\n",
       "      <td>11215.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>274.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13276</td>\n",
       "      <td>10769183d6c8ae4f67d7694c1e90e053315457ad</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13276</td>\n",
       "      <td>08</td>\n",
       "      <td>13.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1273.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>0.155243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>20200329</td>\n",
       "      <td>CT</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>9907.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>404.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>11900</td>\n",
       "      <td>a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11900</td>\n",
       "      <td>09</td>\n",
       "      <td>7.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>2798.0</td>\n",
       "      <td>702.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>0.167479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>20200329</td>\n",
       "      <td>DC</td>\n",
       "      <td>342.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2812</td>\n",
       "      <td>951af61bdce7b51bbfb818f7d11e3865a59e31ae</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2811</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>0.121622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>20200329</td>\n",
       "      <td>DE</td>\n",
       "      <td>232.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>268</td>\n",
       "      <td>ba8edd92448c4db2b977c3e519df1d6421968cd1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>268</td>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.865672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>20200329</td>\n",
       "      <td>FL</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>39070.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>594.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>43316</td>\n",
       "      <td>8ce3ce4c8ee42dd4925356994534079c50bc67ca</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>43316</td>\n",
       "      <td>12</td>\n",
       "      <td>2.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>3704.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>4187.0</td>\n",
       "      <td>0.098024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>20200329</td>\n",
       "      <td>GA</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>9913.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12564</td>\n",
       "      <td>7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12564</td>\n",
       "      <td>13</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>0.211000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>20200329</td>\n",
       "      <td>GU</td>\n",
       "      <td>56.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>390</td>\n",
       "      <td>c375c6bdc73751dd51ba6d5889c9e84d53303510</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>390</td>\n",
       "      <td>66</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.143590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>20200329</td>\n",
       "      <td>HI</td>\n",
       "      <td>151.0</td>\n",
       "      <td>6849.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7004</td>\n",
       "      <td>f9ea13c2d669a5af5e440577fd13339db609c58d</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>7000</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2523.0</td>\n",
       "      <td>0.021559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>20200329</td>\n",
       "      <td>IA</td>\n",
       "      <td>336.0</td>\n",
       "      <td>5013.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5349</td>\n",
       "      <td>0e8a6c975f6cdda9eb1f68596e52293afbfba37e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5349</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>676.0</td>\n",
       "      <td>0.062815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>20200329</td>\n",
       "      <td>ID</td>\n",
       "      <td>261.0</td>\n",
       "      <td>4021.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4282</td>\n",
       "      <td>e58918bfa4321b0a6884b02c3ff7761ec4778e6b</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4282</td>\n",
       "      <td>16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>0.060953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>20200329</td>\n",
       "      <td>IL</td>\n",
       "      <td>4596.0</td>\n",
       "      <td>23166.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>27762</td>\n",
       "      <td>e6e6b00bdc70ca71fc14b3056568dfc40097d750</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27762</td>\n",
       "      <td>17</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>2271.0</td>\n",
       "      <td>0.165550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>20200329</td>\n",
       "      <td>IN</td>\n",
       "      <td>1514.0</td>\n",
       "      <td>8316.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>9830</td>\n",
       "      <td>659e4aad9785c14cf15e898f481aebda271e73e3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9830</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1141.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>1423.0</td>\n",
       "      <td>0.154018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>20200329</td>\n",
       "      <td>KS</td>\n",
       "      <td>319.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4513</td>\n",
       "      <td>be3c8cd4ff2e10e3092723512f8ea5a03ec9d486</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4513</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>523.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>581.0</td>\n",
       "      <td>0.070685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>20200329</td>\n",
       "      <td>KY</td>\n",
       "      <td>394.0</td>\n",
       "      <td>5147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5541</td>\n",
       "      <td>563d46bc3630e17fd60499a2115df267a8645ae0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5541</td>\n",
       "      <td>21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>0.071106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>20200329</td>\n",
       "      <td>LA</td>\n",
       "      <td>3540.0</td>\n",
       "      <td>24331.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>27871</td>\n",
       "      <td>38b4d0f6b224b46b63a1c01841b1d1385a2a3742</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27871</td>\n",
       "      <td>22</td>\n",
       "      <td>14.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2485.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>0.127014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MA</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>34111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>399.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>39066</td>\n",
       "      <td>85320d5eb34b32da6ffe44dfb937835574a335a1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>39066</td>\n",
       "      <td>25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3319.0</td>\n",
       "      <td>698.0</td>\n",
       "      <td>4017.0</td>\n",
       "      <td>0.126837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MD</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>12354.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>277.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13593</td>\n",
       "      <td>b017ab05576951a20e7c57f1faf56b614bc443f1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13593</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>1085.0</td>\n",
       "      <td>0.091150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>20200329</td>\n",
       "      <td>ME</td>\n",
       "      <td>253.0</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3647</td>\n",
       "      <td>2e6f8d654325315d3ff90837e0355efb83712cdb</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3647</td>\n",
       "      <td>23</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.069372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MI</td>\n",
       "      <td>5486.0</td>\n",
       "      <td>11893.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132.0</td>\n",
       "      <td>17379</td>\n",
       "      <td>25fd0b3fada36382067e735f2ea785fcbb58376a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17379</td>\n",
       "      <td>26</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2784.0</td>\n",
       "      <td>1829.0</td>\n",
       "      <td>4613.0</td>\n",
       "      <td>0.315668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MN</td>\n",
       "      <td>503.0</td>\n",
       "      <td>17154.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>17657</td>\n",
       "      <td>a7684a9182a0b32142849036fecf82ec7701d8a3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17657</td>\n",
       "      <td>27</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1466.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1528.0</td>\n",
       "      <td>0.028487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MO</td>\n",
       "      <td>838.0</td>\n",
       "      <td>11547.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12385</td>\n",
       "      <td>228bc579fa237f56c7e55fd2dd8f9bfe9d410b20</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12385</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>0.067662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MP</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>8499fa1ff060f43b78b442e20c46c95495534385</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MS</td>\n",
       "      <td>758.0</td>\n",
       "      <td>2560.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3318</td>\n",
       "      <td>daa6037b61ae96e6c2526a155139e7e732cd0368</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3318</td>\n",
       "      <td>28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.228451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>20200329</td>\n",
       "      <td>MT</td>\n",
       "      <td>154.0</td>\n",
       "      <td>4143.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4297</td>\n",
       "      <td>d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4297</td>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>0.035839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NC</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>17905.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18945</td>\n",
       "      <td>94c103bb6dc3385d5a5f366a0913180f83223df8</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>18945</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1313.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1418.0</td>\n",
       "      <td>0.054896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>20200329</td>\n",
       "      <td>ND</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3355.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>561.0</td>\n",
       "      <td>0.028381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NE</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2080</td>\n",
       "      <td>44e85c9c9b448faa6a1b8a6af39c84820610bff0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2076</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.051923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NH</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4524.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5023</td>\n",
       "      <td>5602e725da5424f5efebbaa8e3b8ac7c71a21d53</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4738</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>868.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>895.0</td>\n",
       "      <td>0.042604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NJ</td>\n",
       "      <td>13386.0</td>\n",
       "      <td>22216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.0</td>\n",
       "      <td>35602</td>\n",
       "      <td>5e0cce3ce15a05bc385736f7f690e041feb4f2d9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>35602</td>\n",
       "      <td>34</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>2262.0</td>\n",
       "      <td>5092.0</td>\n",
       "      <td>0.375990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NM</td>\n",
       "      <td>237.0</td>\n",
       "      <td>10769.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11006</td>\n",
       "      <td>c76b9199e33fb36ea9e9509cce54c2ad94146dfd</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11006</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1573.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1619.0</td>\n",
       "      <td>0.021534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NV</td>\n",
       "      <td>738.0</td>\n",
       "      <td>8412.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9150</td>\n",
       "      <td>d0408e54d643518f6c0b61bd367061c20ea69327</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9150</td>\n",
       "      <td>32</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>0.080656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>20200329</td>\n",
       "      <td>NY</td>\n",
       "      <td>59513.0</td>\n",
       "      <td>112847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12075.0</td>\n",
       "      <td>965.0</td>\n",
       "      <td>172360</td>\n",
       "      <td>ba807849425122f97cff754bfca452232a1e75ce</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>172360</td>\n",
       "      <td>36</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>9231.0</td>\n",
       "      <td>7195.0</td>\n",
       "      <td>16426.0</td>\n",
       "      <td>0.345283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>20200329</td>\n",
       "      <td>OH</td>\n",
       "      <td>1653.0</td>\n",
       "      <td>19012.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>20665</td>\n",
       "      <td>bf97498f0e2f4741137db5392baa1abf5648979f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20665</td>\n",
       "      <td>39</td>\n",
       "      <td>4.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>0.079990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>20200329</td>\n",
       "      <td>OK</td>\n",
       "      <td>429.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1634</td>\n",
       "      <td>43ef7985bd9555698d09d6a950875ade320286df</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1634</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.262546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>20200329</td>\n",
       "      <td>OR</td>\n",
       "      <td>548.0</td>\n",
       "      <td>10878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11426</td>\n",
       "      <td>ec860456b55d5a18391c8cbf2748ea02bf908fd2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11426</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1185.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>0.047961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>41</th>\n",
       "      <td>20200329</td>\n",
       "      <td>PA</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>30061.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>682.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>33455</td>\n",
       "      <td>ad1df7816ad6d19a996749d630bc38345291f26e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>33455</td>\n",
       "      <td>42</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4807.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>0.101450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>42</th>\n",
       "      <td>20200329</td>\n",
       "      <td>PR</td>\n",
       "      <td>127.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1785</td>\n",
       "      <td>5b8d867a604216d7e456141b6f80f93183e22f2c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>968</td>\n",
       "      <td>72</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>0.071148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>20200329</td>\n",
       "      <td>RI</td>\n",
       "      <td>294.0</td>\n",
       "      <td>2541.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2835</td>\n",
       "      <td>a4d42dba093e9b91662dc7547081bffbecd06bef</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2835</td>\n",
       "      <td>44</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>0.103704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>20200329</td>\n",
       "      <td>SC</td>\n",
       "      <td>774.0</td>\n",
       "      <td>3015.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3789</td>\n",
       "      <td>b85a9aaa3da2d62f633714b4d08f409109f52bb4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3789</td>\n",
       "      <td>45</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>607.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>842.0</td>\n",
       "      <td>0.204276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>45</th>\n",
       "      <td>20200329</td>\n",
       "      <td>SD</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3127.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3218</td>\n",
       "      <td>2ecdd93c12093321637eb882b51f779ef2269d3a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3217</td>\n",
       "      <td>46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>535.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>557.0</td>\n",
       "      <td>0.027968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>46</th>\n",
       "      <td>20200329</td>\n",
       "      <td>TN</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>19037.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20574</td>\n",
       "      <td>c928e23a1549ab46b5a78ea8b86ea8fa727ca05f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20574</td>\n",
       "      <td>47</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2072.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>2236.0</td>\n",
       "      <td>0.074706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>47</th>\n",
       "      <td>20200329</td>\n",
       "      <td>TX</td>\n",
       "      <td>2552.0</td>\n",
       "      <td>23208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>25760</td>\n",
       "      <td>38db35dbc7abd19b31e25fa9eaa4165ad5eece4a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>25760</td>\n",
       "      <td>48</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0.099068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>48</th>\n",
       "      <td>20200329</td>\n",
       "      <td>UT</td>\n",
       "      <td>719.0</td>\n",
       "      <td>13274.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13993</td>\n",
       "      <td>7da47dee17adc7161be7aeefa3d507b3bc735edf</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13993</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2564.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>2681.0</td>\n",
       "      <td>0.051383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>49</th>\n",
       "      <td>20200329</td>\n",
       "      <td>VA</td>\n",
       "      <td>890.0</td>\n",
       "      <td>9719.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10609</td>\n",
       "      <td>66ebeae58d1a5e123904bd7f39d840dbe24449c2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>10609</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>1443.0</td>\n",
       "      <td>0.083891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50</th>\n",
       "      <td>20200329</td>\n",
       "      <td>VI</td>\n",
       "      <td>23.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>183</td>\n",
       "      <td>15a59f27f2acd69bd9c1e95a02de01c044339d2f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>146</td>\n",
       "      <td>78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.125683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>51</th>\n",
       "      <td>20200329</td>\n",
       "      <td>VT</td>\n",
       "      <td>235.0</td>\n",
       "      <td>3466.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3701</td>\n",
       "      <td>90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3701</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>0.063496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WA</td>\n",
       "      <td>4310.0</td>\n",
       "      <td>54896.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>59206</td>\n",
       "      <td>02bb082a97f1ddda79562a855dd090e632e2e5e9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>59206</td>\n",
       "      <td>53</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5881.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>6468.0</td>\n",
       "      <td>0.072797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WI</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>16550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17662</td>\n",
       "      <td>2cd5d65e6cf10a667f00fe96ffd78eb850713129</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17662</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1441.0</td>\n",
