my_covid_analysis.ipynb

{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 182,
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd\n",
    "import pycountry_convert as pc\n",
    "import country_converter as coco\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from scipy.signal import savgol_filter\n",
    "\n",
    "converter = coco.CountryConverter()\n",
    "import pandas as pd\n",
    "cases_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv'\n",
    "cases = pd.read_csv(cases_url)\n",
    "casulties_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_deaths_global.csv'\n",
    "casulties = pd.read_csv(casulties_url)\n",
    "recovered_url = 'https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_recovered_global.csv'\n",
    "recovered = pd.read_csv(recovered_url)\n",
    "population_url = 'https://raw.githubusercontent.com/charlesdethibault/my-library/master/datasets/population2020.csv'\n",
    "population = pd.read_csv(population_url, encoding = \"ISO-8859-1\")\n",
    "    \n",
    "from IPython.core.interactiveshell import InteractiveShell\n",
    "InteractiveShell.ast_node_interactivity = \"all\""
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 183,
   "metadata": {},
   "outputs": [
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       "\n",
       "[2 rows x 85 columns]"
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       "\n",
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       "  Province/State Country/Region      Lat     Long  1/22/20  1/23/20  1/24/20  \\\n",
       "0            NaN    Afghanistan  33.0000  65.0000        0        0        0   \n",
       "1            NaN        Albania  41.1533  20.1683        0        0        0   \n",
       "\n",
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       "\n",
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       "0      18      29      32       32       32  \n",
       "1     131     154     165      182      197  \n",
       "\n",
       "[2 rows x 85 columns]"
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     "execution_count": 183,
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       "      <td>Aruba</td>\n",
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       "       Country  population\n",
       "0        Aruba    105845.0\n",
       "1  Afghanistan  37172386.0"
      ]
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     "metadata": {},
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   ],
   "source": [
    "cases.head(2)\n",
    "casulties.head(2)\n",
    "recovered.head(2)\n",
    "population.head(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 184,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <td>China</td>\n",
       "      <td>1.392730e+09</td>\n",
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      "text/plain": [
       "   Country    population\n",
       "38   China  1.392730e+09"
      ]
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   "source": [
    "population[population['Country']=='China']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 185,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "WARNING:root:Diamond Princess not found in regex\n",
      "WARNING:root:MS Zaandam not found in regex\n",
      "WARNING:root:Diamond Princess not found in regex\n",
      "WARNING:root:MS Zaandam not found in regex\n",
      "WARNING:root:Diamond Princess not found in regex\n",
      "WARNING:root:MS Zaandam not found in regex\n",
      "WARNING:root:not found not found in regex\n",
      "WARNING:root:not found not found in regex\n",
      "WARNING:root:not found not found in name_short\n",
      "WARNING:root:not found not found in name_short\n",
      "WARNING:root:St. Kitts and Nevis not found in name_short\n",
      "WARNING:root:St. Lucia not found in name_short\n",
      "WARNING:root:St. Vincent and the Grenadines not found in name_short\n",
      "WARNING:root:not found not found in name_short\n",
      "WARNING:root:not found not found in name_short\n",
      "WARNING:root:St. Kitts and Nevis not found in name_short\n",
      "WARNING:root:St. Lucia not found in name_short\n",
      "WARNING:root:St. Vincent and the Grenadines not found in name_short\n",
      "WARNING:root:not found not found in name_short\n",
      "WARNING:root:not found not found in name_short\n",
      "WARNING:root:St. Kitts and Nevis not found in name_short\n",
      "WARNING:root:St. Lucia not found in name_short\n",
      "WARNING:root:St. Vincent and the Grenadines not found in name_short\n"
     ]
    }
   ],
   "source": [
    "# remove useless data\n",
    "cases = cases.drop(columns=['Province/State', 'Lat','Long'])\n",
    "casulties = casulties.drop(columns=['Province/State', 'Lat','Long'])\n",
    "recovered = recovered.drop(columns=['Province/State', 'Lat','Long'])\n",
    "# group by country/region\n",
    "cases = cases.groupby(['Country/Region']).sum().reset_index()\n",
    "casulties = casulties.groupby(['Country/Region']).sum().reset_index()\n",
    "recovered = recovered.groupby(['Country/Region']).sum().reset_index()\n",
    "# find continents\n",
    "cases_countries = cases['Country/Region'].tolist()\n",
    "casulties_countries = casulties['Country/Region'].tolist()\n",
    "recovered_countries = recovered['Country/Region'].tolist()\n",
    "#population_countries = population['Country'].tolist()\n",
    "\n",
    "cases_countries = coco.convert(names = cases_countries, src = \"regex\", to = \"name_short\")\n",
    "casulties_countries = coco.convert(names = casulties_countries, src = \"regex\", to = \"name_short\")\n",
    "recovered_countries = coco.convert(names = recovered_countries, src = \"regex\", to = \"name_short\")\n",
    "population_countries = coco.convert(names = recovered_countries, src = \"regex\", to = \"name_short\")\n",
    "\n",
    "cases_continents = converter.convert(names = cases_countries, src = 'name_short', to = 'continent')\n",
    "casulties_continents = converter.convert(names = casulties_countries, src = 'name_short', to = 'continent')\n",
    "recovered_continents = converter.convert(names = recovered_countries, src = 'name_short', to = 'continent')\n",
    "\n",
    "cases_continents = pd.Series(cases_continents)\n",
    "casulties_continents = pd.Series(casulties_continents)\n",
    "recovered_continents = pd.Series(recovered_continents)\n",
    "\n",
    "cases['continents'] = cases_continents\n",
    "casulties['continents'] = casulties_continents\n",
    "recovered['continents'] = recovered_continents\n",
    "#population['Country'] = pd.Series(population_countries)\n",
    "\n",
    "# group by continents\n",
    "cases_continents = cases.groupby(['continents']).sum().reset_index()\n",
    "casulties_continents = casulties.groupby(['continents']).sum().reset_index()\n",
    "recovered_continents = recovered.groupby(['continents']).sum().reset_index()\n",
    "# set index\n",
    "cases_continents.set_index(\"continents\", inplace = True)\n",
    "casulties_continents.set_index(\"continents\", inplace = True) \n",
    "recovered_continents.set_index(\"continents\", inplace = True) "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 186,
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "\n",
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>China</td>\n",
       "      <td>1.392730e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Country    population\n",
       "38   China  1.392730e+09"
      ]
     },
     "execution_count": 186,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population[population['Country']=='China']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 187,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>257</th>\n",
       "      <td>World</td>\n",
       "      <td>7.594270e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>101</th>\n",
       "      <td>IDA &amp; IBRD total</td>\n",
       "      <td>6.412522e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>138</th>\n",
       "      <td>Low &amp; middle income</td>\n",
       "      <td>6.383958e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>154</th>\n",
       "      <td>Middle income</td>\n",
       "      <td>5.678541e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>100</th>\n",
       "      <td>IBRD only</td>\n",
       "      <td>4.772284e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>60</th>\n",
       "      <td>Early-demographic dividend</td>\n",
       "      <td>3.249141e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>137</th>\n",
       "      <td>Lower middle income</td>\n",
       "      <td>3.022905e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>247</th>\n",
       "      <td>Upper middle income</td>\n",
       "      <td>2.655636e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>61</th>\n",
       "      <td>East Asia &amp; Pacific</td>\n",
       "      <td>2.328221e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>Late-demographic dividend</td>\n",
       "      <td>2.288666e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>59</th>\n",
       "      <td>East Asia &amp; Pacific (excluding high income)</td>\n",
