Covid19.ipynb

{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# COVID-19 report analysis\n",
    "\n",
    "Utilizes the daily data reporting from Johns Hopkins University Center for Systems Science and Engineering (JHU CSSE):\n",
    "https://systems.jhu.edu/\n",
    "\n",
    "Using the introductory Data Science Tables (for reference see http://data8.org/datascience/tables.html) of introductory courses"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'0.15.0'"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# HIDDEN\n",
    "# This useful nonsense should just go at the top of your notebook.\n",
    "from datascience import *\n",
    "%matplotlib inline\n",
    "#%matplotlib notebook\n",
    "import matplotlib.pyplot as plots\n",
    "import numpy as np\n",
    "plots.style.use('fivethirtyeight')\n",
    "plots.rc('lines', linewidth=2, color='r')\n",
    "from ipywidgets import interact\n",
    "import ipywidgets as widgets\n",
    "# datascience version number of last run of this notebook\n",
    "version.__version__"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "metadata": {},
   "outputs": [],
   "source": [
    "import sys\n",
    "sys.path.append(\".\")\n",
    "from timetable import TimeTable\n",
    "\n",
    "import locale\n",
    "locale.setlocale( locale.LC_ALL, 'en_US.UTF-8' ) \n",
    "\n",
    "import os\n",
    "import datetime\n",
    "\n",
    "# Parsing and cleaning\n",
    "def denan(v):\n",
    "    return v if v != 'nan' else np.nan\n",
    "\n",
    "def clean(tbl):\n",
    "    for lbl in tbl.labels:\n",
    "        tbl[lbl] = tbl.apply(denan, lbl)\n",
    "\n",
    "def is_state(name):\n",
    "    return not ',' in name\n",
    "def is_county(name):\n",
    "    return ',' in name\n",
    "def getstate(name):\n",
    "    county, state = name.split(', ')\n",
    "    return state\n",
    "def getcounty(name):\n",
    "    county, state = name.split(', ')\n",
    "    return county\n",
    "\n",
    "# Tools for working with timestamps\n",
    "def afterday(refday, day):\n",
    "    return datetime.datetime.strptime(refday, \"%m/%d/%y\") <= datetime.datetime.strptime(day, \"%m/%d/%y\")\n",
    "\n",
    "def after(trend, refday):\n",
    "    return trend.where(trend.apply(lambda day: afterday(refday, day), trend.time_column))\n",
    "\n",
    "def beforeday(refday, day):\n",
    "    return datetime.datetime.strptime(refday, \"%m/%d/%y\") >= datetime.datetime.strptime(day, \"%m/%d/%y\")\n",
    "\n",
    "def before(trend, refday):\n",
    "    return trend.where(trend.apply(lambda day: beforeday(refday, day), trend.time_column))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Tools for working with content\n",
    "def by_country(raw_world):\n",
    "    res = raw_world.drop(['Province/State', 'Lat', 'Long']).group('Country/Region', sum)\n",
    "    for lbl in res.labels[1:] :\n",
    "        res.relabel(lbl, lbl[:-4])\n",
    "    return res"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "metadata": {},
   "outputs": [],
   "source": [
    "# Projecting growth rates\n",
    "\n",
    "def incday(day, ndays=1):\n",
    "    date =  datetime.datetime.strptime(day, \"%m/%d/%y\") + datetime.timedelta(days=ndays)\n",
    "    return datetime.datetime.strftime(date, \"%m/%d/%y\")\n",
    "\n",
    "def ave_growth(trend, window=4):\n",
    "    \"\"\"Average recent growth rate of single trend\"\"\"\n",
    "    return np.mean(trend.take[-window:]['rate'])\n",
    "\n",
    "def project_trend(trend, num_days, rate=None):\n",
    "    if rate :\n",
    "        growth_rate = rate\n",
    "    else :\n",
    "        growth_rate = ave_growth(trend)\n",
    "    day = trend.last('Day')\n",
    "    val = trend.last(1)\n",
    "    growth = trend.last('new')\n",
    "    pnew = trend.last('% new')\n",
    "    proj = trend.copy()\n",
    "    for i in range(num_days):\n",
    "        day = incday(day)\n",
    "        growth = round(growth * growth_rate)\n",
    "        val = val + growth\n",
    "        pnew = growth/val\n",
    "        proj.append((day, val, growth, pnew, growth_rate))\n",
    "    return proj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "metadata": {},
   "outputs": [],
   "source": [
    "confirmedURL = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Confirmed.csv\"\n",
    "deathURL = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Deaths.csv\"\n",
    "recoveredURL = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_19-covid-Recovered.csv\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Province/State</th> <th>Country/Region</th> <th>Lat</th> <th>Long</th> <th>1/22/20</th> <th>1/23/20</th> <th>1/24/20</th> <th>1/25/20</th> <th>1/26/20</th> <th>1/27/20</th> <th>1/28/20</th> <th>1/29/20</th> <th>1/30/20</th> <th>1/31/20</th> <th>2/1/20</th> <th>2/2/20</th> <th>2/3/20</th> <th>2/4/20</th> <th>2/5/20</th> <th>2/6/20</th> <th>2/7/20</th> <th>2/8/20</th> <th>2/9/20</th> <th>2/10/20</th> <th>2/11/20</th> <th>2/12/20</th> <th>2/13/20</th> <th>2/14/20</th> <th>2/15/20</th> <th>2/16/20</th> <th>2/17/20</th> <th>2/18/20</th> <th>2/19/20</th> <th>2/20/20</th> <th>2/21/20</th> <th>2/22/20</th> <th>2/23/20</th> <th>2/24/20</th> <th>2/25/20</th> <th>2/26/20</th> <th>2/27/20</th> <th>2/28/20</th> <th>2/29/20</th> <th>3/1/20</th> <th>3/2/20</th> <th>3/3/20</th> <th>3/4/20</th> <th>3/5/20</th> <th>3/6/20</th> <th>3/7/20</th> <th>3/8/20</th> <th>3/9/20</th> <th>3/10/20</th> <th>3/11/20</th> <th>3/12/20</th> <th>3/13/20</th> <th>3/14/20</th> <th>3/15/20</th> <th>3/16/20</th> <th>3/17/20</th> <th>3/18/20</th> <th>3/19/20</th> <th>3/20/20</th> <th>3/21/20</th> <th>3/22/20</th> <th>3/23/20</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>nan             </td> <td>Thailand      </td> <td>15      </td> <td>101     </td> <td>2      </td> <td>3      </td> <td>5      </td> <td>7      </td> <td>8      </td> <td>8      </td> <td>14     </td> <td>14     </td> <td>14     </td> <td>19     </td> <td>19    </td> <td>19    </td> <td>19    </td> <td>25    </td> <td>25    </td> <td>25    </td> <td>25    </td> <td>32    </td> <td>32    </td> <td>32     </td> <td>33     </td> <td>33     </td> <td>33     </td> <td>33     </td> <td>33     </td> <td>34     </td> <td>35     </td> <td>35     </td> <td>35     </td> <td>35     </td> <td>35     </td> <td>35     </td> <td>35     </td> <td>35     </td> <td>37     </td> <td>40     </td> <td>40     </td> <td>41     </td> <td>42     </td> <td>42    </td> <td>43    </td> <td>43    </td> <td>43    </td> <td>47    </td> <td>48    </td> <td>50    </td> <td>50    </td> <td>50    </td> <td>53     </td> <td>59     </td> <td>70     </td> <td>75     </td> <td>82     </td> <td>114    </td> <td>147    </td> <td>177    </td> <td>212    </td> <td>272    </td> <td>322    </td> <td>411    </td> <td>599    </td> <td>599    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>nan             </td> <td>Japan         </td> <td>36      </td> <td>138     </td> <td>2      </td> <td>1      </td> <td>2      </td> <td>2      </td> <td>4      </td> <td>4      </td> <td>7      </td> <td>7      </td> <td>11     </td> <td>15     </td> <td>20    </td> <td>20    </td> <td>20    </td> <td>22    </td> <td>22    </td> <td>45    </td> <td>25    </td> <td>25    </td> <td>26    </td> <td>26     </td> <td>26     </td> <td>28     </td> <td>28     </td> <td>29     </td> <td>43     </td> <td>59     </td> <td>66     </td> <td>74     </td> <td>84     </td> <td>94     </td> <td>105    </td> <td>122    </td> <td>147    </td> <td>159    </td> <td>170    </td> <td>189    </td> <td>214    </td> <td>228    </td> <td>241    </td> <td>256   </td> <td>274   </td> <td>293   </td> <td>331   </td> <td>360   </td> <td>420   </td> <td>461   </td> <td>502   </td> <td>511   </td> <td>581    </td> <td>639    </td> <td>639    </td> <td>701    </td> <td>773    </td> <td>839    </td> <td>825    </td> <td>878    </td> <td>889    </td> <td>924    </td> <td>963    </td> <td>1007   </td> <td>1086   </td> <td>1086   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>nan             </td> <td>Singapore     </td> <td>1.2833  </td> <td>103.833 </td> <td>0      </td> <td>1      </td> <td>3      </td> <td>3      </td> <td>4      </td> <td>5      </td> <td>7      </td> <td>7      </td> <td>10     </td> <td>13     </td> <td>16    </td> <td>18    </td> <td>18    </td> <td>24    </td> <td>28    </td> <td>28    </td> <td>30    </td> <td>33    </td> <td>40    </td> <td>45     </td> <td>47     </td> <td>50     </td> <td>58     </td> <td>67     </td> <td>72     </td> <td>75     </td> <td>77     </td> <td>81     </td> <td>84     </td> <td>84     </td> <td>85     </td> <td>85     </td> <td>89     </td> <td>89     </td> <td>91     </td> <td>93     </td> <td>93     </td> <td>93     </td> <td>102    </td> <td>106   </td> <td>108   </td> <td>110   </td> <td>110   </td> <td>117   </td> <td>130   </td> <td>138   </td> <td>150   </td> <td>150   </td> <td>160    </td> <td>178    </td> <td>178    </td> <td>200    </td> <td>212    </td> <td>226    </td> <td>243    </td> <td>266    </td> <td>313    </td> <td>345    </td> <td>385    </td> <td>432    </td> <td>455    </td> <td>455    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>nan             </td> <td>Nepal         </td> <td>28.1667 </td> <td>84.25   </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>2      </td> <td>2      </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>nan             </td> <td>Malaysia      </td> <td>2.5     </td> <td>112.5   </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>3      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>7      </td> <td>8      </td> <td>8      </td> <td>8     </td> <td>8     </td> <td>8     </td> <td>10    </td> <td>12    </td> <td>12    </td> <td>12    </td> <td>16    </td> <td>16    </td> <td>18     </td> <td>18     </td> <td>18     </td> <td>19     </td> <td>19     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>22     </td> <td>23     </td> <td>23     </td> <td>25     </td> <td>29    </td> <td>29    </td> <td>36    </td> <td>50    </td> <td>50    </td> <td>83    </td> <td>93    </td> <td>99    </td> <td>117   </td> <td>129    </td> <td>149    </td> <td>149    </td> <td>197    </td> <td>238    </td> <td>428    </td> <td>566    </td> <td>673    </td> <td>790    </td> <td>900    </td> <td>1030   </td> <td>1183   </td> <td>1306   </td> <td>1306   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>British Columbia</td> <td>Canada        </td> <td>49.2827 </td> <td>-123.121</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>6      </td> <td>6      </td> <td>6      </td> <td>6      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>8      </td> <td>8     </td> <td>8     </td> <td>9     </td> <td>12    </td> <td>13    </td> <td>21    </td> <td>21    </td> <td>27    </td> <td>32    </td> <td>32     </td> <td>39     </td> <td>46     </td> <td>64     </td> <td>64     </td> <td>73     </td> <td>103    </td> <td>103    </td> <td>186    </td> <td>231    </td> <td>271    </td> <td>424    </td> <td>424    </td> <td>424    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>New South Wales </td> <td>Australia     </td> <td>-33.8688</td> <td>151.209 </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>3      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>6     </td> <td>6     </td> <td>13    </td> <td>22    </td> <td>22    </td> <td>26    </td> <td>28    </td> <td>38    </td> <td>48    </td> <td>55     </td> <td>65     </td> <td>65     </td> <td>92     </td> <td>112    </td> <td>134    </td> <td>171    </td> <td>210    </td> <td>267    </td> <td>307    </td> <td>353    </td> <td>436    </td> <td>533    </td> <td>533    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Victoria        </td> <td>Australia     </td> <td>-37.8136</td> <td>144.963 </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>2      </td> <td>3      </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4     </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>4      </td> <td>7      </td> <td>7     </td> <td>9     </td> <td>9     </td> <td>10    </td> <td>10    </td> <td>10    </td> <td>11    </td> <td>11    </td> <td>15    </td> <td>18     </td> <td>21     </td> <td>21     </td> <td>36     </td> <td>49     </td> <td>57     </td> <td>71     </td> <td>94     </td> <td>121    </td> <td>121    </td> <td>121    </td> <td>229    </td> <td>296    </td> <td>296    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Queensland      </td> <td>Australia     </td> <td>-28.0167</td> <td>153.4   </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>3      </td> <td>2      </td> <td>3     </td> <td>2     </td> <td>2     </td> <td>3     </td> <td>3     </td> <td>4     </td> <td>5     </td> <td>5     </td> <td>5     </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>5      </td> <td>9      </td> <td>9     </td> <td>9     </td> <td>11    </td> <td>11    </td> <td>13    </td> <td>13    </td> <td>13    </td> <td>15    </td> <td>15    </td> <td>18     </td> <td>20     </td> <td>20     </td> <td>35     </td> <td>46     </td> <td>61     </td> <td>68     </td> <td>78     </td> <td>94     </td> <td>144    </td> <td>184    </td> <td>221    </td> <td>221    </td> <td>221    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>nan             </td> <td>Cambodia      </td> <td>11.55   </td> <td>104.917 </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>2      </td> <td>3      </td> <td>3      </td> <td>5      </td> <td>7      </td> <td>7      </td> <td>7      </td> <td>33     </td> <td>35     </td> <td>37     </td> <td>51     </td> <td>53     </td> <td>84     </td> <td>84     </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (491 rows omitted)</p>"
      ],
      "text/plain": [
       "Province/State   | Country/Region | Lat      | Long     | 1/22/20 | 1/23/20 | 1/24/20 | 1/25/20 | 1/26/20 | 1/27/20 | 1/28/20 | 1/29/20 | 1/30/20 | 1/31/20 | 2/1/20 | 2/2/20 | 2/3/20 | 2/4/20 | 2/5/20 | 2/6/20 | 2/7/20 | 2/8/20 | 2/9/20 | 2/10/20 | 2/11/20 | 2/12/20 | 2/13/20 | 2/14/20 | 2/15/20 | 2/16/20 | 2/17/20 | 2/18/20 | 2/19/20 | 2/20/20 | 2/21/20 | 2/22/20 | 2/23/20 | 2/24/20 | 2/25/20 | 2/26/20 | 2/27/20 | 2/28/20 | 2/29/20 | 3/1/20 | 3/2/20 | 3/3/20 | 3/4/20 | 3/5/20 | 3/6/20 | 3/7/20 | 3/8/20 | 3/9/20 | 3/10/20 | 3/11/20 | 3/12/20 | 3/13/20 | 3/14/20 | 3/15/20 | 3/16/20 | 3/17/20 | 3/18/20 | 3/19/20 | 3/20/20 | 3/21/20 | 3/22/20 | 3/23/20\n",
       "nan              | Thailand       | 15       | 101      | 2       | 3       | 5       | 7       | 8       | 8       | 14      | 14      | 14      | 19      | 19     | 19     | 19     | 25     | 25     | 25     | 25     | 32     | 32     | 32      | 33      | 33      | 33      | 33      | 33      | 34      | 35      | 35      | 35      | 35      | 35      | 35      | 35      | 35      | 37      | 40      | 40      | 41      | 42      | 42     | 43     | 43     | 43     | 47     | 48     | 50     | 50     | 50     | 53      | 59      | 70      | 75      | 82      | 114     | 147     | 177     | 212     | 272     | 322     | 411     | 599     | 599\n",
       "nan              | Japan          | 36       | 138      | 2       | 1       | 2       | 2       | 4       | 4       | 7       | 7       | 11      | 15      | 20     | 20     | 20     | 22     | 22     | 45     | 25     | 25     | 26     | 26      | 26      | 28      | 28      | 29      | 43      | 59      | 66      | 74      | 84      | 94      | 105     | 122     | 147     | 159     | 170     | 189     | 214     | 228     | 241     | 256    | 274    | 293    | 331    | 360    | 420    | 461    | 502    | 511    | 581     | 639     | 639     | 701     | 773     | 839     | 825     | 878     | 889     | 924     | 963     | 1007    | 1086    | 1086\n",
       "nan              | Singapore      | 1.2833   | 103.833  | 0       | 1       | 3       | 3       | 4       | 5       | 7       | 7       | 10      | 13      | 16     | 18     | 18     | 24     | 28     | 28     | 30     | 33     | 40     | 45      | 47      | 50      | 58      | 67      | 72      | 75      | 77      | 81      | 84      | 84      | 85      | 85      | 89      | 89      | 91      | 93      | 93      | 93      | 102     | 106    | 108    | 110    | 110    | 117    | 130    | 138    | 150    | 150    | 160     | 178     | 178     | 200     | 212     | 226     | 243     | 266     | 313     | 345     | 385     | 432     | 455     | 455\n",
       "nan              | Nepal          | 28.1667  | 84.25    | 0       | 0       | 0       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 2       | 2\n",
       "nan              | Malaysia       | 2.5      | 112.5    | 0       | 0       | 0       | 3       | 4       | 4       | 4       | 7       | 8       | 8       | 8      | 8      | 8      | 10     | 12     | 12     | 12     | 16     | 16     | 18      | 18      | 18      | 19      | 19      | 22      | 22      | 22      | 22      | 22      | 22      | 22      | 22      | 22      | 22      | 22      | 22      | 23      | 23      | 25      | 29     | 29     | 36     | 50     | 50     | 83     | 93     | 99     | 117    | 129     | 149     | 149     | 197     | 238     | 428     | 566     | 673     | 790     | 900     | 1030    | 1183    | 1306    | 1306\n",
       "British Columbia | Canada         | 49.2827  | -123.121 | 0       | 0       | 0       | 0       | 0       | 0       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 2      | 2      | 4      | 4      | 4      | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 5       | 5       | 5       | 5       | 6       | 6       | 6       | 6       | 7       | 7       | 7       | 7       | 8       | 8      | 8      | 9      | 12     | 13     | 21     | 21     | 27     | 32     | 32      | 39      | 46      | 64      | 64      | 73      | 103     | 103     | 186     | 231     | 271     | 424     | 424     | 424\n",
       "New South Wales  | Australia      | -33.8688 | 151.209  | 0       | 0       | 0       | 0       | 3       | 4       | 4       | 4       | 4       | 4       | 4      | 4      | 4      | 4      | 4      | 4      | 4      | 4      | 4      | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 6      | 6      | 13     | 22     | 22     | 26     | 28     | 38     | 48     | 55      | 65      | 65      | 92      | 112     | 134     | 171     | 210     | 267     | 307     | 353     | 436     | 533     | 533\n",
       "Victoria         | Australia      | -37.8136 | 144.963  | 0       | 0       | 0       | 0       | 1       | 1       | 1       | 1       | 2       | 3       | 4      | 4      | 4      | 4      | 4      | 4      | 4      | 4      | 4      | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 4       | 7       | 7      | 9      | 9      | 10     | 10     | 10     | 11     | 11     | 15     | 18      | 21      | 21      | 36      | 49      | 57      | 71      | 94      | 121     | 121     | 121     | 229     | 296     | 296\n",
       "Queensland       | Australia      | -28.0167 | 153.4    | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 1       | 3       | 2       | 3      | 2      | 2      | 3      | 3      | 4      | 5      | 5      | 5      | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 5       | 9       | 9      | 9      | 11     | 11     | 13     | 13     | 13     | 15     | 15     | 18      | 20      | 20      | 35      | 46      | 61      | 68      | 78      | 94      | 144     | 184     | 221     | 221     | 221\n",
       "nan              | Cambodia       | 11.55    | 104.917  | 0       | 0       | 0       | 0       | 0       | 1       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 2      | 2      | 2       | 3       | 3       | 5       | 7       | 7       | 7       | 33      | 35      | 37      | 51      | 53      | 84      | 84\n",
       "... (491 rows omitted)"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Raw data of confirmed cases\n",
    "raw_confirmed = Table.read_table(confirmedURL)\n",
    "raw_confirmed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>Afghanistan</th> <th>Albania</th> <th>Algeria</th> <th>Andorra</th> <th>Angola</th> <th>Antigua and Barbuda</th> <th>Argentina</th> <th>Armenia</th> <th>Australia</th> <th>Austria</th> <th>Azerbaijan</th> <th>Bahamas, The</th> <th>Bahrain</th> <th>Bangladesh</th> <th>Barbados</th> <th>Belarus</th> <th>Belgium</th> <th>Benin</th> <th>Bhutan</th> <th>Bolivia</th> <th>Bosnia and Herzegovina</th> <th>Brazil</th> <th>Brunei</th> <th>Bulgaria</th> <th>Burkina Faso</th> <th>Cabo Verde</th> <th>Cambodia</th> <th>Cameroon</th> <th>Canada</th> <th>Cape Verde</th> <th>Central African Republic</th> <th>Chad</th> <th>Chile</th> <th>China</th> <th>Colombia</th> <th>Congo (Brazzaville)</th> <th>Congo (Kinshasa)</th> <th>Costa Rica</th> <th>Cote d'Ivoire</th> <th>Croatia</th> <th>Cruise Ship</th> <th>Cuba</th> <th>Cyprus</th> <th>Czechia</th> <th>Denmark</th> <th>Djibouti</th> <th>Dominica</th> <th>Dominican Republic</th> <th>East Timor</th> <th>Ecuador</th> <th>Egypt</th> <th>El Salvador</th> <th>Equatorial Guinea</th> <th>Eritrea</th> <th>Estonia</th> <th>Eswatini</th> <th>Ethiopia</th> <th>Fiji</th> <th>Finland</th> <th>France</th> <th>French Guiana</th> <th>Gabon</th> <th>Gambia, The</th> <th>Georgia</th> <th>Germany</th> <th>Ghana</th> <th>Greece</th> <th>Greenland</th> <th>Grenada</th> <th>Guadeloupe</th> <th>Guam</th> <th>Guatemala</th> <th>Guernsey</th> <th>Guinea</th> <th>Guyana</th> <th>Haiti</th> <th>Holy See</th> <th>Honduras</th> <th>Hungary</th> <th>Iceland</th> <th>India</th> <th>Indonesia</th> <th>Iran</th> <th>Iraq</th> <th>Ireland</th> <th>Israel</th> <th>Italy</th> <th>Jamaica</th> <th>Japan</th> <th>Jersey</th> <th>Jordan</th> <th>Kazakhstan</th> <th>Kenya</th> <th>Korea, South</th> <th>Kosovo</th> <th>Kuwait</th> <th>Kyrgyzstan</th> <th>Latvia</th> <th>Lebanon</th> <th>Liberia</th> <th>Liechtenstein</th> <th>Lithuania</th> <th>Luxembourg</th> <th>Madagascar</th> <th>Malaysia</th> <th>Maldives</th> <th>Malta</th> <th>Martinique</th> <th>Mauritania</th> <th>Mauritius</th> <th>Mayotte</th> <th>Mexico</th> <th>Moldova</th> <th>Monaco</th> <th>Mongolia</th> <th>Montenegro</th> <th>Morocco</th> <th>Mozambique</th> <th>Namibia</th> <th>Nepal</th> <th>Netherlands</th> <th>New Zealand</th> <th>Nicaragua</th> <th>Niger</th> <th>Nigeria</th> <th>North Macedonia</th> <th>Norway</th> <th>Oman</th> <th>Pakistan</th> <th>Panama</th> <th>Papua New Guinea</th> <th>Paraguay</th> <th>Peru</th> <th>Philippines</th> <th>Poland</th> <th>Portugal</th> <th>Puerto Rico</th> <th>Qatar</th> <th>Republic of the Congo</th> <th>Reunion</th> <th>Romania</th> <th>Russia</th> <th>Rwanda</th> <th>Saint Lucia</th> <th>Saint Vincent and the Grenadines</th> <th>San Marino</th> <th>Saudi Arabia</th> <th>Senegal</th> <th>Serbia</th> <th>Seychelles</th> <th>Singapore</th> <th>Slovakia</th> <th>Slovenia</th> <th>Somalia</th> <th>South Africa</th> <th>Spain</th> <th>Sri Lanka</th> <th>Sudan</th> <th>Suriname</th> <th>Sweden</th> <th>Switzerland</th> <th>Syria</th> <th>Taiwan*</th> <th>Tanzania</th> <th>Thailand</th> <th>The Bahamas</th> <th>The Gambia</th> <th>Timor-Leste</th> <th>Togo</th> <th>Trinidad and Tobago</th> <th>Tunisia</th> <th>Turkey</th> <th>US</th> <th>Uganda</th> <th>Ukraine</th> <th>United Arab Emirates</th> <th>United Kingdom</th> <th>Uruguay</th> <th>Uzbekistan</th> <th>Venezuela</th> <th>Vietnam</th> <th>Zambia</th> <th>Zimbabwe</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>16         </td> <td>42     </td> <td>48     </td> <td>1      </td> <td>0     </td> <td>1                  </td> <td>45       </td> <td>26     </td> <td>297      </td> <td>860    </td> <td>23        </td> <td>0           </td> <td>214    </td> <td>5         </td> <td>0       </td> <td>27     </td> <td>886    </td> <td>0    </td> <td>1     </td> <td>10     </td> <td>24                    </td> <td>162   </td> <td>50    </td> <td>51      </td> <td>3           </td> <td>0         </td> <td>7       </td> <td>2       </td> <td>252   </td> <td>0         </td> <td>1                       </td> <td>0   </td> <td>74   </td> <td>81003</td> <td>34      </td> <td>1                  </td> <td>2               </td> <td>27        </td> <td>1            </td> <td>49     </td> <td>696        </td> <td>4   </td> <td>26    </td> <td>253    </td> <td>875    </td> <td>0       </td> <td>0       </td> <td>11                </td> <td>0         </td> <td>28     </td> <td>110  </td> <td>0          </td> <td>1                </td> <td>0      </td> <td>171    </td> <td>1       </td> <td>1       </td> <td>0   </td> <td>244    </td> <td>4523  </td> <td>0            </td> <td>1    </td> <td>0          </td> <td>33     </td> <td>5795   </td> <td>6    </td> <td>331   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>1        </td> <td>0       </td> <td>1     </td> <td>4     </td> <td>0    </td> <td>1       </td> <td>3       </td> <td>32     </td> <td>171    </td> <td>113  </td> <td>117      </td> <td>13938</td> <td>116 </td> <td>129    </td> <td>251   </td> <td>24747</td> <td>10     </td> <td>839  </td> <td>0     </td> <td>8     </td> <td>9         </td> <td>3    </td> <td>8162        </td> <td>2     </td> <td>112   </td> <td>0         </td> <td>30    </td> <td>110    </td> <td>0      </td> <td>4            </td> <td>12       </td> <td>59        </td> <td>0         </td> <td>428     </td> <td>13      </td> <td>21   </td> <td>9         </td> <td>1         </td> <td>0        </td> <td>0      </td> <td>41    </td> <td>23     </td> <td>2     </td> <td>1       </td> <td>0         </td> <td>28     </td> <td>0         </td> <td>2      </td> <td>1    </td> <td>1138       </td> <td>8          </td> <td>0        </td> <td>0    </td> <td>2      </td> <td>14             </td> <td>1221  </td> <td>22  </td> <td>53      </td> <td>43    </td> <td>0               </td> <td>6       </td> <td>43  </td> <td>140        </td> <td>119   </td> <td>245     </td> <td>0          </td> <td>401  </td> <td>0                    </td> <td>0      </td> <td>131    </td> <td>63    </td> <td>1     </td> <td>2          </td> <td>1                               </td> <td>101       </td> <td>103         </td> <td>24     </td> <td>48    </td> <td>2         </td> <td>226      </td> <td>54      </td> <td>219     </td> <td>0      </td> <td>51          </td> <td>7798 </td> <td>18       </td> <td>1    </td> <td>1       </td> <td>1022  </td> <td>2200       </td> <td>0    </td> <td>59     </td> <td>0       </td> <td>114     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>1   </td> <td>2                  </td> <td>18     </td> <td>6     </td> <td>3499 </td> <td>0     </td> <td>3      </td> <td>98                  </td> <td>1145          </td> <td>4      </td> <td>1         </td> <td>10       </td> <td>56     </td> <td>0     </td> <td>0       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>21         </td> <td>51     </td> <td>54     </td> <td>2      </td> <td>0     </td> <td>1                  </td> <td>56       </td> <td>52     </td> <td>377      </td> <td>1018   </td> <td>15        </td> <td>1           </td> <td>214    </td> <td>8         </td> <td>0       </td> <td>36     </td> <td>1058   </td> <td>1    </td> <td>1     </td> <td>11     </td> <td>25                    </td> <td>200   </td> <td>54    </td> <td>52      </td> <td>15          </td> <td>0         </td> <td>7       </td> <td>4       </td> <td>415   </td> <td>0         </td> <td>1                       </td> <td>0   </td> <td>155  </td> <td>81033</td> <td>54      </td> <td>1                  </td> <td>2               </td> <td>35        </td> <td>1            </td> <td>57     </td> <td>696        </td> <td>4   </td> <td>33    </td> <td>298    </td> <td>933    </td> <td>0       </td> <td>0       </td> <td>11                </td> <td>0         </td> <td>37     </td> <td>150  </td> <td>0          </td> <td>1                </td> <td>0      </td> <td>205    </td> <td>1       </td> <td>5       </td> <td>0   </td> <td>277    </td> <td>6668  </td> <td>0            </td> <td>1    </td> <td>0          </td> <td>33     </td> <td>7272   </td> <td>6    </td> <td>331   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>2        </td> <td>0       </td> <td>1     </td> <td>4     </td> <td>0    </td> <td>1       </td> <td>6       </td> <td>39     </td> <td>180    </td> <td>119  </td> <td>134      </td> <td>14991</td> <td>124 </td> <td>169    </td> <td>255   </td> <td>27980</td> <td>10     </td> <td>825  </td> <td>0     </td> <td>17    </td> <td>10        </td> <td>3    </td> <td>8236        </td> <td>2     </td> <td>123   </td> <td>0         </td> <td>34    </td> <td>99     </td> <td>1      </td> <td>4            </td> <td>17       </td> <td>77        </td> <td>0         </td> <td>566     </td> <td>13      </td> <td>30   </td> <td>15        </td> <td>1         </td> <td>0        </td> <td>0      </td> <td>53    </td> <td>23     </td> <td>7     </td> <td>1       </td> <td>0         </td> <td>29     </td> <td>0         </td> <td>2      </td> <td>1    </td> <td>1416       </td> <td>8          </td> <td>0        </td> <td>0    </td> <td>2      </td> <td>18             </td> <td>1333  </td> <td>22  </td> <td>136     </td> <td>55    </td> <td>0               </td> <td>8       </td> <td>86  </td> <td>142        </td> <td>177   </td> <td>331     </td> <td>0          </td> <td>439  </td> <td>0                    </td> <td>0      </td> <td>158    </td> <td>90    </td> <td>5     </td> <td>2          </td> <td>1                               </td> <td>109       </td> <td>118         </td> <td>24     </td> <td>55    </td> <td>3         </td> <td>243      </td> <td>63      </td> <td>253     </td> <td>1      </td> <td>62          </td> <td>9942 </td> <td>28       </td> <td>1    </td> <td>1       </td> <td>1103  </td> <td>2200       </td> <td>0    </td> <td>67     </td> <td>1       </td> <td>147     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>1   </td> <td>4                  </td> <td>20     </td> <td>18    </td> <td>4632 </td> <td>0     </td> <td>7      </td> <td>98                  </td> <td>1551          </td> <td>8      </td> <td>6         </td> <td>17       </td> <td>61     </td> <td>0     </td> <td>0       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>22         </td> <td>55     </td> <td>60     </td> <td>39     </td> <td>0     </td> <td>1                  </td> <td>68       </td> <td>78     </td> <td>452      </td> <td>1332   </td> <td>28        </td> <td>1           </td> <td>228    </td> <td>10        </td> <td>2       </td> <td>36     </td> <td>1243   </td> <td>1    </td> <td>1     </td> <td>11     </td> <td>26                    </td> <td>321   </td> <td>56    </td> <td>67      </td> <td>15          </td> <td>0         </td> <td>33      </td> <td>10      </td> <td>478   </td> <td>0         </td> <td>1                       </td> <td>0   </td> <td>201  </td> <td>81058</td> <td>65      </td> <td>1                  </td> <td>3               </td> <td>41        </td> <td>5            </td> <td>65     </td> <td>696        </td> <td>5   </td> <td>46    </td> <td>396    </td> <td>1025   </td> <td>0       </td> <td>0       </td> <td>21                </td> <td>0         </td> <td>58     </td> <td>196  </td> <td>0          </td> <td>1                </td> <td>0      </td> <td>225    </td> <td>1       </td> <td>5       </td> <td>0   </td> <td>321    </td> <td>7699  </td> <td>0            </td> <td>1    </td> <td>1          </td> <td>34     </td> <td>9257   </td> <td>7    </td> <td>387   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>6        </td> <td>0       </td> <td>1     </td> <td>7     </td> <td>0    </td> <td>1       </td> <td>8       </td> <td>50     </td> <td>220    </td> <td>142  </td> <td>172      </td> <td>16169</td> <td>154 </td> <td>223    </td> <td>337   </td> <td>31506</td> <td>12     </td> <td>878  </td> <td>0     </td> <td>34    </td> <td>33        </td> <td>3    </td> <td>8320        </td> <td>2     </td> <td>130   </td> <td>0         </td> <td>49    </td> <td>120    </td> <td>1      </td> <td>7            </td> <td>25       </td> <td>140       </td> <td>0         </td> <td>673     </td> <td>13      </td> <td>38   </td> <td>16        </td> <td>1         </td> <td>0        </td> <td>0      </td> <td>82    </td> <td>30     </td> <td>7     </td> <td>5       </td> <td>2         </td> <td>38     </td> <td>0         </td> <td>2      </td> <td>1    </td> <td>1711       </td> <td>12         </td> <td>0        </td> <td>0    </td> <td>3      </td> <td>26             </td> <td>1463  </td> <td>24  </td> <td>236     </td> <td>69    </td> <td>0               </td> <td>9       </td> <td>117 </td> <td>187        </td> <td>238   </td> <td>448     </td> <td>0          </td> <td>439  </td> <td>0                    </td> <td>0      </td> <td>184    </td> <td>114   </td> <td>7     </td> <td>2          </td> <td>1                               </td> <td>109       </td> <td>171         </td> <td>26     </td> <td>65    </td> <td>4         </td> <td>266      </td> <td>72      </td> <td>275     </td> <td>1      </td> <td>62          </td> <td>11748</td> <td>44       </td> <td>1    </td> <td>1       </td> <td>1190  </td> <td>2700       </td> <td>0    </td> <td>77     </td> <td>1       </td> <td>177     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>1   </td> <td>5                  </td> <td>24     </td> <td>47    </td> <td>6421 </td> <td>0     </td> <td>14     </td> <td>98                  </td> <td>1960          </td> <td>29     </td> <td>10        </td> <td>33       </td> <td>66     </td> <td>0     </td> <td>0       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>22         </td> <td>59     </td> <td>74     </td> <td>39     </td> <td>0     </td> <td>1                  </td> <td>79       </td> <td>84     </td> <td>568      </td> <td>1646   </td> <td>28        </td> <td>1           </td> <td>256    </td> <td>14        </td> <td>2       </td> <td>51     </td> <td>1486   </td> <td>2    </td> <td>1     </td> <td>12     </td> <td>38                    </td> <td>372   </td> <td>68    </td> <td>92      </td> <td>20          </td> <td>0         </td> <td>35      </td> <td>10      </td> <td>657   </td> <td>0         </td> <td>1                       </td> <td>0   </td> <td>238  </td> <td>81102</td> <td>93      </td> <td>1                  </td> <td>4               </td> <td>50        </td> <td>6            </td> <td>81     </td> <td>712        </td> <td>7   </td> <td>49    </td> <td>464    </td> <td>1116   </td> <td>1       </td> <td>0       </td> <td>21                </td> <td>0         </td> <td>111    </td> <td>196  </td> <td>0          </td> <td>4                </td> <td>0      </td> <td>258    </td> <td>1       </td> <td>6       </td> <td>0   </td> <td>336    </td> <td>9105  </td> <td>0            </td> <td>1    </td> <td>1          </td> <td>38     </td> <td>12327  </td> <td>7    </td> <td>418   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>6        </td> <td>0       </td> <td>1     </td> <td>7     </td> <td>0    </td> <td>1       </td> <td>9       </td> <td>58     </td> <td>250    </td> <td>156  </td> <td>227      </td> <td>17361</td> <td>164 </td> <td>292    </td> <td>433   </td> <td>35713</td> <td>13     </td> <td>889  </td> <td>0     </td> <td>52    </td> <td>35        </td> <td>3    </td> <td>8413        </td> <td>2     </td> <td>142   </td> <td>3         </td> <td>71    </td> <td>133    </td> <td>2      </td> <td>28           </td> <td>27       </td> <td>203       </td> <td>0         </td> <td>790     </td> <td>13      </td> <td>38   </td> <td>19        </td> <td>1         </td> <td>3        </td> <td>0      </td> <td>93    </td> <td>30     </td> <td>7     </td> <td>6       </td> <td>1         </td> <td>49     </td> <td>0         </td> <td>2      </td> <td>1    </td> <td>2058       </td> <td>20         </td> <td>0        </td> <td>0    </td> <td>8      </td> <td>35             </td> <td>1550  </td> <td>39  </td> <td>299     </td> <td>86    </td> <td>0               </td> <td>11      </td> <td>145 </td> <td>202        </td> <td>251   </td> <td>448     </td> <td>0          </td> <td>452  </td> <td>0                    </td> <td>0      </td> <td>260    </td> <td>147   </td> <td>8     </td> <td>2          </td> <td>1                               </td> <td>119       </td> <td>171         </td> <td>31     </td> <td>83    </td> <td>4         </td> <td>313      </td> <td>105     </td> <td>275     </td> <td>1      </td> <td>116         </td> <td>13910</td> <td>51       </td> <td>2    </td> <td>1       </td> <td>1279  </td> <td>3028       </td> <td>0    </td> <td>100    </td> <td>3       </td> <td>212     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>1   </td> <td>7                  </td> <td>29     </td> <td>98    </td> <td>7783 </td> <td>0     </td> <td>14     </td> <td>113                 </td> <td>2642          </td> <td>50     </td> <td>15        </td> <td>36       </td> <td>75     </td> <td>2     </td> <td>0       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>22         </td> <td>64     </td> <td>87     </td> <td>53     </td> <td>0     </td> <td>1                  </td> <td>97       </td> <td>115    </td> <td>681      </td> <td>2013   </td> <td>44        </td> <td>3           </td> <td>278    </td> <td>17        </td> <td>5       </td> <td>51     </td> <td>1795   </td> <td>2    </td> <td>1     </td> <td>12     </td> <td>63                    </td> <td>621   </td> <td>75    </td> <td>94      </td> <td>33          </td> <td>0         </td> <td>37      </td> <td>13      </td> <td>800   </td> <td>0         </td> <td>1                       </td> <td>1   </td> <td>238  </td> <td>81156</td> <td>102     </td> <td>3                  </td> <td>14              </td> <td>69        </td> <td>9            </td> <td>105    </td> <td>712        </td> <td>11  </td> <td>67    </td> <td>694    </td> <td>1225   </td> <td>1       </td> <td>0       </td> <td>34                </td> <td>0         </td> <td>199    </td> <td>256  </td> <td>1          </td> <td>6                </td> <td>0      </td> <td>267    </td> <td>1       </td> <td>6       </td> <td>1   </td> <td>400    </td> <td>10947 </td> <td>0            </td> <td>1    </td> <td>1          </td> <td>40     </td> <td>15320  </td> <td>11   </td> <td>418   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>9        </td> <td>0       </td> <td>1     </td> <td>7     </td> <td>0    </td> <td>1       </td> <td>12      </td> <td>73     </td> <td>330    </td> <td>194  </td> <td>311      </td> <td>18407</td> <td>192 </td> <td>557    </td> <td>677   </td> <td>41035</td> <td>15     </td> <td>924  </td> <td>0     </td> <td>69    </td> <td>44        </td> <td>7    </td> <td>8565        </td> <td>2     </td> <td>148   </td> <td>3         </td> <td>86    </td> <td>157    </td> <td>2      </td> <td>28           </td> <td>36       </td> <td>335       </td> <td>0         </td> <td>900     </td> <td>13      </td> <td>53   </td> <td>23        </td> <td>2         </td> <td>3        </td> <td>0      </td> <td>118   </td> <td>49     </td> <td>7     </td> <td>6       </td> <td>3         </td> <td>63     </td> <td>0         </td> <td>3      </td> <td>1    </td> <td>2467       </td> <td>28         </td> <td>1        </td> <td>0    </td> <td>8      </td> <td>48             </td> <td>1746  </td> <td>48  </td> <td>454     </td> <td>109   </td> <td>0               </td> <td>11      </td> <td>234 </td> <td>217        </td> <td>355   </td> <td>785     </td> <td>0          </td> <td>460  </td> <td>0                    </td> <td>0      </td> <td>277    </td> <td>199   </td> <td>8     </td> <td>2          </td> <td>1                               </td> <td>119       </td> <td>274         </td> <td>31     </td> <td>103   </td> <td>6         </td> <td>345      </td> <td>123     </td> <td>286     </td> <td>1      </td> <td>150         </td> <td>17963</td> <td>60       </td> <td>2    </td> <td>1       </td> <td>1439  </td> <td>4075       </td> <td>0    </td> <td>108    </td> <td>6       </td> <td>272     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>1   </td> <td>9                  </td> <td>39     </td> <td>192   </td> <td>13677</td> <td>0     </td> <td>16     </td> <td>140                 </td> <td>2716          </td> <td>79     </td> <td>23        </td> <td>42       </td> <td>85     </td> <td>2     </td> <td>0       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>24         </td> <td>70     </td> <td>90     </td> <td>75     </td> <td>1     </td> <td>1                  </td> <td>128      </td> <td>136    </td> <td>791      </td> <td>2388   </td> <td>44        </td> <td>3           </td> <td>285    </td> <td>20        </td> <td>5       </td> <td>69     </td> <td>2257   </td> <td>2    </td> <td>2     </td> <td>15     </td> <td>89                    </td> <td>793   </td> <td>78    </td> <td>127     </td> <td>40          </td> <td>1         </td> <td>51      </td> <td>20      </td> <td>943   </td> <td>0         </td> <td>3                       </td> <td>1   </td> <td>434  </td> <td>81250</td> <td>128     </td> <td>3                  </td> <td>18              </td> <td>89        </td> <td>9            </td> <td>128    </td> <td>712        </td> <td>16  </td> <td>67    </td> <td>833    </td> <td>1337   </td> <td>1       </td> <td>0       </td> <td>72                </td> <td>0         </td> <td>367    </td> <td>285  </td> <td>1          </td> <td>6                </td> <td>0      </td> <td>283    </td> <td>1       </td> <td>9       </td> <td>1   </td> <td>450    </td> <td>12726 </td> <td>0            </td> <td>3    </td> <td>1          </td> <td>43     </td> <td>19848  </td> <td>16   </td> <td>495   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>12       </td> <td>0       </td> <td>1     </td> <td>7     </td> <td>2    </td> <td>1       </td> <td>24      </td> <td>85     </td> <td>409    </td> <td>244  </td> <td>369      </td> <td>19644</td> <td>208 </td> <td>683    </td> <td>705   </td> <td>47021</td> <td>16     </td> <td>963  </td> <td>0     </td> <td>85    </td> <td>49        </td> <td>7    </td> <td>8652        </td> <td>2     </td> <td>159   </td> <td>6         </td> <td>111   </td> <td>163    </td> <td>2      </td> <td>28           </td> <td>49       </td> <td>484       </td> <td>3         </td> <td>1030    </td> <td>13      </td> <td>64   </td> <td>32        </td> <td>2         </td> <td>12       </td> <td>0      </td> <td>164   </td> <td>66     </td> <td>11    </td> <td>6       </td> <td>14        </td> <td>77     </td> <td>0         </td> <td>3      </td> <td>1    </td> <td>3003       </td> <td>39         </td> <td>1        </td> <td>1    </td> <td>12     </td> <td>67             </td> <td>1914  </td> <td>48  </td> <td>501     </td> <td>137   </td> <td>1               </td> <td>13      </td> <td>234 </td> <td>230        </td> <td>425   </td> <td>1020    </td> <td>0          </td> <td>470  </td> <td>0                    </td> <td>0      </td> <td>308    </td> <td>253   </td> <td>17    </td> <td>2          </td> <td>1                               </td> <td>144       </td> <td>344         </td> <td>38     </td> <td>135   </td> <td>7         </td> <td>385      </td> <td>137     </td> <td>341     </td> <td>1      </td> <td>202         </td> <td>20410</td> <td>73       </td> <td>2    </td> <td>4       </td> <td>1639  </td> <td>5294       </td> <td>0    </td> <td>135    </td> <td>6       </td> <td>322     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>9   </td> <td>9                  </td> <td>54     </td> <td>359   </td> <td>19100</td> <td>0     </td> <td>29     </td> <td>140                 </td> <td>4014          </td> <td>94     </td> <td>33        </td> <td>42       </td> <td>91     </td> <td>2     </td> <td>1       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>24         </td> <td>76     </td> <td>139    </td> <td>88     </td> <td>2     </td> <td>1                  </td> <td>158      </td> <td>160    </td> <td>1071     </td> <td>2814   </td> <td>53        </td> <td>4           </td> <td>305    </td> <td>25        </td> <td>6       </td> <td>76     </td> <td>2815   </td> <td>2    </td> <td>2     </td> <td>19     </td> <td>93                    </td> <td>1021  </td> <td>83    </td> <td>163     </td> <td>64          </td> <td>3         </td> <td>53      </td> <td>27      </td> <td>1278  </td> <td>1         </td> <td>3                       </td> <td>1   </td> <td>537  </td> <td>81305</td> <td>196     </td> <td>3                  </td> <td>23              </td> <td>117       </td> <td>14           </td> <td>206    </td> <td>712        </td> <td>21  </td> <td>84    </td> <td>995    </td> <td>1420   </td> <td>1       </td> <td>0       </td> <td>112               </td> <td>1         </td> <td>506    </td> <td>294  </td> <td>3          </td> <td>6                </td> <td>1      </td> <td>306    </td> <td>1       </td> <td>9       </td> <td>1   </td> <td>523    </td> <td>14431 </td> <td>0            </td> <td>4    </td> <td>1          </td> <td>49     </td> <td>22213  </td> <td>19   </td> <td>530   </td> <td>0        </td> <td>0      </td> <td>0         </td> <td>0   </td> <td>17       </td> <td>0       </td> <td>2     </td> <td>7     </td> <td>2    </td> <td>1       </td> <td>24      </td> <td>103    </td> <td>473    </td> <td>330  </td> <td>450      </td> <td>20610</td> <td>214 </td> <td>785    </td> <td>883   </td> <td>53578</td> <td>16     </td> <td>1007 </td> <td>0     </td> <td>85    </td> <td>53        </td> <td>7    </td> <td>8799        </td> <td>2     </td> <td>176   </td> <td>14        </td> <td>124   </td> <td>187    </td> <td>3      </td> <td>37           </td> <td>83       </td> <td>670       </td> <td>3         </td> <td>1183    </td> <td>13      </td> <td>73   </td> <td>32        </td> <td>2         </td> <td>14       </td> <td>0      </td> <td>203   </td> <td>80     </td> <td>11    </td> <td>10      </td> <td>14        </td> <td>96     </td> <td>0         </td> <td>3      </td> <td>1    </td> <td>3640       </td> <td>52         </td> <td>2        </td> <td>1    </td> <td>22     </td> <td>85             </td> <td>2118  </td> <td>52  </td> <td>730     </td> <td>200   </td> <td>1               </td> <td>18      </td> <td>318 </td> <td>307        </td> <td>536   </td> <td>1280    </td> <td>0          </td> <td>481  </td> <td>0                    </td> <td>0      </td> <td>367    </td> <td>306   </td> <td>17    </td> <td>2          </td> <td>1                               </td> <td>144       </td> <td>392         </td> <td>47     </td> <td>171   </td> <td>7         </td> <td>432      </td> <td>178     </td> <td>383     </td> <td>1      </td> <td>240         </td> <td>25374</td> <td>77       </td> <td>2    </td> <td>4       </td> <td>1763  </td> <td>6575       </td> <td>0    </td> <td>153    </td> <td>6       </td> <td>411     </td> <td>0          </td> <td>0         </td> <td>0          </td> <td>16  </td> <td>49                 </td> <td>60     </td> <td>670   </td> <td>25489</td> <td>1     </td> <td>47     </td> <td>153                 </td> <td>5067          </td> <td>110    </td> <td>43        </td> <td>70       </td> <td>94     </td> <td>2     </td> <td>3       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>40         </td> <td>89     </td> <td>201    </td> <td>113    </td> <td>2     </td> <td>1                  </td> <td>225      </td> <td>194    </td> <td>1314     </td> <td>3244   </td> <td>65        </td> <td>4           </td> <td>332    </td> <td>27        </td> <td>14      </td> <td>76     </td> <td>3401   </td> <td>2    </td> <td>2     </td> <td>24     </td> <td>126                   </td> <td>1593  </td> <td>88    </td> <td>187     </td> <td>75          </td> <td>3         </td> <td>84      </td> <td>40      </td> <td>1465  </td> <td>1         </td> <td>3                       </td> <td>1   </td> <td>632  </td> <td>81397</td> <td>231     </td> <td>3                  </td> <td>30              </td> <td>134       </td> <td>14           </td> <td>254    </td> <td>712        </td> <td>35  </td> <td>95    </td> <td>1120   </td> <td>1514   </td> <td>1       </td> <td>1       </td> <td>202               </td> <td>1         </td> <td>789    </td> <td>327  </td> <td>3          </td> <td>6                </td> <td>1      </td> <td>326    </td> <td>4       </td> <td>11      </td> <td>2   </td> <td>626    </td> <td>16176 </td> <td>0            </td> <td>5    </td> <td>1          </td> <td>54     </td> <td>24873  </td> <td>24   </td> <td>624   </td> <td>0        </td> <td>1      </td> <td>0         </td> <td>0   </td> <td>19       </td> <td>0       </td> <td>2     </td> <td>7     </td> <td>2    </td> <td>1       </td> <td>26      </td> <td>131    </td> <td>568    </td> <td>396  </td> <td>514      </td> <td>21638</td> <td>233 </td> <td>906    </td> <td>1071  </td> <td>59138</td> <td>16     </td> <td>1086 </td> <td>0     </td> <td>112   </td> <td>60        </td> <td>15   </td> <td>8897        </td> <td>2     </td> <td>188   </td> <td>14        </td> <td>139   </td> <td>248    </td> <td>3      </td> <td>37           </td> <td>131      </td> <td>798       </td> <td>3         </td> <td>1306    </td> <td>13      </td> <td>90   </td> <td>37        </td> <td>2         </td> <td>18       </td> <td>0      </td> <td>251   </td> <td>94     </td> <td>23    </td> <td>10      </td> <td>21        </td> <td>115    </td> <td>1         </td> <td>3      </td> <td>2    </td> <td>4216       </td> <td>66         </td> <td>2        </td> <td>2    </td> <td>30     </td> <td>114            </td> <td>2383  </td> <td>55  </td> <td>776     </td> <td>245   </td> <td>1               </td> <td>22      </td> <td>363 </td> <td>380        </td> <td>634   </td> <td>1600    </td> <td>0          </td> <td>494  </td> <td>0                    </td> <td>0      </td> <td>433    </td> <td>367   </td> <td>19    </td> <td>2          </td> <td>1                               </td> <td>160       </td> <td>511         </td> <td>67     </td> <td>222   </td> <td>7         </td> <td>455      </td> <td>185     </td> <td>414     </td> <td>1      </td> <td>274         </td> <td>28768</td> <td>82       </td> <td>2    </td> <td>5       </td> <td>1934  </td> <td>7245       </td> <td>1    </td> <td>169    </td> <td>12      </td> <td>599     </td> <td>0          </td> <td>0         </td> <td>1          </td> <td>16  </td> <td>50                 </td> <td>75     </td> <td>1236  </td> <td>33272</td> <td>1     </td> <td>73     </td> <td>153                 </td> <td>5741          </td> <td>135    </td> <td>43        </td> <td>70       </td> <td>113    </td> <td>3     </td> <td>3       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>40         </td> <td>89     </td> <td>201    </td> <td>113    </td> <td>2     </td> <td>1                  </td> <td>225      </td> <td>194    </td> <td>1314     </td> <td>3244   </td> <td>65        </td> <td>4           </td> <td>332    </td> <td>27        </td> <td>14      </td> <td>76     </td> <td>3401   </td> <td>2    </td> <td>2     </td> <td>24     </td> <td>126                   </td> <td>1593  </td> <td>88    </td> <td>187     </td> <td>75          </td> <td>3         </td> <td>84      </td> <td>40      </td> <td>1470  </td> <td>0         </td> <td>3                       </td> <td>1   </td> <td>632  </td> <td>81439</td> <td>231     </td> <td>3                  </td> <td>30              </td> <td>134       </td> <td>14           </td> <td>254    </td> <td>712        </td> <td>35  </td> <td>95    </td> <td>1120   </td> <td>1514   </td> <td>1       </td> <td>1       </td> <td>202               </td> <td>0         </td> <td>789    </td> <td>327  </td> <td>3          </td> <td>6                </td> <td>1      </td> <td>326    </td> <td>4       </td> <td>11      </td> <td>2   </td> <td>626    </td> <td>16044 </td> <td>18           </td> <td>5    </td> <td>1          </td> <td>54     </td> <td>24873  </td> <td>24   </td> <td>624   </td> <td>0        </td> <td>1      </td> <td>56        </td> <td>0   </td> <td>19       </td> <td>0       </td> <td>2     </td> <td>7     </td> <td>2    </td> <td>1       </td> <td>26      </td> <td>131    </td> <td>568    </td> <td>396  </td> <td>514      </td> <td>21638</td> <td>233 </td> <td>906    </td> <td>1071  </td> <td>59138</td> <td>16     </td> <td>1086 </td> <td>0     </td> <td>112   </td> <td>60        </td> <td>15   </td> <td>8897        </td> <td>2     </td> <td>188   </td> <td>14        </td> <td>139   </td> <td>248    </td> <td>3      </td> <td>37           </td> <td>131      </td> <td>798       </td> <td>3         </td> <td>1306    </td> <td>13      </td> <td>90   </td> <td>37        </td> <td>2         </td> <td>18       </td> <td>11     </td> <td>251   </td> <td>94     </td> <td>23    </td> <td>10      </td> <td>21        </td> <td>115    </td> <td>1         </td> <td>3      </td> <td>2    </td> <td>4216       </td> <td>66         </td> <td>2        </td> <td>2    </td> <td>30     </td> <td>114            </td> <td>2383  </td> <td>55  </td> <td>776     </td> <td>245   </td> <td>1               </td> <td>22      </td> <td>363 </td> <td>380        </td> <td>634   </td> <td>1600    </td> <td>0          </td> <td>494  </td> <td>0                    </td> <td>47     </td> <td>433    </td> <td>367   </td> <td>19    </td> <td>2          </td> <td>1                               </td> <td>160       </td> <td>511         </td> <td>67     </td> <td>222   </td> <td>7         </td> <td>455      </td> <td>185     </td> <td>414     </td> <td>1      </td> <td>274         </td> <td>28768</td> <td>82       </td> <td>2    </td> <td>5       </td> <td>1934  </td> <td>7245       </td> <td>1    </td> <td>169    </td> <td>12      </td> <td>599     </td> <td>0          </td> <td>0         </td> <td>1          </td> <td>16  </td> <td>50                 </td> <td>75     </td> <td>1236  </td> <td>nan  </td> <td>1     </td> <td>73     </td> <td>153                 </td> <td>5741          </td> <td>135    </td> <td>43        </td> <td>70       </td> <td>113    </td> <td>3     </td> <td>3       </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "Day     | Afghanistan | Albania | Algeria | Andorra | Angola | Antigua and Barbuda | Argentina | Armenia | Australia | Austria | Azerbaijan | Bahamas, The | Bahrain | Bangladesh | Barbados | Belarus | Belgium | Benin | Bhutan | Bolivia | Bosnia and Herzegovina | Brazil | Brunei | Bulgaria | Burkina Faso | Cabo Verde | Cambodia | Cameroon | Canada | Cape Verde | Central African Republic | Chad | Chile | China | Colombia | Congo (Brazzaville) | Congo (Kinshasa) | Costa Rica | Cote d'Ivoire | Croatia | Cruise Ship | Cuba | Cyprus | Czechia | Denmark | Djibouti | Dominica | Dominican Republic | East Timor | Ecuador | Egypt | El Salvador | Equatorial Guinea | Eritrea | Estonia | Eswatini | Ethiopia | Fiji | Finland | France | French Guiana | Gabon | Gambia, The | Georgia | Germany | Ghana | Greece | Greenland | Grenada | Guadeloupe | Guam | Guatemala | Guernsey | Guinea | Guyana | Haiti | Holy See | Honduras | Hungary | Iceland | India | Indonesia | Iran  | Iraq | Ireland | Israel | Italy | Jamaica | Japan | Jersey | Jordan | Kazakhstan | Kenya | Korea, South | Kosovo | Kuwait | Kyrgyzstan | Latvia | Lebanon | Liberia | Liechtenstein | Lithuania | Luxembourg | Madagascar | Malaysia | Maldives | Malta | Martinique | Mauritania | Mauritius | Mayotte | Mexico | Moldova | Monaco | Mongolia | Montenegro | Morocco | Mozambique | Namibia | Nepal | Netherlands | New Zealand | Nicaragua | Niger | Nigeria | North Macedonia | Norway | Oman | Pakistan | Panama | Papua New Guinea | Paraguay | Peru | Philippines | Poland | Portugal | Puerto Rico | Qatar | Republic of the Congo | Reunion | Romania | Russia | Rwanda | Saint Lucia | Saint Vincent and the Grenadines | San Marino | Saudi Arabia | Senegal | Serbia | Seychelles | Singapore | Slovakia | Slovenia | Somalia | South Africa | Spain | Sri Lanka | Sudan | Suriname | Sweden | Switzerland | Syria | Taiwan* | Tanzania | Thailand | The Bahamas | The Gambia | Timor-Leste | Togo | Trinidad and Tobago | Tunisia | Turkey | US    | Uganda | Ukraine | United Arab Emirates | United Kingdom | Uruguay | Uzbekistan | Venezuela | Vietnam | Zambia | Zimbabwe\n",