       "      <td>0.062960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>54</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WV</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2818</td>\n",
       "      <td>626ca2fdd89b005a3d3b606376e4ac5fd2a4772c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2818</td>\n",
       "      <td>54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>391.0</td>\n",
       "      <td>0.040099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>55</th>\n",
       "      <td>20200329</td>\n",
       "      <td>WY</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1640</td>\n",
       "      <td>e6365afc2c29afd4168c8d82cd57312427281140</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1640</td>\n",
       "      <td>56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.052439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "        date state  positive  negative  pending  hospitalized  death   total  \\\n",
       "0   20200329    AK     102.0    3232.0      NaN           6.0    2.0    3334   \n",
       "1   20200329    AL     806.0    4184.0      NaN           NaN    4.0    4990   \n",
       "2   20200329    AR     426.0    3027.0      NaN          48.0    6.0    3453   \n",
       "4   20200329    AZ     919.0   12953.0      NaN          78.0   17.0   13872   \n",
       "5   20200329    CA    5708.0   20549.0  64400.0        1034.0  123.0   90657   \n",
       "6   20200329    CO    2061.0   11215.0      NaN         274.0   44.0   13276   \n",
       "7   20200329    CT    1993.0    9907.0      NaN         404.0   34.0   11900   \n",
       "8   20200329    DC     342.0    2469.0      1.0           NaN    5.0    2812   \n",
       "9   20200329    DE     232.0      36.0      NaN          33.0    6.0     268   \n",
       "10  20200329    FL    4246.0   39070.0      NaN         594.0   56.0   43316   \n",
       "11  20200329    GA    2651.0    9913.0      NaN         666.0   80.0   12564   \n",
       "12  20200329    GU      56.0     334.0      NaN          15.0    1.0     390   \n",
       "13  20200329    HI     151.0    6849.0      4.0          12.0    0.0    7004   \n",
       "14  20200329    IA     336.0    5013.0      NaN          68.0    4.0    5349   \n",
       "15  20200329    ID     261.0    4021.0      NaN          36.0    5.0    4282   \n",
       "16  20200329    IL    4596.0   23166.0      NaN           NaN   65.0   27762   \n",
       "17  20200329    IN    1514.0    8316.0      NaN           NaN   32.0    9830   \n",
       "18  20200329    KS     319.0    4194.0      NaN          55.0    6.0    4513   \n",
       "19  20200329    KY     394.0    5147.0      NaN           NaN    9.0    5541   \n",
       "20  20200329    LA    3540.0   24331.0      NaN        1127.0  151.0   27871   \n",
       "21  20200329    MA    4955.0   34111.0      NaN         399.0   48.0   39066   \n",
       "22  20200329    MD    1239.0   12354.0      NaN         277.0   10.0   13593   \n",
       "23  20200329    ME     253.0    3394.0      NaN           NaN    3.0    3647   \n",
       "24  20200329    MI    5486.0   11893.0      NaN           NaN  132.0   17379   \n",
       "25  20200329    MN     503.0   17154.0      NaN          75.0    9.0   17657   \n",
       "26  20200329    MO     838.0   11547.0      NaN           NaN   10.0   12385   \n",
       "27  20200329    MP       2.0       NaN      NaN           NaN    NaN       2   \n",
       "28  20200329    MS     758.0    2560.0      NaN         235.0   14.0    3318   \n",
       "29  20200329    MT     154.0    4143.0      NaN           8.0    1.0    4297   \n",
       "30  20200329    NC    1040.0   17905.0      NaN          91.0    4.0   18945   \n",
       "31  20200329    ND      98.0    3355.0      NaN          17.0    1.0    3453   \n",
       "32  20200329    NE     108.0    1968.0      4.0           NaN    2.0    2080   \n",
       "33  20200329    NH     214.0    4524.0    285.0          33.0    2.0    5023   \n",
       "34  20200329    NJ   13386.0   22216.0      NaN           NaN  161.0   35602   \n",
       "35  20200329    NM     237.0   10769.0      NaN          19.0    2.0   11006   \n",
       "36  20200329    NV     738.0    8412.0      NaN           NaN   14.0    9150   \n",
       "37  20200329    NY   59513.0  112847.0      NaN       12075.0  965.0  172360   \n",
       "38  20200329    OH    1653.0   19012.0      NaN         403.0   29.0   20665   \n",
       "39  20200329    OK     429.0    1205.0      NaN         140.0   16.0    1634   \n",
       "40  20200329    OR     548.0   10878.0      NaN         129.0   13.0   11426   \n",
       "41  20200329    PA    3394.0   30061.0      NaN         682.0   38.0   33455   \n",
       "42  20200329    PR     127.0     841.0    817.0           NaN    5.0    1785   \n",
       "43  20200329    RI     294.0    2541.0      NaN          35.0    3.0    2835   \n",
       "44  20200329    SC     774.0    3015.0      NaN         129.0   16.0    3789   \n",
       "45  20200329    SD      90.0    3127.0      1.0           NaN    1.0    3218   \n",
       "46  20200329    TN    1537.0   19037.0      NaN         133.0    7.0   20574   \n",
       "47  20200329    TX    2552.0   23208.0      NaN           NaN   34.0   25760   \n",
       "48  20200329    UT     719.0   13274.0      NaN           NaN    2.0   13993   \n",
       "49  20200329    VA     890.0    9719.0      NaN         112.0   22.0   10609   \n",
       "50  20200329    VI      23.0     123.0     37.0           NaN    NaN     183   \n",
       "51  20200329    VT     235.0    3466.0      NaN          18.0   12.0    3701   \n",
       "52  20200329    WA    4310.0   54896.0      NaN         254.0  189.0   59206   \n",
       "53  20200329    WI    1112.0   16550.0      NaN           NaN   13.0   17662   \n",
       "54  20200329    WV     113.0    2705.0      0.0           1.0    0.0    2818   \n",
       "55  20200329    WY      86.0    1554.0      NaN          15.0    0.0    1640   \n",
       "\n",
       "                                        hash               dateChecked  \\\n",
       "0   d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29 20:00:00+00:00   \n",
       "1   9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29 20:00:00+00:00   \n",
       "2   2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29 20:00:00+00:00   \n",
       "4   14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29 20:00:00+00:00   \n",
       "5   c364ec885909accfd4baf8e2d329903900870ba9 2020-03-29 20:00:00+00:00   \n",
       "6   10769183d6c8ae4f67d7694c1e90e053315457ad 2020-03-29 20:00:00+00:00   \n",
       "7   a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e 2020-03-29 20:00:00+00:00   \n",
       "8   951af61bdce7b51bbfb818f7d11e3865a59e31ae 2020-03-29 20:00:00+00:00   \n",
       "9   ba8edd92448c4db2b977c3e519df1d6421968cd1 2020-03-29 20:00:00+00:00   \n",
       "10  8ce3ce4c8ee42dd4925356994534079c50bc67ca 2020-03-29 20:00:00+00:00   \n",
       "11  7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2 2020-03-29 20:00:00+00:00   \n",
       "12  c375c6bdc73751dd51ba6d5889c9e84d53303510 2020-03-29 20:00:00+00:00   \n",
       "13  f9ea13c2d669a5af5e440577fd13339db609c58d 2020-03-29 20:00:00+00:00   \n",
       "14  0e8a6c975f6cdda9eb1f68596e52293afbfba37e 2020-03-29 20:00:00+00:00   \n",
       "15  e58918bfa4321b0a6884b02c3ff7761ec4778e6b 2020-03-29 20:00:00+00:00   \n",
       "16  e6e6b00bdc70ca71fc14b3056568dfc40097d750 2020-03-29 20:00:00+00:00   \n",
       "17  659e4aad9785c14cf15e898f481aebda271e73e3 2020-03-29 20:00:00+00:00   \n",
       "18  be3c8cd4ff2e10e3092723512f8ea5a03ec9d486 2020-03-29 20:00:00+00:00   \n",
       "19  563d46bc3630e17fd60499a2115df267a8645ae0 2020-03-29 20:00:00+00:00   \n",
       "20  38b4d0f6b224b46b63a1c01841b1d1385a2a3742 2020-03-29 20:00:00+00:00   \n",
       "21  85320d5eb34b32da6ffe44dfb937835574a335a1 2020-03-29 20:00:00+00:00   \n",
       "22  b017ab05576951a20e7c57f1faf56b614bc443f1 2020-03-29 20:00:00+00:00   \n",
       "23  2e6f8d654325315d3ff90837e0355efb83712cdb 2020-03-29 20:00:00+00:00   \n",
       "24  25fd0b3fada36382067e735f2ea785fcbb58376a 2020-03-29 20:00:00+00:00   \n",
       "25  a7684a9182a0b32142849036fecf82ec7701d8a3 2020-03-29 20:00:00+00:00   \n",
       "26  228bc579fa237f56c7e55fd2dd8f9bfe9d410b20 2020-03-29 20:00:00+00:00   \n",
       "27  8499fa1ff060f43b78b442e20c46c95495534385 2020-03-29 20:00:00+00:00   \n",
       "28  daa6037b61ae96e6c2526a155139e7e732cd0368 2020-03-29 20:00:00+00:00   \n",
       "29  d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee 2020-03-29 20:00:00+00:00   \n",
       "30  94c103bb6dc3385d5a5f366a0913180f83223df8 2020-03-29 20:00:00+00:00   \n",
       "31  2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5 2020-03-29 20:00:00+00:00   \n",
       "32  44e85c9c9b448faa6a1b8a6af39c84820610bff0 2020-03-29 20:00:00+00:00   \n",
       "33  5602e725da5424f5efebbaa8e3b8ac7c71a21d53 2020-03-29 20:00:00+00:00   \n",
       "34  5e0cce3ce15a05bc385736f7f690e041feb4f2d9 2020-03-29 20:00:00+00:00   \n",
       "35  c76b9199e33fb36ea9e9509cce54c2ad94146dfd 2020-03-29 20:00:00+00:00   \n",
       "36  d0408e54d643518f6c0b61bd367061c20ea69327 2020-03-29 20:00:00+00:00   \n",
       "37  ba807849425122f97cff754bfca452232a1e75ce 2020-03-29 20:00:00+00:00   \n",
       "38  bf97498f0e2f4741137db5392baa1abf5648979f 2020-03-29 20:00:00+00:00   \n",
       "39  43ef7985bd9555698d09d6a950875ade320286df 2020-03-29 20:00:00+00:00   \n",
       "40  ec860456b55d5a18391c8cbf2748ea02bf908fd2 2020-03-29 20:00:00+00:00   \n",
       "41  ad1df7816ad6d19a996749d630bc38345291f26e 2020-03-29 20:00:00+00:00   \n",
       "42  5b8d867a604216d7e456141b6f80f93183e22f2c 2020-03-29 20:00:00+00:00   \n",
       "43  a4d42dba093e9b91662dc7547081bffbecd06bef 2020-03-29 20:00:00+00:00   \n",
       "44  b85a9aaa3da2d62f633714b4d08f409109f52bb4 2020-03-29 20:00:00+00:00   \n",
       "45  2ecdd93c12093321637eb882b51f779ef2269d3a 2020-03-29 20:00:00+00:00   \n",
       "46  c928e23a1549ab46b5a78ea8b86ea8fa727ca05f 2020-03-29 20:00:00+00:00   \n",
       "47  38db35dbc7abd19b31e25fa9eaa4165ad5eece4a 2020-03-29 20:00:00+00:00   \n",
       "48  7da47dee17adc7161be7aeefa3d507b3bc735edf 2020-03-29 20:00:00+00:00   \n",
       "49  66ebeae58d1a5e123904bd7f39d840dbe24449c2 2020-03-29 20:00:00+00:00   \n",
       "50  15a59f27f2acd69bd9c1e95a02de01c044339d2f 2020-03-29 20:00:00+00:00   \n",
       "51  90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e 2020-03-29 20:00:00+00:00   \n",
       "52  02bb082a97f1ddda79562a855dd090e632e2e5e9 2020-03-29 20:00:00+00:00   \n",
       "53  2cd5d65e6cf10a667f00fe96ffd78eb850713129 2020-03-29 20:00:00+00:00   \n",
       "54  626ca2fdd89b005a3d3b606376e4ac5fd2a4772c 2020-03-29 20:00:00+00:00   \n",
       "55  e6365afc2c29afd4168c8d82cd57312427281140 2020-03-29 20:00:00+00:00   \n",
       "\n",
       "    totalTestResults fips  deathIncrease  hospitalizedIncrease  \\\n",
       "0               3334   02            0.0                   1.0   \n",
       "1               4990   01            1.0                   0.0   \n",
       "2               3453   05            1.0                   0.0   \n",
       "4              13872   04            2.0                  78.0   \n",
       "5              26257   06           22.0                   0.0   \n",
       "6              13276   08           13.0                  35.0   \n",
       "7              11900   09            7.0                 231.0   \n",
       "8               2811   11            1.0                   0.0   \n",
       "9                268   10            3.0                   2.0   \n",
       "10             43316   12            2.0                  68.0   \n",
       "11             12564   13           11.0                  49.0   \n",
       "12               390   66            0.0                   0.0   \n",
       "13              7000   15            0.0                   4.0   \n",
       "14              5349   19            1.0                   7.0   \n",
       "15              4282   16            1.0                  11.0   \n",
       "16             27762   17           18.0                   0.0   \n",
       "17              9830   18            1.0                   0.0   \n",
       "18              4513   20            1.0                  28.0   \n",
       "19              5541   21            1.0                   0.0   \n",
       "20             27871   22           14.0                 200.0   \n",
       "21             39066   25            4.0                  49.0   \n",
       "22             13593   24            5.0                  51.0   \n",
       "23              3647   23            2.0                   0.0   \n",
       "24             17379   26           40.0                   0.0   \n",
       "25             17657   27            4.0                  18.0   \n",
       "26             12385   29            0.0                   0.0   \n",
       "27                 2   69            0.0                   0.0   \n",
       "28              3318   28            1.0                  16.0   \n",
       "29              4297   30            0.0                   1.0   \n",
       "30             18945   37            0.0                   4.0   \n",
       "31              3453   38            0.0                   1.0   \n",
       "32              2076   31            0.0                   0.0   \n",
       "33              4738   33            0.0                   3.0   \n",
       "34             35602   34           21.0                   0.0   \n",
       "35             11006   35            1.0                   2.0   \n",
       "36              9150   32            4.0                   0.0   \n",
       "37            172360   36          237.0                2021.0   \n",
       "38             20665   39            4.0                  59.0   \n",
       "39              1634   40            1.0                  14.0   \n",
       "40             11426   41            0.0                  12.0   \n",
       "41             33455   42            4.0                   0.0   \n",
       "42               968   72            2.0                   0.0   \n",
       "43              2835   44            3.0                   7.0   \n",
       "44              3789   45            3.0                   0.0   \n",
       "45              3217   46            0.0                   0.0   \n",
       "46             20574   47            1.0                  15.0   \n",
       "47             25760   48            7.0                   0.0   \n",
       "48             13993   49            0.0                   0.0   \n",
       "49             10609   51            5.0                  13.0   \n",
       "50               146   78            0.0                   0.0   \n",
       "51              3701   50            0.0                   0.0   \n",
       "52             59206   53           14.0                   0.0   \n",
       "53             17662   55            0.0                   0.0   \n",
       "54              2818   54            0.0                   0.0   \n",
       "55              1640   56            0.0                   1.0   \n",
       "\n",
       "    negativeIncrease  positiveIncrease  totalTestResultsIncrease   posrate  \n",
       "0              396.0              17.0                     413.0  0.030594  \n",
       "1                0.0             110.0                     110.0  0.161523  \n",
       "2               89.0              22.0                     111.0  0.123371  \n",
       "4             5498.0              46.0                    5544.0  0.066249  \n",
       "5                0.0            1065.0                    1065.0  0.062963  \n",
       "6             1273.0             327.0                    1600.0  0.155243  \n",
       "7             2798.0             702.0                    3500.0  0.167479  \n",
       "8              258.0              38.0                     296.0  0.121622  \n",
       "9                0.0              18.0                      18.0  0.865672  \n",
       "10            3704.0             483.0                    4187.0  0.098024  \n",
       "11            1228.0             285.0                    1513.0  0.211000  \n",
       "12              35.0               1.0                      36.0  0.143590  \n",
       "13            2492.0              31.0                    2523.0  0.021559  \n",
       "14             638.0              38.0                     676.0  0.062815  \n",
       "15             679.0              31.0                     710.0  0.060953  \n",
       "16            1166.0            1105.0                    2271.0  0.165550  \n",
       "17            1141.0             282.0                    1423.0  0.154018  \n",
       "18             523.0              58.0                     581.0  0.070685  \n",
       "19             326.0              92.0                     418.0  0.071106  \n",
       "20            2485.0             225.0                    2710.0  0.127014  \n",
       "21            3319.0             698.0                    4017.0  0.126837  \n",
       "22             838.0             247.0                    1085.0  0.091150  \n",
       "23               0.0              42.0                      42.0  0.069372  \n",
       "24            2784.0            1829.0                    4613.0  0.315668  \n",
       "25            1466.0              62.0                    1528.0  0.028487  \n",
       "26            1465.0               0.0                    1465.0  0.067662  \n",
       "27               0.0               0.0                       0.0  1.000000  \n",
       "28               0.0              95.0                      95.0  0.228451  \n",
       "29             887.0              25.0                     912.0  0.035839  \n",
       "30            1313.0             105.0                    1418.0  0.054896  \n",
       "31             546.0              15.0                     561.0  0.028381  \n",
       "32              64.0              12.0                      76.0  0.051923  \n",
       "33             868.0              27.0                     895.0  0.042604  \n",
       "34            2830.0            2262.0                    5092.0  0.375990  \n",
       "35            1573.0              46.0                    1619.0  0.021534  \n",
       "36             511.0             117.0                     628.0  0.080656  \n",
       "37            9231.0            7195.0                   16426.0  0.345283  \n",
       "38               0.0             247.0                     247.0  0.079990  \n",
       "39              25.0              52.0                      77.0  0.262546  \n",
       "40            1185.0              69.0                    1254.0  0.047961  \n",
       "41            4807.0             643.0                    5450.0  0.101450  \n",
       "42             102.0              27.0                     129.0  0.071148  \n",
       "43             235.0              91.0                     326.0  0.103704  \n",
       "44             607.0             235.0                     842.0  0.204276  \n",
       "45             535.0              22.0                     557.0  0.027968  \n",
       "46            2072.0             164.0                    2236.0  0.074706  \n",
       "47               0.0             500.0                     500.0  0.099068  \n",
       "48            2564.0             117.0                    2681.0  0.051383  \n",
       "49            1292.0             151.0                    1443.0  0.083891  \n",
       "50              17.0               1.0                      18.0  0.125683  \n",
       "51            1303.0              24.0                    1327.0  0.063496  \n",
       "52            5881.0             587.0                    6468.0  0.072797  \n",
       "53            1318.0             123.0                    1441.0  0.062960  \n",
       "54             374.0              17.0                     391.0  0.040099  \n",
       "55              79.0               4.0                      83.0  0.052439  "
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "posrate = latest['positive']/latest['total']\n",
    "latest['posrate'] = posrate\n",
    "latest = latest[latest['posrate'].notna()]\n",
    "latest"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AK 3334 0.03059388122375525\n",
      "AL 4990 0.16152304609218437\n",
      "AR 3453 0.12337098175499565\n",
      "AZ 13872 0.06624855824682814\n",
      "CA 90657 0.0629625952767023\n",
      "CO 13276 0.15524254293461887\n",
      "CT 11900 0.16747899159663865\n",
      "DC 2812 0.12162162162162163\n",
      "DE 268 0.8656716417910447\n",
      "FL 43316 0.09802382491458121\n",
      "GA 12564 0.21099968163005411\n",
      "GU 390 0.14358974358974358\n",
      "HI 7004 0.021559109080525413\n",
      "IA 5349 0.0628154795288839\n",
      "ID 4282 0.0609528257823447\n",
      "IL 27762 0.16555003241841365\n",
      "IN 9830 0.1540183112919634\n",
      "KS 4513 0.07068468867715488\n",
      "KY 5541 0.07110629850207544\n",
      "LA 27871 0.12701374188224318\n",
      "MA 39066 0.1268366354374648\n",
      "MD 13593 0.09114985654380932\n",
      "ME 3647 0.06937208664655882\n",
      "MI 17379 0.3156683353472582\n",
      "MN 17657 0.028487285495837344\n",
      "MO 12385 0.06766249495357288\n",
      "MP 2 1.0\n",
      "MS 3318 0.22845087402049427\n",