       "      <td>2.081652e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>228</th>\n",
       "      <td>East Asia &amp; Pacific (IDA &amp; IBRD countries)</td>\n",
       "      <td>2.056064e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>202</th>\n",
       "      <td>South Asia</td>\n",
       "      <td>1.814389e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>South Asia (IDA &amp; IBRD)</td>\n",
       "      <td>1.814389e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>102</th>\n",
       "      <td>IDA total</td>\n",
       "      <td>1.640238e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>China</td>\n",
       "      <td>1.392730e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>107</th>\n",
       "      <td>India</td>\n",
       "      <td>1.352617e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>179</th>\n",
       "      <td>OECD members</td>\n",
       "      <td>1.303529e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>93</th>\n",
       "      <td>High income</td>\n",
       "      <td>1.210312e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>196</th>\n",
       "      <td>Post-demographic dividend</td>\n",
       "      <td>1.109997e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>IDA only</td>\n",
       "      <td>1.084408e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>215</th>\n",
       "      <td>Sub-Saharan Africa</td>\n",
       "      <td>1.078307e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>Sub-Saharan Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>1.078307e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>213</th>\n",
       "      <td>Sub-Saharan Africa (excluding high income)</td>\n",
       "      <td>1.078210e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>133</th>\n",
       "      <td>Least developed countries: UN classification</td>\n",
       "      <td>1.009663e+09</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>189</th>\n",
       "      <td>Pre-demographic dividend</td>\n",
       "      <td>9.194854e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>63</th>\n",
       "      <td>Europe &amp; Central Asia</td>\n",
       "      <td>9.187936e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>Heavily indebted poor countries (HIPC)</td>\n",
       "      <td>7.802344e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>134</th>\n",
       "      <td>Low income</td>\n",
       "      <td>7.054173e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>132</th>\n",
       "      <td>Latin America &amp; Caribbean</td>\n",
       "      <td>6.413575e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>234</th>\n",
       "      <td>Latin America &amp; the Caribbean (IDA &amp; IBRD coun...</td>\n",
       "      <td>6.255697e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>Latin America &amp; Caribbean (excluding high income)</td>\n",
       "      <td>6.090139e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>103</th>\n",
       "      <td>IDA blend</td>\n",
       "      <td>5.558306e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>Fragile and conflict affected situations</td>\n",
       "      <td>5.152159e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>European Union</td>\n",
       "      <td>5.132134e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>229</th>\n",
       "      <td>Europe &amp; Central Asia (IDA &amp; IBRD countries)</td>\n",
       "      <td>4.598652e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>151</th>\n",
       "      <td>Middle East &amp; North Africa</td>\n",
       "      <td>4.489129e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>Arab World</td>\n",
       "      <td>4.197906e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>62</th>\n",
       "      <td>Europe &amp; Central Asia (excluding high income)</td>\n",
       "      <td>4.177973e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>159</th>\n",
       "      <td>Middle East &amp; North Africa (excluding high inc...</td>\n",
       "      <td>3.828967e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>Middle East &amp; North Africa (IDA &amp; IBRD countries)</td>\n",
       "      <td>3.783276e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>168</th>\n",
       "      <td>North America</td>\n",
       "      <td>3.642903e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>66</th>\n",
       "      <td>Euro area</td>\n",
       "      <td>3.417832e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>249</th>\n",
       "      <td>United States</td>\n",
       "      <td>3.271674e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>104</th>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2.676634e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>182</th>\n",
       "      <td>Pakistan</td>\n",
       "      <td>2.122150e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>Brazil</td>\n",
       "      <td>2.094693e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>172</th>\n",
       "      <td>Nigeria</td>\n",
       "      <td>1.958747e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>Bangladesh</td>\n",
       "      <td>1.613560e+08</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>200</th>\n",
       "      <td>Russian Federation</td>\n",
       "      <td>1.444780e+08</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                                               Country    population\n",
       "257                                              World  7.594270e+09\n",
       "101                                   IDA & IBRD total  6.412522e+09\n",
       "138                                Low & middle income  6.383958e+09\n",
       "154                                      Middle income  5.678541e+09\n",
       "100                                          IBRD only  4.772284e+09\n",
       "60                          Early-demographic dividend  3.249141e+09\n",
       "137                                Lower middle income  3.022905e+09\n",
       "247                                Upper middle income  2.655636e+09\n",
       "61                                 East Asia & Pacific  2.328221e+09\n",
       "140                          Late-demographic dividend  2.288666e+09\n",
       "59         East Asia & Pacific (excluding high income)  2.081652e+09\n",
       "228         East Asia & Pacific (IDA & IBRD countries)  2.056064e+09\n",
       "202                                         South Asia  1.814389e+09\n",
       "238                            South Asia (IDA & IBRD)  1.814389e+09\n",
       "102                                          IDA total  1.640238e+09\n",
       "38                                               China  1.392730e+09\n",
       "107                                              India  1.352617e+09\n",
       "179                                       OECD members  1.303529e+09\n",
       "93                                         High income  1.210312e+09\n",
       "196                          Post-demographic dividend  1.109997e+09\n",
       "105                                           IDA only  1.084408e+09\n",
       "215                                 Sub-Saharan Africa  1.078307e+09\n",
       "239          Sub-Saharan Africa (IDA & IBRD countries)  1.078307e+09\n",
       "213         Sub-Saharan Africa (excluding high income)  1.078210e+09\n",
       "133       Least developed countries: UN classification  1.009663e+09\n",
       "189                           Pre-demographic dividend  9.194854e+08\n",
       "63                               Europe & Central Asia  9.187936e+08\n",
       "96              Heavily indebted poor countries (HIPC)  7.802344e+08\n",
       "134                                         Low income  7.054173e+08\n",
       "132                          Latin America & Caribbean  6.413575e+08\n",
       "234  Latin America & the Caribbean (IDA & IBRD coun...  6.255697e+08\n",
       "126  Latin America & Caribbean (excluding high income)  6.090139e+08\n",
       "103                                          IDA blend  5.558306e+08\n",
       "72            Fragile and conflict affected situations  5.152159e+08\n",
       "71                                      European Union  5.132134e+08\n",
       "229       Europe & Central Asia (IDA & IBRD countries)  4.598652e+08\n",
       "151                         Middle East & North Africa  4.489129e+08\n",
       "5                                           Arab World  4.197906e+08\n",
       "62       Europe & Central Asia (excluding high income)  4.177973e+08\n",
       "159  Middle East & North Africa (excluding high inc...  3.828967e+08\n",
       "236  Middle East & North Africa (IDA & IBRD countries)  3.783276e+08\n",
       "168                                      North America  3.642903e+08\n",
       "66                                           Euro area  3.417832e+08\n",
       "249                                      United States  3.271674e+08\n",
       "104                                          Indonesia  2.676634e+08\n",