       "3/15/20 | 16          | 42      | 48      | 1       | 0      | 1                   | 45        | 26      | 297       | 860     | 23         | 0            | 214     | 5          | 0        | 27      | 886     | 0     | 1      | 10      | 24                     | 162    | 50     | 51       | 3            | 0          | 7        | 2        | 252    | 0          | 1                        | 0    | 74    | 81003 | 34       | 1                   | 2                | 27         | 1             | 49      | 696         | 4    | 26     | 253     | 875     | 0        | 0        | 11                 | 0          | 28      | 110   | 0           | 1                 | 0       | 171     | 1        | 1        | 0    | 244     | 4523   | 0             | 1     | 0           | 33      | 5795    | 6     | 331    | 0         | 0       | 0          | 0    | 1         | 0        | 1      | 4      | 0     | 1        | 3        | 32      | 171     | 113   | 117       | 13938 | 116  | 129     | 251    | 24747 | 10      | 839   | 0      | 8      | 9          | 3     | 8162         | 2      | 112    | 0          | 30     | 110     | 0       | 4             | 12        | 59         | 0          | 428      | 13       | 21    | 9          | 1          | 0         | 0       | 41     | 23      | 2      | 1        | 0          | 28      | 0          | 2       | 1     | 1138        | 8           | 0         | 0     | 2       | 14              | 1221   | 22   | 53       | 43     | 0                | 6        | 43   | 140         | 119    | 245      | 0           | 401   | 0                     | 0       | 131     | 63     | 1      | 2           | 1                                | 101        | 103          | 24      | 48     | 2          | 226       | 54       | 219      | 0       | 51           | 7798  | 18        | 1     | 1        | 1022   | 2200        | 0     | 59      | 0        | 114      | 0           | 0          | 0           | 1    | 2                   | 18      | 6      | 3499  | 0      | 3       | 98                   | 1145           | 4       | 1          | 10        | 56      | 0      | 0\n",
       "3/16/20 | 21          | 51      | 54      | 2       | 0      | 1                   | 56        | 52      | 377       | 1018    | 15         | 1            | 214     | 8          | 0        | 36      | 1058    | 1     | 1      | 11      | 25                     | 200    | 54     | 52       | 15           | 0          | 7        | 4        | 415    | 0          | 1                        | 0    | 155   | 81033 | 54       | 1                   | 2                | 35         | 1             | 57      | 696         | 4    | 33     | 298     | 933     | 0        | 0        | 11                 | 0          | 37      | 150   | 0           | 1                 | 0       | 205     | 1        | 5        | 0    | 277     | 6668   | 0             | 1     | 0           | 33      | 7272    | 6     | 331    | 0         | 0       | 0          | 0    | 2         | 0        | 1      | 4      | 0     | 1        | 6        | 39      | 180     | 119   | 134       | 14991 | 124  | 169     | 255    | 27980 | 10      | 825   | 0      | 17     | 10         | 3     | 8236         | 2      | 123    | 0          | 34     | 99      | 1       | 4             | 17        | 77         | 0          | 566      | 13       | 30    | 15         | 1          | 0         | 0       | 53     | 23      | 7      | 1        | 0          | 29      | 0          | 2       | 1     | 1416        | 8           | 0         | 0     | 2       | 18              | 1333   | 22   | 136      | 55     | 0                | 8        | 86   | 142         | 177    | 331      | 0           | 439   | 0                     | 0       | 158     | 90     | 5      | 2           | 1                                | 109        | 118          | 24      | 55     | 3          | 243       | 63       | 253      | 1       | 62           | 9942  | 28        | 1     | 1        | 1103   | 2200        | 0     | 67      | 1        | 147      | 0           | 0          | 0           | 1    | 4                   | 20      | 18     | 4632  | 0      | 7       | 98                   | 1551           | 8       | 6          | 17        | 61      | 0      | 0\n",
       "3/17/20 | 22          | 55      | 60      | 39      | 0      | 1                   | 68        | 78      | 452       | 1332    | 28         | 1            | 228     | 10         | 2        | 36      | 1243    | 1     | 1      | 11      | 26                     | 321    | 56     | 67       | 15           | 0          | 33       | 10       | 478    | 0          | 1                        | 0    | 201   | 81058 | 65       | 1                   | 3                | 41         | 5             | 65      | 696         | 5    | 46     | 396     | 1025    | 0        | 0        | 21                 | 0          | 58      | 196   | 0           | 1                 | 0       | 225     | 1        | 5        | 0    | 321     | 7699   | 0             | 1     | 1           | 34      | 9257    | 7     | 387    | 0         | 0       | 0          | 0    | 6         | 0        | 1      | 7      | 0     | 1        | 8        | 50      | 220     | 142   | 172       | 16169 | 154  | 223     | 337    | 31506 | 12      | 878   | 0      | 34     | 33         | 3     | 8320         | 2      | 130    | 0          | 49     | 120     | 1       | 7             | 25        | 140        | 0          | 673      | 13       | 38    | 16         | 1          | 0         | 0       | 82     | 30      | 7      | 5        | 2          | 38      | 0          | 2       | 1     | 1711        | 12          | 0         | 0     | 3       | 26              | 1463   | 24   | 236      | 69     | 0                | 9        | 117  | 187         | 238    | 448      | 0           | 439   | 0                     | 0       | 184     | 114    | 7      | 2           | 1                                | 109        | 171          | 26      | 65     | 4          | 266       | 72       | 275      | 1       | 62           | 11748 | 44        | 1     | 1        | 1190   | 2700        | 0     | 77      | 1        | 177      | 0           | 0          | 0           | 1    | 5                   | 24      | 47     | 6421  | 0      | 14      | 98                   | 1960           | 29      | 10         | 33        | 66      | 0      | 0\n",
       "3/18/20 | 22          | 59      | 74      | 39      | 0      | 1                   | 79        | 84      | 568       | 1646    | 28         | 1            | 256     | 14         | 2        | 51      | 1486    | 2     | 1      | 12      | 38                     | 372    | 68     | 92       | 20           | 0          | 35       | 10       | 657    | 0          | 1                        | 0    | 238   | 81102 | 93       | 1                   | 4                | 50         | 6             | 81      | 712         | 7    | 49     | 464     | 1116    | 1        | 0        | 21                 | 0          | 111     | 196   | 0           | 4                 | 0       | 258     | 1        | 6        | 0    | 336     | 9105   | 0             | 1     | 1           | 38      | 12327   | 7     | 418    | 0         | 0       | 0          | 0    | 6         | 0        | 1      | 7      | 0     | 1        | 9        | 58      | 250     | 156   | 227       | 17361 | 164  | 292     | 433    | 35713 | 13      | 889   | 0      | 52     | 35         | 3     | 8413         | 2      | 142    | 3          | 71     | 133     | 2       | 28            | 27        | 203        | 0          | 790      | 13       | 38    | 19         | 1          | 3         | 0       | 93     | 30      | 7      | 6        | 1          | 49      | 0          | 2       | 1     | 2058        | 20          | 0         | 0     | 8       | 35              | 1550   | 39   | 299      | 86     | 0                | 11       | 145  | 202         | 251    | 448      | 0           | 452   | 0                     | 0       | 260     | 147    | 8      | 2           | 1                                | 119        | 171          | 31      | 83     | 4          | 313       | 105      | 275      | 1       | 116          | 13910 | 51        | 2     | 1        | 1279   | 3028        | 0     | 100     | 3        | 212      | 0           | 0          | 0           | 1    | 7                   | 29      | 98     | 7783  | 0      | 14      | 113                  | 2642           | 50      | 15         | 36        | 75      | 2      | 0\n",
       "3/19/20 | 22          | 64      | 87      | 53      | 0      | 1                   | 97        | 115     | 681       | 2013    | 44         | 3            | 278     | 17         | 5        | 51      | 1795    | 2     | 1      | 12      | 63                     | 621    | 75     | 94       | 33           | 0          | 37       | 13       | 800    | 0          | 1                        | 1    | 238   | 81156 | 102      | 3                   | 14               | 69         | 9             | 105     | 712         | 11   | 67     | 694     | 1225    | 1        | 0        | 34                 | 0          | 199     | 256   | 1           | 6                 | 0       | 267     | 1        | 6        | 1    | 400     | 10947  | 0             | 1     | 1           | 40      | 15320   | 11    | 418    | 0         | 0       | 0          | 0    | 9         | 0        | 1      | 7      | 0     | 1        | 12       | 73      | 330     | 194   | 311       | 18407 | 192  | 557     | 677    | 41035 | 15      | 924   | 0      | 69     | 44         | 7     | 8565         | 2      | 148    | 3          | 86     | 157     | 2       | 28            | 36        | 335        | 0          | 900      | 13       | 53    | 23         | 2          | 3         | 0       | 118    | 49      | 7      | 6        | 3          | 63      | 0          | 3       | 1     | 2467        | 28          | 1         | 0     | 8       | 48              | 1746   | 48   | 454      | 109    | 0                | 11       | 234  | 217         | 355    | 785      | 0           | 460   | 0                     | 0       | 277     | 199    | 8      | 2           | 1                                | 119        | 274          | 31      | 103    | 6          | 345       | 123      | 286      | 1       | 150          | 17963 | 60        | 2     | 1        | 1439   | 4075        | 0     | 108     | 6        | 272      | 0           | 0          | 0           | 1    | 9                   | 39      | 192    | 13677 | 0      | 16      | 140                  | 2716           | 79      | 23         | 42        | 85      | 2      | 0\n",
       "3/20/20 | 24          | 70      | 90      | 75      | 1      | 1                   | 128       | 136     | 791       | 2388    | 44         | 3            | 285     | 20         | 5        | 69      | 2257    | 2     | 2      | 15      | 89                     | 793    | 78     | 127      | 40           | 1          | 51       | 20       | 943    | 0          | 3                        | 1    | 434   | 81250 | 128      | 3                   | 18               | 89         | 9             | 128     | 712         | 16   | 67     | 833     | 1337    | 1        | 0        | 72                 | 0          | 367     | 285   | 1           | 6                 | 0       | 283     | 1        | 9        | 1    | 450     | 12726  | 0             | 3     | 1           | 43      | 19848   | 16    | 495    | 0         | 0       | 0          | 0    | 12        | 0        | 1      | 7      | 2     | 1        | 24       | 85      | 409     | 244   | 369       | 19644 | 208  | 683     | 705    | 47021 | 16      | 963   | 0      | 85     | 49         | 7     | 8652         | 2      | 159    | 6          | 111    | 163     | 2       | 28            | 49        | 484        | 3          | 1030     | 13       | 64    | 32         | 2          | 12        | 0       | 164    | 66      | 11     | 6        | 14         | 77      | 0          | 3       | 1     | 3003        | 39          | 1         | 1     | 12      | 67              | 1914   | 48   | 501      | 137    | 1                | 13       | 234  | 230         | 425    | 1020     | 0           | 470   | 0                     | 0       | 308     | 253    | 17     | 2           | 1                                | 144        | 344          | 38      | 135    | 7          | 385       | 137      | 341      | 1       | 202          | 20410 | 73        | 2     | 4        | 1639   | 5294        | 0     | 135     | 6        | 322      | 0           | 0          | 0           | 9    | 9                   | 54      | 359    | 19100 | 0      | 29      | 140                  | 4014           | 94      | 33         | 42        | 91      | 2      | 1\n",
       "3/21/20 | 24          | 76      | 139     | 88      | 2      | 1                   | 158       | 160     | 1071      | 2814    | 53         | 4            | 305     | 25         | 6        | 76      | 2815    | 2     | 2      | 19      | 93                     | 1021   | 83     | 163      | 64           | 3          | 53       | 27       | 1278   | 1          | 3                        | 1    | 537   | 81305 | 196      | 3                   | 23               | 117        | 14            | 206     | 712         | 21   | 84     | 995     | 1420    | 1        | 0        | 112                | 1          | 506     | 294   | 3           | 6                 | 1       | 306     | 1        | 9        | 1    | 523     | 14431  | 0             | 4     | 1           | 49      | 22213   | 19    | 530    | 0         | 0       | 0          | 0    | 17        | 0        | 2      | 7      | 2     | 1        | 24       | 103     | 473     | 330   | 450       | 20610 | 214  | 785     | 883    | 53578 | 16      | 1007  | 0      | 85     | 53         | 7     | 8799         | 2      | 176    | 14         | 124    | 187     | 3       | 37            | 83        | 670        | 3          | 1183     | 13       | 73    | 32         | 2          | 14        | 0       | 203    | 80      | 11     | 10       | 14         | 96      | 0          | 3       | 1     | 3640        | 52          | 2         | 1     | 22      | 85              | 2118   | 52   | 730      | 200    | 1                | 18       | 318  | 307         | 536    | 1280     | 0           | 481   | 0                     | 0       | 367     | 306    | 17     | 2           | 1                                | 144        | 392          | 47      | 171    | 7          | 432       | 178      | 383      | 1       | 240          | 25374 | 77        | 2     | 4        | 1763   | 6575        | 0     | 153     | 6        | 411      | 0           | 0          | 0           | 16   | 49                  | 60      | 670    | 25489 | 1      | 47      | 153                  | 5067           | 110     | 43         | 70        | 94      | 2      | 3\n",
       "3/22/20 | 40          | 89      | 201     | 113     | 2      | 1                   | 225       | 194     | 1314      | 3244    | 65         | 4            | 332     | 27         | 14       | 76      | 3401    | 2     | 2      | 24      | 126                    | 1593   | 88     | 187      | 75           | 3          | 84       | 40       | 1465   | 1          | 3                        | 1    | 632   | 81397 | 231      | 3                   | 30               | 134        | 14            | 254     | 712         | 35   | 95     | 1120    | 1514    | 1        | 1        | 202                | 1          | 789     | 327   | 3           | 6                 | 1       | 326     | 4        | 11       | 2    | 626     | 16176  | 0             | 5     | 1           | 54      | 24873   | 24    | 624    | 0         | 1       | 0          | 0    | 19        | 0        | 2      | 7      | 2     | 1        | 26       | 131     | 568     | 396   | 514       | 21638 | 233  | 906     | 1071   | 59138 | 16      | 1086  | 0      | 112    | 60         | 15    | 8897         | 2      | 188    | 14         | 139    | 248     | 3       | 37            | 131       | 798        | 3          | 1306     | 13       | 90    | 37         | 2          | 18        | 0       | 251    | 94      | 23     | 10       | 21         | 115     | 1          | 3       | 2     | 4216        | 66          | 2         | 2     | 30      | 114             | 2383   | 55   | 776      | 245    | 1                | 22       | 363  | 380         | 634    | 1600     | 0           | 494   | 0                     | 0       | 433     | 367    | 19     | 2           | 1                                | 160        | 511          | 67      | 222    | 7          | 455       | 185      | 414      | 1       | 274          | 28768 | 82        | 2     | 5        | 1934   | 7245        | 1     | 169     | 12       | 599      | 0           | 0          | 1           | 16   | 50                  | 75      | 1236   | 33272 | 1      | 73      | 153                  | 5741           | 135     | 43         | 70        | 113     | 3      | 3\n",
       "3/23/20 | 40          | 89      | 201     | 113     | 2      | 1                   | 225       | 194     | 1314      | 3244    | 65         | 4            | 332     | 27         | 14       | 76      | 3401    | 2     | 2      | 24      | 126                    | 1593   | 88     | 187      | 75           | 3          | 84       | 40       | 1470   | 0          | 3                        | 1    | 632   | 81439 | 231      | 3                   | 30               | 134        | 14            | 254     | 712         | 35   | 95     | 1120    | 1514    | 1        | 1        | 202                | 0          | 789     | 327   | 3           | 6                 | 1       | 326     | 4        | 11       | 2    | 626     | 16044  | 18            | 5     | 1           | 54      | 24873   | 24    | 624    | 0         | 1       | 56         | 0    | 19        | 0        | 2      | 7      | 2     | 1        | 26       | 131     | 568     | 396   | 514       | 21638 | 233  | 906     | 1071   | 59138 | 16      | 1086  | 0      | 112    | 60         | 15    | 8897         | 2      | 188    | 14         | 139    | 248     | 3       | 37            | 131       | 798        | 3          | 1306     | 13       | 90    | 37         | 2          | 18        | 11      | 251    | 94      | 23     | 10       | 21         | 115     | 1          | 3       | 2     | 4216        | 66          | 2         | 2     | 30      | 114             | 2383   | 55   | 776      | 245    | 1                | 22       | 363  | 380         | 634    | 1600     | 0           | 494   | 0                     | 47      | 433     | 367    | 19     | 2           | 1                                | 160        | 511          | 67      | 222    | 7          | 455       | 185      | 414      | 1       | 274          | 28768 | 82        | 2     | 5        | 1934   | 7245        | 1     | 169     | 12       | 599      | 0           | 0          | 1           | 16   | 50                  | 75      | 1236   | nan   | 1      | 73      | 153                  | 5741           | 135     | 43         | 70        | 113     | 3      | 3"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_by_country = by_country(raw_confirmed)\n",
    "countries_by_day = TimeTable.transpose(raw_by_country, 'Country/Region')\n",
    "after(countries_by_day, \"3/15/20\")"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### How many of the 195 recognized countries in the world have reported cases?\n",
    "\n",
    "This does include some non-countries, like Princess Cruises"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "183"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_by_country.num_rows"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'3/23/20'"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# What is the last day reported\n",