      "MT 4297 0.03583895741214801\n",
      "NC 18945 0.05489575085774611\n",
      "ND 3453 0.028381117868520128\n",
      "NE 2080 0.051923076923076926\n",
      "NH 5023 0.04260402150109496\n",
      "NJ 35602 0.3759901129150048\n",
      "NM 11006 0.02153370888606215\n",
      "NV 9150 0.08065573770491803\n",
      "NY 172360 0.34528312833604086\n",
      "OH 20665 0.07999032180014518\n",
      "OK 1634 0.26254589963280295\n",
      "OR 11426 0.04796079117801506\n",
      "PA 33455 0.10144970856374234\n",
      "PR 1785 0.0711484593837535\n",
      "RI 2835 0.1037037037037037\n",
      "SC 3789 0.2042755344418052\n",
      "SD 3218 0.027967681789931635\n",
      "TN 20574 0.07470593953533586\n",
      "TX 25760 0.09906832298136646\n",
      "UT 13993 0.05138283427428\n",
      "VA 10609 0.08389103591290414\n",
      "VI 183 0.12568306010928962\n",
      "VT 3701 0.06349635233720616\n",
      "WA 59206 0.0727966760125663\n",
      "WI 17662 0.06296002717699015\n",
      "WV 2818 0.04009936124911285\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "lplot = latest.plot(\n",
    "    x='total',\n",
    "    y='posrate',\n",
    "    kind='scatter',\n",
    "    title='Positive test rate',\n",
    "    figsize=(12,8)\n",
    ")\n",
    "plt.xlabel('Total tests')\n",
    "plt.ylabel('Proportion positive')\n",
    "for i in range(len(latest)):\n",
    "    try:\n",
    "        row = latest.loc[i]\n",
    "        lplot.annotate(row['state'], (row['total'], row['posrate']))\n",
    "        print(row['state'], row['total'], row['posrate'])\n",
    "    except KeyError:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['/home/leon/Covid-19/SCPRC-EST2019-18+POP-RES.csv',\n",
       " '/home/leon/Covid-19/state_abbreviations.csv']"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_pop_file = os.path.abspath(os.path.join(\n",
    "    covid19_dir,\n",
    "    os.pardir,\n",
    "    state_populations\n",
    "))\n",
    "state_abb_file = os.path.abspath(os.path.join(\n",
    "    covid19_dir,\n",
    "    os.pardir,\n",
    "    state_abbreviations\n",
    "))\n",
    "[\n",
    "    state_pop_file,\n",
    "    state_abb_file\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "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>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>POPESTIMATE2019</th>\n",
       "      <th>POPEST18PLUS2019</th>\n",
       "      <th>PCNT_POPEST18PLUS</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Abbreviation</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4903185</td>\n",
       "      <td>3814879</td>\n",
       "      <td>77.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AK</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>731545</td>\n",
       "      <td>551562</td>\n",
       "      <td>75.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZ</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>7278717</td>\n",
       "      <td>5638481</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>3017804</td>\n",
       "      <td>2317649</td>\n",
       "      <td>76.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CA</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>39512223</td>\n",
       "      <td>30617582</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CO</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>5758736</td>\n",
       "      <td>4499217</td>\n",
       "      <td>78.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CT</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>3565287</td>\n",
       "      <td>2837847</td>\n",
       "      <td>79.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>973764</td>\n",
       "      <td>770192</td>\n",
       "      <td>79.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DC</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>705749</td>\n",
       "      <td>577581</td>\n",
       "      <td>81.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>21477737</td>\n",
       "      <td>17247808</td>\n",
       "      <td>80.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GA</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>10617423</td>\n",
       "      <td>8113542</td>\n",
       "      <td>76.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HI</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>1415872</td>\n",
       "      <td>1116004</td>\n",
       "      <td>78.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>1787065</td>\n",
       "      <td>1338864</td>\n",
       "      <td>74.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>12671821</td>\n",
       "      <td>9853946</td>\n",
       "      <td>77.8</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IN</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>6732219</td>\n",
       "      <td>5164245</td>\n",
       "      <td>76.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IA</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>3155070</td>\n",
       "      <td>2428229</td>\n",
       "      <td>77.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KS</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>2913314</td>\n",
       "      <td>2213064</td>\n",
       "      <td>76.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KY</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>4467673</td>\n",
       "      <td>3464802</td>\n",
       "      <td>77.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LA</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>4648794</td>\n",
       "      <td>3561164</td>\n",
       "      <td>76.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ME</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>1344212</td>\n",
       "      <td>1095370</td>\n",
       "      <td>81.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MD</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>6045680</td>\n",
       "      <td>4710993</td>\n",
       "      <td>77.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MA</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>6892503</td>\n",
       "      <td>5539703</td>\n",
       "      <td>80.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MI</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>9986857</td>\n",
       "      <td>7842924</td>\n",
       "      <td>78.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MN</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>5639632</td>\n",
       "      <td>4336475</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MS</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>28</td>\n",
       "      <td>2976149</td>\n",
       "      <td>2277566</td>\n",
       "      <td>76.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MO</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>6137428</td>\n",
       "      <td>4766843</td>\n",
       "      <td>77.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>1068778</td>\n",
       "      <td>840190</td>\n",
       "      <td>78.6</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NE</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>1934408</td>\n",
       "      <td>1458334</td>\n",
       "      <td>75.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NV</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>3080156</td>\n",
       "      <td>2387517</td>\n",
       "      <td>77.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NH</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>1359711</td>\n",
       "      <td>1104458</td>\n",
       "      <td>81.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NJ</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>8882190</td>\n",
       "      <td>6943612</td>\n",
       "      <td>78.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NM</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>35</td>\n",
       "      <td>2096829</td>\n",
       "      <td>1620991</td>\n",
       "      <td>77.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NY</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>19453561</td>\n",
       "      <td>15425262</td>\n",
       "      <td>79.3</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NC</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>37</td>\n",
       "      <td>10488084</td>\n",
       "      <td>8187369</td>\n",
       "      <td>78.1</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ND</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>762062</td>\n",
       "      <td>581891</td>\n",
       "      <td>76.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OH</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>11689100</td>\n",
       "      <td>9111081</td>\n",
       "      <td>77.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OK</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "      <td>3956971</td>\n",
       "      <td>3004733</td>\n",
       "      <td>75.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OR</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>41</td>\n",
       "      <td>4217737</td>\n",
       "      <td>3351175</td>\n",
       "      <td>79.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PA</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>12801989</td>\n",
       "      <td>10167376</td>\n",
       "      <td>79.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RI</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>1059361</td>\n",
       "      <td>854866</td>\n",
       "      <td>80.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SC</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>5148714</td>\n",
       "      <td>4037531</td>\n",
       "      <td>78.4</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SD</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>46</td>\n",
       "      <td>884659</td>\n",
       "      <td>667558</td>\n",
       "      <td>75.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TN</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>47</td>\n",
       "      <td>6829174</td>\n",
       "      <td>5319123</td>\n",
       "      <td>77.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TX</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>48</td>\n",
       "      <td>28995881</td>\n",
       "      <td>21596071</td>\n",
       "      <td>74.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UT</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>49</td>\n",
       "      <td>3205958</td>\n",
       "      <td>2274774</td>\n",
       "      <td>71.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VT</th>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>623989</td>\n",
       "      <td>509984</td>\n",
       "      <td>81.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VA</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>51</td>\n",
       "      <td>8535519</td>\n",
       "      <td>6674671</td>\n",
       "      <td>78.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WA</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>53</td>\n",
       "      <td>7614893</td>\n",
       "      <td>5951832</td>\n",
       "      <td>78.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WV</th>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>1792147</td>\n",
       "      <td>1432580</td>\n",
       "      <td>79.9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WI</th>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>5822434</td>\n",
       "      <td>4555837</td>\n",
       "      <td>78.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WY</th>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>578759</td>\n",
       "      <td>445025</td>\n",
       "      <td>76.9</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "              SUMLEV REGION DIVISION  STATE  POPESTIMATE2019  \\\n",
       "Abbreviation                                                   \n",
       "AL                40      3        6      1          4903185   \n",
       "AK                40      4        9      2           731545   \n",
       "AZ                40      4        8      4          7278717   \n",
       "AR                40      3        7      5          3017804   \n",
       "CA                40      4        9      6         39512223   \n",
       "CO                40      4        8      8          5758736   \n",
       "CT                40      1        1      9          3565287   \n",
       "DE                40      3        5     10           973764   \n",
       "DC                40      3        5     11           705749   \n",
       "FL                40      3        5     12         21477737   \n",
       "GA                40      3        5     13         10617423   \n",
       "HI                40      4        9     15          1415872   \n",
       "ID                40      4        8     16          1787065   \n",
       "IL                40      2        3     17         12671821   \n",
       "IN                40      2        3     18          6732219   \n",
       "IA                40      2        4     19          3155070   \n",
       "KS                40      2        4     20          2913314   \n",
       "KY                40      3        6     21          4467673   \n",
       "LA                40      3        7     22          4648794   \n",
       "ME                40      1        1     23          1344212   \n",
       "MD                40      3        5     24          6045680   \n",
       "MA                40      1        1     25          6892503   \n",
       "MI                40      2        3     26          9986857   \n",
       "MN                40      2        4     27          5639632   \n",
       "MS                40      3        6     28          2976149   \n",
       "MO                40      2        4     29          6137428   \n",
       "MT                40      4        8     30          1068778   \n",
       "NE                40      2        4     31          1934408   \n",
       "NV                40      4        8     32          3080156   \n",
       "NH                40      1        1     33          1359711   \n",
       "NJ                40      1        2     34          8882190   \n",
       "NM                40      4        8     35          2096829   \n",
       "NY                40      1        2     36         19453561   \n",
       "NC                40      3        5     37         10488084   \n",
       "ND                40      2        4     38           762062   \n",
       "OH                40      2        3     39         11689100   \n",
       "OK                40      3        7     40          3956971   \n",
       "OR                40      4        9     41          4217737   \n",
       "PA                40      1        2     42         12801989   \n",
       "RI                40      1        1     44          1059361   \n",
       "SC                40      3        5     45          5148714   \n",
       "SD                40      2        4     46           884659   \n",
       "TN                40      3        6     47          6829174   \n",
       "TX                40      3        7     48         28995881   \n",
       "UT                40      4        8     49          3205958   \n",
       "VT                40      1        1     50           623989   \n",
       "VA                40      3        5     51          8535519   \n",
       "WA                40      4        9     53          7614893   \n",
       "WV                40      3        5     54          1792147   \n",
       "WI                40      2        3     55          5822434   \n",
       "WY                40      4        8     56           578759   \n",
       "\n",
       "              POPEST18PLUS2019  PCNT_POPEST18PLUS  \n",
       "Abbreviation                                       \n",
       "AL                     3814879               77.8  \n",
       "AK                      551562               75.4  \n",
       "AZ                     5638481               77.5  \n",
       "AR                     2317649               76.8  \n",
       "CA                    30617582               77.5  \n",
       "CO                     4499217               78.1  \n",
       "CT                     2837847               79.6  \n",
       "DE                      770192               79.1  \n",
       "DC                      577581               81.8  \n",
       "FL                    17247808               80.3  \n",
       "GA                     8113542               76.4  \n",
       "HI                     1116004               78.8  \n",
       "ID                     1338864               74.9  \n",
       "IL                     9853946               77.8  \n",
       "IN                     5164245               76.7  \n",
       "IA                     2428229               77.0  \n",
       "KS                     2213064               76.0  \n",
       "KY                     3464802               77.6  \n",
       "LA                     3561164               76.6  \n",
       "ME                     1095370               81.5  \n",
       "MD                     4710993               77.9  \n",
       "MA                     5539703               80.4  \n",
       "MI                     7842924               78.5  \n",
       "MN                     4336475               76.9  \n",
       "MS                     2277566               76.5  \n",
       "MO                     4766843               77.7  \n",
       "MT                      840190               78.6  \n",
       "NE                     1458334               75.4  \n",
       "NV                     2387517               77.5  \n",
       "NH                     1104458               81.2  \n",
       "NJ                     6943612               78.2  \n",
       "NM                     1620991               77.3  \n",
       "NY                    15425262               79.3  \n",
       "NC                     8187369               78.1  \n",
       "ND                      581891               76.4  \n",
       "OH                     9111081               77.9  \n",
       "OK                     3004733               75.9  \n",
       "OR                     3351175               79.5  \n",
       "PA                    10167376               79.4  \n",
       "RI                      854866               80.7  \n",
       "SC                     4037531               78.4  \n",
       "SD                      667558               75.5  \n",
       "TN                     5319123               77.9  \n",
       "TX                    21596071               74.5  \n",
       "UT                     2274774               71.0  \n",
       "VT                      509984               81.7  \n",
       "VA                     6674671               78.2  \n",
       "WA                     5951832               78.2  \n",
       "WV                     1432580               79.9  \n",
       "WI                     4555837               78.2  \n",
       "WY                      445025               76.9  "
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "state_pops = pd.read_csv(state_pop_file)\n",
    "state_abbs = pd.read_csv(state_abb_file)\n",
    "state_pops.set_index('NAME', inplace=True)\n",
    "state_abbs.set_index('State', inplace=True)\n",
    "state_pops_with_abbs = state_pops.join(state_abbs, how='inner')\n",
    "state_pops_with_abbs.set_index('Abbreviation', inplace=True)\n",
    "state_pops_with_abbs"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>pending</th>\n",
       "      <th>hospitalized</th>\n",
       "      <th>death</th>\n",
       "      <th>total</th>\n",
       "      <th>hash</th>\n",
       "      <th>dateChecked</th>\n",
       "      <th>totalTestResults</th>\n",
       "      <th>fips</th>\n",
       "      <th>deathIncrease</th>\n",
       "      <th>hospitalizedIncrease</th>\n",
       "      <th>negativeIncrease</th>\n",
       "      <th>positiveIncrease</th>\n",
       "      <th>totalTestResultsIncrease</th>\n",
       "      <th>posrate</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>state</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AK</th>\n",
       "      <td>20200329</td>\n",
       "      <td>102.0</td>\n",
       "      <td>3232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3334</td>\n",
       "      <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3334</td>\n",
       "      <td>02</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>396.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>413.0</td>\n",
       "      <td>0.030594</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>20200329</td>\n",
       "      <td>806.0</td>\n",
       "      <td>4184.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4990</td>\n",
       "      <td>9dbf0b598d35897b1f6857899d0a834990f4ec51</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4990</td>\n",
       "      <td>01</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.161523</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR</th>\n",
       "      <td>20200329</td>\n",
       "      <td>426.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>05</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>89.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.123371</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZ</th>\n",
       "      <td>20200329</td>\n",
       "      <td>919.0</td>\n",