       "182                                           Pakistan  2.122150e+08\n",
       "27                                              Brazil  2.094693e+08\n",
       "172                                            Nigeria  1.958747e+08\n",
       "18                                          Bangladesh  1.613560e+08\n",
       "200                                 Russian Federation  1.444780e+08"
      ]
     },
     "execution_count": 187,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population.sort_values(by=['population'], ascending=False).head(50)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 188,
   "metadata": {
    "hide_input": false
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   "outputs": [
    {
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       "      <th>Europe_chg_pct</th>\n",
       "      <th>Europe_chg_pct_sm</th>\n",
       "      <th>Europe_chg</th>\n",
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       "      <th>Oceania_chg_pct</th>\n",
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       "      <th>4/10/20</th>\n",
       "      <td>12917</td>\n",
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       "      <td>7516</td>\n",
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       "      <td>41419.0</td>\n",
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       "      <td>40936.0</td>\n",
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       "      <td>0.019095</td>\n",
       "      <td>139.5</td>\n",
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       "    <tr>\n",
       "      <th>4/11/20</th>\n",
       "      <td>13631</td>\n",
       "      <td>609104</td>\n",
       "      <td>286456</td>\n",
       "      <td>853930</td>\n",
       "      <td>7633</td>\n",
       "      <td>760</td>\n",
       "      <td>4/11/20</td>\n",
       "      <td>0.039226</td>\n",
       "      <td>0.046154</td>\n",
       "      <td>32232.0</td>\n",
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       "      <td>11620.0</td>\n",
       "      <td>0.060667</td>\n",
       "      <td>0.070584</td>\n",
       "      <td>38812.0</td>\n",
       "      <td>0.055276</td>\n",
       "      <td>0.054733</td>\n",
       "      <td>689.0</td>\n",
       "      <td>0.015567</td>\n",
       "      <td>0.018104</td>\n",
       "      <td>134.5</td>\n",
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       "<p>2 rows × 23 columns</p>\n",
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      "text/plain": [
       "continents  Africa  America    Asia  Europe  Oceania  not found     date  \\\n",
       "4/10/20      12917   574265  274563  821698     7516        760  4/10/20   \n",
       "4/11/20      13631   609104  286456  853930     7633        760  4/11/20   \n",
       "\n",
       "continents  Europe_chg_pct  Europe_chg_pct_sm  Europe_chg  ...  Asia_chg  \\\n",
       "4/10/20           0.053082           0.049250     41419.0  ...   10831.5   \n",
       "4/11/20           0.039226           0.046154     32232.0  ...   11620.0   \n",
       "\n",
       "continents  America_chg_pct  America_chg_pct_sm  America_chg  Africa_chg_pct  \\\n",
       "4/10/20            0.080502            0.079942      40936.0        0.054191   \n",
       "4/11/20            0.060667            0.070584      38812.0        0.055276   \n",
       "\n",
       "continents  Africa_chg_pct_sm  Africa_chg  Oceania_chg_pct  \\\n",
       "4/10/20              0.062629       738.5         0.020641   \n",
       "4/11/20              0.054733       689.0         0.015567   \n",
       "\n",
       "continents  Oceania_chg_pct_sm  Oceania_chg  \n",
       "4/10/20               0.019095        139.5  \n",
       "4/11/20               0.018104        134.5  \n",
       "\n",
       "[2 rows x 23 columns]"
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     },
     "execution_count": 188,
     "metadata": {},
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       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>continents</th>\n",
       "      <th>Africa</th>\n",
       "      <th>America</th>\n",
       "      <th>Asia</th>\n",
       "      <th>Europe</th>\n",
       "      <th>Oceania</th>\n",
       "      <th>not found</th>\n",
       "      <th>date</th>\n",
       "      <th>Europe_chg_pct</th>\n",
       "      <th>Europe_chg_pct_sm</th>\n",
       "      <th>Europe_chg</th>\n",
       "      <th>...</th>\n",
       "      <th>Asia_chg</th>\n",
       "      <th>America_chg_pct</th>\n",
       "      <th>America_chg_pct_sm</th>\n",
       "      <th>America_chg</th>\n",
       "      <th>Africa_chg_pct</th>\n",
       "      <th>Africa_chg_pct_sm</th>\n",
       "      <th>Africa_chg</th>\n",
       "      <th>Oceania_chg_pct</th>\n",
       "      <th>Oceania_chg_pct_sm</th>\n",
       "      <th>Oceania_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4/10/20</th>\n",
       "      <td>693</td>\n",
       "      <td>21408</td>\n",
       "      <td>10221</td>\n",
       "      <td>70134</td>\n",
       "      <td>56</td>\n",
       "      <td>13</td>\n",
       "      <td>4/10/20</td>\n",
       "      <td>0.064992</td>\n",
       "      <td>0.069633</td>\n",
       "      <td>4280.0</td>\n",
       "      <td>...</td>\n",
       "      <td>347.0</td>\n",
       "      <td>0.125611</td>\n",
       "      <td>0.126432</td>\n",
       "      <td>2268.0</td>\n",
       "      <td>0.105263</td>\n",
       "      <td>0.098799</td>\n",
       "      <td>59.5</td>\n",
       "      <td>0.076923</td>\n",
       "      <td>0.048265</td>\n",
       "      <td>2.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4/11/20</th>\n",
       "      <td>742</td>\n",
       "      <td>23567</td>\n",
       "      <td>10588</td>\n",
       "      <td>73532</td>\n",
       "      <td>61</td>\n",
       "      <td>13</td>\n",
       "      <td>4/11/20</td>\n",
       "      <td>0.048450</td>\n",
       "      <td>0.056721</td>\n",
       "      <td>3398.0</td>\n",
       "      <td>...</td>\n",
       "      <td>349.0</td>\n",
       "      <td>0.100850</td>\n",
       "      <td>0.113231</td>\n",
       "      <td>2274.0</td>\n",
       "      <td>0.070707</td>\n",
       "      <td>0.087985</td>\n",
       "      <td>57.5</td>\n",
       "      <td>0.089286</td>\n",
       "      <td>0.083104</td>\n",
       "      <td>4.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "continents  Africa  America   Asia  Europe  Oceania  not found     date  \\\n",
       "4/10/20        693    21408  10221   70134       56         13  4/10/20   \n",
       "4/11/20        742    23567  10588   73532       61         13  4/11/20   \n",
       "\n",
       "continents  Europe_chg_pct  Europe_chg_pct_sm  Europe_chg  ...  Asia_chg  \\\n",
       "4/10/20           0.064992           0.069633      4280.0  ...     347.0   \n",
       "4/11/20           0.048450           0.056721      3398.0  ...     349.0   \n",
       "\n",
       "continents  America_chg_pct  America_chg_pct_sm  America_chg  Africa_chg_pct  \\\n",
       "4/10/20            0.125611            0.126432       2268.0        0.105263   \n",
       "4/11/20            0.100850            0.113231       2274.0        0.070707   \n",
       "\n",
       "continents  Africa_chg_pct_sm  Africa_chg  Oceania_chg_pct  \\\n",
       "4/10/20              0.098799        59.5         0.076923   \n",
       "4/11/20              0.087985        57.5         0.089286   \n",
       "\n",
       "continents  Oceania_chg_pct_sm  Oceania_chg  \n",
       "4/10/20               0.048265          2.5  \n",
       "4/11/20               0.083104          4.5  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th>continents</th>\n",
       "      <th>Africa</th>\n",
       "      <th>America</th>\n",
       "      <th>Asia</th>\n",
       "      <th>Europe</th>\n",
       "      <th>Oceania</th>\n",
       "      <th>not found</th>\n",
       "      <th>date</th>\n",
       "      <th>Europe_chg_pct</th>\n",
       "      <th>Europe_chg_pct_sm</th>\n",
       "      <th>Europe_chg</th>\n",
       "      <th>...</th>\n",
       "      <th>Asia_chg</th>\n",
       "      <th>America_chg_pct</th>\n",
       "      <th>America_chg_pct_sm</th>\n",
       "      <th>America_chg</th>\n",
       "      <th>Africa_chg_pct</th>\n",
       "      <th>Africa_chg_pct_sm</th>\n",
       "      <th>Africa_chg</th>\n",
       "      <th>Oceania_chg_pct</th>\n",
       "      <th>Oceania_chg_pct_sm</th>\n",
       "      <th>Oceania_chg</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>4/10/20</th>\n",
       "      <td>2139</td>\n",
       "      <td>40134</td>\n",
       "      <td>133977</td>\n",
       "      <td>197059</td>\n",
       "      <td>2166</td>\n",
       "      <td>621</td>\n",
       "      <td>4/10/20</td>\n",
       "      <td>0.062255</td>\n",
       "      <td>0.081504</td>\n",
       "      <td>11549.0</td>\n",
       "      <td>...</td>\n",
       "      <td>4599.0</td>\n",
       "      <td>0.130631</td>\n",
       "      <td>0.120581</td>\n",
       "      <td>4085.0</td>\n",