    "countries_by_day.last('Day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "3/23/20\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>China</th> <th>Italy</th> <th>Spain</th> <th>Germany</th> <th>Iran</th> <th>France</th> <th>Korea, South</th> <th>Switzerland</th> <th>Turkey</th> <th>Thailand</th> <th>Saudi Arabia</th> <th>Taiwan*</th> <th>US</th> <th>United Kingdom</th> <th>Netherlands</th> <th>Belgium</th> <th>Austria</th> <th>Norway</th> <th>Sweden</th> <th>Portugal</th> <th>Brazil</th> <th>Denmark</th> <th>Canada</th> <th>Australia</th> <th>Malaysia</th> <th>Czechia</th> <th>Japan</th> <th>Israel</th> <th>Ireland</th> <th>Luxembourg</th> <th>Ecuador</th> <th>Pakistan</th> <th>Cruise Ship</th> <th>Poland</th> <th>Chile</th> <th>Finland</th> <th>Greece</th> <th>Iceland</th> <th>Indonesia</th> <th>Qatar</th> <th>Singapore</th> <th>Romania</th> <th>Slovenia</th> <th>India</th> <th>Philippines</th> <th>Russia</th> <th>Peru</th> <th>Bahrain</th> <th>Egypt</th> <th>Estonia</th> <th>South Africa</th> <th>Croatia</th> <th>Mexico</th> <th>Lebanon</th> <th>Panama</th> <th>Iraq</th> <th>Colombia</th> <th>Argentina</th> <th>Serbia</th> <th>Dominican Republic</th> <th>Algeria</th> <th>Armenia</th> <th>Kuwait</th> <th>Bulgaria</th> <th>Slovakia</th> <th>San Marino</th> <th>United Arab Emirates</th> <th>Latvia</th> <th>Uruguay</th> <th>Costa Rica</th> <th>Hungary</th> <th>Lithuania</th> <th>Bosnia and Herzegovina</th> <th>Morocco</th> <th>North Macedonia</th> <th>Andorra</th> <th>Vietnam</th> <th>Jordan</th> <th>Cyprus</th> <th>Moldova</th> <th>Malta</th> <th>Albania</th> <th>Brunei</th> <th>Cambodia</th> <th>Sri Lanka</th> <th>Belarus</th> <th>Burkina Faso</th> <th>Tunisia</th> <th>Ukraine</th> <th>Venezuela</th> <th>Senegal</th> <th>New Zealand</th> <th>Azerbaijan</th> <th>Kazakhstan</th> <th>Guadeloupe</th> <th>Oman</th> <th>Georgia</th> <th>Trinidad and Tobago</th> <th>Reunion</th> <th>Uzbekistan</th> <th>Afghanistan</th> <th>Cameroon</th> <th>Liechtenstein</th> <th>Martinique</th> <th>Cuba</th> <th>Congo (Kinshasa)</th> <th>Nigeria</th> <th>Bangladesh</th> <th>Honduras</th> <th>Bolivia</th> <th>Ghana</th> <th>Monaco</th> <th>Paraguay</th> <th>Montenegro</th> <th>Guatemala</th> <th>Rwanda</th> <th>French Guiana</th> <th>Mauritius</th> <th>Jamaica</th> <th>Togo</th> <th>Kenya</th> <th>Barbados</th> <th>Cote d'Ivoire</th> <th>Kyrgyzstan</th> <th>Maldives</th> <th>Tanzania</th> <th>Ethiopia</th> <th>Mayotte</th> <th>Mongolia</th> <th>Guyana</th> <th>Seychelles</th> <th>Equatorial Guinea</th> <th>Gabon</th> <th>Suriname</th> <th>Bahamas, The</th> <th>Eswatini</th> <th>Cabo Verde</th> <th>Central African Republic</th> <th>Congo (Brazzaville)</th> <th>El Salvador</th> <th>Liberia</th> <th>Madagascar</th> <th>Namibia</th> <th>Zambia</th> <th>Zimbabwe</th> <th>Angola</th> <th>Benin</th> <th>Bhutan</th> <th>Fiji</th> <th>Guinea</th> <th>Haiti</th> <th>Kosovo</th> <th>Mauritania</th> <th>Nepal</th> <th>Nicaragua</th> <th>Niger</th> <th>Saint Lucia</th> <th>Sudan</th> <th>Antigua and Barbuda</th> <th>Chad</th> <th>Djibouti</th> <th>Dominica</th> <th>Eritrea</th> <th>Gambia, The</th> <th>Grenada</th> <th>Holy See</th> <th>Mozambique</th> <th>Papua New Guinea</th> <th>Saint Vincent and the Grenadines</th> <th>Somalia</th> <th>Syria</th> <th>Timor-Leste</th> <th>Uganda</th> <th>Cape Verde</th> <th>East Timor</th> <th>Greenland</th> <th>Guam</th> <th>Guernsey</th> <th>Jersey</th> <th>Puerto Rico</th> <th>Republic of the Congo</th> <th>The Bahamas</th> <th>The Gambia</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>80977</td> <td>21157</td> <td>6391 </td> <td>4585   </td> <td>12729</td> <td>4487  </td> <td>8086        </td> <td>1359       </td> <td>5     </td> <td>82      </td> <td>103         </td> <td>53     </td> <td>2727 </td> <td>1144          </td> <td>962        </td> <td>689    </td> <td>655    </td> <td>1090  </td> <td>961   </td> <td>169     </td> <td>151   </td> <td>836    </td> <td>198   </td> <td>250      </td> <td>238     </td> <td>189    </td> <td>773  </td> <td>193   </td> <td>129    </td> <td>51        </td> <td>28     </td> <td>31      </td> <td>696        </td> <td>103   </td> <td>61   </td> <td>225    </td> <td>228   </td> <td>156    </td> <td>96       </td> <td>337  </td> <td>212      </td> <td>123    </td> <td>181     </td> <td>102  </td> <td>111        </td> <td>59    </td> <td>38  </td> <td>210    </td> <td>109  </td> <td>115    </td> <td>38          </td> <td>38     </td> <td>26    </td> <td>93     </td> <td>36    </td> <td>110 </td> <td>22      </td> <td>34       </td> <td>46    </td> <td>11                </td> <td>37     </td> <td>18     </td> <td>104   </td> <td>41      </td> <td>44      </td> <td>80        </td> <td>85                  </td> <td>26    </td> <td>4      </td> <td>26        </td> <td>30     </td> <td>8        </td> <td>18                    </td> <td>17     </td> <td>14             </td> <td>1      </td> <td>53     </td> <td>1     </td> <td>26    </td> <td>12     </td> <td>18   </td> <td>38     </td> <td>40    </td> <td>7       </td> <td>10       </td> <td>27     </td> <td>2           </td> <td>18     </td> <td>3      </td> <td>2        </td> <td>10     </td> <td>6          </td> <td>15        </td> <td>6         </td> <td>0         </td> <td>19  </td> <td>30     </td> <td>2                  </td> <td>0      </td> <td>0         </td> <td>11         </td> <td>2       </td> <td>4            </td> <td>9         </td> <td>4   </td> <td>2               </td> <td>2      </td> <td>3         </td> <td>2       </td> <td>10     </td> <td>3    </td> <td>2     </td> <td>6       </td> <td>0         </td> <td>1        </td> <td>1     </td> <td>0            </td> <td>0        </td> <td>8      </td> <td>1   </td> <td>1    </td> <td>0       </td> <td>1            </td> <td>0         </td> <td>10      </td> <td>0       </td> <td>1       </td> <td>0      </td> <td>1       </td> <td>1     </td> <td>2         </td> <td>0                </td> <td>1    </td> <td>1       </td> <td>0           </td> <td>1       </td> <td>0         </td> <td>0                       </td> <td>0                  </td> <td>0          </td> <td>0      </td> <td>0         </td> <td>2      </td> <td>0     </td> <td>0       </td> <td>0     </td> <td>0    </td> <td>1     </td> <td>0   </td> <td>1     </td> <td>0    </td> <td>0     </td> <td>1         </td> <td>1    </td> <td>0        </td> <td>0    </td> <td>1          </td> <td>1    </td> <td>1                  </td> <td>0   </td> <td>0       </td> <td>0       </td> <td>0      </td> <td>0          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>0               </td> <td>1                               </td> <td>0      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>81003</td> <td>24747</td> <td>7798 </td> <td>5795   </td> <td>13938</td> <td>4523  </td> <td>8162        </td> <td>2200       </td> <td>6     </td> <td>114     </td> <td>103         </td> <td>59     </td> <td>3499 </td> <td>1145          </td> <td>1138       </td> <td>886    </td> <td>860    </td> <td>1221  </td> <td>1022  </td> <td>245     </td> <td>162   </td> <td>875    </td> <td>252   </td> <td>297      </td> <td>428     </td> <td>253    </td> <td>839  </td> <td>251   </td> <td>129    </td> <td>59        </td> <td>28     </td> <td>53      </td> <td>696        </td> <td>119   </td> <td>74   </td> <td>244    </td> <td>331   </td> <td>171    </td> <td>117      </td> <td>401  </td> <td>226      </td> <td>131    </td> <td>219     </td> <td>113  </td> <td>140        </td> <td>63    </td> <td>43  </td> <td>214    </td> <td>110  </td> <td>171    </td> <td>51          </td> <td>49     </td> <td>41    </td> <td>110    </td> <td>43    </td> <td>116 </td> <td>34      </td> <td>45       </td> <td>48    </td> <td>11                </td> <td>48     </td> <td>26     </td> <td>112   </td> <td>51      </td> <td>54      </td> <td>101       </td> <td>98                  </td> <td>30    </td> <td>4      </td> <td>27        </td> <td>32     </td> <td>12       </td> <td>24                    </td> <td>28     </td> <td>14             </td> <td>1      </td> <td>56     </td> <td>8     </td> <td>26    </td> <td>23     </td> <td>21   </td> <td>42     </td> <td>50    </td> <td>7       </td> <td>18       </td> <td>27     </td> <td>3           </td> <td>18     </td> <td>3      </td> <td>10       </td> <td>24     </td> <td>8          </td> <td>23        </td> <td>9         </td> <td>0         </td> <td>22  </td> <td>33     </td> <td>2                  </td> <td>0      </td> <td>1         </td> <td>16         </td> <td>2       </td> <td>4            </td> <td>9         </td> <td>4   </td> <td>2               </td> <td>2      </td> <td>5         </td> <td>3       </td> <td>10     </td> <td>6    </td> <td>2     </td> <td>6       </td> <td>0         </td> <td>1        </td> <td>1     </td> <td>0            </td> <td>0        </td> <td>10     </td> <td>1   </td> <td>3    </td> <td>0       </td> <td>1            </td> <td>0         </td> <td>13      </td> <td>0       </td> <td>1       </td> <td>0      </td> <td>1       </td> <td>4     </td> <td>2         </td> <td>1                </td> <td>1    </td> <td>1       </td> <td>0           </td> <td>1       </td> <td>0         </td> <td>1                       </td> <td>1                  </td> <td>0          </td> <td>0      </td> <td>0         </td> <td>2      </td> <td>0     </td> <td>0       </td> <td>0     </td> <td>0    </td> <td>1     </td> <td>0   </td> <td>1     </td> <td>0    </td> <td>2     </td> <td>1         </td> <td>1    </td> <td>0        </td> <td>0    </td> <td>2          </td> <td>1    </td> <td>1                  </td> <td>0   </td> <td>0       </td> <td>0       </td> <td>0      </td> <td>0          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>0               </td> <td>1                               </td> <td>0      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>81033</td> <td>27980</td> <td>9942 </td> <td>7272   </td> <td>14991</td> <td>6668  </td> <td>8236        </td> <td>2200       </td> <td>18    </td> <td>147     </td> <td>118         </td> <td>67     </td> <td>4632 </td> <td>1551          </td> <td>1416       </td> <td>1058   </td> <td>1018   </td> <td>1333  </td> <td>1103  </td> <td>331     </td> <td>200   </td> <td>933    </td> <td>415   </td> <td>377      </td> <td>566     </td> <td>298    </td> <td>825  </td> <td>255   </td> <td>169    </td> <td>77        </td> <td>37     </td> <td>136     </td> <td>696        </td> <td>177   </td> <td>155  </td> <td>277    </td> <td>331   </td> <td>180    </td> <td>134      </td> <td>439  </td> <td>243      </td> <td>158    </td> <td>253     </td> <td>119  </td> <td>142        </td> <td>90    </td> <td>86  </td> <td>214    </td> <td>150  </td> <td>205    </td> <td>62          </td> <td>57     </td> <td>53    </td> <td>99     </td> <td>55    </td> <td>124 </td> <td>54      </td> <td>56       </td> <td>55    </td> <td>11                </td> <td>54     </td> <td>52     </td> <td>123   </td> <td>52      </td> <td>63      </td> <td>109       </td> <td>98                  </td> <td>34    </td> <td>8      </td> <td>35        </td> <td>39     </td> <td>17       </td> <td>25                    </td> <td>29     </td> <td>18             </td> <td>2      </td> <td>61     </td> <td>17    </td> <td>33    </td> <td>23     </td> <td>30   </td> <td>51     </td> <td>54    </td> <td>7       </td> <td>28       </td> <td>36     </td> <td>15          </td> <td>20     </td> <td>7      </td> <td>17       </td> <td>24     </td> <td>8          </td> <td>15        </td> <td>10        </td> <td>0         </td> <td>22  </td> <td>33     </td> <td>4                  </td> <td>0      </td> <td>6         </td> <td>21         </td> <td>4       </td> <td>4            </td> <td>15        </td> <td>4   </td> <td>2               </td> <td>2      </td> <td>8         </td> <td>6       </td> <td>11     </td> <td>6    </td> <td>7     </td> <td>8       </td> <td>0         </td> <td>2        </td> <td>5     </td> <td>0            </td> <td>0        </td> <td>10     </td> <td>1   </td> <td>3    </td> <td>0       </td> <td>1            </td> <td>0         </td> <td>13      </td> <td>1       </td> <td>5       </td> <td>0      </td> <td>1       </td> <td>4     </td> <td>3         </td> <td>1                </td> <td>1    </td> <td>1       </td> <td>1           </td> <td>1       </td> <td>0         </td> <td>1                       </td> <td>1                  </td> <td>0          </td> <td>1      </td> <td>0         </td> <td>2      </td> <td>0     </td> <td>0       </td> <td>0     </td> <td>1    </td> <td>1     </td> <td>0   </td> <td>1     </td> <td>0    </td> <td>2     </td> <td>1         </td> <td>1    </td> <td>0        </td> <td>0    </td> <td>2          </td> <td>1    </td> <td>1                  </td> <td>0   </td> <td>0       </td> <td>0       </td> <td>0      </td> <td>0          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>0               </td> <td>1                               </td> <td>1      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>81058</td> <td>31506</td> <td>11748</td> <td>9257   </td> <td>16169</td> <td>7699  </td> <td>8320        </td> <td>2700       </td> <td>47    </td> <td>177     </td> <td>171         </td> <td>77     </td> <td>6421 </td> <td>1960          </td> <td>1711       </td> <td>1243   </td> <td>1332   </td> <td>1463  </td> <td>1190  </td> <td>448     </td> <td>321   </td> <td>1025   </td> <td>478   </td> <td>452      </td> <td>673     </td> <td>396    </td> <td>878  </td> <td>337   </td> <td>223    </td> <td>140       </td> <td>58     </td> <td>236     </td> <td>696        </td> <td>238   </td> <td>201  </td> <td>321    </td> <td>387   </td> <td>220    </td> <td>172      </td> <td>439  </td> <td>266      </td> <td>184    </td> <td>275     </td> <td>142  </td> <td>187        </td> <td>114   </td> <td>117 </td> <td>228    </td> <td>196  </td> <td>225    </td> <td>62          </td> <td>65     </td> <td>82    </td> <td>120    </td> <td>69    </td> <td>154 </td> <td>65      </td> <td>68       </td> <td>65    </td> <td>21                </td> <td>60     </td> <td>78     </td> <td>130   </td> <td>67      </td> <td>72      </td> <td>109       </td> <td>98                  </td> <td>49    </td> <td>29     </td> <td>41        </td> <td>50     </td> <td>25       </td> <td>26                    </td> <td>38     </td> <td>26             </td> <td>39     </td> <td>66     </td> <td>34    </td> <td>46    </td> <td>30     </td> <td>38   </td> <td>55     </td> <td>56    </td> <td>33      </td> <td>44       </td> <td>36     </td> <td>15          </td> <td>24     </td> <td>14     </td> <td>33       </td> <td>26     </td> <td>12         </td> <td>28        </td> <td>33        </td> <td>0         </td> <td>24  </td> <td>34     </td> <td>5                  </td> <td>0      </td> <td>10        </td> <td>22         </td> <td>10      </td> <td>7            </td> <td>16        </td> <td>5   </td> <td>3               </td> <td>3      </td> <td>10        </td> <td>8       </td> <td>11     </td> <td>7    </td> <td>7     </td> <td>9       </td> <td>2         </td> <td>6        </td> <td>7     </td> <td>0            </td> <td>0        </td> <td>12     </td> <td>1   </td> <td>3    </td> <td>2       </td> <td>5            </td> <td>0         </td> <td>13      </td> <td>1       </td> <td>5       </td> <td>0      </td> <td>5       </td> <td>7     </td> <td>4         </td> <td>1                </td> <td>1    </td> <td>1       </td> <td>1           </td> <td>1       </td> <td>0         </td> <td>1                       </td> <td>1                  </td> <td>0          </td> <td>1      </td> <td>0         </td> <td>2      </td> <td>0     </td> <td>0       </td> <td>0     </td> <td>1    </td> <td>1     </td> <td>0   </td> <td>1     </td> <td>0    </td> <td>2     </td> <td>1         </td> <td>1    </td> <td>0        </td> <td>0    </td> <td>2          </td> <td>1    </td> <td>1                  </td> <td>0   </td> <td>0       </td> <td>0       </td> <td>0      </td> <td>1          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>0               </td> <td>1                               </td> <td>1      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>81102</td> <td>35713</td> <td>13910</td> <td>12327  </td> <td>17361</td> <td>9105  </td> <td>8413        </td> <td>3028       </td> <td>98    </td> <td>212     </td> <td>171         </td> <td>100    </td> <td>7783 </td> <td>2642          </td> <td>2058       </td> <td>1486   </td> <td>1646   </td> <td>1550  </td> <td>1279  </td> <td>448     </td> <td>372   </td> <td>1116   </td> <td>657   </td> <td>568      </td> <td>790     </td> <td>464    </td> <td>889  </td> <td>433   </td> <td>292    </td> <td>203       </td> <td>111    </td> <td>299     </td> <td>712        </td> <td>251   </td> <td>238  </td> <td>336    </td> <td>418   </td> <td>250    </td> <td>227      </td> <td>452  </td> <td>313      </td> <td>260    </td> <td>275     </td> <td>156  </td> <td>202        </td> <td>147   </td> <td>145 </td> <td>256    </td> <td>196  </td> <td>258    </td> <td>116         </td> <td>81     </td> <td>93    </td> <td>133    </td> <td>86    </td> <td>164 </td> <td>93      </td> <td>79       </td> <td>83    </td> <td>21                </td> <td>74     </td> <td>84     </td> <td>142   </td> <td>92      </td> <td>105     </td> <td>119       </td> <td>113                 </td> <td>71    </td> <td>50     </td> <td>50        </td> <td>58     </td> <td>27       </td> <td>38                    </td> <td>49     </td> <td>35             </td> <td>39     </td> <td>75     </td> <td>52    </td> <td>49    </td> <td>30     </td> <td>38   </td> <td>59     </td> <td>68    </td> <td>35      </td> <td>51       </td> <td>51     </td> <td>20          </td> <td>29     </td> <td>14     </td> <td>36       </td> <td>31     </td> <td>20         </td> <td>28        </td> <td>35        </td> <td>0         </td> <td>39  </td> <td>38     </td> <td>7                  </td> <td>0      </td> <td>15        </td> <td>22         </td> <td>10      </td> <td>28           </td> <td>19        </td> <td>7   </td> <td>4               </td> <td>8      </td> <td>14        </td> <td>9       </td> <td>12     </td> <td>7    </td> <td>7     </td> <td>11      </td> <td>1         </td> <td>6        </td> <td>8     </td> <td>0            </td> <td>3        </td> <td>13     </td> <td>1   </td> <td>3    </td> <td>2       </td> <td>6            </td> <td>3         </td> <td>13      </td> <td>3       </td> <td>6       </td> <td>0      </td> <td>6       </td> <td>7     </td> <td>4         </td> <td>4                </td> <td>1    </td> <td>1       </td> <td>1           </td> <td>1       </td> <td>0         </td> <td>1                       </td> <td>1                  </td> <td>0          </td> <td>2      </td> <td>0         </td> <td>2      </td> <td>2     </td> <td>0       </td> <td>0     </td> <td>2    </td> <td>1     </td> <td>0   </td> <td>1     </td> <td>0    </td> <td>2     </td> <td>1         </td> <td>1    </td> <td>0        </td> <td>0    </td> <td>2          </td> <td>2    </td> <td>1                  </td> <td>0   </td> <td>1       </td> <td>0       </td> <td>0      </td> <td>1          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>0               </td> <td>1                               </td> <td>1      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>81156</td> <td>41035</td> <td>17963</td> <td>15320  </td> <td>18407</td> <td>10947 </td> <td>8565        </td> <td>4075       </td> <td>192   </td> <td>272     </td> <td>274         </td> <td>108    </td> <td>13677</td> <td>2716          </td> <td>2467       </td> <td>1795   </td> <td>2013   </td> <td>1746  </td> <td>1439  </td> <td>785     </td> <td>621   </td> <td>1225   </td> <td>800   </td> <td>681      </td> <td>900     </td> <td>694    </td> <td>924  </td> <td>677   </td> <td>557    </td> <td>335       </td> <td>199    </td> <td>454     </td> <td>712        </td> <td>355   </td> <td>238  </td> <td>400    </td> <td>418   </td> <td>330    </td> <td>311      </td> <td>460  </td> <td>345      </td> <td>277    </td> <td>286     </td> <td>194  </td> <td>217        </td> <td>199   </td> <td>234 </td> <td>278    </td> <td>256  </td> <td>267    </td> <td>150         </td> <td>105    </td> <td>118   </td> <td>157    </td> <td>109   </td> <td>192 </td> <td>102     </td> <td>97       </td> <td>103   </td> <td>34                </td> <td>87     </td> <td>115    </td> <td>148   </td> <td>94      </td> <td>123     </td> <td>119       </td> <td>140                 </td> <td>86    </td> <td>79     </td> <td>69        </td> <td>73     </td> <td>36       </td> <td>63                    </td> <td>63     </td> <td>48             </td> <td>53     </td> <td>85     </td> <td>69    </td> <td>67    </td> <td>49     </td> <td>53   </td> <td>64     </td> <td>75    </td> <td>37      </td> <td>60       </td> <td>51     </td> <td>33          </td> <td>39     </td> <td>16     </td> <td>42       </td> <td>31     </td> <td>28         </td> <td>44        </td> <td>44        </td> <td>0         </td> <td>48  </td> <td>40     </td> <td>9                  </td> <td>0      </td> <td>23        </td> <td>22         </td> <td>13      </td> <td>28           </td> <td>23        </td> <td>11  </td> <td>14              </td> <td>8      </td> <td>17        </td> <td>12      </td> <td>12     </td> <td>11   </td> <td>7     </td> <td>11      </td> <td>3         </td> <td>9        </td> <td>8     </td> <td>0            </td> <td>3        </td> <td>15     </td> <td>1   </td> <td>7    </td> <td>5       </td> <td>9            </td> <td>3         </td> <td>13      </td> <td>6       </td> <td>6       </td> <td>0      </td> <td>6       </td> <td>7     </td> <td>6         </td> <td>6                </td> <td>1    </td> <td>1       </td> <td>3           </td> <td>1       </td> <td>0         </td> <td>1                       </td> <td>3                  </td> <td>1          </td> <td>2      </td> <td>0         </td> <td>3      </td> <td>2     </td> <td>0       </td> <td>0     </td> <td>2    </td> <td>1     </td> <td>1   </td> <td>1     </td> <td>0    </td> <td>2     </td> <td>2         </td> <td>1    </td> <td>1        </td> <td>0    </td> <td>2          </td> <td>2    </td> <td>1                  </td> <td>1   </td> <td>1       </td> <td>0       </td> <td>0      </td> <td>1          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>0               </td> <td>1                               </td> <td>1      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>81250</td> <td>47021</td> <td>20410</td> <td>19848  </td> <td>19644</td> <td>12726 </td> <td>8652        </td> <td>5294       </td> <td>359   </td> <td>322     </td> <td>344         </td> <td>135    </td> <td>19100</td> <td>4014          </td> <td>3003       </td> <td>2257   </td> <td>2388   </td> <td>1914  </td> <td>1639  </td> <td>1020    </td> <td>793   </td> <td>1337   </td> <td>943   </td> <td>791      </td> <td>1030    </td> <td>833    </td> <td>963  </td> <td>705   </td> <td>683    </td> <td>484       </td> <td>367    </td> <td>501     </td> <td>712        </td> <td>425   </td> <td>434  </td> <td>450    </td> <td>495   </td> <td>409    </td> <td>369      </td> <td>470  </td> <td>385      </td> <td>308    </td> <td>341     </td> <td>244  </td> <td>230        </td> <td>253   </td> <td>234 </td> <td>285    </td> <td>285  </td> <td>283    </td> <td>202         </td> <td>128    </td> <td>164   </td> <td>163    </td> <td>137   </td> <td>208 </td> <td>128     </td> <td>128      </td> <td>135   </td> <td>72                </td> <td>90     </td> <td>136    </td> <td>159   </td> <td>127     </td> <td>137     </td> <td>144       </td> <td>140                 </td> <td>111   </td> <td>94     </td> <td>89        </td> <td>85     </td> <td>49       </td> <td>89                    </td> <td>77     </td> <td>67             </td> <td>75     </td> <td>91     </td> <td>85    </td> <td>67    </td> <td>66     </td> <td>64   </td> <td>70     </td> <td>78    </td> <td>51      </td> <td>73       </td> <td>69     </td> <td>40          </td> <td>54     </td> <td>29     </td> <td>42       </td> <td>38     </td> <td>39         </td> <td>44        </td> <td>49        </td> <td>0         </td> <td>48  </td> <td>43     </td> <td>9                  </td> <td>0      </td> <td>33        </td> <td>24         </td> <td>20      </td> <td>28           </td> <td>32        </td> <td>16  </td> <td>18              </td> <td>12     </td> <td>20        </td> <td>24      </td> <td>15     </td> <td>16   </td> <td>11    </td> <td>13      </td> <td>14        </td> <td>12       </td> <td>17    </td> <td>0            </td> <td>12       </td> <td>16     </td> <td>9   </td> <td>7    </td> <td>5       </td> <td>9            </td> <td>6         </td> <td>13      </td> <td>6       </td> <td>9       </td> <td>0      </td> <td>6       </td> <td>7     </td> <td>7         </td> <td>6                </td> <td>3    </td> <td>4       </td> <td>3           </td> <td>1       </td> <td>1         </td> <td>3                       </td> <td>3                  </td> <td>1          </td> <td>2      </td> <td>3         </td> <td>3      </td> <td>2     </td> <td>1       </td> <td>1     </td> <td>2    </td> <td>2     </td> <td>1   </td> <td>1     </td> <td>2    </td> <td>2     </td> <td>2         </td> <td>1    </td> <td>1        </td> <td>1    </td> <td>2          </td> <td>2    </td> <td>1                  </td> <td>1   </td> <td>1       </td> <td>0       </td> <td>0      </td> <td>1          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>1               </td> <td>1                               </td> <td>1      </td> <td>0    </td> <td>0          </td> <td>0     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>81305</td> <td>53578</td> <td>25374</td> <td>22213  </td> <td>20610</td> <td>14431 </td> <td>8799        </td> <td>6575       </td> <td>670   </td> <td>411     </td> <td>392         </td> <td>153    </td> <td>25489</td> <td>5067          </td> <td>3640       </td> <td>2815   </td> <td>2814   </td> <td>2118  </td> <td>1763  </td> <td>1280    </td> <td>1021  </td> <td>1420   </td> <td>1278  </td> <td>1071     </td> <td>1183    </td> <td>995    </td> <td>1007 </td> <td>883   </td> <td>785    </td> <td>670       </td> <td>506    </td> <td>730     </td> <td>712        </td> <td>536   </td> <td>537  </td> <td>523    </td> <td>530   </td> <td>473    </td> <td>450      </td> <td>481  </td> <td>432      </td> <td>367    </td> <td>383     </td> <td>330  </td> <td>307        </td> <td>306   </td> <td>318 </td> <td>305    </td> <td>294  </td> <td>306    </td> <td>240         </td> <td>206    </td> <td>203   </td> <td>187    </td> <td>200   </td> <td>214 </td> <td>196     </td> <td>158      </td> <td>171   </td> <td>112               </td> <td>139    </td> <td>160    </td> <td>176   </td> <td>163     </td> <td>178     </td> <td>144       </td> <td>153                 </td> <td>124   </td> <td>110    </td> <td>117       </td> <td>103    </td> <td>83       </td> <td>93                    </td> <td>96     </td> <td>85             </td> <td>88     </td> <td>94     </td> <td>85    </td> <td>84    </td> <td>80     </td> <td>73   </td> <td>76     </td> <td>83    </td> <td>53      </td> <td>77       </td> <td>76     </td> <td>64          </td> <td>60     </td> <td>47     </td> <td>70       </td> <td>47     </td> <td>52         </td> <td>53        </td> <td>53        </td> <td>0         </td> <td>52  </td> <td>49     </td> <td>49                 </td> <td>0      </td> <td>43        </td> <td>24         </td> <td>27      </td> <td>37           </td> <td>32        </td> <td>21  </td> <td>23              </td> <td>22     </td> <td>25        </td> <td>24      </td> <td>19     </td> <td>19   </td> <td>11    </td> <td>18      </td> <td>14        </td> <td>17       </td> <td>17    </td> <td>0            </td> <td>14       </td> <td>16     </td> <td>16  </td> <td>7    </td> <td>6       </td> <td>14           </td> <td>14        </td> <td>13      </td> <td>6       </td> <td>9       </td> <td>0      </td> <td>10      </td> <td>7     </td> <td>7         </td> <td>6                </td> <td>4    </td> <td>4       </td> <td>4           </td> <td>1       </td> <td>3         </td> <td>3                       </td> <td>3                  </td> <td>3          </td> <td>3      </td> <td>3         </td> <td>3      </td> <td>2     </td> <td>3       </td> <td>2     </td> <td>2    </td> <td>2     </td> <td>1   </td> <td>2     </td> <td>2    </td> <td>2     </td> <td>2         </td> <td>1    </td> <td>2        </td> <td>1    </td> <td>2          </td> <td>2    </td> <td>1                  </td> <td>1   </td> <td>1       </td> <td>0       </td> <td>1      </td> <td>1          </td> <td>0      </td> <td>1       </td> <td>0         </td> <td>1               </td> <td>1                               </td> <td>1      </td> <td>0    </td> <td>0          </td> <td>1     </td> <td>1         </td> <td>1         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>81397</td> <td>59138</td> <td>28768</td> <td>24873  </td> <td>21638</td> <td>16176 </td> <td>8897        </td> <td>7245       </td> <td>1236  </td> <td>599     </td> <td>511         </td> <td>169    </td> <td>33272</td> <td>5741          </td> <td>4216       </td> <td>3401   </td> <td>3244   </td> <td>2383  </td> <td>1934  </td> <td>1600    </td> <td>1593  </td> <td>1514   </td> <td>1465  </td> <td>1314     </td> <td>1306    </td> <td>1120   </td> <td>1086 </td> <td>1071  </td> <td>906    </td> <td>798       </td> <td>789    </td> <td>776     </td> <td>712        </td> <td>634   </td> <td>632  </td> <td>626    </td> <td>624   </td> <td>568    </td> <td>514      </td> <td>494  </td> <td>455      </td> <td>433    </td> <td>414     </td> <td>396  </td> <td>380        </td> <td>367   </td> <td>363 </td> <td>332    </td> <td>327  </td> <td>326    </td> <td>274         </td> <td>254    </td> <td>251   </td> <td>248    </td> <td>245   </td> <td>233 </td> <td>231     </td> <td>225      </td> <td>222   </td> <td>202               </td> <td>201    </td> <td>194    </td> <td>188   </td> <td>187     </td> <td>185     </td> <td>160       </td> <td>153                 </td> <td>139   </td> <td>135    </td> <td>134       </td> <td>131    </td> <td>131      </td> <td>126                   </td> <td>115    </td> <td>114            </td> <td>113    </td> <td>113    </td> <td>112   </td> <td>95    </td> <td>94     </td> <td>90   </td> <td>89     </td> <td>88    </td> <td>84      </td> <td>82       </td> <td>76     </td> <td>75          </td> <td>75     </td> <td>73     </td> <td>70       </td> <td>67     </td> <td>66         </td> <td>65        </td> <td>60        </td> <td>0         </td> <td>55  </td> <td>54     </td> <td>50                 </td> <td>0      </td> <td>43        </td> <td>40         </td> <td>40      </td> <td>37           </td> <td>37        </td> <td>35  </td> <td>30              </td> <td>30     </td> <td>27        </td> <td>26      </td> <td>24     </td> <td>24   </td> <td>23    </td> <td>22      </td> <td>21        </td> <td>19       </td> <td>19    </td> <td>0            </td> <td>18       </td> <td>16     </td> <td>16  </td> <td>15   </td> <td>14      </td> <td>14           </td> <td>14        </td> <td>13      </td> <td>12      </td> <td>11      </td> <td>0      </td> <td>10      </td> <td>7     </td> <td>7         </td> <td>6                </td> <td>5    </td> <td>5       </td> <td>4           </td> <td>4       </td> <td>3         </td> <td>3                       </td> <td>3                  </td> <td>3          </td> <td>3      </td> <td>3         </td> <td>3      </td> <td>3     </td> <td>3       </td> <td>2     </td> <td>2    </td> <td>2     </td> <td>2   </td> <td>2     </td> <td>2    </td> <td>2     </td> <td>2         </td> <td>2    </td> <td>2        </td> <td>2    </td> <td>2          </td> <td>2    </td> <td>1                  </td> <td>1   </td> <td>1       </td> <td>1       </td> <td>1      </td> <td>1          </td> <td>1      </td> <td>1       </td> <td>1         </td> <td>1               </td> <td>1                               </td> <td>1      </td> <td>1    </td> <td>1          </td> <td>1     </td> <td>1         </td> <td>1         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>81439</td> <td>59138</td> <td>28768</td> <td>24873  </td> <td>21638</td> <td>16044 </td> <td>8897        </td> <td>7245       </td> <td>1236  </td> <td>599     </td> <td>511         </td> <td>169    </td> <td>nan  </td> <td>5741          </td> <td>4216       </td> <td>3401   </td> <td>3244   </td> <td>2383  </td> <td>1934  </td> <td>1600    </td> <td>1593  </td> <td>1514   </td> <td>1470  </td> <td>1314     </td> <td>1306    </td> <td>1120   </td> <td>1086 </td> <td>1071  </td> <td>906    </td> <td>798       </td> <td>789    </td> <td>776     </td> <td>712        </td> <td>634   </td> <td>632  </td> <td>626    </td> <td>624   </td> <td>568    </td> <td>514      </td> <td>494  </td> <td>455      </td> <td>433    </td> <td>414     </td> <td>396  </td> <td>380        </td> <td>367   </td> <td>363 </td> <td>332    </td> <td>327  </td> <td>326    </td> <td>274         </td> <td>254    </td> <td>251   </td> <td>248    </td> <td>245   </td> <td>233 </td> <td>231     </td> <td>225      </td> <td>222   </td> <td>202               </td> <td>201    </td> <td>194    </td> <td>188   </td> <td>187     </td> <td>185     </td> <td>160       </td> <td>153                 </td> <td>139   </td> <td>135    </td> <td>134       </td> <td>131    </td> <td>131      </td> <td>126                   </td> <td>115    </td> <td>114            </td> <td>113    </td> <td>113    </td> <td>112   </td> <td>95    </td> <td>94     </td> <td>90   </td> <td>89     </td> <td>88    </td> <td>84      </td> <td>82       </td> <td>76     </td> <td>75          </td> <td>75     </td> <td>73     </td> <td>70       </td> <td>67     </td> <td>66         </td> <td>65        </td> <td>60        </td> <td>56        </td> <td>55  </td> <td>54     </td> <td>50                 </td> <td>47     </td> <td>43        </td> <td>40         </td> <td>40      </td> <td>37           </td> <td>37        </td> <td>35  </td> <td>30              </td> <td>30     </td> <td>27        </td> <td>26      </td> <td>24     </td> <td>24   </td> <td>23    </td> <td>22      </td> <td>21        </td> <td>19       </td> <td>19    </td> <td>18           </td> <td>18       </td> <td>16     </td> <td>16  </td> <td>15   </td> <td>14      </td> <td>14           </td> <td>14        </td> <td>13      </td> <td>12      </td> <td>11      </td> <td>11     </td> <td>10      </td> <td>7     </td> <td>7         </td> <td>6                </td> <td>5    </td> <td>5       </td> <td>4           </td> <td>4       </td> <td>3         </td> <td>3                       </td> <td>3                  </td> <td>3          </td> <td>3      </td> <td>3         </td> <td>3      </td> <td>3     </td> <td>3       </td> <td>2     </td> <td>2    </td> <td>2     </td> <td>2   </td> <td>2     </td> <td>2    </td> <td>2     </td> <td>2         </td> <td>2    </td> <td>2        </td> <td>2    </td> <td>2          </td> <td>2    </td> <td>1                  </td> <td>1   </td> <td>1       </td> <td>1       </td> <td>1      </td> <td>1          </td> <td>1      </td> <td>1       </td> <td>1         </td> <td>1               </td> <td>1                               </td> <td>1      </td> <td>1    </td> <td>1          </td> <td>1     </td> <td>0         </td> <td>0         </td> <td>0        </td> <td>0   </td> <td>0       </td> <td>0     </td> <td>0          </td> <td>0                    </td> <td>0          </td> <td>0         </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "Day     | China | Italy | Spain | Germany | Iran  | France | Korea, South | Switzerland | Turkey | Thailand | Saudi Arabia | Taiwan* | US    | United Kingdom | Netherlands | Belgium | Austria | Norway | Sweden | Portugal | Brazil | Denmark | Canada | Australia | Malaysia | Czechia | Japan | Israel | Ireland | Luxembourg | Ecuador | Pakistan | Cruise Ship | Poland | Chile | Finland | Greece | Iceland | Indonesia | Qatar | Singapore | Romania | Slovenia | India | Philippines | Russia | Peru | Bahrain | Egypt | Estonia | South Africa | Croatia | Mexico | Lebanon | Panama | Iraq | Colombia | Argentina | Serbia | Dominican Republic | Algeria | Armenia | Kuwait | Bulgaria | Slovakia | San Marino | United Arab Emirates | Latvia | Uruguay | Costa Rica | Hungary | Lithuania | Bosnia and Herzegovina | Morocco | North Macedonia | Andorra | Vietnam | Jordan | Cyprus | Moldova | Malta | Albania | Brunei | Cambodia | Sri Lanka | Belarus | Burkina Faso | Tunisia | Ukraine | Venezuela | Senegal | New Zealand | Azerbaijan | Kazakhstan | Guadeloupe | Oman | Georgia | Trinidad and Tobago | Reunion | Uzbekistan | Afghanistan | Cameroon | Liechtenstein | Martinique | Cuba | Congo (Kinshasa) | Nigeria | Bangladesh | Honduras | Bolivia | Ghana | Monaco | Paraguay | Montenegro | Guatemala | Rwanda | French Guiana | Mauritius | Jamaica | Togo | Kenya | Barbados | Cote d'Ivoire | Kyrgyzstan | Maldives | Tanzania | Ethiopia | Mayotte | Mongolia | Guyana | Seychelles | Equatorial Guinea | Gabon | Suriname | Bahamas, The | Eswatini | Cabo Verde | Central African Republic | Congo (Brazzaville) | El Salvador | Liberia | Madagascar | Namibia | Zambia | Zimbabwe | Angola | Benin | Bhutan | Fiji | Guinea | Haiti | Kosovo | Mauritania | Nepal | Nicaragua | Niger | Saint Lucia | Sudan | Antigua and Barbuda | Chad | Djibouti | Dominica | Eritrea | Gambia, The | Grenada | Holy See | Mozambique | Papua New Guinea | Saint Vincent and the Grenadines | Somalia | Syria | Timor-Leste | Uganda | Cape Verde | East Timor | Greenland | Guam | Guernsey | Jersey | Puerto Rico | Republic of the Congo | The Bahamas | The Gambia\n",
       "3/14/20 | 80977 | 21157 | 6391  | 4585    | 12729 | 4487   | 8086         | 1359        | 5      | 82       | 103          | 53      | 2727  | 1144           | 962         | 689     | 655     | 1090   | 961    | 169      | 151    | 836     | 198    | 250       | 238      | 189     | 773   | 193    | 129     | 51         | 28      | 31       | 696         | 103    | 61    | 225     | 228    | 156     | 96        | 337   | 212       | 123     | 181      | 102   | 111         | 59     | 38   | 210     | 109   | 115     | 38           | 38      | 26     | 93      | 36     | 110  | 22       | 34        | 46     | 11                 | 37      | 18      | 104    | 41       | 44       | 80         | 85                   | 26     | 4       | 26         | 30      | 8         | 18                     | 17      | 14              | 1       | 53      | 1      | 26     | 12      | 18    | 38      | 40     | 7        | 10        | 27      | 2            | 18      | 3       | 2         | 10      | 6           | 15         | 6          | 0          | 19   | 30      | 2                   | 0       | 0          | 11          | 2        | 4             | 9          | 4    | 2                | 2       | 3          | 2        | 10      | 3     | 2      | 6        | 0          | 1         | 1      | 0             | 0         | 8       | 1    | 1     | 0        | 1             | 0          | 10       | 0        | 1        | 0       | 1        | 1      | 2          | 0                 | 1     | 1        | 0            | 1        | 0          | 0                        | 0                   | 0           | 0       | 0          | 2       | 0      | 0        | 0      | 0     | 1      | 0    | 1      | 0     | 0      | 1          | 1     | 0         | 0     | 1           | 1     | 1                   | 0    | 0        | 0        | 0       | 0           | 0       | 1        | 0          | 0                | 1                                | 0       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/15/20 | 81003 | 24747 | 7798  | 5795    | 13938 | 4523   | 8162         | 2200        | 6      | 114      | 103          | 59      | 3499  | 1145           | 1138        | 886     | 860     | 1221   | 1022   | 245      | 162    | 875     | 252    | 297       | 428      | 253     | 839   | 251    | 129     | 59         | 28      | 53       | 696         | 119    | 74    | 244     | 331    | 171     | 117       | 401   | 226       | 131     | 219      | 113   | 140         | 63     | 43   | 214     | 110   | 171     | 51           | 49      | 41     | 110     | 43     | 116  | 34       | 45        | 48     | 11                 | 48      | 26      | 112    | 51       | 54       | 101        | 98                   | 30     | 4       | 27         | 32      | 12        | 24                     | 28      | 14              | 1       | 56      | 8      | 26     | 23      | 21    | 42      | 50     | 7        | 18        | 27      | 3            | 18      | 3       | 10        | 24      | 8           | 23         | 9          | 0          | 22   | 33      | 2                   | 0       | 1          | 16          | 2        | 4             | 9          | 4    | 2                | 2       | 5          | 3        | 10      | 6     | 2      | 6        | 0          | 1         | 1      | 0             | 0         | 10      | 1    | 3     | 0        | 1             | 0          | 13       | 0        | 1        | 0       | 1        | 4      | 2          | 1                 | 1     | 1        | 0            | 1        | 0          | 1                        | 1                   | 0           | 0       | 0          | 2       | 0      | 0        | 0      | 0     | 1      | 0    | 1      | 0     | 2      | 1          | 1     | 0         | 0     | 2           | 1     | 1                   | 0    | 0        | 0        | 0       | 0           | 0       | 1        | 0          | 0                | 1                                | 0       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/16/20 | 81033 | 27980 | 9942  | 7272    | 14991 | 6668   | 8236         | 2200        | 18     | 147      | 118          | 67      | 4632  | 1551           | 1416        | 1058    | 1018    | 1333   | 1103   | 331      | 200    | 933     | 415    | 377       | 566      | 298     | 825   | 255    | 169     | 77         | 37      | 136      | 696         | 177    | 155   | 277     | 331    | 180     | 134       | 439   | 243       | 158     | 253      | 119   | 142         | 90     | 86   | 214     | 150   | 205     | 62           | 57      | 53     | 99      | 55     | 124  | 54       | 56        | 55     | 11                 | 54      | 52      | 123    | 52       | 63       | 109        | 98                   | 34     | 8       | 35         | 39      | 17        | 25                     | 29      | 18              | 2       | 61      | 17     | 33     | 23      | 30    | 51      | 54     | 7        | 28        | 36      | 15           | 20      | 7       | 17        | 24      | 8           | 15         | 10         | 0          | 22   | 33      | 4                   | 0       | 6          | 21          | 4        | 4             | 15         | 4    | 2                | 2       | 8          | 6        | 11      | 6     | 7      | 8        | 0          | 2         | 5      | 0             | 0         | 10      | 1    | 3     | 0        | 1             | 0          | 13       | 1        | 5        | 0       | 1        | 4      | 3          | 1                 | 1     | 1        | 1            | 1        | 0          | 1                        | 1                   | 0           | 1       | 0          | 2       | 0      | 0        | 0      | 1     | 1      | 0    | 1      | 0     | 2      | 1          | 1     | 0         | 0     | 2           | 1     | 1                   | 0    | 0        | 0        | 0       | 0           | 0       | 1        | 0          | 0                | 1                                | 1       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/17/20 | 81058 | 31506 | 11748 | 9257    | 16169 | 7699   | 8320         | 2700        | 47     | 177      | 171          | 77      | 6421  | 1960           | 1711        | 1243    | 1332    | 1463   | 1190   | 448      | 321    | 1025    | 478    | 452       | 673      | 396     | 878   | 337    | 223     | 140        | 58      | 236      | 696         | 238    | 201   | 321     | 387    | 220     | 172       | 439   | 266       | 184     | 275      | 142   | 187         | 114    | 117  | 228     | 196   | 225     | 62           | 65      | 82     | 120     | 69     | 154  | 65       | 68        | 65     | 21                 | 60      | 78      | 130    | 67       | 72       | 109        | 98                   | 49     | 29      | 41         | 50      | 25        | 26                     | 38      | 26              | 39      | 66      | 34     | 46     | 30      | 38    | 55      | 56     | 33       | 44        | 36      | 15           | 24      | 14      | 33        | 26      | 12          | 28         | 33         | 0          | 24   | 34      | 5                   | 0       | 10         | 22          | 10       | 7             | 16         | 5    | 3                | 3       | 10         | 8        | 11      | 7     | 7      | 9        | 2          | 6         | 7      | 0             | 0         | 12      | 1    | 3     | 2        | 5             | 0          | 13       | 1        | 5        | 0       | 5        | 7      | 4          | 1                 | 1     | 1        | 1            | 1        | 0          | 1                        | 1                   | 0           | 1       | 0          | 2       | 0      | 0        | 0      | 1     | 1      | 0    | 1      | 0     | 2      | 1          | 1     | 0         | 0     | 2           | 1     | 1                   | 0    | 0        | 0        | 0       | 1           | 0       | 1        | 0          | 0                | 1                                | 1       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/18/20 | 81102 | 35713 | 13910 | 12327   | 17361 | 9105   | 8413         | 3028        | 98     | 212      | 171          | 100     | 7783  | 2642           | 2058        | 1486    | 1646    | 1550   | 1279   | 448      | 372    | 1116    | 657    | 568       | 790      | 464     | 889   | 433    | 292     | 203        | 111     | 299      | 712         | 251    | 238   | 336     | 418    | 250     | 227       | 452   | 313       | 260     | 275      | 156   | 202         | 147    | 145  | 256     | 196   | 258     | 116          | 81      | 93     | 133     | 86     | 164  | 93       | 79        | 83     | 21                 | 74      | 84      | 142    | 92       | 105      | 119        | 113                  | 71     | 50      | 50         | 58      | 27        | 38                     | 49      | 35              | 39      | 75      | 52     | 49     | 30      | 38    | 59      | 68     | 35       | 51        | 51      | 20           | 29      | 14      | 36        | 31      | 20          | 28         | 35         | 0          | 39   | 38      | 7                   | 0       | 15         | 22          | 10       | 28            | 19         | 7    | 4                | 8       | 14         | 9        | 12      | 7     | 7      | 11       | 1          | 6         | 8      | 0             | 3         | 13      | 1    | 3     | 2        | 6             | 3          | 13       | 3        | 6        | 0       | 6        | 7      | 4          | 4                 | 1     | 1        | 1            | 1        | 0          | 1                        | 1                   | 0           | 2       | 0          | 2       | 2      | 0        | 0      | 2     | 1      | 0    | 1      | 0     | 2      | 1          | 1     | 0         | 0     | 2           | 2     | 1                   | 0    | 1        | 0        | 0       | 1           | 0       | 1        | 0          | 0                | 1                                | 1       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/19/20 | 81156 | 41035 | 17963 | 15320   | 18407 | 10947  | 8565         | 4075        | 192    | 272      | 274          | 108     | 13677 | 2716           | 2467        | 1795    | 2013    | 1746   | 1439   | 785      | 621    | 1225    | 800    | 681       | 900      | 694     | 924   | 677    | 557     | 335        | 199     | 454      | 712         | 355    | 238   | 400     | 418    | 330     | 311       | 460   | 345       | 277     | 286      | 194   | 217         | 199    | 234  | 278     | 256   | 267     | 150          | 105     | 118    | 157     | 109    | 192  | 102      | 97        | 103    | 34                 | 87      | 115     | 148    | 94       | 123      | 119        | 140                  | 86     | 79      | 69         | 73      | 36        | 63                     | 63      | 48              | 53      | 85      | 69     | 67     | 49      | 53    | 64      | 75     | 37       | 60        | 51      | 33           | 39      | 16      | 42        | 31      | 28          | 44         | 44         | 0          | 48   | 40      | 9                   | 0       | 23         | 22          | 13       | 28            | 23         | 11   | 14               | 8       | 17         | 12       | 12      | 11    | 7      | 11       | 3          | 9         | 8      | 0             | 3         | 15      | 1    | 7     | 5        | 9             | 3          | 13       | 6        | 6        | 0       | 6        | 7      | 6          | 6                 | 1     | 1        | 3            | 1        | 0          | 1                        | 3                   | 1           | 2       | 0          | 3       | 2      | 0        | 0      | 2     | 1      | 1    | 1      | 0     | 2      | 2          | 1     | 1         | 0     | 2           | 2     | 1                   | 1    | 1        | 0        | 0       | 1           | 0       | 1        | 0          | 0                | 1                                | 1       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/20/20 | 81250 | 47021 | 20410 | 19848   | 19644 | 12726  | 8652         | 5294        | 359    | 322      | 344          | 135     | 19100 | 4014           | 3003        | 2257    | 2388    | 1914   | 1639   | 1020     | 793    | 1337    | 943    | 791       | 1030     | 833     | 963   | 705    | 683     | 484        | 367     | 501      | 712         | 425    | 434   | 450     | 495    | 409     | 369       | 470   | 385       | 308     | 341      | 244   | 230         | 253    | 234  | 285     | 285   | 283     | 202          | 128     | 164    | 163     | 137    | 208  | 128      | 128       | 135    | 72                 | 90      | 136     | 159    | 127      | 137      | 144        | 140                  | 111    | 94      | 89         | 85      | 49        | 89                     | 77      | 67              | 75      | 91      | 85     | 67     | 66      | 64    | 70      | 78     | 51       | 73        | 69      | 40           | 54      | 29      | 42        | 38      | 39          | 44         | 49         | 0          | 48   | 43      | 9                   | 0       | 33         | 24          | 20       | 28            | 32         | 16   | 18               | 12      | 20         | 24       | 15      | 16    | 11     | 13       | 14         | 12        | 17     | 0             | 12        | 16      | 9    | 7     | 5        | 9             | 6          | 13       | 6        | 9        | 0       | 6        | 7      | 7          | 6                 | 3     | 4        | 3            | 1        | 1          | 3                        | 3                   | 1           | 2       | 3          | 3       | 2      | 1        | 1      | 2     | 2      | 1    | 1      | 2     | 2      | 2          | 1     | 1         | 1     | 2           | 2     | 1                   | 1    | 1        | 0        | 0       | 1           | 0       | 1        | 0          | 1                | 1                                | 1       | 0     | 0           | 0      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/21/20 | 81305 | 53578 | 25374 | 22213   | 20610 | 14431  | 8799         | 6575        | 670    | 411      | 392          | 153     | 25489 | 5067           | 3640        | 2815    | 2814    | 2118   | 1763   | 1280     | 1021   | 1420    | 1278   | 1071      | 1183     | 995     | 1007  | 883    | 785     | 670        | 506     | 730      | 712         | 536    | 537   | 523     | 530    | 473     | 450       | 481   | 432       | 367     | 383      | 330   | 307         | 306    | 318  | 305     | 294   | 306     | 240          | 206     | 203    | 187     | 200    | 214  | 196      | 158       | 171    | 112                | 139     | 160     | 176    | 163      | 178      | 144        | 153                  | 124    | 110     | 117        | 103     | 83        | 93                     | 96      | 85              | 88      | 94      | 85     | 84     | 80      | 73    | 76      | 83     | 53       | 77        | 76      | 64           | 60      | 47      | 70        | 47      | 52          | 53         | 53         | 0          | 52   | 49      | 49                  | 0       | 43         | 24          | 27       | 37            | 32         | 21   | 23               | 22      | 25         | 24       | 19      | 19    | 11     | 18       | 14         | 17        | 17     | 0             | 14        | 16      | 16   | 7     | 6        | 14            | 14         | 13       | 6        | 9        | 0       | 10       | 7      | 7          | 6                 | 4     | 4        | 4            | 1        | 3          | 3                        | 3                   | 3           | 3       | 3          | 3       | 2      | 3        | 2      | 2     | 2      | 1    | 2      | 2     | 2      | 2          | 1     | 2         | 1     | 2           | 2     | 1                   | 1    | 1        | 0        | 1       | 1           | 0       | 1        | 0          | 1                | 1                                | 1       | 0     | 0           | 1      | 1          | 1          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/22/20 | 81397 | 59138 | 28768 | 24873   | 21638 | 16176  | 8897         | 7245        | 1236   | 599      | 511          | 169     | 33272 | 5741           | 4216        | 3401    | 3244    | 2383   | 1934   | 1600     | 1593   | 1514    | 1465   | 1314      | 1306     | 1120    | 1086  | 1071   | 906     | 798        | 789     | 776      | 712         | 634    | 632   | 626     | 624    | 568     | 514       | 494   | 455       | 433     | 414      | 396   | 380         | 367    | 363  | 332     | 327   | 326     | 274          | 254     | 251    | 248     | 245    | 233  | 231      | 225       | 222    | 202                | 201     | 194     | 188    | 187      | 185      | 160        | 153                  | 139    | 135     | 134        | 131     | 131       | 126                    | 115     | 114             | 113     | 113     | 112    | 95     | 94      | 90    | 89      | 88     | 84       | 82        | 76      | 75           | 75      | 73      | 70        | 67      | 66          | 65         | 60         | 0          | 55   | 54      | 50                  | 0       | 43         | 40          | 40       | 37            | 37         | 35   | 30               | 30      | 27         | 26       | 24      | 24    | 23     | 22       | 21         | 19        | 19     | 0             | 18        | 16      | 16   | 15    | 14       | 14            | 14         | 13       | 12       | 11       | 0       | 10       | 7      | 7          | 6                 | 5     | 5        | 4            | 4        | 3          | 3                        | 3                   | 3           | 3       | 3          | 3       | 3      | 3        | 2      | 2     | 2      | 2    | 2      | 2     | 2      | 2          | 2     | 2         | 2     | 2           | 2     | 1                   | 1    | 1        | 1        | 1       | 1           | 1       | 1        | 1          | 1                | 1                                | 1       | 1     | 1           | 1      | 1          | 1          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0\n",