       "      <td>12953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13872</td>\n",
       "      <td>14deca609d3762fb4b92807785e2b9c7015661e6</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13872</td>\n",
       "      <td>04</td>\n",
       "      <td>2.0</td>\n",
       "      <td>78.0</td>\n",
       "      <td>5498.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>5544.0</td>\n",
       "      <td>0.066249</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>5708.0</td>\n",
       "      <td>20549.0</td>\n",
       "      <td>64400.0</td>\n",
       "      <td>1034.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>90657</td>\n",
       "      <td>c364ec885909accfd4baf8e2d329903900870ba9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>26257</td>\n",
       "      <td>06</td>\n",
       "      <td>22.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0.062963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CO</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2061.0</td>\n",
       "      <td>11215.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>274.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13276</td>\n",
       "      <td>10769183d6c8ae4f67d7694c1e90e053315457ad</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13276</td>\n",
       "      <td>08</td>\n",
       "      <td>13.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1273.0</td>\n",
       "      <td>327.0</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>0.155243</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>9907.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>404.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>11900</td>\n",
       "      <td>a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11900</td>\n",
       "      <td>09</td>\n",
       "      <td>7.0</td>\n",
       "      <td>231.0</td>\n",
       "      <td>2798.0</td>\n",
       "      <td>702.0</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>0.167479</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DC</th>\n",
       "      <td>20200329</td>\n",
       "      <td>342.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2812</td>\n",
       "      <td>951af61bdce7b51bbfb818f7d11e3865a59e31ae</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2811</td>\n",
       "      <td>11</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>258.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>296.0</td>\n",
       "      <td>0.121622</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>20200329</td>\n",
       "      <td>232.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>268</td>\n",
       "      <td>ba8edd92448c4db2b977c3e519df1d6421968cd1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>268</td>\n",
       "      <td>10</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.865672</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>39070.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>594.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>43316</td>\n",
       "      <td>8ce3ce4c8ee42dd4925356994534079c50bc67ca</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>43316</td>\n",
       "      <td>12</td>\n",
       "      <td>2.0</td>\n",
       "      <td>68.0</td>\n",
       "      <td>3704.0</td>\n",
       "      <td>483.0</td>\n",
       "      <td>4187.0</td>\n",
       "      <td>0.098024</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>9913.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12564</td>\n",
       "      <td>7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12564</td>\n",
       "      <td>13</td>\n",
       "      <td>11.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>1228.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>0.211000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GU</th>\n",
       "      <td>20200329</td>\n",
       "      <td>56.0</td>\n",
       "      <td>334.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>390</td>\n",
       "      <td>c375c6bdc73751dd51ba6d5889c9e84d53303510</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>390</td>\n",
       "      <td>66</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>35.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>0.143590</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>151.0</td>\n",
       "      <td>6849.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7004</td>\n",
       "      <td>f9ea13c2d669a5af5e440577fd13339db609c58d</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>7000</td>\n",
       "      <td>15</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>2492.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>2523.0</td>\n",
       "      <td>0.021559</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>336.0</td>\n",
       "      <td>5013.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5349</td>\n",
       "      <td>0e8a6c975f6cdda9eb1f68596e52293afbfba37e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5349</td>\n",
       "      <td>19</td>\n",
       "      <td>1.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>638.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>676.0</td>\n",
       "      <td>0.062815</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <td>20200329</td>\n",
       "      <td>261.0</td>\n",
       "      <td>4021.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4282</td>\n",
       "      <td>e58918bfa4321b0a6884b02c3ff7761ec4778e6b</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4282</td>\n",
       "      <td>16</td>\n",
       "      <td>1.0</td>\n",
       "      <td>11.0</td>\n",
       "      <td>679.0</td>\n",
       "      <td>31.0</td>\n",
       "      <td>710.0</td>\n",
       "      <td>0.060953</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4596.0</td>\n",
       "      <td>23166.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>27762</td>\n",
       "      <td>e6e6b00bdc70ca71fc14b3056568dfc40097d750</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27762</td>\n",
       "      <td>17</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1166.0</td>\n",
       "      <td>1105.0</td>\n",
       "      <td>2271.0</td>\n",
       "      <td>0.165550</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IN</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1514.0</td>\n",
       "      <td>8316.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>9830</td>\n",
       "      <td>659e4aad9785c14cf15e898f481aebda271e73e3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9830</td>\n",
       "      <td>18</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1141.0</td>\n",
       "      <td>282.0</td>\n",
       "      <td>1423.0</td>\n",
       "      <td>0.154018</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KS</th>\n",
       "      <td>20200329</td>\n",
       "      <td>319.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4513</td>\n",
       "      <td>be3c8cd4ff2e10e3092723512f8ea5a03ec9d486</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4513</td>\n",
       "      <td>20</td>\n",
       "      <td>1.0</td>\n",
       "      <td>28.0</td>\n",
       "      <td>523.0</td>\n",
       "      <td>58.0</td>\n",
       "      <td>581.0</td>\n",
       "      <td>0.070685</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KY</th>\n",
       "      <td>20200329</td>\n",
       "      <td>394.0</td>\n",
       "      <td>5147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5541</td>\n",
       "      <td>563d46bc3630e17fd60499a2115df267a8645ae0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5541</td>\n",
       "      <td>21</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>92.0</td>\n",
       "      <td>418.0</td>\n",
       "      <td>0.071106</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>3540.0</td>\n",
       "      <td>24331.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>27871</td>\n",
       "      <td>38b4d0f6b224b46b63a1c01841b1d1385a2a3742</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27871</td>\n",
       "      <td>22</td>\n",
       "      <td>14.0</td>\n",
       "      <td>200.0</td>\n",
       "      <td>2485.0</td>\n",
       "      <td>225.0</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>0.127014</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>34111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>399.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>39066</td>\n",
       "      <td>85320d5eb34b32da6ffe44dfb937835574a335a1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>39066</td>\n",
       "      <td>25</td>\n",
       "      <td>4.0</td>\n",
       "      <td>49.0</td>\n",
       "      <td>3319.0</td>\n",
       "      <td>698.0</td>\n",
       "      <td>4017.0</td>\n",
       "      <td>0.126837</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MD</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>12354.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>277.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13593</td>\n",
       "      <td>b017ab05576951a20e7c57f1faf56b614bc443f1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13593</td>\n",
       "      <td>24</td>\n",
       "      <td>5.0</td>\n",
       "      <td>51.0</td>\n",
       "      <td>838.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>1085.0</td>\n",
       "      <td>0.091150</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ME</th>\n",
       "      <td>20200329</td>\n",
       "      <td>253.0</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3647</td>\n",
       "      <td>2e6f8d654325315d3ff90837e0355efb83712cdb</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3647</td>\n",
       "      <td>23</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.069372</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>5486.0</td>\n",
       "      <td>11893.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132.0</td>\n",
       "      <td>17379</td>\n",
       "      <td>25fd0b3fada36382067e735f2ea785fcbb58376a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17379</td>\n",
       "      <td>26</td>\n",
       "      <td>40.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2784.0</td>\n",
       "      <td>1829.0</td>\n",
       "      <td>4613.0</td>\n",
       "      <td>0.315668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MN</th>\n",
       "      <td>20200329</td>\n",
       "      <td>503.0</td>\n",
       "      <td>17154.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>17657</td>\n",
       "      <td>a7684a9182a0b32142849036fecf82ec7701d8a3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17657</td>\n",
       "      <td>27</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>1466.0</td>\n",
       "      <td>62.0</td>\n",
       "      <td>1528.0</td>\n",
       "      <td>0.028487</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MO</th>\n",
       "      <td>20200329</td>\n",
       "      <td>838.0</td>\n",
       "      <td>11547.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12385</td>\n",
       "      <td>228bc579fa237f56c7e55fd2dd8f9bfe9d410b20</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12385</td>\n",
       "      <td>29</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>0.067662</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MP</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2</td>\n",
       "      <td>8499fa1ff060f43b78b442e20c46c95495534385</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2</td>\n",
       "      <td>69</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MS</th>\n",
       "      <td>20200329</td>\n",
       "      <td>758.0</td>\n",
       "      <td>2560.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3318</td>\n",
       "      <td>daa6037b61ae96e6c2526a155139e7e732cd0368</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3318</td>\n",
       "      <td>28</td>\n",
       "      <td>1.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.228451</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>154.0</td>\n",
       "      <td>4143.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4297</td>\n",
       "      <td>d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4297</td>\n",
       "      <td>30</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>887.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>912.0</td>\n",
       "      <td>0.035839</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NC</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>17905.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18945</td>\n",
       "      <td>94c103bb6dc3385d5a5f366a0913180f83223df8</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>18945</td>\n",
       "      <td>37</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>1313.0</td>\n",
       "      <td>105.0</td>\n",
       "      <td>1418.0</td>\n",
       "      <td>0.054896</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ND</th>\n",
       "      <td>20200329</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3355.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>38</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>546.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>561.0</td>\n",
       "      <td>0.028381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NE</th>\n",
       "      <td>20200329</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2080</td>\n",
       "      <td>44e85c9c9b448faa6a1b8a6af39c84820610bff0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2076</td>\n",
       "      <td>31</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>64.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.051923</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NH</th>\n",
       "      <td>20200329</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4524.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5023</td>\n",
       "      <td>5602e725da5424f5efebbaa8e3b8ac7c71a21d53</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4738</td>\n",
       "      <td>33</td>\n",
       "      <td>0.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>868.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>895.0</td>\n",
       "      <td>0.042604</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NJ</th>\n",
       "      <td>20200329</td>\n",
       "      <td>13386.0</td>\n",
       "      <td>22216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.0</td>\n",
       "      <td>35602</td>\n",
       "      <td>5e0cce3ce15a05bc385736f7f690e041feb4f2d9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>35602</td>\n",
       "      <td>34</td>\n",
       "      <td>21.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2830.0</td>\n",
       "      <td>2262.0</td>\n",
       "      <td>5092.0</td>\n",
       "      <td>0.375990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NM</th>\n",
       "      <td>20200329</td>\n",
       "      <td>237.0</td>\n",
       "      <td>10769.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11006</td>\n",
       "      <td>c76b9199e33fb36ea9e9509cce54c2ad94146dfd</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11006</td>\n",
       "      <td>35</td>\n",
       "      <td>1.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>1573.0</td>\n",
       "      <td>46.0</td>\n",
       "      <td>1619.0</td>\n",
       "      <td>0.021534</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NV</th>\n",
       "      <td>20200329</td>\n",
       "      <td>738.0</td>\n",
       "      <td>8412.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9150</td>\n",
       "      <td>d0408e54d643518f6c0b61bd367061c20ea69327</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9150</td>\n",
       "      <td>32</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>511.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>628.0</td>\n",
       "      <td>0.080656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NY</th>\n",
       "      <td>20200329</td>\n",
       "      <td>59513.0</td>\n",
       "      <td>112847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12075.0</td>\n",
       "      <td>965.0</td>\n",
       "      <td>172360</td>\n",
       "      <td>ba807849425122f97cff754bfca452232a1e75ce</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>172360</td>\n",
       "      <td>36</td>\n",
       "      <td>237.0</td>\n",
       "      <td>2021.0</td>\n",
       "      <td>9231.0</td>\n",
       "      <td>7195.0</td>\n",
       "      <td>16426.0</td>\n",
       "      <td>0.345283</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OH</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1653.0</td>\n",
       "      <td>19012.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>20665</td>\n",
       "      <td>bf97498f0e2f4741137db5392baa1abf5648979f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20665</td>\n",
       "      <td>39</td>\n",
       "      <td>4.0</td>\n",
       "      <td>59.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>247.0</td>\n",
       "      <td>0.079990</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OK</th>\n",
       "      <td>20200329</td>\n",
       "      <td>429.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1634</td>\n",
       "      <td>43ef7985bd9555698d09d6a950875ade320286df</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1634</td>\n",
       "      <td>40</td>\n",
       "      <td>1.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>25.0</td>\n",
       "      <td>52.0</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.262546</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OR</th>\n",
       "      <td>20200329</td>\n",
       "      <td>548.0</td>\n",
       "      <td>10878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11426</td>\n",
       "      <td>ec860456b55d5a18391c8cbf2748ea02bf908fd2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11426</td>\n",
       "      <td>41</td>\n",
       "      <td>0.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>1185.0</td>\n",
       "      <td>69.0</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>0.047961</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>30061.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>682.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>33455</td>\n",
       "      <td>ad1df7816ad6d19a996749d630bc38345291f26e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>33455</td>\n",
       "      <td>42</td>\n",
       "      <td>4.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>4807.0</td>\n",
       "      <td>643.0</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>0.101450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PR</th>\n",
       "      <td>20200329</td>\n",
       "      <td>127.0</td>\n",
       "      <td>841.0</td>\n",
       "      <td>817.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>1785</td>\n",
       "      <td>5b8d867a604216d7e456141b6f80f93183e22f2c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>968</td>\n",
       "      <td>72</td>\n",
       "      <td>2.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>102.0</td>\n",
       "      <td>27.0</td>\n",
       "      <td>129.0</td>\n",
       "      <td>0.071148</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>294.0</td>\n",
       "      <td>2541.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2835</td>\n",
       "      <td>a4d42dba093e9b91662dc7547081bffbecd06bef</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2835</td>\n",
       "      <td>44</td>\n",
       "      <td>3.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>91.0</td>\n",
       "      <td>326.0</td>\n",
       "      <td>0.103704</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SC</th>\n",
       "      <td>20200329</td>\n",
       "      <td>774.0</td>\n",
       "      <td>3015.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3789</td>\n",
       "      <td>b85a9aaa3da2d62f633714b4d08f409109f52bb4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3789</td>\n",
       "      <td>45</td>\n",
       "      <td>3.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>607.0</td>\n",
       "      <td>235.0</td>\n",
       "      <td>842.0</td>\n",
       "      <td>0.204276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SD</th>\n",
       "      <td>20200329</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3127.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3218</td>\n",
       "      <td>2ecdd93c12093321637eb882b51f779ef2269d3a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3217</td>\n",
       "      <td>46</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>535.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>557.0</td>\n",
       "      <td>0.027968</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TN</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>19037.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20574</td>\n",
       "      <td>c928e23a1549ab46b5a78ea8b86ea8fa727ca05f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20574</td>\n",
       "      <td>47</td>\n",
       "      <td>1.0</td>\n",
       "      <td>15.0</td>\n",
       "      <td>2072.0</td>\n",
       "      <td>164.0</td>\n",
       "      <td>2236.0</td>\n",
       "      <td>0.074706</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TX</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2552.0</td>\n",