       "      <td>0.317118</td>\n",
       "      <td>0.236495</td>\n",
       "      <td>367.0</td>\n",
       "      <td>0.210732</td>\n",
       "      <td>0.262121</td>\n",
       "      <td>402.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4/11/20</th>\n",
       "      <td>2358</td>\n",
       "      <td>44014</td>\n",
       "      <td>142464</td>\n",
       "      <td>210425</td>\n",
       "      <td>2228</td>\n",
       "      <td>621</td>\n",
       "      <td>4/11/20</td>\n",
       "      <td>0.067827</td>\n",
       "      <td>0.065041</td>\n",
       "      <td>13366.0</td>\n",
       "      <td>...</td>\n",
       "      <td>6765.0</td>\n",
       "      <td>0.096676</td>\n",
       "      <td>0.113653</td>\n",
       "      <td>4258.5</td>\n",
       "      <td>0.102384</td>\n",
       "      <td>0.209751</td>\n",
       "      <td>367.0</td>\n",
       "      <td>0.028624</td>\n",
       "      <td>0.119678</td>\n",
       "      <td>219.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>2 rows × 23 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "continents  Africa  America    Asia  Europe  Oceania  not found     date  \\\n",
       "4/10/20       2139    40134  133977  197059     2166        621  4/10/20   \n",
       "4/11/20       2358    44014  142464  210425     2228        621  4/11/20   \n",
       "\n",
       "continents  Europe_chg_pct  Europe_chg_pct_sm  Europe_chg  ...  Asia_chg  \\\n",
       "4/10/20           0.062255           0.081504     11549.0  ...    4599.0   \n",
       "4/11/20           0.067827           0.065041     13366.0  ...    6765.0   \n",
       "\n",
       "continents  America_chg_pct  America_chg_pct_sm  America_chg  Africa_chg_pct  \\\n",
       "4/10/20            0.130631            0.120581       4085.0        0.317118   \n",
       "4/11/20            0.096676            0.113653       4258.5        0.102384   \n",
       "\n",
       "continents  Africa_chg_pct_sm  Africa_chg  Oceania_chg_pct  \\\n",
       "4/10/20              0.236495       367.0         0.210732   \n",
       "4/11/20              0.209751       367.0         0.028624   \n",
       "\n",
       "continents  Oceania_chg_pct_sm  Oceania_chg  \n",
       "4/10/20               0.262121        402.0  \n",
       "4/11/20               0.119678        219.5  \n",
       "\n",
       "[2 rows x 23 columns]"
      ]
     },
     "execution_count": 188,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_continents_trans = cases_continents.transpose()\n",
    "casulties_continents_trans = casulties_continents.transpose()\n",
    "recovered_continents_trans = recovered_continents.transpose()\n",
    "\n",
    "cases_continents_trans['date'] = cases_continents_trans.index\n",
    "casulties_continents_trans['date'] = casulties_continents_trans.index\n",
    "recovered_continents_trans['date'] = recovered_continents_trans.index\n",
    "# smooth\n",
    "#cases_continents_trans['Europe'] = cases_continents_trans['Europe'].rolling(window=2).mean()\n",
    "#casulties_continents_trans['Europe'] = casulties_continents_trans['Europe'].rolling(window=2).mean()\n",
    "#recovered_continents_trans['Europe'] = recovered_continents_trans['Europe'].rolling(window=2).mean()\n",
    "\n",
    "cases_continents_trans['Europe_chg_pct'] = cases_continents_trans['Europe'].pct_change()\n",
    "casulties_continents_trans['Europe_chg_pct'] = casulties_continents_trans['Europe'].pct_change()\n",
    "recovered_continents_trans['Europe_chg_pct'] = recovered_continents_trans['Europe'].pct_change()\n",
    "cases_continents_trans['Europe_chg_pct_sm'] = cases_continents_trans['Europe'].pct_change().rolling(window=2).mean()\n",
    "casulties_continents_trans['Europe_chg_pct_sm'] = casulties_continents_trans['Europe'].pct_change().rolling(window=2).mean()\n",
    "recovered_continents_trans['Europe_chg_pct_sm'] = recovered_continents_trans['Europe'].pct_change().rolling(window=2).mean()\n",
    "\n",
    "\n",
    "cases_continents_trans['Europe_chg'] = cases_continents_trans['Europe'].diff()\n",
    "casulties_continents_trans['Europe_chg'] = casulties_continents_trans['Europe'].diff()\n",
    "recovered_continents_trans['Europe_chg'] = recovered_continents_trans['Europe'].diff()\n",
    "cases_continents_trans['Europe_chg_sm'] = cases_continents_trans['Europe'].diff().rolling(window=2).mean()\n",
    "casulties_continents_trans['Europe_chg_sm'] = casulties_continents_trans['Europe'].diff().rolling(window=2).mean()\n",
    "recovered_continents_trans['Europe_chg_sm'] = recovered_continents_trans['Europe'].diff().rolling(window=2).mean()\n",
    "# smooth\n",
    "#cases_continents_trans['Asia'] = cases_continents_trans['Asia'].rolling(window=2).mean()\n",
    "#casulties_continents_trans['Asia'] = casulties_continents_trans['Asia'].rolling(window=2).mean() \n",
    "#recovered_continents_trans['Asia'] = recovered_continents_trans['Asia'].rolling(window=2).mean() \n",
    "\n",
    "cases_continents_trans['Asia_chg_pct'] = cases_continents_trans['Asia'].pct_change()\n",
    "casulties_continents_trans['Asia_chg_pct'] = casulties_continents_trans['Asia'].pct_change()\n",
    "recovered_continents_trans['Asia_chg_pct'] = recovered_continents_trans['Asia'].pct_change()\n",
    "cases_continents_trans['Asia_chg_pct_sm'] = cases_continents_trans['Asia'].pct_change().rolling(window=2).mean()\n",
    "casulties_continents_trans['Asia_chg_pct_sm'] = casulties_continents_trans['Asia'].pct_change().rolling(window=2).mean()\n",
    "recovered_continents_trans['Asia_chg_pct_sm'] = recovered_continents_trans['Asia'].pct_change().rolling(window=2).mean()\n",
    "\n",
    "\n",
    "cases_continents_trans['Asia_chg'] = cases_continents_trans['Asia'].diff().rolling(window=2).mean()\n",
    "casulties_continents_trans['Asia_chg'] = casulties_continents_trans['Asia'].diff().rolling(window=2).mean()\n",
    "recovered_continents_trans['Asia_chg'] = recovered_continents_trans['Asia'].diff().rolling(window=2).mean()\n",
    "# smooth\n",
    "#cases_continents_trans['America'] = cases_continents_trans['America'].rolling(window=2).mean()\n",
    "#casulties_continents_trans['America'] = casulties_continents_trans['America'].rolling(window=2).mean()\n",
    "#recovered_continents_trans['America'] = recovered_continents_trans['America'].rolling(window=2).mean()\n",
    "\n",
    "cases_continents_trans['America_chg_pct'] = cases_continents_trans['America'].pct_change()\n",
    "casulties_continents_trans['America_chg_pct'] = casulties_continents_trans['America'].pct_change()\n",
    "recovered_continents_trans['America_chg_pct'] = recovered_continents_trans['America'].pct_change()\n",
    "cases_continents_trans['America_chg_pct_sm'] = cases_continents_trans['America'].pct_change().rolling(window=2).mean()\n",
    "casulties_continents_trans['America_chg_pct_sm'] = casulties_continents_trans['America'].pct_change().rolling(window=2).mean()\n",
    "recovered_continents_trans['America_chg_pct_sm'] = recovered_continents_trans['America'].pct_change().rolling(window=2).mean()\n",
    "\n",
    "cases_continents_trans['America_chg'] = cases_continents_trans['America'].diff().rolling(window=2).mean()\n",
    "casulties_continents_trans['America_chg'] = casulties_continents_trans['America'].diff().rolling(window=2).mean()\n",
    "recovered_continents_trans['America_chg'] = recovered_continents_trans['America'].diff().rolling(window=2).mean()\n",
    "# AFRICA\n",
    "#cases_continents_trans['Africa'] = cases_continents_trans['Africa'].rolling(window=2).mean()\n",
    "#casulties_continents_trans['Africa'] = casulties_continents_trans['Africa'].rolling(window=2).mean()\n",
    "#recovered_continents_trans['Africa'] = recovered_continents_trans['Africa'].rolling(window=2).mean()\n",
    "\n",
    "cases_continents_trans['Africa_chg_pct'] = cases_continents_trans['Africa'].pct_change()\n",
    "casulties_continents_trans['Africa_chg_pct'] = casulties_continents_trans['Africa'].pct_change()\n",
    "recovered_continents_trans['Africa_chg_pct'] = recovered_continents_trans['Africa'].pct_change()\n",
    "cases_continents_trans['Africa_chg_pct_sm'] = cases_continents_trans['Africa'].pct_change().rolling(window=2).mean()\n",
    "casulties_continents_trans['Africa_chg_pct_sm'] = casulties_continents_trans['Africa'].pct_change().rolling(window=2).mean()\n",
    "recovered_continents_trans['Africa_chg_pct_sm'] = recovered_continents_trans['Africa'].pct_change().rolling(window=2).mean()\n",
    "\n",
    "\n",
    "cases_continents_trans['Africa_chg'] = cases_continents_trans['Africa'].diff().rolling(window=2).mean()\n",
    "casulties_continents_trans['Africa_chg'] = casulties_continents_trans['Africa'].diff().rolling(window=2).mean()\n",
    "recovered_continents_trans['Africa_chg'] = recovered_continents_trans['Africa'].diff().rolling(window=2).mean()\n",
    "# OCEANIA\n",
    "#cases_continents_trans['Oceania'] = cases_continents_trans['Oceania'].rolling(window=2).mean()\n",
    "#casulties_continents_trans['Oceania'] = casulties_continents_trans['Oceania'].rolling(window=2).mean()\n",