       "3/23/20 | 81439 | 59138 | 28768 | 24873   | 21638 | 16044  | 8897         | 7245        | 1236   | 599      | 511          | 169     | nan   | 5741           | 4216        | 3401    | 3244    | 2383   | 1934   | 1600     | 1593   | 1514    | 1470   | 1314      | 1306     | 1120    | 1086  | 1071   | 906     | 798        | 789     | 776      | 712         | 634    | 632   | 626     | 624    | 568     | 514       | 494   | 455       | 433     | 414      | 396   | 380         | 367    | 363  | 332     | 327   | 326     | 274          | 254     | 251    | 248     | 245    | 233  | 231      | 225       | 222    | 202                | 201     | 194     | 188    | 187      | 185      | 160        | 153                  | 139    | 135     | 134        | 131     | 131       | 126                    | 115     | 114             | 113     | 113     | 112    | 95     | 94      | 90    | 89      | 88     | 84       | 82        | 76      | 75           | 75      | 73      | 70        | 67      | 66          | 65         | 60         | 56         | 55   | 54      | 50                  | 47      | 43         | 40          | 40       | 37            | 37         | 35   | 30               | 30      | 27         | 26       | 24      | 24    | 23     | 22       | 21         | 19        | 19     | 18            | 18        | 16      | 16   | 15    | 14       | 14            | 14         | 13       | 12       | 11       | 11      | 10       | 7      | 7          | 6                 | 5     | 5        | 4            | 4        | 3          | 3                        | 3                   | 3           | 3       | 3          | 3       | 3      | 3        | 2      | 2     | 2      | 2    | 2      | 2     | 2      | 2          | 2     | 2         | 2     | 2           | 2     | 1                   | 1    | 1        | 1        | 1       | 1           | 1       | 1        | 1          | 1                | 1                                | 1       | 1     | 1           | 1      | 0          | 0          | 0         | 0    | 0        | 0      | 0           | 0                     | 0           | 0"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Change this to truncate data analysys to an earlier date\n",
    "last_day = countries_by_day.last('Day')\n",
    "print(last_day)\n",
    "#last_day = \"3/21/20\"\n",
    "countries_by_day = before(countries_by_day, last_day)\n",
    "countries_by_day.order_cols().take[-10:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Total confirmed cases worldwide"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Total confirmed nan\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "total_confirmed = countries_by_day.select('Day')\n",
    "total_confirmed['Worldwide'] = countries_by_day.sum_rows()\n",
    "print('Total confirmed', total_confirmed.last('Worldwide'))\n",
    "total_confirmed.obar()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Breaking this picture down by largest caseloads\n",
    "\n",
    "countries_by_day.stackbar(10, height=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 50,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Taking China out of the picture\n",
    "countries_by_day.drop('China').stackbar(10, height=6)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 51,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>China</th> <th>Italy</th> <th>Spain</th> <th>Germany</th> <th>Iran</th> <th>France</th> <th>Korea, South</th> <th>Switzerland</th> <th>Turkey</th> <th>Thailand</th> <th>Saudi Arabia</th> <th>Taiwan*</th> <th>US</th> <th>United Kingdom</th> <th>Netherlands</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>80977</td> <td>21157</td> <td>6391 </td> <td>4585   </td> <td>12729</td> <td>4487  </td> <td>8086        </td> <td>1359       </td> <td>5     </td> <td>82      </td> <td>103         </td> <td>53     </td> <td>2727 </td> <td>1144          </td> <td>962        </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>81003</td> <td>24747</td> <td>7798 </td> <td>5795   </td> <td>13938</td> <td>4523  </td> <td>8162        </td> <td>2200       </td> <td>6     </td> <td>114     </td> <td>103         </td> <td>59     </td> <td>3499 </td> <td>1145          </td> <td>1138       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>81033</td> <td>27980</td> <td>9942 </td> <td>7272   </td> <td>14991</td> <td>6668  </td> <td>8236        </td> <td>2200       </td> <td>18    </td> <td>147     </td> <td>118         </td> <td>67     </td> <td>4632 </td> <td>1551          </td> <td>1416       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>81058</td> <td>31506</td> <td>11748</td> <td>9257   </td> <td>16169</td> <td>7699  </td> <td>8320        </td> <td>2700       </td> <td>47    </td> <td>177     </td> <td>171         </td> <td>77     </td> <td>6421 </td> <td>1960          </td> <td>1711       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>81102</td> <td>35713</td> <td>13910</td> <td>12327  </td> <td>17361</td> <td>9105  </td> <td>8413        </td> <td>3028       </td> <td>98    </td> <td>212     </td> <td>171         </td> <td>100    </td> <td>7783 </td> <td>2642          </td> <td>2058       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>81156</td> <td>41035</td> <td>17963</td> <td>15320  </td> <td>18407</td> <td>10947 </td> <td>8565        </td> <td>4075       </td> <td>192   </td> <td>272     </td> <td>274         </td> <td>108    </td> <td>13677</td> <td>2716          </td> <td>2467       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>81250</td> <td>47021</td> <td>20410</td> <td>19848  </td> <td>19644</td> <td>12726 </td> <td>8652        </td> <td>5294       </td> <td>359   </td> <td>322     </td> <td>344         </td> <td>135    </td> <td>19100</td> <td>4014          </td> <td>3003       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>81305</td> <td>53578</td> <td>25374</td> <td>22213  </td> <td>20610</td> <td>14431 </td> <td>8799        </td> <td>6575       </td> <td>670   </td> <td>411     </td> <td>392         </td> <td>153    </td> <td>25489</td> <td>5067          </td> <td>3640       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>81397</td> <td>59138</td> <td>28768</td> <td>24873  </td> <td>21638</td> <td>16176 </td> <td>8897        </td> <td>7245       </td> <td>1236  </td> <td>599     </td> <td>511         </td> <td>169    </td> <td>33272</td> <td>5741          </td> <td>4216       </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>81439</td> <td>59138</td> <td>28768</td> <td>24873  </td> <td>21638</td> <td>16044 </td> <td>8897        </td> <td>7245       </td> <td>1236  </td> <td>599     </td> <td>511         </td> <td>169    </td> <td>nan  </td> <td>5741          </td> <td>4216       </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "Day     | China | Italy | Spain | Germany | Iran  | France | Korea, South | Switzerland | Turkey | Thailand | Saudi Arabia | Taiwan* | US    | United Kingdom | Netherlands\n",
       "3/14/20 | 80977 | 21157 | 6391  | 4585    | 12729 | 4487   | 8086         | 1359        | 5      | 82       | 103          | 53      | 2727  | 1144           | 962\n",
       "3/15/20 | 81003 | 24747 | 7798  | 5795    | 13938 | 4523   | 8162         | 2200        | 6      | 114      | 103          | 59      | 3499  | 1145           | 1138\n",
       "3/16/20 | 81033 | 27980 | 9942  | 7272    | 14991 | 6668   | 8236         | 2200        | 18     | 147      | 118          | 67      | 4632  | 1551           | 1416\n",
       "3/17/20 | 81058 | 31506 | 11748 | 9257    | 16169 | 7699   | 8320         | 2700        | 47     | 177      | 171          | 77      | 6421  | 1960           | 1711\n",
       "3/18/20 | 81102 | 35713 | 13910 | 12327   | 17361 | 9105   | 8413         | 3028        | 98     | 212      | 171          | 100     | 7783  | 2642           | 2058\n",
       "3/19/20 | 81156 | 41035 | 17963 | 15320   | 18407 | 10947  | 8565         | 4075        | 192    | 272      | 274          | 108     | 13677 | 2716           | 2467\n",
       "3/20/20 | 81250 | 47021 | 20410 | 19848   | 19644 | 12726  | 8652         | 5294        | 359    | 322      | 344          | 135     | 19100 | 4014           | 3003\n",
       "3/21/20 | 81305 | 53578 | 25374 | 22213   | 20610 | 14431  | 8799         | 6575        | 670    | 411      | 392          | 153     | 25489 | 5067           | 3640\n",
       "3/22/20 | 81397 | 59138 | 28768 | 24873   | 21638 | 16176  | 8897         | 7245        | 1236   | 599      | 511          | 169     | 33272 | 5741           | 4216\n",
       "3/23/20 | 81439 | 59138 | 28768 | 24873   | 21638 | 16044  | 8897         | 7245        | 1236   | 599      | 511          | 169     | nan   | 5741           | 4216"
      ]
     },
     "execution_count": 51,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Recent picture of countries with most cases\n",
    "countries_by_day.top(15).take[-10:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>Worldwide</th> <th>new</th> <th>% new</th> <th>rate</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>156094   </td> <td>10901</td> <td>6.98% </td> <td>1.07508</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>167446   </td> <td>11352</td> <td>6.78% </td> <td>1.07273</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>181527   </td> <td>14081</td> <td>7.76% </td> <td>1.08409</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>197142   </td> <td>15615</td> <td>7.92% </td> <td>1.08602</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>214910   </td> <td>17768</td> <td>8.27% </td> <td>1.09013</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>242708   </td> <td>27798</td> <td>11.45%</td> <td>1.12935</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>272166   </td> <td>29458</td> <td>10.82%</td> <td>1.12137</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>304524   </td> <td>32358</td> <td>10.63%</td> <td>1.11889</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>335955   </td> <td>31431</td> <td>9.36% </td> <td>1.10321</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "Day     | Worldwide | new   | % new  | rate\n",
       "3/14/20 | 156094    | 10901 | 6.98%  | 1.07508\n",
       "3/15/20 | 167446    | 11352 | 6.78%  | 1.07273\n",
       "3/16/20 | 181527    | 14081 | 7.76%  | 1.08409\n",
       "3/17/20 | 197142    | 15615 | 7.92%  | 1.08602\n",
       "3/18/20 | 214910    | 17768 | 8.27%  | 1.09013\n",
       "3/19/20 | 242708    | 27798 | 11.45% | 1.12935\n",
       "3/20/20 | 272166    | 29458 | 10.82% | 1.12137\n",
       "3/21/20 | 304524    | 32358 | 10.63% | 1.11889\n",
       "3/22/20 | 335955    | 31431 | 9.36%  | 1.10321\n",
       "3/23/20 | nan       | nan   | nan%   | nan"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "total_confirmed.trend().take[-10:]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 53,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>Worldwide</th> <th>new</th> <th>% new</th> <th>rate</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/14/20 </td> <td>156094   </td> <td>10901</td> <td>6.98% </td> <td>1.07508</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20 </td> <td>167446   </td> <td>11352</td> <td>6.78% </td> <td>1.07273</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20 </td> <td>181527   </td> <td>14081</td> <td>7.76% </td> <td>1.08409</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20 </td> <td>197142   </td> <td>15615</td> <td>7.92% </td> <td>1.08602</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20 </td> <td>214910   </td> <td>17768</td> <td>8.27% </td> <td>1.09013</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20 </td> <td>242708   </td> <td>27798</td> <td>11.45%</td> <td>1.12935</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20 </td> <td>272166   </td> <td>29458</td> <td>10.82%</td> <td>1.12137</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20 </td> <td>304524   </td> <td>32358</td> <td>10.63%</td> <td>1.11889</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20 </td> <td>335955   </td> <td>31431</td> <td>9.36% </td> <td>1.10321</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20 </td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/24/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/25/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/26/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/27/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/28/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/29/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/30/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/31/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>04/01/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>04/02/20</td> <td>nan      </td> <td>nan  </td> <td>nan%  </td> <td>nan    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "project_trend(total_confirmed.trend().take[-10:], 10).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "project_trend(total_confirmed.trend().take[-10:], 10).select(range(3)).bar('Day')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>China</th> <th>new China</th> <th>% newChina</th> <th>rate China</th> <th>Italy</th> <th>new Italy</th> <th>% newItaly</th> <th>rate Italy</th> <th>Spain</th> <th>new Spain</th> <th>% newSpain</th> <th>rate Spain</th> <th>Germany</th> <th>new Germany</th> <th>% newGermany</th> <th>rate Germany</th> <th>Iran</th> <th>new Iran</th> <th>% newIran</th> <th>rate Iran</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>80977</td> <td>32       </td> <td>0.04%     </td> <td>1.0004    </td> <td>21157</td> <td>3497     </td> <td>16.53%    </td> <td>1.19802   </td> <td>6391 </td> <td>1159     </td> <td>18.13%    </td> <td>1.22152   </td> <td>4585   </td> <td>910        </td> <td>19.85%      </td> <td>1.24762     </td> <td>12729</td> <td>1365    </td> <td>10.72%   </td> <td>1.12012  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>81003</td> <td>26       </td> <td>0.03%     </td> <td>1.00032   </td> <td>24747</td> <td>3590     </td> <td>14.51%    </td> <td>1.16968   </td> <td>7798 </td> <td>1407     </td> <td>18.04%    </td> <td>1.22015   </td> <td>5795   </td> <td>1210       </td> <td>20.88%      </td> <td>1.2639      </td> <td>13938</td> <td>1209    </td> <td>8.67%    </td> <td>1.09498  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>81033</td> <td>30       </td> <td>0.04%     </td> <td>1.00037   </td> <td>27980</td> <td>3233     </td> <td>11.55%    </td> <td>1.13064   </td> <td>9942 </td> <td>2144     </td> <td>21.57%    </td> <td>1.27494   </td> <td>7272   </td> <td>1477       </td> <td>20.31%      </td> <td>1.25487     </td> <td>14991</td> <td>1053    </td> <td>7.02%    </td> <td>1.07555  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>81058</td> <td>25       </td> <td>0.03%     </td> <td>1.00031   </td> <td>31506</td> <td>3526     </td> <td>11.19%    </td> <td>1.12602   </td> <td>11748</td> <td>1806     </td> <td>15.37%    </td> <td>1.18165   </td> <td>9257   </td> <td>1985       </td> <td>21.44%      </td> <td>1.27296     </td> <td>16169</td> <td>1178    </td> <td>7.29%    </td> <td>1.07858  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>81102</td> <td>44       </td> <td>0.05%     </td> <td>1.00054   </td> <td>35713</td> <td>4207     </td> <td>11.78%    </td> <td>1.13353   </td> <td>13910</td> <td>2162     </td> <td>15.54%    </td> <td>1.18403   </td> <td>12327  </td> <td>3070       </td> <td>24.90%      </td> <td>1.33164     </td> <td>17361</td> <td>1192    </td> <td>6.87%    </td> <td>1.07372  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>81156</td> <td>54       </td> <td>0.07%     </td> <td>1.00067   </td> <td>41035</td> <td>5322     </td> <td>12.97%    </td> <td>1.14902   </td> <td>17963</td> <td>4053     </td> <td>22.56%    </td> <td>1.29137   </td> <td>15320  </td> <td>2993       </td> <td>19.54%      </td> <td>1.2428      </td> <td>18407</td> <td>1046    </td> <td>5.68%    </td> <td>1.06025  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>81250</td> <td>94       </td> <td>0.12%     </td> <td>1.00116   </td> <td>47021</td> <td>5986     </td> <td>12.73%    </td> <td>1.14588   </td> <td>20410</td> <td>2447     </td> <td>11.99%    </td> <td>1.13622   </td> <td>19848  </td> <td>4528       </td> <td>22.81%      </td> <td>1.29556     </td> <td>19644</td> <td>1237    </td> <td>6.30%    </td> <td>1.0672   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>81305</td> <td>55       </td> <td>0.07%     </td> <td>1.00068   </td> <td>53578</td> <td>6557     </td> <td>12.24%    </td> <td>1.13945   </td> <td>25374</td> <td>4964     </td> <td>19.56%    </td> <td>1.24321   </td> <td>22213  </td> <td>2365       </td> <td>10.65%      </td> <td>1.11916     </td> <td>20610</td> <td>966     </td> <td>4.69%    </td> <td>1.04918  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>81397</td> <td>92       </td> <td>0.11%     </td> <td>1.00113   </td> <td>59138</td> <td>5560     </td> <td>9.40%     </td> <td>1.10377   </td> <td>28768</td> <td>3394     </td> <td>11.80%    </td> <td>1.13376   </td> <td>24873  </td> <td>2660       </td> <td>10.69%      </td> <td>1.11975     </td> <td>21638</td> <td>1028    </td> <td>4.75%    </td> <td>1.04988  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>81439</td> <td>42       </td> <td>0.05%     </td> <td>1.00052   </td> <td>59138</td> <td>0        </td> <td>0.00%     </td> <td>1         </td> <td>28768</td> <td>0        </td> <td>0.00%     </td> <td>1         </td> <td>24873  </td> <td>0          </td> <td>0.00%       </td> <td>1           </td> <td>21638</td> <td>0       </td> <td>0.00%    </td> <td>1        </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "Day     | China | new China | % newChina | rate China | Italy | new Italy | % newItaly | rate Italy | Spain | new Spain | % newSpain | rate Spain | Germany | new Germany | % newGermany | rate Germany | Iran  | new Iran | % newIran | rate Iran\n",
       "3/14/20 | 80977 | 32        | 0.04%      | 1.0004     | 21157 | 3497      | 16.53%     | 1.19802    | 6391  | 1159      | 18.13%     | 1.22152    | 4585    | 910         | 19.85%       | 1.24762      | 12729 | 1365     | 10.72%    | 1.12012\n",
       "3/15/20 | 81003 | 26        | 0.03%      | 1.00032    | 24747 | 3590      | 14.51%     | 1.16968    | 7798  | 1407      | 18.04%     | 1.22015    | 5795    | 1210        | 20.88%       | 1.2639       | 13938 | 1209     | 8.67%     | 1.09498\n",
       "3/16/20 | 81033 | 30        | 0.04%      | 1.00037    | 27980 | 3233      | 11.55%     | 1.13064    | 9942  | 2144      | 21.57%     | 1.27494    | 7272    | 1477        | 20.31%       | 1.25487      | 14991 | 1053     | 7.02%     | 1.07555\n",
       "3/17/20 | 81058 | 25        | 0.03%      | 1.00031    | 31506 | 3526      | 11.19%     | 1.12602    | 11748 | 1806      | 15.37%     | 1.18165    | 9257    | 1985        | 21.44%       | 1.27296      | 16169 | 1178     | 7.29%     | 1.07858\n",
       "3/18/20 | 81102 | 44        | 0.05%      | 1.00054    | 35713 | 4207      | 11.78%     | 1.13353    | 13910 | 2162      | 15.54%     | 1.18403    | 12327   | 3070        | 24.90%       | 1.33164      | 17361 | 1192     | 6.87%     | 1.07372\n",
       "3/19/20 | 81156 | 54        | 0.07%      | 1.00067    | 41035 | 5322      | 12.97%     | 1.14902    | 17963 | 4053      | 22.56%     | 1.29137    | 15320   | 2993        | 19.54%       | 1.2428       | 18407 | 1046     | 5.68%     | 1.06025\n",
       "3/20/20 | 81250 | 94        | 0.12%      | 1.00116    | 47021 | 5986      | 12.73%     | 1.14588    | 20410 | 2447      | 11.99%     | 1.13622    | 19848   | 4528        | 22.81%       | 1.29556      | 19644 | 1237     | 6.30%     | 1.0672\n",
       "3/21/20 | 81305 | 55        | 0.07%      | 1.00068    | 53578 | 6557      | 12.24%     | 1.13945    | 25374 | 4964      | 19.56%     | 1.24321    | 22213   | 2365        | 10.65%       | 1.11916      | 20610 | 966      | 4.69%     | 1.04918\n",
       "3/22/20 | 81397 | 92        | 0.11%      | 1.00113    | 59138 | 5560      | 9.40%      | 1.10377    | 28768 | 3394      | 11.80%     | 1.13376    | 24873   | 2660        | 10.69%       | 1.11975      | 21638 | 1028     | 4.75%     | 1.04988\n",
       "3/23/20 | 81439 | 42        | 0.05%      | 1.00052    | 59138 | 0         | 0.00%      | 1          | 28768 | 0         | 0.00%      | 1          | 24873   | 0           | 0.00%        | 1            | 21638 | 0        | 0.00%     | 1"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "countries_by_day.top(5).trend().take[-10:]"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### Confirmed cases in one country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 56,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "5fee5f49c4b44c5d846d6f8fd00b128d",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Country:', index=172, options=('Afghanistan', 'Albania', 'Algeria', 'Andorra', 'Angola',…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "w = widgets.Dropdown(\n",
    "    options=countries_by_day.categories,\n",
    "    value='US',\n",
    "    # rows=10,\n",
    "    description='Country:',\n",
    "    disabled=False\n",
    ")\n",
    "w"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 57,
   "metadata": {},
   "outputs": [],
   "source": [
    "country = w.value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 58,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>US</th> <th>new</th> <th>% new</th> <th>rate</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/1/20 </td> <td>74   </td> <td>6   </td> <td>0.0810811</td> <td>1.08824</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/2/20 </td> <td>98   </td> <td>24  </td> <td>0.244898 </td> <td>1.32432</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/3/20 </td> <td>118  </td> <td>20  </td> <td>0.169492 </td> <td>1.20408</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/4/20 </td> <td>149  </td> <td>31  </td> <td>0.208054 </td> <td>1.26271</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/5/20 </td> <td>217  </td> <td>68  </td> <td>0.313364 </td> <td>1.45638</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/6/20 </td> <td>262  </td> <td>45  </td> <td>0.171756 </td> <td>1.20737</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/7/20 </td> <td>402  </td> <td>140 </td> <td>0.348259 </td> <td>1.53435</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/8/20 </td> <td>518  </td> <td>116 </td> <td>0.223938 </td> <td>1.28856</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/9/20 </td> <td>583  </td> <td>65  </td> <td>0.111492 </td> <td>1.12548</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/10/20</td> <td>959  </td> <td>376 </td> <td>0.392075 </td> <td>1.64494</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/11/20</td> <td>1281 </td> <td>322 </td> <td>0.251366 </td> <td>1.33577</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/12/20</td> <td>1663 </td> <td>382 </td> <td>0.229705 </td> <td>1.2982 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/13/20</td> <td>2179 </td> <td>516 </td> <td>0.236806 </td> <td>1.31028</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>2727 </td> <td>548 </td> <td>0.200953 </td> <td>1.25149</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>3499 </td> <td>772 </td> <td>0.220634 </td> <td>1.28309</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>4632 </td> <td>1133</td> <td>0.244603 </td> <td>1.32381</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>6421 </td> <td>1789</td> <td>0.278617 </td> <td>1.38623</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>7783 </td> <td>1362</td> <td>0.174997 </td> <td>1.21212</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>13677</td> <td>5894</td> <td>0.430942 </td> <td>1.75729</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>19100</td> <td>5423</td> <td>0.283927 </td> <td>1.39651</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>25489</td> <td>6389</td> <td>0.250657 </td> <td>1.3345 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>33272</td> <td>7783</td> <td>0.23392  </td> <td>1.30535</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>nan  </td> <td>nan </td> <td>nan      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "country_trend = countries_by_day.extract(country).trend()\n",
    "after(country_trend, '3/1/20').show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent = after(country_trend,'3/11/20')\n",
    "recent.extract([country, 'new']).bar('Day', height=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 60,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>US</th> <th>new</th> <th>% new</th> <th>rate</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/11/20 </td> <td>1281 </td> <td>322 </td> <td>0.251366</td> <td>1.33577</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/12/20 </td> <td>1663 </td> <td>382 </td> <td>0.229705</td> <td>1.2982 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/13/20 </td> <td>2179 </td> <td>516 </td> <td>0.236806</td> <td>1.31028</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/14/20 </td> <td>2727 </td> <td>548 </td> <td>0.200953</td> <td>1.25149</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20 </td> <td>3499 </td> <td>772 </td> <td>0.220634</td> <td>1.28309</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20 </td> <td>4632 </td> <td>1133</td> <td>0.244603</td> <td>1.32381</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20 </td> <td>6421 </td> <td>1789</td> <td>0.278617</td> <td>1.38623</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20 </td> <td>7783 </td> <td>1362</td> <td>0.174997</td> <td>1.21212</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20 </td> <td>13677</td> <td>5894</td> <td>0.430942</td> <td>1.75729</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20 </td> <td>19100</td> <td>5423</td> <td>0.283927</td> <td>1.39651</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20 </td> <td>25489</td> <td>6389</td> <td>0.250657</td> <td>1.3345 </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20 </td> <td>33272</td> <td>7783</td> <td>0.23392 </td> <td>1.30535</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20 </td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/24/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/25/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/26/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/27/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/28/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/29/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/30/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/31/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>04/01/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>04/02/20</td> <td>nan  </td> <td>nan </td> <td>nan     </td> <td>nan    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "projection = project_trend(recent, 10)\n",
    "projection.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "projection.extract([country, 'new']).bar('Day')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### State/Province level"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "What countries are further broken down by state"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bdab48cc13de4519af0349878c477bdd",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='Country:', index=7, options=('Australia', 'Canada', 'China', 'Cruise Ship', 'Denmark', '…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "countries_with_states = list(np.unique(raw_confirmed.where(raw_confirmed['Province/State'] != 'nan')['Country/Region']))\n",