       "      <td>23208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>25760</td>\n",
       "      <td>38db35dbc7abd19b31e25fa9eaa4165ad5eece4a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>25760</td>\n",
       "      <td>48</td>\n",
       "      <td>7.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0.099068</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>719.0</td>\n",
       "      <td>13274.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13993</td>\n",
       "      <td>7da47dee17adc7161be7aeefa3d507b3bc735edf</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13993</td>\n",
       "      <td>49</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2564.0</td>\n",
       "      <td>117.0</td>\n",
       "      <td>2681.0</td>\n",
       "      <td>0.051383</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>890.0</td>\n",
       "      <td>9719.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10609</td>\n",
       "      <td>66ebeae58d1a5e123904bd7f39d840dbe24449c2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>10609</td>\n",
       "      <td>51</td>\n",
       "      <td>5.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>1292.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>1443.0</td>\n",
       "      <td>0.083891</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>23.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>37.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>183</td>\n",
       "      <td>15a59f27f2acd69bd9c1e95a02de01c044339d2f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>146</td>\n",
       "      <td>78</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.125683</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>235.0</td>\n",
       "      <td>3466.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3701</td>\n",
       "      <td>90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3701</td>\n",
       "      <td>50</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1303.0</td>\n",
       "      <td>24.0</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>0.063496</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4310.0</td>\n",
       "      <td>54896.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>59206</td>\n",
       "      <td>02bb082a97f1ddda79562a855dd090e632e2e5e9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>59206</td>\n",
       "      <td>53</td>\n",
       "      <td>14.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>5881.0</td>\n",
       "      <td>587.0</td>\n",
       "      <td>6468.0</td>\n",
       "      <td>0.072797</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>16550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17662</td>\n",
       "      <td>2cd5d65e6cf10a667f00fe96ffd78eb850713129</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17662</td>\n",
       "      <td>55</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1318.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>1441.0</td>\n",
       "      <td>0.062960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WV</th>\n",
       "      <td>20200329</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2818</td>\n",
       "      <td>626ca2fdd89b005a3d3b606376e4ac5fd2a4772c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2818</td>\n",
       "      <td>54</td>\n",
       "      <td>0.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>374.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>391.0</td>\n",
       "      <td>0.040099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WY</th>\n",
       "      <td>20200329</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1640</td>\n",
       "      <td>e6365afc2c29afd4168c8d82cd57312427281140</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1640</td>\n",
       "      <td>56</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>79.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.052439</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "           date  positive  negative  pending  hospitalized  death   total  \\\n",
       "state                                                                       \n",
       "AK     20200329     102.0    3232.0      NaN           6.0    2.0    3334   \n",
       "AL     20200329     806.0    4184.0      NaN           NaN    4.0    4990   \n",
       "AR     20200329     426.0    3027.0      NaN          48.0    6.0    3453   \n",
       "AZ     20200329     919.0   12953.0      NaN          78.0   17.0   13872   \n",
       "CA     20200329    5708.0   20549.0  64400.0        1034.0  123.0   90657   \n",
       "CO     20200329    2061.0   11215.0      NaN         274.0   44.0   13276   \n",
       "CT     20200329    1993.0    9907.0      NaN         404.0   34.0   11900   \n",
       "DC     20200329     342.0    2469.0      1.0           NaN    5.0    2812   \n",
       "DE     20200329     232.0      36.0      NaN          33.0    6.0     268   \n",
       "FL     20200329    4246.0   39070.0      NaN         594.0   56.0   43316   \n",
       "GA     20200329    2651.0    9913.0      NaN         666.0   80.0   12564   \n",
       "GU     20200329      56.0     334.0      NaN          15.0    1.0     390   \n",
       "HI     20200329     151.0    6849.0      4.0          12.0    0.0    7004   \n",
       "IA     20200329     336.0    5013.0      NaN          68.0    4.0    5349   \n",
       "ID     20200329     261.0    4021.0      NaN          36.0    5.0    4282   \n",
       "IL     20200329    4596.0   23166.0      NaN           NaN   65.0   27762   \n",
       "IN     20200329    1514.0    8316.0      NaN           NaN   32.0    9830   \n",
       "KS     20200329     319.0    4194.0      NaN          55.0    6.0    4513   \n",
       "KY     20200329     394.0    5147.0      NaN           NaN    9.0    5541   \n",
       "LA     20200329    3540.0   24331.0      NaN        1127.0  151.0   27871   \n",
       "MA     20200329    4955.0   34111.0      NaN         399.0   48.0   39066   \n",
       "MD     20200329    1239.0   12354.0      NaN         277.0   10.0   13593   \n",
       "ME     20200329     253.0    3394.0      NaN           NaN    3.0    3647   \n",
       "MI     20200329    5486.0   11893.0      NaN           NaN  132.0   17379   \n",
       "MN     20200329     503.0   17154.0      NaN          75.0    9.0   17657   \n",
       "MO     20200329     838.0   11547.0      NaN           NaN   10.0   12385   \n",
       "MP     20200329       2.0       NaN      NaN           NaN    NaN       2   \n",
       "MS     20200329     758.0    2560.0      NaN         235.0   14.0    3318   \n",
       "MT     20200329     154.0    4143.0      NaN           8.0    1.0    4297   \n",
       "NC     20200329    1040.0   17905.0      NaN          91.0    4.0   18945   \n",
       "ND     20200329      98.0    3355.0      NaN          17.0    1.0    3453   \n",
       "NE     20200329     108.0    1968.0      4.0           NaN    2.0    2080   \n",
       "NH     20200329     214.0    4524.0    285.0          33.0    2.0    5023   \n",
       "NJ     20200329   13386.0   22216.0      NaN           NaN  161.0   35602   \n",
       "NM     20200329     237.0   10769.0      NaN          19.0    2.0   11006   \n",
       "NV     20200329     738.0    8412.0      NaN           NaN   14.0    9150   \n",
       "NY     20200329   59513.0  112847.0      NaN       12075.0  965.0  172360   \n",
       "OH     20200329    1653.0   19012.0      NaN         403.0   29.0   20665   \n",
       "OK     20200329     429.0    1205.0      NaN         140.0   16.0    1634   \n",
       "OR     20200329     548.0   10878.0      NaN         129.0   13.0   11426   \n",
       "PA     20200329    3394.0   30061.0      NaN         682.0   38.0   33455   \n",
       "PR     20200329     127.0     841.0    817.0           NaN    5.0    1785   \n",
       "RI     20200329     294.0    2541.0      NaN          35.0    3.0    2835   \n",
       "SC     20200329     774.0    3015.0      NaN         129.0   16.0    3789   \n",
       "SD     20200329      90.0    3127.0      1.0           NaN    1.0    3218   \n",
       "TN     20200329    1537.0   19037.0      NaN         133.0    7.0   20574   \n",
       "TX     20200329    2552.0   23208.0      NaN           NaN   34.0   25760   \n",
       "UT     20200329     719.0   13274.0      NaN           NaN    2.0   13993   \n",
       "VA     20200329     890.0    9719.0      NaN         112.0   22.0   10609   \n",
       "VI     20200329      23.0     123.0     37.0           NaN    NaN     183   \n",
       "VT     20200329     235.0    3466.0      NaN          18.0   12.0    3701   \n",
       "WA     20200329    4310.0   54896.0      NaN         254.0  189.0   59206   \n",
       "WI     20200329    1112.0   16550.0      NaN           NaN   13.0   17662   \n",
       "WV     20200329     113.0    2705.0      0.0           1.0    0.0    2818   \n",
       "WY     20200329      86.0    1554.0      NaN          15.0    0.0    1640   \n",
       "\n",
       "                                           hash               dateChecked  \\\n",
       "state                                                                       \n",
       "AK     d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29 20:00:00+00:00   \n",
       "AL     9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29 20:00:00+00:00   \n",
       "AR     2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29 20:00:00+00:00   \n",
       "AZ     14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29 20:00:00+00:00   \n",
       "CA     c364ec885909accfd4baf8e2d329903900870ba9 2020-03-29 20:00:00+00:00   \n",
       "CO     10769183d6c8ae4f67d7694c1e90e053315457ad 2020-03-29 20:00:00+00:00   \n",
       "CT     a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e 2020-03-29 20:00:00+00:00   \n",
       "DC     951af61bdce7b51bbfb818f7d11e3865a59e31ae 2020-03-29 20:00:00+00:00   \n",
       "DE     ba8edd92448c4db2b977c3e519df1d6421968cd1 2020-03-29 20:00:00+00:00   \n",
       "FL     8ce3ce4c8ee42dd4925356994534079c50bc67ca 2020-03-29 20:00:00+00:00   \n",
       "GA     7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2 2020-03-29 20:00:00+00:00   \n",
       "GU     c375c6bdc73751dd51ba6d5889c9e84d53303510 2020-03-29 20:00:00+00:00   \n",
       "HI     f9ea13c2d669a5af5e440577fd13339db609c58d 2020-03-29 20:00:00+00:00   \n",
       "IA     0e8a6c975f6cdda9eb1f68596e52293afbfba37e 2020-03-29 20:00:00+00:00   \n",
       "ID     e58918bfa4321b0a6884b02c3ff7761ec4778e6b 2020-03-29 20:00:00+00:00   \n",
       "IL     e6e6b00bdc70ca71fc14b3056568dfc40097d750 2020-03-29 20:00:00+00:00   \n",
       "IN     659e4aad9785c14cf15e898f481aebda271e73e3 2020-03-29 20:00:00+00:00   \n",
       "KS     be3c8cd4ff2e10e3092723512f8ea5a03ec9d486 2020-03-29 20:00:00+00:00   \n",
       "KY     563d46bc3630e17fd60499a2115df267a8645ae0 2020-03-29 20:00:00+00:00   \n",
       "LA     38b4d0f6b224b46b63a1c01841b1d1385a2a3742 2020-03-29 20:00:00+00:00   \n",
       "MA     85320d5eb34b32da6ffe44dfb937835574a335a1 2020-03-29 20:00:00+00:00   \n",
       "MD     b017ab05576951a20e7c57f1faf56b614bc443f1 2020-03-29 20:00:00+00:00   \n",
       "ME     2e6f8d654325315d3ff90837e0355efb83712cdb 2020-03-29 20:00:00+00:00   \n",
       "MI     25fd0b3fada36382067e735f2ea785fcbb58376a 2020-03-29 20:00:00+00:00   \n",
       "MN     a7684a9182a0b32142849036fecf82ec7701d8a3 2020-03-29 20:00:00+00:00   \n",
       "MO     228bc579fa237f56c7e55fd2dd8f9bfe9d410b20 2020-03-29 20:00:00+00:00   \n",
       "MP     8499fa1ff060f43b78b442e20c46c95495534385 2020-03-29 20:00:00+00:00   \n",
       "MS     daa6037b61ae96e6c2526a155139e7e732cd0368 2020-03-29 20:00:00+00:00   \n",
       "MT     d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee 2020-03-29 20:00:00+00:00   \n",
       "NC     94c103bb6dc3385d5a5f366a0913180f83223df8 2020-03-29 20:00:00+00:00   \n",
       "ND     2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5 2020-03-29 20:00:00+00:00   \n",
       "NE     44e85c9c9b448faa6a1b8a6af39c84820610bff0 2020-03-29 20:00:00+00:00   \n",
       "NH     5602e725da5424f5efebbaa8e3b8ac7c71a21d53 2020-03-29 20:00:00+00:00   \n",
       "NJ     5e0cce3ce15a05bc385736f7f690e041feb4f2d9 2020-03-29 20:00:00+00:00   \n",
       "NM     c76b9199e33fb36ea9e9509cce54c2ad94146dfd 2020-03-29 20:00:00+00:00   \n",
       "NV     d0408e54d643518f6c0b61bd367061c20ea69327 2020-03-29 20:00:00+00:00   \n",
       "NY     ba807849425122f97cff754bfca452232a1e75ce 2020-03-29 20:00:00+00:00   \n",
       "OH     bf97498f0e2f4741137db5392baa1abf5648979f 2020-03-29 20:00:00+00:00   \n",
       "OK     43ef7985bd9555698d09d6a950875ade320286df 2020-03-29 20:00:00+00:00   \n",
       "OR     ec860456b55d5a18391c8cbf2748ea02bf908fd2 2020-03-29 20:00:00+00:00   \n",
       "PA     ad1df7816ad6d19a996749d630bc38345291f26e 2020-03-29 20:00:00+00:00   \n",
       "PR     5b8d867a604216d7e456141b6f80f93183e22f2c 2020-03-29 20:00:00+00:00   \n",
       "RI     a4d42dba093e9b91662dc7547081bffbecd06bef 2020-03-29 20:00:00+00:00   \n",
       "SC     b85a9aaa3da2d62f633714b4d08f409109f52bb4 2020-03-29 20:00:00+00:00   \n",
       "SD     2ecdd93c12093321637eb882b51f779ef2269d3a 2020-03-29 20:00:00+00:00   \n",
       "TN     c928e23a1549ab46b5a78ea8b86ea8fa727ca05f 2020-03-29 20:00:00+00:00   \n",
       "TX     38db35dbc7abd19b31e25fa9eaa4165ad5eece4a 2020-03-29 20:00:00+00:00   \n",
       "UT     7da47dee17adc7161be7aeefa3d507b3bc735edf 2020-03-29 20:00:00+00:00   \n",
       "VA     66ebeae58d1a5e123904bd7f39d840dbe24449c2 2020-03-29 20:00:00+00:00   \n",
       "VI     15a59f27f2acd69bd9c1e95a02de01c044339d2f 2020-03-29 20:00:00+00:00   \n",
       "VT     90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e 2020-03-29 20:00:00+00:00   \n",
       "WA     02bb082a97f1ddda79562a855dd090e632e2e5e9 2020-03-29 20:00:00+00:00   \n",
       "WI     2cd5d65e6cf10a667f00fe96ffd78eb850713129 2020-03-29 20:00:00+00:00   \n",
       "WV     626ca2fdd89b005a3d3b606376e4ac5fd2a4772c 2020-03-29 20:00:00+00:00   \n",
       "WY     e6365afc2c29afd4168c8d82cd57312427281140 2020-03-29 20:00:00+00:00   \n",
       "\n",
       "       totalTestResults fips  deathIncrease  hospitalizedIncrease  \\\n",
       "state                                                               \n",
       "AK                 3334   02            0.0                   1.0   \n",
       "AL                 4990   01            1.0                   0.0   \n",
       "AR                 3453   05            1.0                   0.0   \n",
       "AZ                13872   04            2.0                  78.0   \n",
       "CA                26257   06           22.0                   0.0   \n",
       "CO                13276   08           13.0                  35.0   \n",
       "CT                11900   09            7.0                 231.0   \n",
       "DC                 2811   11            1.0                   0.0   \n",
       "DE                  268   10            3.0                   2.0   \n",
       "FL                43316   12            2.0                  68.0   \n",
       "GA                12564   13           11.0                  49.0   \n",
       "GU                  390   66            0.0                   0.0   \n",
       "HI                 7000   15            0.0                   4.0   \n",
       "IA                 5349   19            1.0                   7.0   \n",
       "ID                 4282   16            1.0                  11.0   \n",
       "IL                27762   17           18.0                   0.0   \n",
       "IN                 9830   18            1.0                   0.0   \n",
       "KS                 4513   20            1.0                  28.0   \n",
       "KY                 5541   21            1.0                   0.0   \n",
       "LA                27871   22           14.0                 200.0   \n",
       "MA                39066   25            4.0                  49.0   \n",
       "MD                13593   24            5.0                  51.0   \n",
       "ME                 3647   23            2.0                   0.0   \n",
       "MI                17379   26           40.0                   0.0   \n",
       "MN                17657   27            4.0                  18.0   \n",
       "MO                12385   29            0.0                   0.0   \n",
       "MP                    2   69            0.0                   0.0   \n",
       "MS                 3318   28            1.0                  16.0   \n",
       "MT                 4297   30            0.0                   1.0   \n",
       "NC                18945   37            0.0                   4.0   \n",
       "ND                 3453   38            0.0                   1.0   \n",
       "NE                 2076   31            0.0                   0.0   \n",
       "NH                 4738   33            0.0                   3.0   \n",
       "NJ                35602   34           21.0                   0.0   \n",
       "NM                11006   35            1.0                   2.0   \n",
       "NV                 9150   32            4.0                   0.0   \n",
       "NY               172360   36          237.0                2021.0   \n",
       "OH                20665   39            4.0                  59.0   \n",
       "OK                 1634   40            1.0                  14.0   \n",
       "OR                11426   41            0.0                  12.0   \n",
       "PA                33455   42            4.0                   0.0   \n",
       "PR                  968   72            2.0                   0.0   \n",
       "RI                 2835   44            3.0                   7.0   \n",
       "SC                 3789   45            3.0                   0.0   \n",
       "SD                 3217   46            0.0                   0.0   \n",
       "TN                20574   47            1.0                  15.0   \n",
       "TX                25760   48            7.0                   0.0   \n",
       "UT                13993   49            0.0                   0.0   \n",
       "VA                10609   51            5.0                  13.0   \n",
       "VI                  146   78            0.0                   0.0   \n",
       "VT                 3701   50            0.0                   0.0   \n",
       "WA                59206   53           14.0                   0.0   \n",
       "WI                17662   55            0.0                   0.0   \n",
       "WV                 2818   54            0.0                   0.0   \n",
       "WY                 1640   56            0.0                   1.0   \n",
       "\n",
       "       negativeIncrease  positiveIncrease  totalTestResultsIncrease   posrate  \n",
       "state                                                                          \n",
       "AK                396.0              17.0                     413.0  0.030594  \n",
       "AL                  0.0             110.0                     110.0  0.161523  \n",
       "AR                 89.0              22.0                     111.0  0.123371  \n",
       "AZ               5498.0              46.0                    5544.0  0.066249  \n",
       "CA                  0.0            1065.0                    1065.0  0.062963  \n",
       "CO               1273.0             327.0                    1600.0  0.155243  \n",
       "CT               2798.0             702.0                    3500.0  0.167479  \n",
       "DC                258.0              38.0                     296.0  0.121622  \n",
       "DE                  0.0              18.0                      18.0  0.865672  \n",
       "FL               3704.0             483.0                    4187.0  0.098024  \n",
       "GA               1228.0             285.0                    1513.0  0.211000  \n",
       "GU                 35.0               1.0                      36.0  0.143590  \n",
       "HI               2492.0              31.0                    2523.0  0.021559  \n",
       "IA                638.0              38.0                     676.0  0.062815  \n",
       "ID                679.0              31.0                     710.0  0.060953  \n",
       "IL               1166.0            1105.0                    2271.0  0.165550  \n",
       "IN               1141.0             282.0                    1423.0  0.154018  \n",
       "KS                523.0              58.0                     581.0  0.070685  \n",
       "KY                326.0              92.0                     418.0  0.071106  \n",
       "LA               2485.0             225.0                    2710.0  0.127014  \n",
       "MA               3319.0             698.0                    4017.0  0.126837  \n",
       "MD                838.0             247.0                    1085.0  0.091150  \n",
       "ME                  0.0              42.0                      42.0  0.069372  \n",
       "MI               2784.0            1829.0                    4613.0  0.315668  \n",
       "MN               1466.0              62.0                    1528.0  0.028487  \n",
       "MO               1465.0               0.0                    1465.0  0.067662  \n",
       "MP                  0.0               0.0                       0.0  1.000000  \n",