    "#recovered_continents_trans['Oceania'] = recovered_continents_trans['Oceania'].rolling(window=2).mean()\n",
    "                                               \n",
    "cases_continents_trans['Oceania_chg_pct'] = cases_continents_trans['Oceania'].pct_change()\n",
    "casulties_continents_trans['Oceania_chg_pct'] = casulties_continents_trans['Oceania'].pct_change()\n",
    "recovered_continents_trans['Oceania_chg_pct'] = recovered_continents_trans['Oceania'].pct_change()\n",
    "cases_continents_trans['Oceania_chg_pct_sm'] = cases_continents_trans['Oceania'].pct_change().rolling(window=2).mean()\n",
    "casulties_continents_trans['Oceania_chg_pct_sm'] = casulties_continents_trans['Oceania'].pct_change().rolling(window=2).mean()\n",
    "recovered_continents_trans['Oceania_chg_pct_sm'] = recovered_continents_trans['Oceania'].pct_change().rolling(window=2).mean()\n",
    "\n",
    "\n",
    "\n",
    "cases_continents_trans['Oceania_chg'] = cases_continents_trans['Oceania'].diff().rolling(window=2).mean()\n",
    "casulties_continents_trans['Oceania_chg'] = casulties_continents_trans['Oceania'].diff().rolling(window=2).mean()\n",
    "recovered_continents_trans['Oceania_chg'] = recovered_continents_trans['Oceania'].diff().rolling(window=2).mean()\n",
    "\n",
    "cases_continents_trans.tail(2)\n",
    "casulties_continents_trans.tail(2)\n",
    "recovered_continents_trans.tail(2)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 189,
   "metadata": {
    "hide_input": false
   },
   "outputs": [],
   "source": [
    "# last days analysis\n",
    "last_d = 60"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 190,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Europe', data=cases_continents_trans.tail(last_d), color='blue')\n",
    "plt.title('Cases in Europe')\n",
    "plt.ylabel('number of cases')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 191,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Europe_chg_sm', data=cases_continents_trans.tail(last_d), color='blue')\n",
    "#plt.plot( 'date', 'Europe_chg_sm', data=cases_continents_trans.tail(last_d), color='yellow',linewidth=5)\n",
    "#plt.bar( 'date', 'America_chg', data=cases_continents_trans.tail(last_d), color='red')\n",
    "plt.title('Cases daily change Europe')\n",
    "plt.ylabel('number of cases')\n",
    "plt.xlabel('date')\n",
    "#plt.legend()\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 192,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cases_trunc = cases_continents_trans.tail(30)\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot( 'date', 'America_chg_pct_sm', data=cases_trunc, marker='', color='black', linewidth=2,label='America')\n",
    "plt.plot( 'date', 'Europe_chg_pct_sm', data=cases_trunc, marker='', color='blue', linewidth=2,label='Europe')\n",
    "plt.plot( 'date', 'Asia_chg_pct_sm', data=cases_trunc, marker='', color='red', linewidth=2,label='Asia')\n",
    "plt.plot( 'date', 'Africa_chg_pct_sm', data=cases_trunc, marker='', color='grey', linewidth=2,label='Africa')\n",
    "plt.plot( 'date', 'Oceania_chg_pct_sm', data=cases_trunc, marker='', color='orange', linewidth=2,label='Oceania')\n",
    "plt.title('Cases : Percentage daily increase ( 1=100%)')\n",
    "plt.ylabel('percentage increase')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=45);\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 193,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>3/23/20</th>\n",
       "      <th>3/24/20</th>\n",
       "      <th>3/25/20</th>\n",
       "      <th>3/26/20</th>\n",
       "      <th>3/27/20</th>\n",
       "      <th>3/28/20</th>\n",
       "      <th>3/29/20</th>\n",
       "      <th>3/30/20</th>\n",
       "      <th>3/31/20</th>\n",
       "      <th>4/1/20</th>\n",
       "      <th>4/2/20</th>\n",
       "      <th>4/3/20</th>\n",
       "      <th>4/4/20</th>\n",
       "      <th>4/5/20</th>\n",
       "      <th>4/6/20</th>\n",
       "      <th>4/7/20</th>\n",
       "      <th>4/8/20</th>\n",
       "      <th>4/9/20</th>\n",
       "      <th>4/10/20</th>\n",
       "      <th>4/11/20</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>continents</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>Africa</th>\n",
       "      <td>1818</td>\n",
       "      <td>2250</td>\n",
       "      <td>2773</td>\n",
       "      <td>3326</td>\n",
       "      <td>3885</td>\n",
       "      <td>4225</td>\n",
       "      <td>4786</td>\n",
       "      <td>5196</td>\n",
       "      <td>5781</td>\n",
       "      <td>6380</td>\n",
       "      <td>7032</td>\n",
       "      <td>7913</td>\n",
       "      <td>8592</td>\n",
       "      <td>9302</td>\n",
       "      <td>10003</td>\n",
       "      <td>10636</td>\n",
       "      <td>11440</td>\n",
       "      <td>12253</td>\n",
       "      <td>12917</td>\n",
       "      <td>13631</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>America</th>\n",
       "      <td>52135</td>\n",
       "      <td>63698</td>\n",
       "      <td>77296</td>\n",
       "      <td>97630</td>\n",
       "      <td>117650</td>\n",
       "      <td>140148</td>\n",
       "      <td>161817</td>\n",
       "      <td>185211</td>\n",
       "      <td>215435</td>\n",
       "      <td>244434</td>\n",
       "      <td>279367</td>\n",
       "      <td>314852</td>\n",
       "      <td>351502</td>\n",
       "      <td>385066</td>\n",
       "      <td>418099</td>\n",
       "      <td>452479</td>\n",
       "      <td>492393</td>\n",
       "      <td>531480</td>\n",
       "      <td>574265</td>\n",
       "      <td>609104</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia</th>\n",
       "      <td>126314</td>\n",
       "      <td>130036</td>\n",
       "      <td>135417</td>\n",
       "      <td>140907</td>\n",
       "      <td>147965</td>\n",
       "      <td>155317</td>\n",
       "      <td>162663</td>\n",
       "      <td>169664</td>\n",
       "      <td>178453</td>\n",
       "      <td>186998</td>\n",
       "      <td>196285</td>\n",
       "      <td>204931</td>\n",
       "      <td>213876</td>\n",
       "      <td>223200</td>\n",
       "      <td>233846</td>\n",
       "      <td>243327</td>\n",
       "      <td>252900</td>\n",
       "      <td>263216</td>\n",
       "      <td>274563</td>\n",
       "      <td>286456</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe</th>\n",
       "      <td>195464</td>\n",
       "      <td>219141</td>\n",
       "      <td>248874</td>\n",
       "      <td>283911</td>\n",
       "      <td>319556</td>\n",
       "      <td>356186</td>\n",
       "      <td>385644</td>\n",
       "      <td>416631</td>\n",
       "      <td>451870</td>\n",
       "      <td>488474</td>\n",
       "      <td>524116</td>\n",
       "      <td>561269</td>\n",
       "      <td>616174</td>\n",
       "      <td>647056</td>\n",
       "      <td>675482</td>\n",
       "      <td>711828</td>\n",
       "      <td>746380</td>\n",
       "      <td>780279</td>\n",
       "      <td>821698</td>\n",
       "      <td>853930</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania</th>\n",
       "      <td>1788</td>\n",
       "      <td>2204</td>\n",
       "      <td>2575</td>\n",
       "      <td>3099</td>\n",
       "      <td>3517</td>\n",
       "      <td>4097</td>\n",
       "      <td>4504</td>\n",
       "      <td>4956</td>\n",
       "      <td>5212</td>\n",
       "      <td>5576</td>\n",
       "      <td>5921</td>\n",
       "      <td>6206</td>\n",
       "      <td>6513</td>\n",
       "      <td>6739</td>\n",
       "      <td>6919</td>\n",
       "      <td>7072</td>\n",
       "      <td>7237</td>\n",
       "      <td>7364</td>\n",
       "      <td>7516</td>\n",
       "      <td>7633</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>not found</th>\n",
       "      <td>716</td>\n",
       "      <td>716</td>\n",
       "      <td>718</td>\n",
       "      <td>718</td>\n",
       "      <td>718</td>\n",
       "      <td>720</td>\n",
       "      <td>726</td>\n",
       "      <td>731</td>\n",
       "      <td>736</td>\n",
       "      <td>743</td>\n",
       "      <td>745</td>\n",
       "      <td>746</td>\n",
       "      <td>751</td>\n",
       "      <td>752</td>\n",
       "      <td>752</td>\n",
       "      <td>754</td>\n",
       "      <td>754</td>\n",
       "      <td>758</td>\n",
       "      <td>760</td>\n",
       "      <td>760</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>date</th>\n",
       "      <td>3/23/20</td>\n",
       "      <td>3/24/20</td>\n",
       "      <td>3/25/20</td>\n",
       "      <td>3/26/20</td>\n",
       "      <td>3/27/20</td>\n",
       "      <td>3/28/20</td>\n",
       "      <td>3/29/20</td>\n",
       "      <td>3/30/20</td>\n",
       "      <td>3/31/20</td>\n",
       "      <td>4/1/20</td>\n",
       "      <td>4/2/20</td>\n",
       "      <td>4/3/20</td>\n",
       "      <td>4/4/20</td>\n",
       "      <td>4/5/20</td>\n",
       "      <td>4/6/20</td>\n",
       "      <td>4/7/20</td>\n",
       "      <td>4/8/20</td>\n",
       "      <td>4/9/20</td>\n",