    "\n",
    "cw = widgets.Dropdown(\n",
    "    options=countries_with_states,\n",
    "    value='US',\n",
    "    # rows=10,\n",
    "    description='Country:',\n",
    "    disabled=False\n",
    ")\n",
    "cw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 63,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'US'"
      ]
     },
     "execution_count": 63,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "sel_country = cw.value\n",
    "sel_country"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 64,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Province/State</th> <th>Country/Region</th> <th>Lat</th> <th>Long</th> <th>1/22/20</th> <th>1/23/20</th> <th>1/24/20</th> <th>1/25/20</th> <th>1/26/20</th> <th>1/27/20</th> <th>1/28/20</th> <th>1/29/20</th> <th>1/30/20</th> <th>1/31/20</th> <th>2/1/20</th> <th>2/2/20</th> <th>2/3/20</th> <th>2/4/20</th> <th>2/5/20</th> <th>2/6/20</th> <th>2/7/20</th> <th>2/8/20</th> <th>2/9/20</th> <th>2/10/20</th> <th>2/11/20</th> <th>2/12/20</th> <th>2/13/20</th> <th>2/14/20</th> <th>2/15/20</th> <th>2/16/20</th> <th>2/17/20</th> <th>2/18/20</th> <th>2/19/20</th> <th>2/20/20</th> <th>2/21/20</th> <th>2/22/20</th> <th>2/23/20</th> <th>2/24/20</th> <th>2/25/20</th> <th>2/26/20</th> <th>2/27/20</th> <th>2/28/20</th> <th>2/29/20</th> <th>3/1/20</th> <th>3/2/20</th> <th>3/3/20</th> <th>3/4/20</th> <th>3/5/20</th> <th>3/6/20</th> <th>3/7/20</th> <th>3/8/20</th> <th>3/9/20</th> <th>3/10/20</th> <th>3/11/20</th> <th>3/12/20</th> <th>3/13/20</th> <th>3/14/20</th> <th>3/15/20</th> <th>3/16/20</th> <th>3/17/20</th> <th>3/18/20</th> <th>3/19/20</th> <th>3/20/20</th> <th>3/21/20</th> <th>3/22/20</th> <th>3/23/20</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>Washington      </td> <td>US            </td> <td>47.4009</td> <td>-121.49 </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>267    </td> <td>366    </td> <td>442    </td> <td>568    </td> <td>572    </td> <td>643    </td> <td>904    </td> <td>1076   </td> <td>1014   </td> <td>1376   </td> <td>1524   </td> <td>1793   </td> <td>1996   </td> <td>1996   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>New York        </td> <td>US            </td> <td>42.1657</td> <td>-74.9481</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>173    </td> <td>220    </td> <td>328    </td> <td>421    </td> <td>525    </td> <td>732    </td> <td>967    </td> <td>1706   </td> <td>2495   </td> <td>5365   </td> <td>8310   </td> <td>11710  </td> <td>15793  </td> <td>15793  </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>California      </td> <td>US            </td> <td>36.1162</td> <td>-119.682</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>144    </td> <td>177    </td> <td>221    </td> <td>282    </td> <td>340    </td> <td>426    </td> <td>557    </td> <td>698    </td> <td>751    </td> <td>952    </td> <td>1177   </td> <td>1364   </td> <td>1642   </td> <td>1642   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Massachusetts   </td> <td>US            </td> <td>42.2302</td> <td>-71.5301</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>92     </td> <td>95     </td> <td>108    </td> <td>123    </td> <td>138    </td> <td>164    </td> <td>197    </td> <td>218    </td> <td>218    </td> <td>328    </td> <td>413    </td> <td>525    </td> <td>646    </td> <td>646    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Diamond Princess</td> <td>US            </td> <td>35.4437</td> <td>139.638 </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>36     </td> <td>36     </td> <td>42     </td> <td>42     </td> <td>44     </td> <td>44     </td> <td>44    </td> <td>45    </td> <td>45    </td> <td>45    </td> <td>45    </td> <td>45    </td> <td>45    </td> <td>45    </td> <td>45    </td> <td>46     </td> <td>46     </td> <td>46     </td> <td>46     </td> <td>46     </td> <td>46     </td> <td>47     </td> <td>47     </td> <td>47     </td> <td>47     </td> <td>49     </td> <td>49     </td> <td>49     </td> <td>49     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Grand Princess  </td> <td>US            </td> <td>37.6489</td> <td>-122.665</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>21    </td> <td>21    </td> <td>21    </td> <td>21     </td> <td>21     </td> <td>21     </td> <td>21     </td> <td>21     </td> <td>21     </td> <td>20     </td> <td>21     </td> <td>21     </td> <td>22     </td> <td>23     </td> <td>23     </td> <td>30     </td> <td>30     </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Georgia         </td> <td>US            </td> <td>33.0406</td> <td>-83.6431</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>17     </td> <td>23     </td> <td>31     </td> <td>42     </td> <td>66     </td> <td>99     </td> <td>121    </td> <td>146    </td> <td>199    </td> <td>287    </td> <td>420    </td> <td>507    </td> <td>600    </td> <td>600    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Colorado        </td> <td>US            </td> <td>39.0598</td> <td>-105.311</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>15     </td> <td>34     </td> <td>45     </td> <td>49     </td> <td>101    </td> <td>131    </td> <td>160    </td> <td>160    </td> <td>184    </td> <td>277    </td> <td>363    </td> <td>390    </td> <td>476    </td> <td>476    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>Florida         </td> <td>US            </td> <td>27.7663</td> <td>-81.6868</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>15     </td> <td>28     </td> <td>35     </td> <td>50     </td> <td>76     </td> <td>115    </td> <td>155    </td> <td>216    </td> <td>314    </td> <td>417    </td> <td>563    </td> <td>659    </td> <td>830    </td> <td>830    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>New Jersey      </td> <td>US            </td> <td>40.2989</td> <td>-74.521 </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>15     </td> <td>23     </td> <td>29     </td> <td>29     </td> <td>69     </td> <td>98     </td> <td>178    </td> <td>267    </td> <td>267    </td> <td>742    </td> <td>890    </td> <td>1327   </td> <td>1914   </td> <td>1914   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (239 rows omitted)</p>"
      ],
      "text/plain": [
       "Province/State   | Country/Region | Lat     | Long     | 1/22/20 | 1/23/20 | 1/24/20 | 1/25/20 | 1/26/20 | 1/27/20 | 1/28/20 | 1/29/20 | 1/30/20 | 1/31/20 | 2/1/20 | 2/2/20 | 2/3/20 | 2/4/20 | 2/5/20 | 2/6/20 | 2/7/20 | 2/8/20 | 2/9/20 | 2/10/20 | 2/11/20 | 2/12/20 | 2/13/20 | 2/14/20 | 2/15/20 | 2/16/20 | 2/17/20 | 2/18/20 | 2/19/20 | 2/20/20 | 2/21/20 | 2/22/20 | 2/23/20 | 2/24/20 | 2/25/20 | 2/26/20 | 2/27/20 | 2/28/20 | 2/29/20 | 3/1/20 | 3/2/20 | 3/3/20 | 3/4/20 | 3/5/20 | 3/6/20 | 3/7/20 | 3/8/20 | 3/9/20 | 3/10/20 | 3/11/20 | 3/12/20 | 3/13/20 | 3/14/20 | 3/15/20 | 3/16/20 | 3/17/20 | 3/18/20 | 3/19/20 | 3/20/20 | 3/21/20 | 3/22/20 | 3/23/20\n",
       "Washington       | US             | 47.4009 | -121.49  | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 267     | 366     | 442     | 568     | 572     | 643     | 904     | 1076    | 1014    | 1376    | 1524    | 1793    | 1996    | 1996\n",
       "New York         | US             | 42.1657 | -74.9481 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 173     | 220     | 328     | 421     | 525     | 732     | 967     | 1706    | 2495    | 5365    | 8310    | 11710   | 15793   | 15793\n",
       "California       | US             | 36.1162 | -119.682 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 144     | 177     | 221     | 282     | 340     | 426     | 557     | 698     | 751     | 952     | 1177    | 1364    | 1642    | 1642\n",
       "Massachusetts    | US             | 42.2302 | -71.5301 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 92      | 95      | 108     | 123     | 138     | 164     | 197     | 218     | 218     | 328     | 413     | 525     | 646     | 646\n",
       "Diamond Princess | US             | 35.4437 | 139.638  | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 36      | 36      | 42      | 42      | 44      | 44      | 44     | 45     | 45     | 45     | 45     | 45     | 45     | 45     | 45     | 46      | 46      | 46      | 46      | 46      | 46      | 47      | 47      | 47      | 47      | 49      | 49      | 49      | 49\n",
       "Grand Princess   | US             | 37.6489 | -122.665 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 21     | 21     | 21     | 21      | 21      | 21      | 21      | 21      | 21      | 20      | 21      | 21      | 22      | 23      | 23      | 30      | 30\n",
       "Georgia          | US             | 33.0406 | -83.6431 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 17      | 23      | 31      | 42      | 66      | 99      | 121     | 146     | 199     | 287     | 420     | 507     | 600     | 600\n",
       "Colorado         | US             | 39.0598 | -105.311 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 15      | 34      | 45      | 49      | 101     | 131     | 160     | 160     | 184     | 277     | 363     | 390     | 476     | 476\n",
       "Florida          | US             | 27.7663 | -81.6868 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 15      | 28      | 35      | 50      | 76      | 115     | 155     | 216     | 314     | 417     | 563     | 659     | 830     | 830\n",
       "New Jersey       | US             | 40.2989 | -74.521  | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 15      | 23      | 29      | 29      | 69      | 98      | 178     | 267     | 267     | 742     | 890     | 1327    | 1914    | 1914\n",
       "... (239 rows omitted)"
      ]
     },
     "execution_count": 64,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_sel_confirmed = raw_confirmed.where('Country/Region', sel_country)\n",
    "raw_sel_confirmed"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 65,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>New York</th> <th>Washington</th> <th>New Jersey</th> <th>California</th> <th>Illinois</th> <th>Michigan</th> <th>Louisiana</th> <th>Florida</th> <th>Massachusetts</th> <th>Texas</th> <th>Georgia</th> <th>Pennsylvania</th> <th>Tennessee</th> <th>Colorado</th> <th>Wisconsin</th> <th>Ohio</th> <th>North Carolina</th> <th>Maryland</th> <th>Connecticut</th> <th>Virginia</th> <th>Mississippi</th> <th>Indiana</th> <th>South Carolina</th> <th>Nevada</th> <th>Utah</th> <th>Minnesota</th> <th>Arkansas</th> <th>Oregon</th> <th>Arizona</th> <th>Alabama</th> <th>District of Columbia</th> <th>Missouri</th> <th>Kentucky</th> <th>Iowa</th> <th>Maine</th> <th>Rhode Island</th> <th>Oklahoma</th> <th>New Hampshire</th> <th>Kansas</th> <th>New Mexico</th> <th>Vermont</th> <th>Nebraska</th> <th>Diamond Princess</th> <th>Hawaii</th> <th>Delaware</th> <th>Idaho</th> <th>Montana</th> <th>Grand Princess</th> <th>North Dakota</th> <th>Guam</th> <th>Wyoming</th> <th>Puerto Rico</th> <th>Alaska</th> <th>South Dakota</th> <th>West Virginia</th> <th>Virgin Islands</th> <th>United States Virgin Islands</th> <th>US</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/10/20</td> <td>173     </td> <td>267       </td> <td>15        </td> <td>144       </td> <td>12      </td> <td>0       </td> <td>1        </td> <td>15     </td> <td>92           </td> <td>13   </td> <td>17     </td> <td>12          </td> <td>7        </td> <td>15      </td> <td>3        </td> <td>3   </td> <td>7             </td> <td>8       </td> <td>2          </td> <td>7       </td> <td>0          </td> <td>6      </td> <td>7             </td> <td>4     </td> <td>2   </td> <td>3        </td> <td>0       </td> <td>15    </td> <td>6      </td> <td>0      </td> <td>5                   </td> <td>1       </td> <td>6       </td> <td>8   </td> <td>0    </td> <td>3           </td> <td>2       </td> <td>4            </td> <td>1     </td> <td>0         </td> <td>1      </td> <td>3       </td> <td>46              </td> <td>2     </td> <td>0       </td> <td>0    </td> <td>0      </td> <td>21            </td> <td>0           </td> <td>0   </td> <td>0      </td> <td>0          </td> <td>0     </td> <td>0           </td> <td>0            </td> <td>0             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/11/20</td> <td>220     </td> <td>366       </td> <td>23        </td> <td>177       </td> <td>25      </td> <td>2       </td> <td>6        </td> <td>28     </td> <td>95           </td> <td>21   </td> <td>23     </td> <td>16          </td> <td>9        </td> <td>34      </td> <td>6        </td> <td>4   </td> <td>7             </td> <td>9       </td> <td>3          </td> <td>9       </td> <td>0          </td> <td>11     </td> <td>10            </td> <td>7     </td> <td>3   </td> <td>5        </td> <td>1       </td> <td>19    </td> <td>9      </td> <td>0      </td> <td>10                  </td> <td>1       </td> <td>8       </td> <td>13  </td> <td>0    </td> <td>5           </td> <td>2       </td> <td>5            </td> <td>1     </td> <td>3         </td> <td>1      </td> <td>5       </td> <td>46              </td> <td>2     </td> <td>1       </td> <td>0    </td> <td>1      </td> <td>21            </td> <td>0           </td> <td>0   </td> <td>0      </td> <td>0          </td> <td>0     </td> <td>8           </td> <td>0            </td> <td>0             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/12/20</td> <td>328     </td> <td>442       </td> <td>29        </td> <td>221       </td> <td>32      </td> <td>2       </td> <td>19       </td> <td>35     </td> <td>108          </td> <td>27   </td> <td>31     </td> <td>22          </td> <td>18       </td> <td>45      </td> <td>8        </td> <td>5   </td> <td>15            </td> <td>12      </td> <td>5          </td> <td>17      </td> <td>1          </td> <td>13     </td> <td>12            </td> <td>14    </td> <td>5   </td> <td>9        </td> <td>6       </td> <td>24    </td> <td>9      </td> <td>0      </td> <td>10                  </td> <td>1       </td> <td>10      </td> <td>16  </td> <td>0    </td> <td>5           </td> <td>2       </td> <td>6            </td> <td>1     </td> <td>5         </td> <td>2      </td> <td>10      </td> <td>46              </td> <td>2     </td> <td>1       </td> <td>0    </td> <td>1      </td> <td>21            </td> <td>1           </td> <td>0   </td> <td>1      </td> <td>0          </td> <td>0     </td> <td>8           </td> <td>0            </td> <td>0             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/13/20</td> <td>421     </td> <td>568       </td> <td>29        </td> <td>282       </td> <td>46      </td> <td>16      </td> <td>36       </td> <td>50     </td> <td>123          </td> <td>43   </td> <td>42     </td> <td>41          </td> <td>26       </td> <td>49      </td> <td>19       </td> <td>13  </td> <td>17            </td> <td>18      </td> <td>11         </td> <td>30      </td> <td>1          </td> <td>13     </td> <td>13            </td> <td>17    </td> <td>9   </td> <td>14       </td> <td>6       </td> <td>30    </td> <td>9      </td> <td>5      </td> <td>10                  </td> <td>2       </td> <td>14      </td> <td>17  </td> <td>1    </td> <td>14          </td> <td>2       </td> <td>6            </td> <td>5     </td> <td>10        </td> <td>2      </td> <td>13      </td> <td>46              </td> <td>2     </td> <td>4       </td> <td>1    </td> <td>1      </td> <td>21            </td> <td>1           </td> <td>0   </td> <td>1      </td> <td>0          </td> <td>1     </td> <td>8           </td> <td>0            </td> <td>0             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>525     </td> <td>572       </td> <td>69        </td> <td>340       </td> <td>64      </td> <td>25      </td> <td>77       </td> <td>76     </td> <td>138          </td> <td>57   </td> <td>66     </td> <td>47          </td> <td>32       </td> <td>101     </td> <td>27       </td> <td>26  </td> <td>24            </td> <td>26      </td> <td>22         </td> <td>41      </td> <td>6          </td> <td>16     </td> <td>19            </td> <td>21    </td> <td>10  </td> <td>21       </td> <td>12      </td> <td>32    </td> <td>12     </td> <td>6      </td> <td>10                  </td> <td>4       </td> <td>14      </td> <td>17  </td> <td>3    </td> <td>20          </td> <td>4       </td> <td>7            </td> <td>8     </td> <td>10        </td> <td>5      </td> <td>14      </td> <td>46              </td> <td>4     </td> <td>6       </td> <td>2    </td> <td>5      </td> <td>21            </td> <td>1           </td> <td>0   </td> <td>2      </td> <td>3          </td> <td>1     </td> <td>9           </td> <td>0            </td> <td>1             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>732     </td> <td>643       </td> <td>98        </td> <td>426       </td> <td>93      </td> <td>33      </td> <td>91       </td> <td>115    </td> <td>164          </td> <td>72   </td> <td>99     </td> <td>66          </td> <td>39       </td> <td>131     </td> <td>32       </td> <td>37  </td> <td>33            </td> <td>32      </td> <td>24         </td> <td>45      </td> <td>10         </td> <td>20     </td> <td>28            </td> <td>24    </td> <td>28  </td> <td>35       </td> <td>16      </td> <td>36    </td> <td>13     </td> <td>12     </td> <td>16                  </td> <td>5       </td> <td>20      </td> <td>18  </td> <td>12   </td> <td>20          </td> <td>7       </td> <td>13           </td> <td>8     </td> <td>13        </td> <td>8      </td> <td>17      </td> <td>46              </td> <td>6     </td> <td>7       </td> <td>5    </td> <td>7      </td> <td>21            </td> <td>1           </td> <td>3   </td> <td>3      </td> <td>5          </td> <td>1     </td> <td>9           </td> <td>0            </td> <td>1             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>967     </td> <td>904       </td> <td>178       </td> <td>557       </td> <td>105     </td> <td>53      </td> <td>136      </td> <td>155    </td> <td>197          </td> <td>85   </td> <td>121    </td> <td>77          </td> <td>52       </td> <td>160     </td> <td>47       </td> <td>50  </td> <td>38            </td> <td>41      </td> <td>30         </td> <td>49      </td> <td>13         </td> <td>25     </td> <td>33            </td> <td>45    </td> <td>39  </td> <td>54       </td> <td>22      </td> <td>39    </td> <td>18     </td> <td>29     </td> <td>22                  </td> <td>6       </td> <td>21      </td> <td>23  </td> <td>17   </td> <td>21          </td> <td>10      </td> <td>17           </td> <td>11    </td> <td>17        </td> <td>12     </td> <td>18      </td> <td>47              </td> <td>7     </td> <td>8       </td> <td>5    </td> <td>7      </td> <td>20            </td> <td>1           </td> <td>3   </td> <td>3      </td> <td>5          </td> <td>1     </td> <td>10          </td> <td>0            </td> <td>1             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>1706    </td> <td>1076      </td> <td>267       </td> <td>698       </td> <td>161     </td> <td>65      </td> <td>196      </td> <td>216    </td> <td>218          </td> <td>110  </td> <td>146    </td> <td>112         </td> <td>74       </td> <td>160     </td> <td>72       </td> <td>67  </td> <td>64            </td> <td>60      </td> <td>68         </td> <td>67      </td> <td>21         </td> <td>30     </td> <td>47            </td> <td>56    </td> <td>51  </td> <td>60       </td> <td>22      </td> <td>66    </td> <td>20     </td> <td>39     </td> <td>22                  </td> <td>11      </td> <td>26      </td> <td>23  </td> <td>32   </td> <td>23          </td> <td>19      </td> <td>26           </td> <td>18    </td> <td>23        </td> <td>12     </td> <td>21      </td> <td>47              </td> <td>10    </td> <td>16      </td> <td>8    </td> <td>9      </td> <td>21            </td> <td>3           </td> <td>3   </td> <td>11     </td> <td>5          </td> <td>3     </td> <td>11          </td> <td>1            </td> <td>2             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>2495    </td> <td>1014      </td> <td>267       </td> <td>751       </td> <td>162     </td> <td>83      </td> <td>257      </td> <td>314    </td> <td>218          </td> <td>173  </td> <td>199    </td> <td>152         </td> <td>79       </td> <td>184     </td> <td>92       </td> <td>86  </td> <td>70            </td> <td>85      </td> <td>68         </td> <td>77      </td> <td>34         </td> <td>39     </td> <td>47            </td> <td>55    </td> <td>51  </td> <td>77       </td> <td>33      </td> <td>68    </td> <td>27     </td> <td>46     </td> <td>31                  </td> <td>18      </td> <td>27      </td> <td>29  </td> <td>42   </td> <td>33          </td> <td>19      </td> <td>26           </td> <td>18    </td> <td>23        </td> <td>18     </td> <td>24      </td> <td>47              </td> <td>14    </td> <td>19      </td> <td>9    </td> <td>11     </td> <td>21            </td> <td>6           </td> <td>5   </td> <td>15     </td> <td>5          </td> <td>6     </td> <td>11          </td> <td>1            </td> <td>2             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>5365    </td> <td>1376      </td> <td>742       </td> <td>952       </td> <td>422     </td> <td>334     </td> <td>392      </td> <td>417    </td> <td>328          </td> <td>260  </td> <td>287    </td> <td>206         </td> <td>154      </td> <td>277     </td> <td>159      </td> <td>119 </td> <td>123           </td> <td>107     </td> <td>159        </td> <td>99      </td> <td>50         </td> <td>60     </td> <td>81            </td> <td>95    </td> <td>80  </td> <td>89       </td> <td>62      </td> <td>88    </td> <td>45     </td> <td>78     </td> <td>40                  </td> <td>31      </td> <td>37      </td> <td>44  </td> <td>52   </td> <td>44          </td> <td>44      </td> <td>44           </td> <td>34    </td> <td>35        </td> <td>22     </td> <td>29      </td> <td>47              </td> <td>16    </td> <td>30      </td> <td>11   </td> <td>11     </td> <td>22            </td> <td>18          </td> <td>12  </td> <td>18     </td> <td>5          </td> <td>9     </td> <td>11          </td> <td>2            </td> <td>3             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>8310    </td> <td>1524      </td> <td>890       </td> <td>1177      </td> <td>585     </td> <td>552     </td> <td>538      </td> <td>563    </td> <td>413          </td> <td>394  </td> <td>420    </td> <td>303         </td> <td>233      </td> <td>363     </td> <td>207      </td> <td>173 </td> <td>172           </td> <td>149     </td> <td>194        </td> <td>122     </td> <td>80         </td> <td>86     </td> <td>126           </td> <td>114   </td> <td>78  </td> <td>115      </td> <td>96      </td> <td>114   </td> <td>78     </td> <td>83     </td> <td>71                  </td> <td>53      </td> <td>47      </td> <td>45  </td> <td>56   </td> <td>54          </td> <td>49      </td> <td>44           </td> <td>44    </td> <td>43        </td> <td>29     </td> <td>37      </td> <td>49              </td> <td>26    </td> <td>38      </td> <td>23   </td> <td>15     </td> <td>23            </td> <td>19          </td> <td>14  </td> <td>19     </td> <td>14         </td> <td>12    </td> <td>14          </td> <td>7            </td> <td>3             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>11710   </td> <td>1793      </td> <td>1327      </td> <td>1364      </td> <td>753     </td> <td>788     </td> <td>585      </td> <td>659    </td> <td>525          </td> <td>581  </td> <td>507    </td> <td>396         </td> <td>371      </td> <td>390     </td> <td>282      </td> <td>248 </td> <td>253           </td> <td>193     </td> <td>194        </td> <td>156     </td> <td>140        </td> <td>128    </td> <td>171           </td> <td>161   </td> <td>136 </td> <td>138      </td> <td>122     </td> <td>114   </td> <td>118    </td> <td>131    </td> <td>77                  </td> <td>74      </td> <td>87      </td> <td>68  </td> <td>70   </td> <td>66          </td> <td>53      </td> <td>55           </td> <td>57    </td> <td>43        </td> <td>29     </td> <td>38      </td> <td>49              </td> <td>37    </td> <td>45      </td> <td>36   </td> <td>21     </td> <td>23            </td> <td>28          </td> <td>15  </td> <td>23     </td> <td>21         </td> <td>15    </td> <td>14          </td> <td>8            </td> <td>3             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>15793   </td> <td>1996      </td> <td>1914      </td> <td>1642      </td> <td>1049    </td> <td>1037    </td> <td>837      </td> <td>830    </td> <td>646          </td> <td>627  </td> <td>600    </td> <td>509         </td> <td>505      </td> <td>476     </td> <td>381      </td> <td>355 </td> <td>302           </td> <td>244     </td> <td>223        </td> <td>221     </td> <td>207        </td> <td>201    </td> <td>196           </td> <td>190   </td> <td>181 </td> <td>169      </td> <td>165     </td> <td>161   </td> <td>152    </td> <td>138    </td> <td>102                 </td> <td>100     </td> <td>99      </td> <td>90  </td> <td>89   </td> <td>83          </td> <td>67      </td> <td>65           </td> <td>64    </td> <td>57        </td> <td>52     </td> <td>51      </td> <td>49              </td> <td>48    </td> <td>47      </td> <td>42   </td> <td>31     </td> <td>30            </td> <td>28          </td> <td>27  </td> <td>24     </td> <td>23         </td> <td>21    </td> <td>21          </td> <td>12           </td> <td>3             </td> <td>0                           </td> <td>0   </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>15793   </td> <td>1996      </td> <td>1914      </td> <td>1642      </td> <td>1049    </td> <td>1037    </td> <td>837      </td> <td>830    </td> <td>646          </td> <td>627  </td> <td>600    </td> <td>509         </td> <td>505      </td> <td>476     </td> <td>381      </td> <td>355 </td> <td>302           </td> <td>244     </td> <td>223        </td> <td>221     </td> <td>207        </td> <td>201    </td> <td>196           </td> <td>190   </td> <td>181 </td> <td>169      </td> <td>165     </td> <td>161   </td> <td>152    </td> <td>138    </td> <td>102                 </td> <td>100     </td> <td>99      </td> <td>90  </td> <td>89   </td> <td>83          </td> <td>67      </td> <td>65           </td> <td>64    </td> <td>57        </td> <td>52     </td> <td>51      </td> <td>49              </td> <td>48    </td> <td>47      </td> <td>42   </td> <td>31     </td> <td>30            </td> <td>28          </td> <td>27  </td> <td>24     </td> <td>23         </td> <td>21    </td> <td>21          </td> <td>12           </td> <td>nan           </td> <td>6                           </td> <td>1   </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "raw_by_State_confirmed = raw_sel_confirmed.where(raw_sel_confirmed.apply(is_state, 'Province/State'))\n",