       "MS                  0.0              95.0                      95.0  0.228451  \n",
       "MT                887.0              25.0                     912.0  0.035839  \n",
       "NC               1313.0             105.0                    1418.0  0.054896  \n",
       "ND                546.0              15.0                     561.0  0.028381  \n",
       "NE                 64.0              12.0                      76.0  0.051923  \n",
       "NH                868.0              27.0                     895.0  0.042604  \n",
       "NJ               2830.0            2262.0                    5092.0  0.375990  \n",
       "NM               1573.0              46.0                    1619.0  0.021534  \n",
       "NV                511.0             117.0                     628.0  0.080656  \n",
       "NY               9231.0            7195.0                   16426.0  0.345283  \n",
       "OH                  0.0             247.0                     247.0  0.079990  \n",
       "OK                 25.0              52.0                      77.0  0.262546  \n",
       "OR               1185.0              69.0                    1254.0  0.047961  \n",
       "PA               4807.0             643.0                    5450.0  0.101450  \n",
       "PR                102.0              27.0                     129.0  0.071148  \n",
       "RI                235.0              91.0                     326.0  0.103704  \n",
       "SC                607.0             235.0                     842.0  0.204276  \n",
       "SD                535.0              22.0                     557.0  0.027968  \n",
       "TN               2072.0             164.0                    2236.0  0.074706  \n",
       "TX                  0.0             500.0                     500.0  0.099068  \n",
       "UT               2564.0             117.0                    2681.0  0.051383  \n",
       "VA               1292.0             151.0                    1443.0  0.083891  \n",
       "VI                 17.0               1.0                      18.0  0.125683  \n",
       "VT               1303.0              24.0                    1327.0  0.063496  \n",
       "WA               5881.0             587.0                    6468.0  0.072797  \n",
       "WI               1318.0             123.0                    1441.0  0.062960  \n",
       "WV                374.0              17.0                     391.0  0.040099  \n",
       "WY                 79.0               4.0                      83.0  0.052439  "
      ]
     },
     "execution_count": 30,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "latest_by_state = latest.set_index('state')\n",
    "latest_by_state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>date</th>\n",
       "      <th>positive</th>\n",
       "      <th>negative</th>\n",
       "      <th>pending</th>\n",
       "      <th>hospitalized</th>\n",
       "      <th>death</th>\n",
       "      <th>total</th>\n",
       "      <th>hash</th>\n",
       "      <th>dateChecked</th>\n",
       "      <th>totalTestResults</th>\n",
       "      <th>...</th>\n",
       "      <th>totalTestResultsIncrease</th>\n",
       "      <th>posrate</th>\n",
       "      <th>SUMLEV</th>\n",
       "      <th>REGION</th>\n",
       "      <th>DIVISION</th>\n",
       "      <th>STATE</th>\n",
       "      <th>POPESTIMATE2019</th>\n",
       "      <th>POPEST18PLUS2019</th>\n",
       "      <th>PCNT_POPEST18PLUS</th>\n",
       "      <th>Per Million</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>AK</th>\n",
       "      <td>20200329</td>\n",
       "      <td>102.0</td>\n",
       "      <td>3232.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>6.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>3334</td>\n",
       "      <td>d4c0789e67f59e98176a9ea96200ed348161c6d4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3334</td>\n",
       "      <td>...</td>\n",
       "      <td>413.0</td>\n",
       "      <td>0.030594</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>2</td>\n",
       "      <td>731545</td>\n",
       "      <td>551562</td>\n",
       "      <td>75.4</td>\n",
       "      <td>4557.477667</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AL</th>\n",
       "      <td>20200329</td>\n",
       "      <td>806.0</td>\n",
       "      <td>4184.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>4.0</td>\n",
       "      <td>4990</td>\n",
       "      <td>9dbf0b598d35897b1f6857899d0a834990f4ec51</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4990</td>\n",
       "      <td>...</td>\n",
       "      <td>110.0</td>\n",
       "      <td>0.161523</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>1</td>\n",
       "      <td>4903185</td>\n",
       "      <td>3814879</td>\n",
       "      <td>77.8</td>\n",
       "      <td>1017.705838</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AR</th>\n",
       "      <td>20200329</td>\n",
       "      <td>426.0</td>\n",
       "      <td>3027.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>48.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>...</td>\n",
       "      <td>111.0</td>\n",
       "      <td>0.123371</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>5</td>\n",
       "      <td>3017804</td>\n",
       "      <td>2317649</td>\n",
       "      <td>76.8</td>\n",
       "      <td>1144.209498</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>AZ</th>\n",
       "      <td>20200329</td>\n",
       "      <td>919.0</td>\n",
       "      <td>12953.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>78.0</td>\n",
       "      <td>17.0</td>\n",
       "      <td>13872</td>\n",
       "      <td>14deca609d3762fb4b92807785e2b9c7015661e6</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13872</td>\n",
       "      <td>...</td>\n",
       "      <td>5544.0</td>\n",
       "      <td>0.066249</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>4</td>\n",
       "      <td>7278717</td>\n",
       "      <td>5638481</td>\n",
       "      <td>77.5</td>\n",
       "      <td>1905.830382</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>5708.0</td>\n",
       "      <td>20549.0</td>\n",
       "      <td>64400.0</td>\n",
       "      <td>1034.0</td>\n",
       "      <td>123.0</td>\n",
       "      <td>90657</td>\n",
       "      <td>c364ec885909accfd4baf8e2d329903900870ba9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>26257</td>\n",
       "      <td>...</td>\n",
       "      <td>1065.0</td>\n",
       "      <td>0.062963</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>6</td>\n",
       "      <td>39512223</td>\n",
       "      <td>30617582</td>\n",
       "      <td>77.5</td>\n",
       "      <td>2294.403937</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CO</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2061.0</td>\n",
       "      <td>11215.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>274.0</td>\n",
       "      <td>44.0</td>\n",
       "      <td>13276</td>\n",
       "      <td>10769183d6c8ae4f67d7694c1e90e053315457ad</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13276</td>\n",
       "      <td>...</td>\n",
       "      <td>1600.0</td>\n",
       "      <td>0.155243</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>8</td>\n",
       "      <td>5758736</td>\n",
       "      <td>4499217</td>\n",
       "      <td>78.1</td>\n",
       "      <td>2305.367011</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>CT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1993.0</td>\n",
       "      <td>9907.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>404.0</td>\n",
       "      <td>34.0</td>\n",
       "      <td>11900</td>\n",
       "      <td>a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11900</td>\n",
       "      <td>...</td>\n",
       "      <td>3500.0</td>\n",
       "      <td>0.167479</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>9</td>\n",
       "      <td>3565287</td>\n",
       "      <td>2837847</td>\n",
       "      <td>79.6</td>\n",
       "      <td>3337.739711</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DC</th>\n",
       "      <td>20200329</td>\n",
       "      <td>342.0</td>\n",
       "      <td>2469.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5.0</td>\n",
       "      <td>2812</td>\n",
       "      <td>951af61bdce7b51bbfb818f7d11e3865a59e31ae</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2811</td>\n",
       "      <td>...</td>\n",
       "      <td>296.0</td>\n",
       "      <td>0.121622</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>11</td>\n",
       "      <td>705749</td>\n",
       "      <td>577581</td>\n",
       "      <td>81.8</td>\n",
       "      <td>3984.419390</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>DE</th>\n",
       "      <td>20200329</td>\n",
       "      <td>232.0</td>\n",
       "      <td>36.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>33.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>268</td>\n",
       "      <td>ba8edd92448c4db2b977c3e519df1d6421968cd1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>268</td>\n",
       "      <td>...</td>\n",
       "      <td>18.0</td>\n",
       "      <td>0.865672</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>10</td>\n",
       "      <td>973764</td>\n",
       "      <td>770192</td>\n",
       "      <td>79.1</td>\n",
       "      <td>275.220690</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>FL</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4246.0</td>\n",
       "      <td>39070.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>594.0</td>\n",
       "      <td>56.0</td>\n",
       "      <td>43316</td>\n",
       "      <td>8ce3ce4c8ee42dd4925356994534079c50bc67ca</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>43316</td>\n",
       "      <td>...</td>\n",
       "      <td>4187.0</td>\n",
       "      <td>0.098024</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>12</td>\n",
       "      <td>21477737</td>\n",
       "      <td>17247808</td>\n",
       "      <td>80.3</td>\n",
       "      <td>2016.786033</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>GA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2651.0</td>\n",
       "      <td>9913.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>666.0</td>\n",
       "      <td>80.0</td>\n",
       "      <td>12564</td>\n",
       "      <td>7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12564</td>\n",
       "      <td>...</td>\n",
       "      <td>1513.0</td>\n",
       "      <td>0.211000</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>13</td>\n",
       "      <td>10617423</td>\n",
       "      <td>8113542</td>\n",
       "      <td>76.4</td>\n",
       "      <td>1183.337991</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>HI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>151.0</td>\n",
       "      <td>6849.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>7004</td>\n",
       "      <td>f9ea13c2d669a5af5e440577fd13339db609c58d</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>7000</td>\n",
       "      <td>...</td>\n",
       "      <td>2523.0</td>\n",
       "      <td>0.021559</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>15</td>\n",
       "      <td>1415872</td>\n",
       "      <td>1116004</td>\n",
       "      <td>78.8</td>\n",
       "      <td>4946.774850</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>336.0</td>\n",
       "      <td>5013.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>68.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>5349</td>\n",
       "      <td>0e8a6c975f6cdda9eb1f68596e52293afbfba37e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5349</td>\n",
       "      <td>...</td>\n",
       "      <td>676.0</td>\n",
       "      <td>0.062815</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>19</td>\n",
       "      <td>3155070</td>\n",
       "      <td>2428229</td>\n",
       "      <td>77.0</td>\n",
       "      <td>1695.366505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ID</th>\n",
       "      <td>20200329</td>\n",
       "      <td>261.0</td>\n",
       "      <td>4021.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>36.0</td>\n",
       "      <td>5.0</td>\n",
       "      <td>4282</td>\n",
       "      <td>e58918bfa4321b0a6884b02c3ff7761ec4778e6b</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4282</td>\n",
       "      <td>...</td>\n",
       "      <td>710.0</td>\n",
       "      <td>0.060953</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>16</td>\n",
       "      <td>1787065</td>\n",
       "      <td>1338864</td>\n",
       "      <td>74.9</td>\n",
       "      <td>2396.107584</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IL</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4596.0</td>\n",
       "      <td>23166.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>65.0</td>\n",
       "      <td>27762</td>\n",
       "      <td>e6e6b00bdc70ca71fc14b3056568dfc40097d750</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27762</td>\n",
       "      <td>...</td>\n",
       "      <td>2271.0</td>\n",
       "      <td>0.165550</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>17</td>\n",
       "      <td>12671821</td>\n",
       "      <td>9853946</td>\n",
       "      <td>77.8</td>\n",
       "      <td>2190.845341</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>IN</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1514.0</td>\n",
       "      <td>8316.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>32.0</td>\n",
       "      <td>9830</td>\n",
       "      <td>659e4aad9785c14cf15e898f481aebda271e73e3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9830</td>\n",
       "      <td>...</td>\n",
       "      <td>1423.0</td>\n",
       "      <td>0.154018</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>18</td>\n",
       "      <td>6732219</td>\n",
       "      <td>5164245</td>\n",
       "      <td>76.7</td>\n",
       "      <td>1460.142636</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KS</th>\n",
       "      <td>20200329</td>\n",
       "      <td>319.0</td>\n",
       "      <td>4194.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>55.0</td>\n",
       "      <td>6.0</td>\n",
       "      <td>4513</td>\n",
       "      <td>be3c8cd4ff2e10e3092723512f8ea5a03ec9d486</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4513</td>\n",
       "      <td>...</td>\n",
       "      <td>581.0</td>\n",
       "      <td>0.070685</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>20</td>\n",
       "      <td>2913314</td>\n",
       "      <td>2213064</td>\n",
       "      <td>76.0</td>\n",
       "      <td>1549.094948</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>KY</th>\n",
       "      <td>20200329</td>\n",
       "      <td>394.0</td>\n",
       "      <td>5147.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>9.0</td>\n",
       "      <td>5541</td>\n",
       "      <td>563d46bc3630e17fd60499a2115df267a8645ae0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>5541</td>\n",
       "      <td>...</td>\n",
       "      <td>418.0</td>\n",
       "      <td>0.071106</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>21</td>\n",
       "      <td>4467673</td>\n",
       "      <td>3464802</td>\n",
       "      <td>77.6</td>\n",
       "      <td>1240.242963</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>LA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>3540.0</td>\n",
       "      <td>24331.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1127.0</td>\n",
       "      <td>151.0</td>\n",
       "      <td>27871</td>\n",
       "      <td>38b4d0f6b224b46b63a1c01841b1d1385a2a3742</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>27871</td>\n",
       "      <td>...</td>\n",
       "      <td>2710.0</td>\n",
       "      <td>0.127014</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>22</td>\n",
       "      <td>4648794</td>\n",
       "      <td>3561164</td>\n",
       "      <td>76.6</td>\n",
       "      <td>5995.318356</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4955.0</td>\n",
       "      <td>34111.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>399.0</td>\n",
       "      <td>48.0</td>\n",
       "      <td>39066</td>\n",
       "      <td>85320d5eb34b32da6ffe44dfb937835574a335a1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>39066</td>\n",
       "      <td>...</td>\n",
       "      <td>4017.0</td>\n",
       "      <td>0.126837</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>25</td>\n",
       "      <td>6892503</td>\n",
       "      <td>5539703</td>\n",
       "      <td>80.4</td>\n",
       "      <td>5667.897424</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MD</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1239.0</td>\n",
       "      <td>12354.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>277.0</td>\n",
       "      <td>10.0</td>\n",
       "      <td>13593</td>\n",
       "      <td>b017ab05576951a20e7c57f1faf56b614bc443f1</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13593</td>\n",
       "      <td>...</td>\n",
       "      <td>1085.0</td>\n",
       "      <td>0.091150</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>24</td>\n",
       "      <td>6045680</td>\n",
       "      <td>4710993</td>\n",
       "      <td>77.9</td>\n",
       "      <td>2248.382316</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ME</th>\n",
       "      <td>20200329</td>\n",
       "      <td>253.0</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>3.0</td>\n",
       "      <td>3647</td>\n",
       "      <td>2e6f8d654325315d3ff90837e0355efb83712cdb</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3647</td>\n",
       "      <td>...</td>\n",
       "      <td>42.0</td>\n",
       "      <td>0.069372</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>23</td>\n",
       "      <td>1344212</td>\n",
       "      <td>1095370</td>\n",
       "      <td>81.5</td>\n",
       "      <td>2713.113705</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>5486.0</td>\n",
       "      <td>11893.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>132.0</td>\n",
       "      <td>17379</td>\n",
       "      <td>25fd0b3fada36382067e735f2ea785fcbb58376a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17379</td>\n",
       "      <td>...</td>\n",
       "      <td>4613.0</td>\n",
       "      <td>0.315668</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>26</td>\n",
       "      <td>9986857</td>\n",
       "      <td>7842924</td>\n",
       "      <td>78.5</td>\n",
       "      <td>1740.187128</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MN</th>\n",
       "      <td>20200329</td>\n",
       "      <td>503.0</td>\n",
       "      <td>17154.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>75.0</td>\n",
       "      <td>9.0</td>\n",
       "      <td>17657</td>\n",
       "      <td>a7684a9182a0b32142849036fecf82ec7701d8a3</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17657</td>\n",
       "      <td>...</td>\n",
       "      <td>1528.0</td>\n",
       "      <td>0.028487</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>27</td>\n",
       "      <td>5639632</td>\n",
       "      <td>4336475</td>\n",
       "      <td>76.9</td>\n",
       "      <td>3130.878043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MO</th>\n",
       "      <td>20200329</td>\n",
       "      <td>838.0</td>\n",
       "      <td>11547.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10.0</td>\n",
       "      <td>12385</td>\n",
       "      <td>228bc579fa237f56c7e55fd2dd8f9bfe9d410b20</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>12385</td>\n",
       "      <td>...</td>\n",
       "      <td>1465.0</td>\n",
       "      <td>0.067662</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>29</td>\n",
       "      <td>6137428</td>\n",
       "      <td>4766843</td>\n",
       "      <td>77.7</td>\n",
       "      <td>2017.946280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MS</th>\n",
       "      <td>20200329</td>\n",
       "      <td>758.0</td>\n",
       "      <td>2560.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>235.0</td>\n",
       "      <td>14.0</td>\n",
       "      <td>3318</td>\n",
       "      <td>daa6037b61ae96e6c2526a155139e7e732cd0368</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3318</td>\n",
       "      <td>...</td>\n",
       "      <td>95.0</td>\n",
       "      <td>0.228451</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>28</td>\n",
       "      <td>2976149</td>\n",
       "      <td>2277566</td>\n",
       "      <td>76.5</td>\n",
       "      <td>1114.863537</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>MT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>154.0</td>\n",
       "      <td>4143.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>8.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>4297</td>\n",
       "      <td>d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4297</td>\n",
       "      <td>...</td>\n",
       "      <td>912.0</td>\n",
       "      <td>0.035839</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>30</td>\n",
       "      <td>1068778</td>\n",
       "      <td>840190</td>\n",
       "      <td>78.6</td>\n",