       "      <td>4/10/20</td>\n",
       "      <td>4/11/20</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe_chg_pct</th>\n",
       "      <td>0.149896</td>\n",
       "      <td>0.121132</td>\n",
       "      <td>0.13568</td>\n",
       "      <td>0.140782</td>\n",
       "      <td>0.12555</td>\n",
       "      <td>0.114628</td>\n",
       "      <td>0.082704</td>\n",
       "      <td>0.0803513</td>\n",
       "      <td>0.0845808</td>\n",
       "      <td>0.0810056</td>\n",
       "      <td>0.072966</td>\n",
       "      <td>0.070887</td>\n",
       "      <td>0.097823</td>\n",
       "      <td>0.050119</td>\n",
       "      <td>0.0439313</td>\n",
       "      <td>0.0538075</td>\n",
       "      <td>0.0485398</td>\n",
       "      <td>0.0454179</td>\n",
       "      <td>0.0530823</td>\n",
       "      <td>0.0392261</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe_chg_pct_sm</th>\n",
       "      <td>0.13838</td>\n",
       "      <td>0.135514</td>\n",
       "      <td>0.128406</td>\n",
       "      <td>0.138231</td>\n",
       "      <td>0.133166</td>\n",
       "      <td>0.120089</td>\n",
       "      <td>0.0986659</td>\n",
       "      <td>0.0815276</td>\n",
       "      <td>0.0824661</td>\n",
       "      <td>0.0827932</td>\n",
       "      <td>0.0769858</td>\n",
       "      <td>0.0719265</td>\n",
       "      <td>0.084355</td>\n",
       "      <td>0.073971</td>\n",
       "      <td>0.0470251</td>\n",
       "      <td>0.0488694</td>\n",
       "      <td>0.0511737</td>\n",
       "      <td>0.0469788</td>\n",
       "      <td>0.0492501</td>\n",
       "      <td>0.0461542</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe_chg</th>\n",
       "      <td>25480</td>\n",
       "      <td>23677</td>\n",
       "      <td>29733</td>\n",
       "      <td>35037</td>\n",
       "      <td>35645</td>\n",
       "      <td>36630</td>\n",
       "      <td>29458</td>\n",
       "      <td>30987</td>\n",
       "      <td>35239</td>\n",
       "      <td>36604</td>\n",
       "      <td>35642</td>\n",
       "      <td>37153</td>\n",
       "      <td>54905</td>\n",
       "      <td>30882</td>\n",
       "      <td>28426</td>\n",
       "      <td>36346</td>\n",
       "      <td>34552</td>\n",
       "      <td>33899</td>\n",
       "      <td>41419</td>\n",
       "      <td>32232</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Europe_chg_sm</th>\n",
       "      <td>22308.5</td>\n",
       "      <td>24578.5</td>\n",
       "      <td>26705</td>\n",
       "      <td>32385</td>\n",
       "      <td>35341</td>\n",
       "      <td>36137.5</td>\n",
       "      <td>33044</td>\n",
       "      <td>30222.5</td>\n",
       "      <td>33113</td>\n",
       "      <td>35921.5</td>\n",
       "      <td>36123</td>\n",
       "      <td>36397.5</td>\n",
       "      <td>46029</td>\n",
       "      <td>42893.5</td>\n",
       "      <td>29654</td>\n",
       "      <td>32386</td>\n",
       "      <td>35449</td>\n",
       "      <td>34225.5</td>\n",
       "      <td>37659</td>\n",
       "      <td>36825.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia_chg_pct</th>\n",
       "      <td>0.0251428</td>\n",
       "      <td>0.0294663</td>\n",
       "      <td>0.0413808</td>\n",
       "      <td>0.0405414</td>\n",
       "      <td>0.0500898</td>\n",
       "      <td>0.0496874</td>\n",
       "      <td>0.0472968</td>\n",
       "      <td>0.0430399</td>\n",
       "      <td>0.0518024</td>\n",
       "      <td>0.0478838</td>\n",
       "      <td>0.0496636</td>\n",
       "      <td>0.0440482</td>\n",
       "      <td>0.0436488</td>\n",
       "      <td>0.0435954</td>\n",
       "      <td>0.0476971</td>\n",
       "      <td>0.0405438</td>\n",
       "      <td>0.0393421</td>\n",
       "      <td>0.0407908</td>\n",
       "      <td>0.0431091</td>\n",
       "      <td>0.0433161</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia_chg_pct_sm</th>\n",
       "      <td>0.0258431</td>\n",
       "      <td>0.0273045</td>\n",
       "      <td>0.0354235</td>\n",
       "      <td>0.0409611</td>\n",
       "      <td>0.0453156</td>\n",
       "      <td>0.0498886</td>\n",
       "      <td>0.0484921</td>\n",
       "      <td>0.0451684</td>\n",
       "      <td>0.0474211</td>\n",
       "      <td>0.0498431</td>\n",
       "      <td>0.0487737</td>\n",
       "      <td>0.0468559</td>\n",
       "      <td>0.0438485</td>\n",
       "      <td>0.0436221</td>\n",
       "      <td>0.0456462</td>\n",
       "      <td>0.0441205</td>\n",
       "      <td>0.0399429</td>\n",
       "      <td>0.0400665</td>\n",
       "      <td>0.04195</td>\n",
       "      <td>0.0432126</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Asia_chg</th>\n",
       "      <td>3142</td>\n",
       "      <td>3410</td>\n",
       "      <td>4551.5</td>\n",
       "      <td>5435.5</td>\n",
       "      <td>6274</td>\n",
       "      <td>7205</td>\n",
       "      <td>7349</td>\n",
       "      <td>7173.5</td>\n",
       "      <td>7895</td>\n",
       "      <td>8667</td>\n",
       "      <td>8916</td>\n",
       "      <td>8966.5</td>\n",
       "      <td>8795.5</td>\n",
       "      <td>9134.5</td>\n",
       "      <td>9985</td>\n",
       "      <td>10063.5</td>\n",
       "      <td>9527</td>\n",
       "      <td>9944.5</td>\n",
       "      <td>10831.5</td>\n",
       "      <td>11620</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>America_chg_pct</th>\n",
       "      <td>0.305104</td>\n",
       "      <td>0.22179</td>\n",
       "      <td>0.213476</td>\n",
       "      <td>0.263067</td>\n",
       "      <td>0.20506</td>\n",
       "      <td>0.191228</td>\n",
       "      <td>0.154615</td>\n",
       "      <td>0.144571</td>\n",
       "      <td>0.163187</td>\n",
       "      <td>0.134607</td>\n",
       "      <td>0.142914</td>\n",
       "      <td>0.127019</td>\n",
       "      <td>0.116404</td>\n",
       "      <td>0.0954874</td>\n",
       "      <td>0.0857853</td>\n",
       "      <td>0.0822293</td>\n",
       "      <td>0.0882118</td>\n",
       "      <td>0.0793817</td>\n",
       "      <td>0.0805016</td>\n",
       "      <td>0.0606671</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>America_chg_pct_sm</th>\n",
       "      <td>0.304897</td>\n",
       "      <td>0.263447</td>\n",
       "      <td>0.217633</td>\n",
       "      <td>0.238271</td>\n",
       "      <td>0.234063</td>\n",
       "      <td>0.198144</td>\n",
       "      <td>0.172922</td>\n",
       "      <td>0.149593</td>\n",
       "      <td>0.153879</td>\n",
       "      <td>0.148897</td>\n",
       "      <td>0.13876</td>\n",
       "      <td>0.134967</td>\n",
       "      <td>0.121712</td>\n",
       "      <td>0.105946</td>\n",
       "      <td>0.0906363</td>\n",
       "      <td>0.0840073</td>\n",
       "      <td>0.0852206</td>\n",
       "      <td>0.0837968</td>\n",
       "      <td>0.0799417</td>\n",
       "      <td>0.0705844</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>America_chg</th>\n",
       "      <td>10758.5</td>\n",
       "      <td>11875.5</td>\n",
       "      <td>12580.5</td>\n",
       "      <td>16966</td>\n",
       "      <td>20177</td>\n",
       "      <td>21259</td>\n",
       "      <td>22083.5</td>\n",
       "      <td>22531.5</td>\n",
       "      <td>26809</td>\n",
       "      <td>29611.5</td>\n",
       "      <td>31966</td>\n",
       "      <td>35209</td>\n",
       "      <td>36067.5</td>\n",
       "      <td>35107</td>\n",
       "      <td>33298.5</td>\n",
       "      <td>33706.5</td>\n",
       "      <td>37147</td>\n",
       "      <td>39500.5</td>\n",
       "      <td>40936</td>\n",
       "      <td>38812</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Africa_chg_pct</th>\n",
       "      <td>0.265136</td>\n",
       "      <td>0.237624</td>\n",
       "      <td>0.232444</td>\n",
       "      <td>0.199423</td>\n",
       "      <td>0.16807</td>\n",
       "      <td>0.0875161</td>\n",
       "      <td>0.132781</td>\n",
       "      <td>0.0856665</td>\n",
       "      <td>0.112587</td>\n",
       "      <td>0.103615</td>\n",
       "      <td>0.102194</td>\n",
       "      <td>0.125284</td>\n",
       "      <td>0.0858082</td>\n",
       "      <td>0.082635</td>\n",
       "      <td>0.0753601</td>\n",
       "      <td>0.063281</td>\n",
       "      <td>0.0755923</td>\n",
       "      <td>0.0710664</td>\n",
       "      <td>0.0541908</td>\n",
       "      <td>0.055276</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Africa_chg_pct_sm</th>\n",
       "      <td>0.245622</td>\n",
       "      <td>0.25138</td>\n",
       "      <td>0.235034</td>\n",
       "      <td>0.215934</td>\n",
       "      <td>0.183746</td>\n",
       "      <td>0.127793</td>\n",
       "      <td>0.110149</td>\n",
       "      <td>0.109224</td>\n",
       "      <td>0.0991266</td>\n",
       "      <td>0.108101</td>\n",
       "      <td>0.102905</td>\n",
       "      <td>0.113739</td>\n",
       "      <td>0.105546</td>\n",
       "      <td>0.0842216</td>\n",