    "states_by_day = TimeTable.transpose(raw_by_State_confirmed.drop(['Country/Region', 'Lat', 'Long']), 'Province/State', 'Day')\n",
    "recent_by_State = after(states_by_day,'3/10/20')\n",
    "recent_by_State = recent_by_State.order_cols()\n",
    "recent_by_State.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 66,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "recent_by_State.stackbar(15, height=6)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# State level analysis"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 67,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "bf56378e96844c1a833489eaa664abea",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Dropdown(description='State/Province:', options=('New York', 'Washington', 'New Jersey', 'California', 'Illino…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "sw = widgets.Dropdown(\n",
    "    options=recent_by_State.categories,\n",
    "    value=recent_by_State.categories[0],\n",
    "    # rows=10,\n",
    "    description='State/Province:',\n",
    "    disabled=False\n",
    ")\n",
    "sw"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [],
   "source": [
    "state = sw.value"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 76,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x360 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "state_trend = recent_by_State.extract(state).trend()\n",
    "state_trend.extract(['Day', state, 'new']).bar('Day', height=5)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 77,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>California</th> <th>new</th> <th>% new</th> <th>rate</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>3/10/20 </td> <td>144       </td> <td>nan </td> <td>nan      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/11/20 </td> <td>177       </td> <td>33  </td> <td>0.186441 </td> <td>1.22917</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/12/20 </td> <td>221       </td> <td>44  </td> <td>0.199095 </td> <td>1.24859</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/13/20 </td> <td>282       </td> <td>61  </td> <td>0.216312 </td> <td>1.27602</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/14/20 </td> <td>340       </td> <td>58  </td> <td>0.170588 </td> <td>1.20567</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20 </td> <td>426       </td> <td>86  </td> <td>0.201878 </td> <td>1.25294</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20 </td> <td>557       </td> <td>131 </td> <td>0.235189 </td> <td>1.30751</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20 </td> <td>698       </td> <td>141 </td> <td>0.202006 </td> <td>1.25314</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20 </td> <td>751       </td> <td>53  </td> <td>0.0705726</td> <td>1.07593</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20 </td> <td>952       </td> <td>201 </td> <td>0.211134 </td> <td>1.26764</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20 </td> <td>1177      </td> <td>225 </td> <td>0.191164 </td> <td>1.23634</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20 </td> <td>1364      </td> <td>187 </td> <td>0.137097 </td> <td>1.15888</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20 </td> <td>1642      </td> <td>278 </td> <td>0.169306 </td> <td>1.20381</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20 </td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1      </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/24/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/25/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/26/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/27/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/28/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/29/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/30/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>03/31/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>04/01/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>04/02/20</td> <td>1642      </td> <td>0   </td> <td>0        </td> <td>1.14976</td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "project_trend(state_trend, 10).show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "project_trend(state_trend, 10).extract([state, 'new']).bar('Day')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### County level reporting - not there recently"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 79,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>State</th> <th>County</th> <th>Province/State</th> <th>Country/Region</th> <th>Lat</th> <th>Long</th> <th>1/22/20</th> <th>1/23/20</th> <th>1/24/20</th> <th>1/25/20</th> <th>1/26/20</th> <th>1/27/20</th> <th>1/28/20</th> <th>1/29/20</th> <th>1/30/20</th> <th>1/31/20</th> <th>2/1/20</th> <th>2/2/20</th> <th>2/3/20</th> <th>2/4/20</th> <th>2/5/20</th> <th>2/6/20</th> <th>2/7/20</th> <th>2/8/20</th> <th>2/9/20</th> <th>2/10/20</th> <th>2/11/20</th> <th>2/12/20</th> <th>2/13/20</th> <th>2/14/20</th> <th>2/15/20</th> <th>2/16/20</th> <th>2/17/20</th> <th>2/18/20</th> <th>2/19/20</th> <th>2/20/20</th> <th>2/21/20</th> <th>2/22/20</th> <th>2/23/20</th> <th>2/24/20</th> <th>2/25/20</th> <th>2/26/20</th> <th>2/27/20</th> <th>2/28/20</th> <th>2/29/20</th> <th>3/1/20</th> <th>3/2/20</th> <th>3/3/20</th> <th>3/4/20</th> <th>3/5/20</th> <th>3/6/20</th> <th>3/7/20</th> <th>3/8/20</th> <th>3/9/20</th> <th>3/10/20</th> <th>3/11/20</th> <th>3/12/20</th> <th>3/13/20</th> <th>3/14/20</th> <th>3/15/20</th> <th>3/16/20</th> <th>3/17/20</th> <th>3/18/20</th> <th>3/19/20</th> <th>3/20/20</th> <th>3/21/20</th> <th>3/22/20</th> <th>3/23/20</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>AZ   </td> <td>Pima            </td> <td>Pima, AZ            </td> <td>US            </td> <td>32.0575</td> <td>-111.666</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>AZ   </td> <td>Pinal County    </td> <td>Pinal County, AZ    </td> <td>US            </td> <td>32.8162</td> <td>-111.284</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>AZ   </td> <td>Maricopa County </td> <td>Maricopa County, AZ </td> <td>US            </td> <td>33.2918</td> <td>-112.429</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1      </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Solano          </td> <td>Solano, CA          </td> <td>US            </td> <td>38.3105</td> <td>-121.902</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Santa Cruz      </td> <td>Santa Cruz, CA      </td> <td>US            </td> <td>37.0454</td> <td>-121.958</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Napa            </td> <td>Napa, CA            </td> <td>US            </td> <td>38.5025</td> <td>-122.265</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Ventura         </td> <td>Ventura, CA         </td> <td>US            </td> <td>34.3705</td> <td>-119.139</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Shasta County   </td> <td>Shasta County, CA   </td> <td>US            </td> <td>40.7909</td> <td>-121.847</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Fresno County   </td> <td>Fresno County, CA   </td> <td>US            </td> <td>36.9859</td> <td>-119.232</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Riverside County</td> <td>Riverside County, CA</td> <td>US            </td> <td>33.9533</td> <td>-117.396</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (181 rows omitted)</p>"
      ],
      "text/plain": [
       "State | County           | Province/State       | Country/Region | Lat     | Long     | 1/22/20 | 1/23/20 | 1/24/20 | 1/25/20 | 1/26/20 | 1/27/20 | 1/28/20 | 1/29/20 | 1/30/20 | 1/31/20 | 2/1/20 | 2/2/20 | 2/3/20 | 2/4/20 | 2/5/20 | 2/6/20 | 2/7/20 | 2/8/20 | 2/9/20 | 2/10/20 | 2/11/20 | 2/12/20 | 2/13/20 | 2/14/20 | 2/15/20 | 2/16/20 | 2/17/20 | 2/18/20 | 2/19/20 | 2/20/20 | 2/21/20 | 2/22/20 | 2/23/20 | 2/24/20 | 2/25/20 | 2/26/20 | 2/27/20 | 2/28/20 | 2/29/20 | 3/1/20 | 3/2/20 | 3/3/20 | 3/4/20 | 3/5/20 | 3/6/20 | 3/7/20 | 3/8/20 | 3/9/20 | 3/10/20 | 3/11/20 | 3/12/20 | 3/13/20 | 3/14/20 | 3/15/20 | 3/16/20 | 3/17/20 | 3/18/20 | 3/19/20 | 3/20/20 | 3/21/20 | 3/22/20 | 3/23/20\n",
       "AZ    | Pima             | Pima, AZ             | US             | 32.0575 | -111.666 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "AZ    | Pinal County     | Pinal County, AZ     | US             | 32.8162 | -111.284 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 2      | 2      | 2      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "AZ    | Maricopa County  | Maricopa County, AZ  | US             | 33.2918 | -112.429 | 0       | 0       | 0       | 0       | 1       | 1       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1      | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1       | 1      | 1      | 1      | 1      | 1      | 2      | 2      | 2      | 2      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Solano           | Solano, CA           | US             | 38.3105 | -121.902 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Santa Cruz       | Santa Cruz, CA       | US             | 37.0454 | -121.958 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Napa             | Napa, CA             | US             | 38.5025 | -122.265 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Ventura          | Ventura, CA          | US             | 34.3705 | -119.139 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Shasta County    | Shasta County, CA    | US             | 40.7909 | -121.847 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Fresno County    | Fresno County, CA    | US             | 36.9859 | -119.232 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Riverside County | Riverside County, CA | US             | 33.9533 | -117.396 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "... (181 rows omitted)"
      ]
     },
     "execution_count": 79,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_US_confirmed = raw_confirmed.where('Country/Region', 'US')\n",
    "raw_US_by_County_confirmed = raw_US_confirmed.where(raw_US_confirmed.apply(is_county, 'Province/State'))\n",
    "raw_US_by_County_confirmed['State'] = raw_US_by_County_confirmed.apply(getstate, 'Province/State')\n",
    "raw_US_by_County_confirmed['County'] = raw_US_by_County_confirmed.apply(getcounty, 'Province/State')\n",
    "raw_US_by_County_confirmed.move_to_start('County')\n",
    "raw_US_by_County_confirmed.move_to_start('State')\n",
    "raw_US_by_County_confirmed.sort('State')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>State</th> <th>County</th> <th>Province/State</th> <th>Country/Region</th> <th>Lat</th> <th>Long</th> <th>1/22/20</th> <th>1/23/20</th> <th>1/24/20</th> <th>1/25/20</th> <th>1/26/20</th> <th>1/27/20</th> <th>1/28/20</th> <th>1/29/20</th> <th>1/30/20</th> <th>1/31/20</th> <th>2/1/20</th> <th>2/2/20</th> <th>2/3/20</th> <th>2/4/20</th> <th>2/5/20</th> <th>2/6/20</th> <th>2/7/20</th> <th>2/8/20</th> <th>2/9/20</th> <th>2/10/20</th> <th>2/11/20</th> <th>2/12/20</th> <th>2/13/20</th> <th>2/14/20</th> <th>2/15/20</th> <th>2/16/20</th> <th>2/17/20</th> <th>2/18/20</th> <th>2/19/20</th> <th>2/20/20</th> <th>2/21/20</th> <th>2/22/20</th> <th>2/23/20</th> <th>2/24/20</th> <th>2/25/20</th> <th>2/26/20</th> <th>2/27/20</th> <th>2/28/20</th> <th>2/29/20</th> <th>3/1/20</th> <th>3/2/20</th> <th>3/3/20</th> <th>3/4/20</th> <th>3/5/20</th> <th>3/6/20</th> <th>3/7/20</th> <th>3/8/20</th> <th>3/9/20</th> <th>3/10/20</th> <th>3/11/20</th> <th>3/12/20</th> <th>3/13/20</th> <th>3/14/20</th> <th>3/15/20</th> <th>3/16/20</th> <th>3/17/20</th> <th>3/18/20</th> <th>3/19/20</th> <th>3/20/20</th> <th>3/21/20</th> <th>3/22/20</th> <th>3/23/20</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Solano          </td> <td>Solano, CA          </td> <td>US            </td> <td>38.3105</td> <td>-121.902</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Santa Cruz      </td> <td>Santa Cruz, CA      </td> <td>US            </td> <td>37.0454</td> <td>-121.958</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Napa            </td> <td>Napa, CA            </td> <td>US            </td> <td>38.5025</td> <td>-122.265</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Ventura         </td> <td>Ventura, CA         </td> <td>US            </td> <td>34.3705</td> <td>-119.139</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Shasta County   </td> <td>Shasta County, CA   </td> <td>US            </td> <td>40.7909</td> <td>-121.847</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Fresno County   </td> <td>Fresno County, CA   </td> <td>US            </td> <td>36.9859</td> <td>-119.232</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Riverside County</td> <td>Riverside County, CA</td> <td>US            </td> <td>33.9533</td> <td>-117.396</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Alameda County  </td> <td>Alameda County, CA  </td> <td>US            </td> <td>37.6017</td> <td>-121.719</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>2     </td> <td>2     </td> <td>2     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Madera County   </td> <td>Madera County, CA   </td> <td>US            </td> <td>37.2519</td> <td>-119.696</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>CA   </td> <td>Yolo County     </td> <td>Yolo County, CA     </td> <td>US            </td> <td>38.7646</td> <td>-121.902</td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>0     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>1     </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>0      </td> <td>nan    </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>\n",
       "<p>... (16 rows omitted)</p>"
      ],
      "text/plain": [
       "State | County           | Province/State       | Country/Region | Lat     | Long     | 1/22/20 | 1/23/20 | 1/24/20 | 1/25/20 | 1/26/20 | 1/27/20 | 1/28/20 | 1/29/20 | 1/30/20 | 1/31/20 | 2/1/20 | 2/2/20 | 2/3/20 | 2/4/20 | 2/5/20 | 2/6/20 | 2/7/20 | 2/8/20 | 2/9/20 | 2/10/20 | 2/11/20 | 2/12/20 | 2/13/20 | 2/14/20 | 2/15/20 | 2/16/20 | 2/17/20 | 2/18/20 | 2/19/20 | 2/20/20 | 2/21/20 | 2/22/20 | 2/23/20 | 2/24/20 | 2/25/20 | 2/26/20 | 2/27/20 | 2/28/20 | 2/29/20 | 3/1/20 | 3/2/20 | 3/3/20 | 3/4/20 | 3/5/20 | 3/6/20 | 3/7/20 | 3/8/20 | 3/9/20 | 3/10/20 | 3/11/20 | 3/12/20 | 3/13/20 | 3/14/20 | 3/15/20 | 3/16/20 | 3/17/20 | 3/18/20 | 3/19/20 | 3/20/20 | 3/21/20 | 3/22/20 | 3/23/20\n",
       "CA    | Solano           | Solano, CA           | US             | 38.3105 | -121.902 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Santa Cruz       | Santa Cruz, CA       | US             | 37.0454 | -121.958 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Napa             | Napa, CA             | US             | 38.5025 | -122.265 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Ventura          | Ventura, CA          | US             | 34.3705 | -119.139 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Shasta County    | Shasta County, CA    | US             | 40.7909 | -121.847 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Fresno County    | Fresno County, CA    | US             | 36.9859 | -119.232 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Riverside County | Riverside County, CA | US             | 33.9533 | -117.396 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Alameda County   | Alameda County, CA   | US             | 37.6017 | -121.719 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 1      | 1      | 1      | 1      | 2      | 2      | 2      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Madera County    | Madera County, CA    | US             | 37.2519 | -119.696 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "CA    | Yolo County      | Yolo County, CA      | US             | 38.7646 | -121.902 | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0      | 0      | 0      | 0      | 0      | 1      | 1      | 1      | 1      | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | 0       | nan\n",
       "... (16 rows omitted)"
      ]
     },
     "execution_count": 73,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "raw_US_by_County_confirmed.where('State', 'CA')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<table border=\"1\" class=\"dataframe\">\n",
       "    <thead>\n",
       "        <tr>\n",
       "            <th>Day</th> <th>Solano</th> <th>Santa Cruz</th> <th>Napa</th> <th>Ventura</th> <th>Shasta County</th> <th>Fresno County</th> <th>Riverside County</th> <th>Alameda County</th> <th>Madera County</th> <th>Yolo County</th> <th>Santa Clara County</th> <th>San Francisco County</th> <th>Contra Costa County</th> <th>Orange County</th> <th>Placer County</th> <th>San Mateo</th> <th>Sonoma County</th> <th>Humboldt County</th> <th>Sacramento County</th> <th>San Diego County</th> <th>San Benito</th> <th>Los Angeles</th> <th>Marin</th> <th>Calaveras</th> <th>Stanislaus</th> <th>San Joaquin</th>\n",
       "        </tr>\n",
       "    </thead>\n",
       "    <tbody>\n",
       "        <tr>\n",
       "            <td>1/22/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/23/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/24/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/25/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/26/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/27/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/28/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/29/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/30/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>1/31/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>1                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/1/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>1                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/2/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>1                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/3/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/4/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/5/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/6/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/7/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/8/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/9/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/10/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/11/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>1               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/12/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>1               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/13/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/14/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/15/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/16/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/17/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/18/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/19/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/20/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/21/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>1                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/22/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>1                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/23/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>1                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/24/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>1                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/25/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>1                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/26/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>1                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/27/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/28/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>2                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>2/29/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>3                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/1/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>3                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/2/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>9                 </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>1            </td> <td>1        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/3/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>1             </td> <td>0            </td> <td>0          </td> <td>11                </td> <td>0                   </td> <td>0                  </td> <td>1            </td> <td>1            </td> <td>2        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>1          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/4/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>1             </td> <td>0            </td> <td>0          </td> <td>11                </td> <td>0                   </td> <td>1                  </td> <td>3            </td> <td>2            </td> <td>2        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>2               </td> <td>2         </td> <td>7          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/5/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>1             </td> <td>0            </td> <td>0          </td> <td>20                </td> <td>2                   </td> <td>1                  </td> <td>3            </td> <td>2            </td> <td>2        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>3               </td> <td>2         </td> <td>11         </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/6/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>1             </td> <td>0            </td> <td>1          </td> <td>20                </td> <td>2                   </td> <td>3                  </td> <td>3            </td> <td>5            </td> <td>2        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>3               </td> <td>2         </td> <td>13         </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/7/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>2             </td> <td>1            </td> <td>1          </td> <td>32                </td> <td>9                   </td> <td>3                  </td> <td>3            </td> <td>5            </td> <td>2        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>3               </td> <td>2         </td> <td>14         </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/8/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>1            </td> <td>1               </td> <td>2             </td> <td>1            </td> <td>1          </td> <td>38                </td> <td>9                   </td> <td>9                  </td> <td>3            </td> <td>5            </td> <td>2        </td> <td>1            </td> <td>1              </td> <td>2                </td> <td>3               </td> <td>2         </td> <td>14         </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/9/20 </td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>1            </td> <td>1            </td> <td>1               </td> <td>2             </td> <td>1            </td> <td>1          </td> <td>38                </td> <td>9                   </td> <td>9                  </td> <td>4            </td> <td>7            </td> <td>2        </td> <td>3            </td> <td>1              </td> <td>2                </td> <td>3               </td> <td>2         </td> <td>14         </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/10/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/11/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/12/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/13/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/14/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/15/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/16/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/17/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/18/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/19/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/20/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/21/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/22/20</td> <td>0     </td> <td>0         </td> <td>0   </td> <td>0      </td> <td>0            </td> <td>0            </td> <td>0               </td> <td>0             </td> <td>0            </td> <td>0          </td> <td>0                 </td> <td>0                   </td> <td>0                  </td> <td>0            </td> <td>0            </td> <td>0        </td> <td>0            </td> <td>0              </td> <td>0                </td> <td>0               </td> <td>0         </td> <td>0          </td> <td>0    </td> <td>0        </td> <td>0         </td> <td>0          </td>\n",
       "        </tr>\n",
       "        <tr>\n",
       "            <td>3/23/20</td> <td>nan   </td> <td>nan       </td> <td>nan </td> <td>nan    </td> <td>nan          </td> <td>nan          </td> <td>nan             </td> <td>nan           </td> <td>nan          </td> <td>nan        </td> <td>nan               </td> <td>nan                 </td> <td>nan                </td> <td>nan          </td> <td>nan          </td> <td>nan      </td> <td>nan          </td> <td>nan            </td> <td>nan              </td> <td>nan             </td> <td>nan       </td> <td>nan        </td> <td>nan  </td> <td>nan      </td> <td>nan       </td> <td>nan        </td>\n",
       "        </tr>\n",
       "    </tbody>\n",
       "</table>"
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
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    }
   ],
   "source": [
    "raw_CA_county = raw_US_by_County_confirmed.where('State', 'CA').drop(['State', 'Province/State', 'Country/Region', 'Lat', 'Long'])\n",
    "CA_county_by_day = TimeTable.transpose(raw_CA_county, 'County', 'Day')\n",
    "CA_county_by_day.show()"
   ]
  }
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