       "      <td>4020.479463</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NC</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1040.0</td>\n",
       "      <td>17905.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>91.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>18945</td>\n",
       "      <td>94c103bb6dc3385d5a5f366a0913180f83223df8</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>18945</td>\n",
       "      <td>...</td>\n",
       "      <td>1418.0</td>\n",
       "      <td>0.054896</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>37</td>\n",
       "      <td>10488084</td>\n",
       "      <td>8187369</td>\n",
       "      <td>78.1</td>\n",
       "      <td>1806.335647</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>ND</th>\n",
       "      <td>20200329</td>\n",
       "      <td>98.0</td>\n",
       "      <td>3355.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>17.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3453</td>\n",
       "      <td>2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3453</td>\n",
       "      <td>...</td>\n",
       "      <td>561.0</td>\n",
       "      <td>0.028381</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>38</td>\n",
       "      <td>762062</td>\n",
       "      <td>581891</td>\n",
       "      <td>76.4</td>\n",
       "      <td>4531.127389</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NE</th>\n",
       "      <td>20200329</td>\n",
       "      <td>108.0</td>\n",
       "      <td>1968.0</td>\n",
       "      <td>4.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>2080</td>\n",
       "      <td>44e85c9c9b448faa6a1b8a6af39c84820610bff0</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2076</td>\n",
       "      <td>...</td>\n",
       "      <td>76.0</td>\n",
       "      <td>0.051923</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>31</td>\n",
       "      <td>1934408</td>\n",
       "      <td>1458334</td>\n",
       "      <td>75.4</td>\n",
       "      <td>1075.264370</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NH</th>\n",
       "      <td>20200329</td>\n",
       "      <td>214.0</td>\n",
       "      <td>4524.0</td>\n",
       "      <td>285.0</td>\n",
       "      <td>33.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>5023</td>\n",
       "      <td>5602e725da5424f5efebbaa8e3b8ac7c71a21d53</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>4738</td>\n",
       "      <td>...</td>\n",
       "      <td>895.0</td>\n",
       "      <td>0.042604</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>33</td>\n",
       "      <td>1359711</td>\n",
       "      <td>1104458</td>\n",
       "      <td>81.2</td>\n",
       "      <td>3694.167364</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NJ</th>\n",
       "      <td>20200329</td>\n",
       "      <td>13386.0</td>\n",
       "      <td>22216.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>161.0</td>\n",
       "      <td>35602</td>\n",
       "      <td>5e0cce3ce15a05bc385736f7f690e041feb4f2d9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>35602</td>\n",
       "      <td>...</td>\n",
       "      <td>5092.0</td>\n",
       "      <td>0.375990</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>34</td>\n",
       "      <td>8882190</td>\n",
       "      <td>6943612</td>\n",
       "      <td>78.2</td>\n",
       "      <td>4008.245714</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NM</th>\n",
       "      <td>20200329</td>\n",
       "      <td>237.0</td>\n",
       "      <td>10769.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>19.0</td>\n",
       "      <td>2.0</td>\n",
       "      <td>11006</td>\n",
       "      <td>c76b9199e33fb36ea9e9509cce54c2ad94146dfd</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11006</td>\n",
       "      <td>...</td>\n",
       "      <td>1619.0</td>\n",
       "      <td>0.021534</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>35</td>\n",
       "      <td>2096829</td>\n",
       "      <td>1620991</td>\n",
       "      <td>77.3</td>\n",
       "      <td>5248.878187</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NV</th>\n",
       "      <td>20200329</td>\n",
       "      <td>738.0</td>\n",
       "      <td>8412.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>14.0</td>\n",
       "      <td>9150</td>\n",
       "      <td>d0408e54d643518f6c0b61bd367061c20ea69327</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>9150</td>\n",
       "      <td>...</td>\n",
       "      <td>628.0</td>\n",
       "      <td>0.080656</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>32</td>\n",
       "      <td>3080156</td>\n",
       "      <td>2387517</td>\n",
       "      <td>77.5</td>\n",
       "      <td>2970.628760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>NY</th>\n",
       "      <td>20200329</td>\n",
       "      <td>59513.0</td>\n",
       "      <td>112847.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>12075.0</td>\n",
       "      <td>965.0</td>\n",
       "      <td>172360</td>\n",
       "      <td>ba807849425122f97cff754bfca452232a1e75ce</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>172360</td>\n",
       "      <td>...</td>\n",
       "      <td>16426.0</td>\n",
       "      <td>0.345283</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>36</td>\n",
       "      <td>19453561</td>\n",
       "      <td>15425262</td>\n",
       "      <td>79.3</td>\n",
       "      <td>8860.074513</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OH</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1653.0</td>\n",
       "      <td>19012.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>403.0</td>\n",
       "      <td>29.0</td>\n",
       "      <td>20665</td>\n",
       "      <td>bf97498f0e2f4741137db5392baa1abf5648979f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20665</td>\n",
       "      <td>...</td>\n",
       "      <td>247.0</td>\n",
       "      <td>0.079990</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>39</td>\n",
       "      <td>11689100</td>\n",
       "      <td>9111081</td>\n",
       "      <td>77.9</td>\n",
       "      <td>1767.886321</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OK</th>\n",
       "      <td>20200329</td>\n",
       "      <td>429.0</td>\n",
       "      <td>1205.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>140.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>1634</td>\n",
       "      <td>43ef7985bd9555698d09d6a950875ade320286df</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1634</td>\n",
       "      <td>...</td>\n",
       "      <td>77.0</td>\n",
       "      <td>0.262546</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>40</td>\n",
       "      <td>3956971</td>\n",
       "      <td>3004733</td>\n",
       "      <td>75.9</td>\n",
       "      <td>412.942122</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>OR</th>\n",
       "      <td>20200329</td>\n",
       "      <td>548.0</td>\n",
       "      <td>10878.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>13.0</td>\n",
       "      <td>11426</td>\n",
       "      <td>ec860456b55d5a18391c8cbf2748ea02bf908fd2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>11426</td>\n",
       "      <td>...</td>\n",
       "      <td>1254.0</td>\n",
       "      <td>0.047961</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>41</td>\n",
       "      <td>4217737</td>\n",
       "      <td>3351175</td>\n",
       "      <td>79.5</td>\n",
       "      <td>2709.035675</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>PA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>3394.0</td>\n",
       "      <td>30061.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>682.0</td>\n",
       "      <td>38.0</td>\n",
       "      <td>33455</td>\n",
       "      <td>ad1df7816ad6d19a996749d630bc38345291f26e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>33455</td>\n",
       "      <td>...</td>\n",
       "      <td>5450.0</td>\n",
       "      <td>0.101450</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>2</td>\n",
       "      <td>42</td>\n",
       "      <td>12801989</td>\n",
       "      <td>10167376</td>\n",
       "      <td>79.4</td>\n",
       "      <td>2613.265798</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>RI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>294.0</td>\n",
       "      <td>2541.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>35.0</td>\n",
       "      <td>3.0</td>\n",
       "      <td>2835</td>\n",
       "      <td>a4d42dba093e9b91662dc7547081bffbecd06bef</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2835</td>\n",
       "      <td>...</td>\n",
       "      <td>326.0</td>\n",
       "      <td>0.103704</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>44</td>\n",
       "      <td>1059361</td>\n",
       "      <td>854866</td>\n",
       "      <td>80.7</td>\n",
       "      <td>2676.141561</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SC</th>\n",
       "      <td>20200329</td>\n",
       "      <td>774.0</td>\n",
       "      <td>3015.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>129.0</td>\n",
       "      <td>16.0</td>\n",
       "      <td>3789</td>\n",
       "      <td>b85a9aaa3da2d62f633714b4d08f409109f52bb4</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3789</td>\n",
       "      <td>...</td>\n",
       "      <td>842.0</td>\n",
       "      <td>0.204276</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>45</td>\n",
       "      <td>5148714</td>\n",
       "      <td>4037531</td>\n",
       "      <td>78.4</td>\n",
       "      <td>735.911919</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>SD</th>\n",
       "      <td>20200329</td>\n",
       "      <td>90.0</td>\n",
       "      <td>3127.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1.0</td>\n",
       "      <td>3218</td>\n",
       "      <td>2ecdd93c12093321637eb882b51f779ef2269d3a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3217</td>\n",
       "      <td>...</td>\n",
       "      <td>557.0</td>\n",
       "      <td>0.027968</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>46</td>\n",
       "      <td>884659</td>\n",
       "      <td>667558</td>\n",
       "      <td>75.5</td>\n",
       "      <td>3637.559783</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TN</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1537.0</td>\n",
       "      <td>19037.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>133.0</td>\n",
       "      <td>7.0</td>\n",
       "      <td>20574</td>\n",
       "      <td>c928e23a1549ab46b5a78ea8b86ea8fa727ca05f</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>20574</td>\n",
       "      <td>...</td>\n",
       "      <td>2236.0</td>\n",
       "      <td>0.074706</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>6</td>\n",
       "      <td>47</td>\n",
       "      <td>6829174</td>\n",
       "      <td>5319123</td>\n",
       "      <td>77.9</td>\n",
       "      <td>3012.663025</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>TX</th>\n",
       "      <td>20200329</td>\n",
       "      <td>2552.0</td>\n",
       "      <td>23208.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>34.0</td>\n",
       "      <td>25760</td>\n",
       "      <td>38db35dbc7abd19b31e25fa9eaa4165ad5eece4a</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>25760</td>\n",
       "      <td>...</td>\n",
       "      <td>500.0</td>\n",
       "      <td>0.099068</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>7</td>\n",
       "      <td>48</td>\n",
       "      <td>28995881</td>\n",
       "      <td>21596071</td>\n",
       "      <td>74.5</td>\n",
       "      <td>888.402046</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>UT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>719.0</td>\n",
       "      <td>13274.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>2.0</td>\n",
       "      <td>13993</td>\n",
       "      <td>7da47dee17adc7161be7aeefa3d507b3bc735edf</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>13993</td>\n",
       "      <td>...</td>\n",
       "      <td>2681.0</td>\n",
       "      <td>0.051383</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>49</td>\n",
       "      <td>3205958</td>\n",
       "      <td>2274774</td>\n",
       "      <td>71.0</td>\n",
       "      <td>4364.686000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>890.0</td>\n",
       "      <td>9719.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>112.0</td>\n",
       "      <td>22.0</td>\n",
       "      <td>10609</td>\n",
       "      <td>66ebeae58d1a5e123904bd7f39d840dbe24449c2</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>10609</td>\n",
       "      <td>...</td>\n",
       "      <td>1443.0</td>\n",
       "      <td>0.083891</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>51</td>\n",
       "      <td>8535519</td>\n",
       "      <td>6674671</td>\n",
       "      <td>78.2</td>\n",
       "      <td>1242.923834</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>VT</th>\n",
       "      <td>20200329</td>\n",
       "      <td>235.0</td>\n",
       "      <td>3466.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>18.0</td>\n",
       "      <td>12.0</td>\n",
       "      <td>3701</td>\n",
       "      <td>90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>3701</td>\n",
       "      <td>...</td>\n",
       "      <td>1327.0</td>\n",
       "      <td>0.063496</td>\n",
       "      <td>40</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>50</td>\n",
       "      <td>623989</td>\n",
       "      <td>509984</td>\n",
       "      <td>81.7</td>\n",
       "      <td>5931.194300</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WA</th>\n",
       "      <td>20200329</td>\n",
       "      <td>4310.0</td>\n",
       "      <td>54896.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>254.0</td>\n",
       "      <td>189.0</td>\n",
       "      <td>59206</td>\n",
       "      <td>02bb082a97f1ddda79562a855dd090e632e2e5e9</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>59206</td>\n",
       "      <td>...</td>\n",
       "      <td>6468.0</td>\n",
       "      <td>0.072797</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>9</td>\n",
       "      <td>53</td>\n",
       "      <td>7614893</td>\n",
       "      <td>5951832</td>\n",
       "      <td>78.2</td>\n",
       "      <td>7775.027174</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WI</th>\n",
       "      <td>20200329</td>\n",
       "      <td>1112.0</td>\n",
       "      <td>16550.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "      <td>13.0</td>\n",
       "      <td>17662</td>\n",
       "      <td>2cd5d65e6cf10a667f00fe96ffd78eb850713129</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>17662</td>\n",
       "      <td>...</td>\n",
       "      <td>1441.0</td>\n",
       "      <td>0.062960</td>\n",
       "      <td>40</td>\n",
       "      <td>2</td>\n",
       "      <td>3</td>\n",
       "      <td>55</td>\n",
       "      <td>5822434</td>\n",
       "      <td>4555837</td>\n",
       "      <td>78.2</td>\n",
       "      <td>3033.439280</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WV</th>\n",
       "      <td>20200329</td>\n",
       "      <td>113.0</td>\n",
       "      <td>2705.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>2818</td>\n",
       "      <td>626ca2fdd89b005a3d3b606376e4ac5fd2a4772c</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>2818</td>\n",
       "      <td>...</td>\n",
       "      <td>391.0</td>\n",
       "      <td>0.040099</td>\n",
       "      <td>40</td>\n",
       "      <td>3</td>\n",
       "      <td>5</td>\n",
       "      <td>54</td>\n",
       "      <td>1792147</td>\n",
       "      <td>1432580</td>\n",
       "      <td>79.9</td>\n",
       "      <td>1572.415656</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>WY</th>\n",
       "      <td>20200329</td>\n",
       "      <td>86.0</td>\n",
       "      <td>1554.0</td>\n",
       "      <td>NaN</td>\n",
       "      <td>15.0</td>\n",
       "      <td>0.0</td>\n",
       "      <td>1640</td>\n",
       "      <td>e6365afc2c29afd4168c8d82cd57312427281140</td>\n",
       "      <td>2020-03-29 20:00:00+00:00</td>\n",
       "      <td>1640</td>\n",
       "      <td>...</td>\n",
       "      <td>83.0</td>\n",
       "      <td>0.052439</td>\n",
       "      <td>40</td>\n",
       "      <td>4</td>\n",
       "      <td>8</td>\n",
       "      <td>56</td>\n",
       "      <td>578759</td>\n",
       "      <td>445025</td>\n",
       "      <td>76.9</td>\n",
       "      <td>2833.649239</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>51 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "        date  positive  negative  pending  hospitalized  death   total  \\\n",
       "AK  20200329     102.0    3232.0      NaN           6.0    2.0    3334   \n",
       "AL  20200329     806.0    4184.0      NaN           NaN    4.0    4990   \n",
       "AR  20200329     426.0    3027.0      NaN          48.0    6.0    3453   \n",
       "AZ  20200329     919.0   12953.0      NaN          78.0   17.0   13872   \n",
       "CA  20200329    5708.0   20549.0  64400.0        1034.0  123.0   90657   \n",
       "CO  20200329    2061.0   11215.0      NaN         274.0   44.0   13276   \n",
       "CT  20200329    1993.0    9907.0      NaN         404.0   34.0   11900   \n",
       "DC  20200329     342.0    2469.0      1.0           NaN    5.0    2812   \n",
       "DE  20200329     232.0      36.0      NaN          33.0    6.0     268   \n",
       "FL  20200329    4246.0   39070.0      NaN         594.0   56.0   43316   \n",
       "GA  20200329    2651.0    9913.0      NaN         666.0   80.0   12564   \n",
       "HI  20200329     151.0    6849.0      4.0          12.0    0.0    7004   \n",
       "IA  20200329     336.0    5013.0      NaN          68.0    4.0    5349   \n",
       "ID  20200329     261.0    4021.0      NaN          36.0    5.0    4282   \n",
       "IL  20200329    4596.0   23166.0      NaN           NaN   65.0   27762   \n",
       "IN  20200329    1514.0    8316.0      NaN           NaN   32.0    9830   \n",
       "KS  20200329     319.0    4194.0      NaN          55.0    6.0    4513   \n",
       "KY  20200329     394.0    5147.0      NaN           NaN    9.0    5541   \n",
       "LA  20200329    3540.0   24331.0      NaN        1127.0  151.0   27871   \n",
       "MA  20200329    4955.0   34111.0      NaN         399.0   48.0   39066   \n",
       "MD  20200329    1239.0   12354.0      NaN         277.0   10.0   13593   \n",
       "ME  20200329     253.0    3394.0      NaN           NaN    3.0    3647   \n",
       "MI  20200329    5486.0   11893.0      NaN           NaN  132.0   17379   \n",
       "MN  20200329     503.0   17154.0      NaN          75.0    9.0   17657   \n",
       "MO  20200329     838.0   11547.0      NaN           NaN   10.0   12385   \n",
       "MS  20200329     758.0    2560.0      NaN         235.0   14.0    3318   \n",
       "MT  20200329     154.0    4143.0      NaN           8.0    1.0    4297   \n",
       "NC  20200329    1040.0   17905.0      NaN          91.0    4.0   18945   \n",
       "ND  20200329      98.0    3355.0      NaN          17.0    1.0    3453   \n",
       "NE  20200329     108.0    1968.0      4.0           NaN    2.0    2080   \n",
       "NH  20200329     214.0    4524.0    285.0          33.0    2.0    5023   \n",
       "NJ  20200329   13386.0   22216.0      NaN           NaN  161.0   35602   \n",
       "NM  20200329     237.0   10769.0      NaN          19.0    2.0   11006   \n",
       "NV  20200329     738.0    8412.0      NaN           NaN   14.0    9150   \n",
       "NY  20200329   59513.0  112847.0      NaN       12075.0  965.0  172360   \n",
       "OH  20200329    1653.0   19012.0      NaN         403.0   29.0   20665   \n",
       "OK  20200329     429.0    1205.0      NaN         140.0   16.0    1634   \n",
       "OR  20200329     548.0   10878.0      NaN         129.0   13.0   11426   \n",
       "PA  20200329    3394.0   30061.0      NaN         682.0   38.0   33455   \n",
       "RI  20200329     294.0    2541.0      NaN          35.0    3.0    2835   \n",
       "SC  20200329     774.0    3015.0      NaN         129.0   16.0    3789   \n",
       "SD  20200329      90.0    3127.0      1.0           NaN    1.0    3218   \n",
       "TN  20200329    1537.0   19037.0      NaN         133.0    7.0   20574   \n",
       "TX  20200329    2552.0   23208.0      NaN           NaN   34.0   25760   \n",
       "UT  20200329     719.0   13274.0      NaN           NaN    2.0   13993   \n",
       "VA  20200329     890.0    9719.0      NaN         112.0   22.0   10609   \n",
       "VT  20200329     235.0    3466.0      NaN          18.0   12.0    3701   \n",
       "WA  20200329    4310.0   54896.0      NaN         254.0  189.0   59206   \n",
       "WI  20200329    1112.0   16550.0      NaN           NaN   13.0   17662   \n",
       "WV  20200329     113.0    2705.0      0.0           1.0    0.0    2818   \n",
       "WY  20200329      86.0    1554.0      NaN          15.0    0.0    1640   \n",
       "\n",
       "                                        hash               dateChecked  \\\n",
       "AK  d4c0789e67f59e98176a9ea96200ed348161c6d4 2020-03-29 20:00:00+00:00   \n",