       "      <td>0.0789976</td>\n",
       "      <td>0.0693206</td>\n",
       "      <td>0.0694367</td>\n",
       "      <td>0.0733294</td>\n",
       "      <td>0.0626286</td>\n",
       "      <td>0.0547334</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Africa_chg</th>\n",
       "      <td>323</td>\n",
       "      <td>406.5</td>\n",
       "      <td>477.5</td>\n",
       "      <td>538</td>\n",
       "      <td>556</td>\n",
       "      <td>449.5</td>\n",
       "      <td>450.5</td>\n",
       "      <td>485.5</td>\n",
       "      <td>497.5</td>\n",
       "      <td>592</td>\n",
       "      <td>625.5</td>\n",
       "      <td>766.5</td>\n",
       "      <td>780</td>\n",
       "      <td>694.5</td>\n",
       "      <td>705.5</td>\n",
       "      <td>667</td>\n",
       "      <td>718.5</td>\n",
       "      <td>808.5</td>\n",
       "      <td>738.5</td>\n",
       "      <td>689</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania_chg_pct</th>\n",
       "      <td>0.0810157</td>\n",
       "      <td>0.232662</td>\n",
       "      <td>0.16833</td>\n",
       "      <td>0.203495</td>\n",
       "      <td>0.134882</td>\n",
       "      <td>0.164913</td>\n",
       "      <td>0.099341</td>\n",
       "      <td>0.100355</td>\n",
       "      <td>0.0516546</td>\n",
       "      <td>0.0698388</td>\n",
       "      <td>0.0618723</td>\n",
       "      <td>0.0481338</td>\n",
       "      <td>0.0494683</td>\n",
       "      <td>0.0346998</td>\n",
       "      <td>0.0267102</td>\n",
       "      <td>0.022113</td>\n",
       "      <td>0.0233314</td>\n",
       "      <td>0.0175487</td>\n",
       "      <td>0.020641</td>\n",
       "      <td>0.0155668</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania_chg_pct_sm</th>\n",
       "      <td>0.275619</td>\n",
       "      <td>0.156839</td>\n",
       "      <td>0.200496</td>\n",
       "      <td>0.185913</td>\n",
       "      <td>0.169189</td>\n",
       "      <td>0.149898</td>\n",
       "      <td>0.132127</td>\n",
       "      <td>0.0998481</td>\n",
       "      <td>0.0760049</td>\n",
       "      <td>0.0607467</td>\n",
       "      <td>0.0658556</td>\n",
       "      <td>0.055003</td>\n",
       "      <td>0.048801</td>\n",
       "      <td>0.042084</td>\n",
       "      <td>0.030705</td>\n",
       "      <td>0.0244116</td>\n",
       "      <td>0.0227222</td>\n",
       "      <td>0.0204401</td>\n",
       "      <td>0.0190948</td>\n",
       "      <td>0.0181039</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Oceania_chg</th>\n",
       "      <td>331.5</td>\n",
       "      <td>275</td>\n",
       "      <td>393.5</td>\n",
       "      <td>447.5</td>\n",
       "      <td>471</td>\n",
       "      <td>499</td>\n",
       "      <td>493.5</td>\n",
       "      <td>429.5</td>\n",
       "      <td>354</td>\n",
       "      <td>310</td>\n",
       "      <td>354.5</td>\n",
       "      <td>315</td>\n",
       "      <td>296</td>\n",
       "      <td>266.5</td>\n",
       "      <td>203</td>\n",
       "      <td>166.5</td>\n",
       "      <td>159</td>\n",
       "      <td>146</td>\n",
       "      <td>139.5</td>\n",
       "      <td>134.5</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                      3/23/20    3/24/20    3/25/20    3/26/20    3/27/20  \\\n",
       "continents                                                                  \n",
       "Africa                   1818       2250       2773       3326       3885   \n",
       "America                 52135      63698      77296      97630     117650   \n",
       "Asia                   126314     130036     135417     140907     147965   \n",
       "Europe                 195464     219141     248874     283911     319556   \n",
       "Oceania                  1788       2204       2575       3099       3517   \n",
       "not found                 716        716        718        718        718   \n",
       "date                  3/23/20    3/24/20    3/25/20    3/26/20    3/27/20   \n",
       "Europe_chg_pct       0.149896   0.121132    0.13568   0.140782    0.12555   \n",
       "Europe_chg_pct_sm     0.13838   0.135514   0.128406   0.138231   0.133166   \n",
       "Europe_chg              25480      23677      29733      35037      35645   \n",
       "Europe_chg_sm         22308.5    24578.5      26705      32385      35341   \n",
       "Asia_chg_pct        0.0251428  0.0294663  0.0413808  0.0405414  0.0500898   \n",
       "Asia_chg_pct_sm     0.0258431  0.0273045  0.0354235  0.0409611  0.0453156   \n",
       "Asia_chg                 3142       3410     4551.5     5435.5       6274   \n",
       "America_chg_pct      0.305104    0.22179   0.213476   0.263067    0.20506   \n",
       "America_chg_pct_sm   0.304897   0.263447   0.217633   0.238271   0.234063   \n",
       "America_chg           10758.5    11875.5    12580.5      16966      20177   \n",
       "Africa_chg_pct       0.265136   0.237624   0.232444   0.199423    0.16807   \n",
       "Africa_chg_pct_sm    0.245622    0.25138   0.235034   0.215934   0.183746   \n",
       "Africa_chg                323      406.5      477.5        538        556   \n",
       "Oceania_chg_pct     0.0810157   0.232662    0.16833   0.203495   0.134882   \n",
       "Oceania_chg_pct_sm   0.275619   0.156839   0.200496   0.185913   0.169189   \n",
       "Oceania_chg             331.5        275      393.5      447.5        471   \n",
       "\n",
       "                      3/28/20    3/29/20    3/30/20    3/31/20     4/1/20  \\\n",
       "continents                                                                  \n",
       "Africa                   4225       4786       5196       5781       6380   \n",
       "America                140148     161817     185211     215435     244434   \n",
       "Asia                   155317     162663     169664     178453     186998   \n",
       "Europe                 356186     385644     416631     451870     488474   \n",
       "Oceania                  4097       4504       4956       5212       5576   \n",
       "not found                 720        726        731        736        743   \n",
       "date                  3/28/20    3/29/20    3/30/20    3/31/20     4/1/20   \n",
       "Europe_chg_pct       0.114628   0.082704  0.0803513  0.0845808  0.0810056   \n",
       "Europe_chg_pct_sm    0.120089  0.0986659  0.0815276  0.0824661  0.0827932   \n",
       "Europe_chg              36630      29458      30987      35239      36604   \n",
       "Europe_chg_sm         36137.5      33044    30222.5      33113    35921.5   \n",
       "Asia_chg_pct        0.0496874  0.0472968  0.0430399  0.0518024  0.0478838   \n",
       "Asia_chg_pct_sm     0.0498886  0.0484921  0.0451684  0.0474211  0.0498431   \n",
       "Asia_chg                 7205       7349     7173.5       7895       8667   \n",
       "America_chg_pct      0.191228   0.154615   0.144571   0.163187   0.134607   \n",
       "America_chg_pct_sm   0.198144   0.172922   0.149593   0.153879   0.148897   \n",
       "America_chg             21259    22083.5    22531.5      26809    29611.5   \n",
       "Africa_chg_pct      0.0875161   0.132781  0.0856665   0.112587   0.103615   \n",
       "Africa_chg_pct_sm    0.127793   0.110149   0.109224  0.0991266   0.108101   \n",
       "Africa_chg              449.5      450.5      485.5      497.5        592   \n",
       "Oceania_chg_pct      0.164913   0.099341   0.100355  0.0516546  0.0698388   \n",
       "Oceania_chg_pct_sm   0.149898   0.132127  0.0998481  0.0760049  0.0607467   \n",
       "Oceania_chg               499      493.5      429.5        354        310   \n",
       "\n",
       "                       4/2/20     4/3/20     4/4/20     4/5/20     4/6/20  \\\n",
       "continents                                                                  \n",
       "Africa                   7032       7913       8592       9302      10003   \n",
       "America                279367     314852     351502     385066     418099   \n",
       "Asia                   196285     204931     213876     223200     233846   \n",
       "Europe                 524116     561269     616174     647056     675482   \n",
       "Oceania                  5921       6206       6513       6739       6919   \n",
       "not found                 745        746        751        752        752   \n",
       "date                   4/2/20     4/3/20     4/4/20     4/5/20     4/6/20   \n",
       "Europe_chg_pct       0.072966   0.070887   0.097823   0.050119  0.0439313   \n",
       "Europe_chg_pct_sm   0.0769858  0.0719265   0.084355   0.073971  0.0470251   \n",
       "Europe_chg              35642      37153      54905      30882      28426   \n",
       "Europe_chg_sm           36123    36397.5      46029    42893.5      29654   \n",
       "Asia_chg_pct        0.0496636  0.0440482  0.0436488  0.0435954  0.0476971   \n",
       "Asia_chg_pct_sm     0.0487737  0.0468559  0.0438485  0.0436221  0.0456462   \n",
       "Asia_chg                 8916     8966.5     8795.5     9134.5       9985   \n",