       "AL  9dbf0b598d35897b1f6857899d0a834990f4ec51 2020-03-29 20:00:00+00:00   \n",
       "AR  2c8ed5059d37cc0aa0d20f4f3066a64db930c6c5 2020-03-29 20:00:00+00:00   \n",
       "AZ  14deca609d3762fb4b92807785e2b9c7015661e6 2020-03-29 20:00:00+00:00   \n",
       "CA  c364ec885909accfd4baf8e2d329903900870ba9 2020-03-29 20:00:00+00:00   \n",
       "CO  10769183d6c8ae4f67d7694c1e90e053315457ad 2020-03-29 20:00:00+00:00   \n",
       "CT  a2fc8b02ed8f3a41030ae22ddb222af3d3c53a8e 2020-03-29 20:00:00+00:00   \n",
       "DC  951af61bdce7b51bbfb818f7d11e3865a59e31ae 2020-03-29 20:00:00+00:00   \n",
       "DE  ba8edd92448c4db2b977c3e519df1d6421968cd1 2020-03-29 20:00:00+00:00   \n",
       "FL  8ce3ce4c8ee42dd4925356994534079c50bc67ca 2020-03-29 20:00:00+00:00   \n",
       "GA  7d692c3fbf28e3dbfdd58fc99dace80c1a9958d2 2020-03-29 20:00:00+00:00   \n",
       "HI  f9ea13c2d669a5af5e440577fd13339db609c58d 2020-03-29 20:00:00+00:00   \n",
       "IA  0e8a6c975f6cdda9eb1f68596e52293afbfba37e 2020-03-29 20:00:00+00:00   \n",
       "ID  e58918bfa4321b0a6884b02c3ff7761ec4778e6b 2020-03-29 20:00:00+00:00   \n",
       "IL  e6e6b00bdc70ca71fc14b3056568dfc40097d750 2020-03-29 20:00:00+00:00   \n",
       "IN  659e4aad9785c14cf15e898f481aebda271e73e3 2020-03-29 20:00:00+00:00   \n",
       "KS  be3c8cd4ff2e10e3092723512f8ea5a03ec9d486 2020-03-29 20:00:00+00:00   \n",
       "KY  563d46bc3630e17fd60499a2115df267a8645ae0 2020-03-29 20:00:00+00:00   \n",
       "LA  38b4d0f6b224b46b63a1c01841b1d1385a2a3742 2020-03-29 20:00:00+00:00   \n",
       "MA  85320d5eb34b32da6ffe44dfb937835574a335a1 2020-03-29 20:00:00+00:00   \n",
       "MD  b017ab05576951a20e7c57f1faf56b614bc443f1 2020-03-29 20:00:00+00:00   \n",
       "ME  2e6f8d654325315d3ff90837e0355efb83712cdb 2020-03-29 20:00:00+00:00   \n",
       "MI  25fd0b3fada36382067e735f2ea785fcbb58376a 2020-03-29 20:00:00+00:00   \n",
       "MN  a7684a9182a0b32142849036fecf82ec7701d8a3 2020-03-29 20:00:00+00:00   \n",
       "MO  228bc579fa237f56c7e55fd2dd8f9bfe9d410b20 2020-03-29 20:00:00+00:00   \n",
       "MS  daa6037b61ae96e6c2526a155139e7e732cd0368 2020-03-29 20:00:00+00:00   \n",
       "MT  d071e5b6a217a1d7bc9f1020995fa9c92a50d0ee 2020-03-29 20:00:00+00:00   \n",
       "NC  94c103bb6dc3385d5a5f366a0913180f83223df8 2020-03-29 20:00:00+00:00   \n",
       "ND  2c4c2aa7b34f5a07b885b9fe64752fa44d9decb5 2020-03-29 20:00:00+00:00   \n",
       "NE  44e85c9c9b448faa6a1b8a6af39c84820610bff0 2020-03-29 20:00:00+00:00   \n",
       "NH  5602e725da5424f5efebbaa8e3b8ac7c71a21d53 2020-03-29 20:00:00+00:00   \n",
       "NJ  5e0cce3ce15a05bc385736f7f690e041feb4f2d9 2020-03-29 20:00:00+00:00   \n",
       "NM  c76b9199e33fb36ea9e9509cce54c2ad94146dfd 2020-03-29 20:00:00+00:00   \n",
       "NV  d0408e54d643518f6c0b61bd367061c20ea69327 2020-03-29 20:00:00+00:00   \n",
       "NY  ba807849425122f97cff754bfca452232a1e75ce 2020-03-29 20:00:00+00:00   \n",
       "OH  bf97498f0e2f4741137db5392baa1abf5648979f 2020-03-29 20:00:00+00:00   \n",
       "OK  43ef7985bd9555698d09d6a950875ade320286df 2020-03-29 20:00:00+00:00   \n",
       "OR  ec860456b55d5a18391c8cbf2748ea02bf908fd2 2020-03-29 20:00:00+00:00   \n",
       "PA  ad1df7816ad6d19a996749d630bc38345291f26e 2020-03-29 20:00:00+00:00   \n",
       "RI  a4d42dba093e9b91662dc7547081bffbecd06bef 2020-03-29 20:00:00+00:00   \n",
       "SC  b85a9aaa3da2d62f633714b4d08f409109f52bb4 2020-03-29 20:00:00+00:00   \n",
       "SD  2ecdd93c12093321637eb882b51f779ef2269d3a 2020-03-29 20:00:00+00:00   \n",
       "TN  c928e23a1549ab46b5a78ea8b86ea8fa727ca05f 2020-03-29 20:00:00+00:00   \n",
       "TX  38db35dbc7abd19b31e25fa9eaa4165ad5eece4a 2020-03-29 20:00:00+00:00   \n",
       "UT  7da47dee17adc7161be7aeefa3d507b3bc735edf 2020-03-29 20:00:00+00:00   \n",
       "VA  66ebeae58d1a5e123904bd7f39d840dbe24449c2 2020-03-29 20:00:00+00:00   \n",
       "VT  90a52fd80e46ab5832f7e0d0fc7ef0008e9cf00e 2020-03-29 20:00:00+00:00   \n",
       "WA  02bb082a97f1ddda79562a855dd090e632e2e5e9 2020-03-29 20:00:00+00:00   \n",
       "WI  2cd5d65e6cf10a667f00fe96ffd78eb850713129 2020-03-29 20:00:00+00:00   \n",
       "WV  626ca2fdd89b005a3d3b606376e4ac5fd2a4772c 2020-03-29 20:00:00+00:00   \n",
       "WY  e6365afc2c29afd4168c8d82cd57312427281140 2020-03-29 20:00:00+00:00   \n",
       "\n",
       "    totalTestResults  ... totalTestResultsIncrease   posrate  SUMLEV  REGION  \\\n",
       "AK              3334  ...                    413.0  0.030594      40       4   \n",
       "AL              4990  ...                    110.0  0.161523      40       3   \n",
       "AR              3453  ...                    111.0  0.123371      40       3   \n",
       "AZ             13872  ...                   5544.0  0.066249      40       4   \n",
       "CA             26257  ...                   1065.0  0.062963      40       4   \n",
       "CO             13276  ...                   1600.0  0.155243      40       4   \n",
       "CT             11900  ...                   3500.0  0.167479      40       1   \n",
       "DC              2811  ...                    296.0  0.121622      40       3   \n",
       "DE               268  ...                     18.0  0.865672      40       3   \n",
       "FL             43316  ...                   4187.0  0.098024      40       3   \n",
       "GA             12564  ...                   1513.0  0.211000      40       3   \n",
       "HI              7000  ...                   2523.0  0.021559      40       4   \n",
       "IA              5349  ...                    676.0  0.062815      40       2   \n",
       "ID              4282  ...                    710.0  0.060953      40       4   \n",
       "IL             27762  ...                   2271.0  0.165550      40       2   \n",
       "IN              9830  ...                   1423.0  0.154018      40       2   \n",
       "KS              4513  ...                    581.0  0.070685      40       2   \n",
       "KY              5541  ...                    418.0  0.071106      40       3   \n",
       "LA             27871  ...                   2710.0  0.127014      40       3   \n",
       "MA             39066  ...                   4017.0  0.126837      40       1   \n",
       "MD             13593  ...                   1085.0  0.091150      40       3   \n",
       "ME              3647  ...                     42.0  0.069372      40       1   \n",
       "MI             17379  ...                   4613.0  0.315668      40       2   \n",
       "MN             17657  ...                   1528.0  0.028487      40       2   \n",
       "MO             12385  ...                   1465.0  0.067662      40       2   \n",
       "MS              3318  ...                     95.0  0.228451      40       3   \n",
       "MT              4297  ...                    912.0  0.035839      40       4   \n",
       "NC             18945  ...                   1418.0  0.054896      40       3   \n",
       "ND              3453  ...                    561.0  0.028381      40       2   \n",
       "NE              2076  ...                     76.0  0.051923      40       2   \n",
       "NH              4738  ...                    895.0  0.042604      40       1   \n",
       "NJ             35602  ...                   5092.0  0.375990      40       1   \n",
       "NM             11006  ...                   1619.0  0.021534      40       4   \n",
       "NV              9150  ...                    628.0  0.080656      40       4   \n",
       "NY            172360  ...                  16426.0  0.345283      40       1   \n",
       "OH             20665  ...                    247.0  0.079990      40       2   \n",
       "OK              1634  ...                     77.0  0.262546      40       3   \n",
       "OR             11426  ...                   1254.0  0.047961      40       4   \n",
       "PA             33455  ...                   5450.0  0.101450      40       1   \n",
       "RI              2835  ...                    326.0  0.103704      40       1   \n",
       "SC              3789  ...                    842.0  0.204276      40       3   \n",
       "SD              3217  ...                    557.0  0.027968      40       2   \n",
       "TN             20574  ...                   2236.0  0.074706      40       3   \n",
       "TX             25760  ...                    500.0  0.099068      40       3   \n",
       "UT             13993  ...                   2681.0  0.051383      40       4   \n",
       "VA             10609  ...                   1443.0  0.083891      40       3   \n",
       "VT              3701  ...                   1327.0  0.063496      40       1   \n",
       "WA             59206  ...                   6468.0  0.072797      40       4   \n",
       "WI             17662  ...                   1441.0  0.062960      40       2   \n",
       "WV              2818  ...                    391.0  0.040099      40       3   \n",
       "WY              1640  ...                     83.0  0.052439      40       4   \n",
       "\n",
       "    DIVISION  STATE  POPESTIMATE2019  POPEST18PLUS2019 PCNT_POPEST18PLUS  \\\n",
       "AK         9      2           731545            551562              75.4   \n",
       "AL         6      1          4903185           3814879              77.8   \n",
       "AR         7      5          3017804           2317649              76.8   \n",
       "AZ         8      4          7278717           5638481              77.5   \n",
       "CA         9      6         39512223          30617582              77.5   \n",
       "CO         8      8          5758736           4499217              78.1   \n",
       "CT         1      9          3565287           2837847              79.6   \n",
       "DC         5     11           705749            577581              81.8   \n",
       "DE         5     10           973764            770192              79.1   \n",
       "FL         5     12         21477737          17247808              80.3   \n",
       "GA         5     13         10617423           8113542              76.4   \n",
       "HI         9     15          1415872           1116004              78.8   \n",
       "IA         4     19          3155070           2428229              77.0   \n",
       "ID         8     16          1787065           1338864              74.9   \n",
       "IL         3     17         12671821           9853946              77.8   \n",
       "IN         3     18          6732219           5164245              76.7   \n",
       "KS         4     20          2913314           2213064              76.0   \n",
       "KY         6     21          4467673           3464802              77.6   \n",
       "LA         7     22          4648794           3561164              76.6   \n",
       "MA         1     25          6892503           5539703              80.4   \n",
       "MD         5     24          6045680           4710993              77.9   \n",
       "ME         1     23          1344212           1095370              81.5   \n",
       "MI         3     26          9986857           7842924              78.5   \n",
       "MN         4     27          5639632           4336475              76.9   \n",
       "MO         4     29          6137428           4766843              77.7   \n",
       "MS         6     28          2976149           2277566              76.5   \n",
       "MT         8     30          1068778            840190              78.6   \n",
       "NC         5     37         10488084           8187369              78.1   \n",
       "ND         4     38           762062            581891              76.4   \n",
       "NE         4     31          1934408           1458334              75.4   \n",
       "NH         1     33          1359711           1104458              81.2   \n",
       "NJ         2     34          8882190           6943612              78.2   \n",
       "NM         8     35          2096829           1620991              77.3   \n",
       "NV         8     32          3080156           2387517              77.5   \n",
       "NY         2     36         19453561          15425262              79.3   \n",
       "OH         3     39         11689100           9111081              77.9   \n",
       "OK         7     40          3956971           3004733              75.9   \n",
       "OR         9     41          4217737           3351175              79.5   \n",
       "PA         2     42         12801989          10167376              79.4   \n",
       "RI         1     44          1059361            854866              80.7   \n",
       "SC         5     45          5148714           4037531              78.4   \n",
       "SD         4     46           884659            667558              75.5   \n",
       "TN         6     47          6829174           5319123              77.9   \n",
       "TX         7     48         28995881          21596071              74.5   \n",
       "UT         8     49          3205958           2274774              71.0   \n",
       "VA         5     51          8535519           6674671              78.2   \n",
       "VT         1     50           623989            509984              81.7   \n",
       "WA         9     53          7614893           5951832              78.2   \n",
       "WI         3     55          5822434           4555837              78.2   \n",
       "WV         5     54          1792147           1432580              79.9   \n",
       "WY         8     56           578759            445025              76.9   \n",
       "\n",
       "    Per Million  \n",
       "AK  4557.477667  \n",
       "AL  1017.705838  \n",
       "AR  1144.209498  \n",
       "AZ  1905.830382  \n",
       "CA  2294.403937  \n",
       "CO  2305.367011  \n",
       "CT  3337.739711  \n",
       "DC  3984.419390  \n",
       "DE   275.220690  \n",
       "FL  2016.786033  \n",
       "GA  1183.337991  \n",
       "HI  4946.774850  \n",
       "IA  1695.366505  \n",
       "ID  2396.107584  \n",
       "IL  2190.845341  \n",
       "IN  1460.142636  \n",
       "KS  1549.094948  \n",
       "KY  1240.242963  \n",
       "LA  5995.318356  \n",
       "MA  5667.897424  \n",
       "MD  2248.382316  \n",
       "ME  2713.113705  \n",
       "MI  1740.187128  \n",
       "MN  3130.878043  \n",
       "MO  2017.946280  \n",
       "MS  1114.863537  \n",
       "MT  4020.479463  \n",
       "NC  1806.335647  \n",
       "ND  4531.127389  \n",
       "NE  1075.264370  \n",
       "NH  3694.167364  \n",
       "NJ  4008.245714  \n",
       "NM  5248.878187  \n",
       "NV  2970.628760  \n",
       "NY  8860.074513  \n",
       "OH  1767.886321  \n",
       "OK   412.942122  \n",
       "OR  2709.035675  \n",
       "PA  2613.265798  \n",
       "RI  2676.141561  \n",
       "SC   735.911919  \n",
       "SD  3637.559783  \n",
       "TN  3012.663025  \n",
       "TX   888.402046  \n",
       "UT  4364.686000  \n",
       "VA  1242.923834  \n",
       "VT  5931.194300  \n",
       "WA  7775.027174  \n",
       "WI  3033.439280  \n",
       "WV  1572.415656  \n",
       "WY  2833.649239  \n",
       "\n",
       "[51 rows x 25 columns]"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "percapita = latest_by_state.join(state_pops_with_abbs, how='inner')\n",
    "percapita['Per Million'] = 1e6 * percapita['total'] / percapita['POPESTIMATE2019']\n",
    "percapita"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[pandas.core.series.Series,\n",
       " date                                                        20200329\n",
       " positive                                                       59513\n",
       " negative                                                      112847\n",
       " pending                                                          NaN\n",
       " hospitalized                                                   12075\n",
       " death                                                            965\n",
       " total                                                         172360\n",
       " hash                        ba807849425122f97cff754bfca452232a1e75ce\n",
       " dateChecked                                2020-03-29 20:00:00+00:00\n",
       " totalTestResults                                              172360\n",
       " fips                                                              36\n",
       " deathIncrease                                                    237\n",
       " hospitalizedIncrease                                            2021\n",
       " negativeIncrease                                                9231\n",
       " positiveIncrease                                                7195\n",
       " totalTestResultsIncrease                                       16426\n",
       " posrate                                                     0.345283\n",
       " SUMLEV                                                            40\n",
       " REGION                                                             1\n",
       " DIVISION                                                           2\n",
       " STATE                                                             36\n",
       " POPESTIMATE2019                                             19453561\n",
       " POPEST18PLUS2019                                            15425262\n",
       " PCNT_POPEST18PLUS                                               79.3\n",
       " Per Million                                                  8860.07\n",
       " Name: NY, dtype: object,\n",
       " 'NY',\n",
       " 8860.07451283598,\n",
       " 0.34528312833604086]"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "row = percapita.loc['NY']\n",
    "[\n",
    "    type(row),\n",
    "    row,\n",
    "    row.name,\n",
    "    row['Per Million'],\n",
    "    row['posrate']\n",
    "]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "AK 4557.477667129158 0.03059388122375525\n",
      "AL 1017.705838143982 0.16152304609218437\n",
      "AR 1144.209498032344 0.12337098175499565\n",
      "AZ 1905.8303819203302 0.06624855824682814\n",
      "CA 2294.403936726111 0.0629625952767023\n",
      "CO 2305.367011094101 0.15524254293461887\n",
      "CT 3337.739710716136 0.16747899159663865\n",
      "DC 3984.419389896408 0.12162162162162163\n",
      "DE 275.22069002345535 0.8656716417910447\n",
      "FL 2016.786032904677 0.09802382491458121\n",
      "GA 1183.3379907723372 0.21099968163005411\n",
      "HI 4946.774849703928 0.021559109080525413\n",
      "IA 1695.3665053390257 0.0628154795288839\n",
      "ID 2396.1075842232935 0.0609528257823447\n",
      "IL 2190.845341012945 0.16555003241841365\n",
      "IN 1460.142636476918 0.1540183112919634\n",
      "KS 1549.0949482273452 0.07068468867715488\n",
      "KY 1240.242963171208 0.07110629850207544\n",
      "LA 5995.318355685367 0.12701374188224318\n",
      "MA 5667.897424201339 0.1268366354374648\n",
      "MD 2248.3823159677654 0.09114985654380932\n",
      "ME 2713.1137052786316 0.06937208664655882\n",
      "MI 1740.1871279422544 0.3156683353472582\n",
      "MN 3130.8780431063587 0.028487285495837344\n",
      "MO 2017.9462797771314 0.06766249495357288\n",
      "MS 1114.863536738248 0.22845087402049427\n",
      "MT 4020.47946346201 0.03583895741214801\n",
      "NC 1806.3356471973336 0.05489575085774611\n",
      "ND 4531.127388585181 0.028381117868520128\n",
      "NE 1075.264370287964 0.051923076923076926\n",
      "NH 3694.1673635059215 0.04260402150109496\n",
      "NJ 4008.245714176346 0.3759901129150048\n",
      "NM 5248.878187014773 0.02153370888606215\n",
      "NV 2970.6287603614883 0.08065573770491803\n",
      "NY 8860.07451283598 0.34528312833604086\n",
      "OH 1767.8863214447647 0.07999032180014518\n",
      "OK 412.9421216379903 0.26254589963280295\n",
      "OR 2709.035674818036 0.04796079117801506\n",
      "PA 2613.2657979943583 0.10144970856374234\n",
      "RI 2676.1415608088273 0.1037037037037037\n",
      "SC 735.9119189762725 0.2042755344418052\n",
      "SD 3637.5597829220073 0.027967681789931635\n",
      "TN 3012.663024840193 0.07470593953533586\n",
      "TX 888.4020457940215 0.09906832298136646\n",
      "UT 4364.6860002532785 0.05138283427428\n",
      "VA 1242.923833922694 0.08389103591290414\n",
      "VT 5931.194299899517 0.06349635233720616\n",
      "WA 7775.027173723912 0.0727966760125663\n",
      "WI 3033.439279861309 0.06296002717699015\n",
      "WV 1572.4156556353914 0.04009936124911285\n",
      "WY 2833.649239147901 0.0524390243902439\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 864x576 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "frame = percapita\n",
    "fields = ['Per Million', 'posrate']\n",
    "plot = frame.plot(\n",
    "    x=fields[0],\n",
    "    y=fields[1],\n",
    "    kind='scatter',\n",
    "    title='Positive test rate vs tests/million population',\n",
    "    figsize=(12,8)\n",
    ")\n",
    "plt.xlabel('Tests/Million Population')\n",
    "plt.ylabel('Proportion positive')\n",
    "for i in frame.index:\n",
    "    try:\n",
    "        row = frame.loc[i]\n",
    "        plot.annotate(row.name, (row[fields[0]], row[fields[1]]))\n",
    "        print(row.name, row[fields[0]], row[fields[1]])\n",
    "    except KeyError:\n",
    "        pass"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.8.2"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}