       "America_chg_pct      0.142914   0.127019   0.116404  0.0954874  0.0857853   \n",
       "America_chg_pct_sm    0.13876   0.134967   0.121712   0.105946  0.0906363   \n",
       "America_chg             31966      35209    36067.5      35107    33298.5   \n",
       "Africa_chg_pct       0.102194   0.125284  0.0858082   0.082635  0.0753601   \n",
       "Africa_chg_pct_sm    0.102905   0.113739   0.105546  0.0842216  0.0789976   \n",
       "Africa_chg              625.5      766.5        780      694.5      705.5   \n",
       "Oceania_chg_pct     0.0618723  0.0481338  0.0494683  0.0346998  0.0267102   \n",
       "Oceania_chg_pct_sm  0.0658556   0.055003   0.048801   0.042084   0.030705   \n",
       "Oceania_chg             354.5        315        296      266.5        203   \n",
       "\n",
       "                       4/7/20     4/8/20     4/9/20    4/10/20    4/11/20  \n",
       "continents                                                                 \n",
       "Africa                  10636      11440      12253      12917      13631  \n",
       "America                452479     492393     531480     574265     609104  \n",
       "Asia                   243327     252900     263216     274563     286456  \n",
       "Europe                 711828     746380     780279     821698     853930  \n",
       "Oceania                  7072       7237       7364       7516       7633  \n",
       "not found                 754        754        758        760        760  \n",
       "date                   4/7/20     4/8/20     4/9/20    4/10/20    4/11/20  \n",
       "Europe_chg_pct      0.0538075  0.0485398  0.0454179  0.0530823  0.0392261  \n",
       "Europe_chg_pct_sm   0.0488694  0.0511737  0.0469788  0.0492501  0.0461542  \n",
       "Europe_chg              36346      34552      33899      41419      32232  \n",
       "Europe_chg_sm           32386      35449    34225.5      37659    36825.5  \n",
       "Asia_chg_pct        0.0405438  0.0393421  0.0407908  0.0431091  0.0433161  \n",
       "Asia_chg_pct_sm     0.0441205  0.0399429  0.0400665    0.04195  0.0432126  \n",
       "Asia_chg              10063.5       9527     9944.5    10831.5      11620  \n",
       "America_chg_pct     0.0822293  0.0882118  0.0793817  0.0805016  0.0606671  \n",
       "America_chg_pct_sm  0.0840073  0.0852206  0.0837968  0.0799417  0.0705844  \n",
       "America_chg           33706.5      37147    39500.5      40936      38812  \n",
       "Africa_chg_pct       0.063281  0.0755923  0.0710664  0.0541908   0.055276  \n",
       "Africa_chg_pct_sm   0.0693206  0.0694367  0.0733294  0.0626286  0.0547334  \n",
       "Africa_chg                667      718.5      808.5      738.5        689  \n",
       "Oceania_chg_pct      0.022113  0.0233314  0.0175487   0.020641  0.0155668  \n",
       "Oceania_chg_pct_sm  0.0244116  0.0227222  0.0204401  0.0190948  0.0181039  \n",
       "Oceania_chg             166.5        159        146      139.5      134.5  "
      ]
     },
     "execution_count": 193,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "cases_trunc.tail(20).transpose()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 194,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Europe_chg_pct_sm', data=cases_continents_trans.tail(last_d), color='blue')\n",
    "plt.title('Cases daily change Europe in percent (1 = 100%)')\n",
    "plt.ylabel('percentage')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 195,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'America', data=cases_continents_trans.tail(last_d), color='red')\n",
    "plt.title('Cases in America')\n",
    "plt.ylabel('number of cases')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 196,
   "metadata": {
    "hide_input": false
   },
   "outputs": [
    {
     "data": {
      "image/png": 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22W5kQUREREREZFAp0li838x2AIab2UQzOx64tZ1E3P1F4HpioJyxZjYifTQBeCL9/wTxDEfS5wsAz2Wn52KaTW+U/qnuPtndJ48bN66drIuIiIiI1DMr9hIZxIo0FvcjBpd5A7gQeBn4UqsgMxtnZmPT/3MBHwUeJBqN26TZpgCXp/+vSO9Jn1/n7p6mb5dGS10WmAjcAdwJTEyjq44iBsFpeS+liIiIiIiItDai1Qzu/hrwdeDraQTSedz99QLfvThwdooZBlzi7lea2QPARWb2beAu4PQ0/+nAuWY2A3ieaPzh7veb2SXAA8BMYB93fwvAzPYFrgGGA2e4+/1FCy4iIiIiIiLNWVy862cGswuAPYG3iKt58wPHuvsPO5+92W/y5Mk+bdq0bmdDRERERAazol1Ms8faVcQM9nyViRkMZekxZjbd3Se3mq9IN9SV3f1l4hEXVwPLAjsNMH8iIiIiIiLSw4o0Fkea2UiisXiFu79JPC9RREREREREhqgijcVTgEeBeYAbzWxpYpAbERERERERGaKKDHBzHHBcZtI/zGzDzmVJREREREREuq1lYxHAzLYgHp8xJjP5Wx3JkYiIiIiIiHRdy26oZnYy8FnieYsGfAZYusP5EhERERERkS4qcs/i+919Z+AFd/8msB6wQmezJSIiIiIiIt1UpBvqf9Lf18xsCeA5YPHOZUlEREREpEJD4Ll5Ip1QpLF4pZmNBX4I/Jl4bMbPOporERERERER6aoio6Eemf79hZldCYxx95c6my0RERERERHppiID3OyTrizi7m8Aw8xs747nTERERERERLqmyAA3u7v7i7U37v4CsHvnsiQiIiIiIiLdVqSxONys765fMxsOjOpclkRERERERKTbigxw81vgYjM7Jb3fI00TERERERGRIapIY/EQYCqwV3p/LRoNVUREREREZEgrMhrq28DJ6SUiIiIiIiJzgCL3LIqIiIiIiMgcRo1FERERERERqdO0sWhm56a/+1eXHREREREREekF/V1ZXNPMlgA+b2YLmtlC2VdVGRQREREREZHq9TfAzcnAH4DlgOmAZT7zNF1ERERERESGoKZXFt39OHefBJzh7su5+7KZlxqKIiIiIiIiQ1iRR2fsZWarAh9Mk25093s7my0RERERERHpppajoZrZF4HzgUXS63wz26/TGRMRERERKcWs2EtE+tXyyiLwBWAdd38VwMyOAm4Dju9kxkRERERERKR7ijQWDXgr8/4tZh3sRkRERESkM4peAXTvbD5E5kBFGotnAn8ys1+l91sDp3cuSyIiIiIiItJtRQa4OcbMbgDWT5N2dfe7OporERERERER6aoiVxZx9z8Df+5wXkRERERkKFOXUpFBpeVoqGWZ2ZJmdr2ZPWBm95vZ/mn6QmZ2rZk9lP4umKabmR1nZjPM7F4zWyPzXVPS/A+Z2ZTM9DXN7L4Uc5yZhrUSERERERGZHTrWWARmAge6+8rAusA+ZrYy8BXgD+4+EfhDeg+wGTAxvaYCJ0E0LoEjgHWAtYEjag3MNM/umbhNO1geERERERGROUa/jUUzG25m15f5Ynd/MnVfxd1fAR4ExgNbAWen2c4mBswhTT/Hw+3AWDNbHPgYcK27P+/uLwDXApumz+Z399vd3YFzMt8lIiIiIiIiA9BvY9Hd3wLeNrMFBpKImS0DrA78CVjU3Z9MHz0FLJr+Hw88lgl7PE3rb/rjDaaLiIiISKcVffC97hISGbSKDHDzb+A+M7sWeLU20d2/WCQBM5sX+AXwJXd/OXtbobu7mXX8DmYzm0p0bWWppZbqdHIiIiIiIiKDXpHG4i/Tq21mNpJoKJ7v7rXveNrMFnf3J1NX0mfS9CeAJTPhE9K0J4ANctNvSNMnNJi/jrufCpwKMHnyZA2vJSIiIiIi0kLLAW7c/WzgEuB2dz+79moVl0YmPR140N2PyXx0BVAb0XQKcHlm+s5pVNR1gZdSd9VrgE3MbME0sM0mwDXps5fNbN2U1s6Z7xIREREREZEBaNlYNLOPA3cDv03vVzOzKwp89weAnYCNzOzu9Noc+D7wUTN7CNg4vQe4Cvg7MAM4DdgbwN2fB44E7kyvb6VppHl+lmIeBq4ukC8RERERERFpwbzFQ0/NbDqwEXCDu6+epv3F3d9TQf5mu8mTJ/u0adO6nQ0RERGRwa2dgWtqx5tFY7LHp1XEzIll6dV8lYkZDGXpMWY23d0nt5qvyHMW33T3l3LT3i6XLRERERERERkMigxwc7+Z7QAMN7OJwBeBWzubLREREREREemmIlcW9wNWAd4ALgReBr7UyUyJiIiIiIhId7W8sujurwFfN7Oj4q2/0vlsiYiIiIiISDcVGQ11LTO7D7gXuM/M7jGzNTufNREREREREemWIvcsng7s7e43AZjZ+sCZwPs6mTERERERERHpniKNxbdqDUUAd7/ZzGZ2ME8iIiIiUrUyjxwQkSGtaWPRzNZI//7RzE4hBrdx4LPADZ3PmoiIiIiIiHRLf1cWj869PyLzv04piYiIiIiIDGFNG4vuvmGVGREREREREZHe0fKeRTMbC+wMLJOd392/2LlsiYiIiIiISDcVGeDmKuB24D7g7c5mR0RERERERHpBkcbiGHc/oOM5ERERERERkZ4xrMA855rZ7ma2uJktVHt1PGciIiIiIiLSNUWuLP4X+CHwdfpGQXVguU5lSkRERERERLqrSGPxQODd7v6vTmdGREREREREekORbqgzgNc6nRERERERERHpHUWuLL4K3G1m1wNv1Cbq0RkiIiIiIiJDV5HG4mXpJSIiIiIiInOIlo1Fdz+7ioyIiIiIiIhI72jZWDSzR+gbBfUd7q7RUEVERERERIaoIt1QJ2f+HwN8BtBzFkVERERERIawlqOhuvtzmdcT7v4TYIsK8iYiIiIiIiJdUqQb6hqZt8OIK41FrkiKiIiISDeYFZvP6+40EhF5R5FG39GZ/2cCjwLbdiQ3IiIiIiIi0hOKjIa6YRUZEREREZEGdJVQRLqkSDfU0cCngWWy87v7tzqXLREREREREemmIt1QLwdeAqYDb3Q2OyIiIiIiItILijQWJ7j7ph3PiYiIiIiIiPSMlo/OAG41s/e2+8VmdoaZPWNmf8lMW8jMrjWzh9LfBdN0M7PjzGyGmd2bHYHVzKak+R8ysymZ6Wua2X0p5jizoh36RUREREREpJUijcX1gelm9rfUkLvPzO4tEHcWkL8i+RXgD+4+EfhDeg+wGTAxvaYCJ0E0LoEjgHWAtYEjag3MNM/umThd/RQREZHeZ1bsJSLSZUW6oW5W5ovd/UYzWyY3eStgg/T/2cANwCFp+jnu7sDtZjbWzBZP817r7s8DmNm1wKZmdgMwv7vfnqafA2wNXF0mryIiIiIiIjKrIo/O+MdsTG9Rd38y/f8UsGj6fzzwWGa+x9O0/qY/3mC6iIiIiIiIzAZFuqF2RLqKWMkDgcxsqplNM7Npzz77bBVJioiIiIiIDGpVNxafTt1LSX+fSdOfAJbMzDchTetv+oQG0xty91PdfbK7Tx43btyACyEiIiIiIjLUVd1YvAKojWg6hXiGY236zmlU1HWBl1J31WuATcxswTSwzSbANemzl81s3TQK6s6Z7xIREREREZEBKjLATSlmdiExQM3CZvY4Marp94FLzGw34B/Atmn2q4DNgRnAa8CuAO7+vJkdCdyZ5vtWbbAbYG9ixNW5iIFtNLiNiIiIiIjIbGJx6+CcY/LkyT5t2rRuZ0NERETmVEUfi1E7Rmt3/qpi2nm8h8pSXcxgz1eZmMFQlh5jZtPdfXKr+Tp2ZVFERERkyCtzYCoiMkh0bTRUERERERER6V1qLIqIiIiIiEgdNRZFRERERESkjhqLIiIiIiIiUkeNRREREREREamj0VBFREREQCObiojk6MqiiIiIiIiI1NGVRRERERl6hsBDs0VEuk1XFkVERERERKSOGosiIiIiIiJSR41FERERERERqaPGooiIiIiIiNRRY1FERERERETqqLEoIiIiIiIiddRYFBERERERkTp6zqKIiIj0vqLPTdQzE0VEZhtdWRQREREREZE6aiyKiIiIiIhIHTUWRUREREREpI4aiyIiIiIiIlJHjUURERERERGpo8aiiIiIiIiI1FFjUUREREREROqosSgiIiIiIiJ1RnQ7AyIiIjKImRWbz31gMSIiUjldWRQREREREZE6aiyKiIiIiIhIHXVDFRERkT7qIioiIsmgv7JoZpua2d/MbIaZfaXb+REREekZZsVeIiIiDQzqK4tmNhw4Afgo8Dhwp5ld4e4PdDdnIiIi/WingVa7gqcrfiIiUrHBfmVxbWCGu//d3f8LXARs1eU8iYjIYFbmapyu4ImIyBA0qK8sAuOBxzLvHwfWyc9kZlOBqentv83sbxXkbXZYGPhXB+fv5ZhezVeZGOVrzi1Lr+arTEyv5qtMzOxJo3Xjr92YxvlqN2b256tMTK/mq0yM8jXnlkW/yd6MGTz5KpZOtyxdaC53H7QvYBvgZ5n3OwE/7Xa+ZmP5pnVy/l6O6dV8DaWy9Gq+hlJZejVfKovypbL0VhpDKV9DqSy9mi+VZejkazC8Bns31CeAJTPvJ6RpIiIiIiIiMgCDvbF4JzDRzJY1s1HAdsAVXc6TiIiIiIjIoDeo71l095lmti9wDTAcOMPd7+9ytmanUzs8fy/H9Gq+ysQoX52PUb46H9Or+SoTo3x1PqZX81UmRvnqfIzy1fmYXs1XmZihlK+eZ6mPrYiIiIiIiMg7Bns3VBEREREREekANRZFRERERESkjhqLIiIiIiIiUkeNxUHELJ7qWfvbKzG9mq8yMb2arzIxylc1MTLnqmLdr8JQ+n1VtYx7tfxl9Oo2vIxeXcYy5xoK66Qai4NEWsmGm9k8nkYlMrOW9efubmYjMzEtV9Z2Ysrkq6qYKsrSbhpl0ykT0+m6L5OvXq37dtMxs+XNbAMzm9fM5muVlzIxZraQmU0u8t0DjKmiLGXSqKQsA9HuOlbmN1mFKrYVZWPaVdUy7tXyl1HFetzL9dIpVWxbU0xb20rtJ2bffqKX1v1O0miog4CZvQs4HngBWBC4x92PynxunqtIM1sQOIx4PMorwEPuflaLdNqKKZmvqmKqKEuZZdzx8ldR9yXz1ZN13246ZnYMsDQwEXgAuBm4LcXMbPL9bcWY2feA5YAVgWeA04Ab3P3ZRmUeQEwVZSmTRiVlSXELALsDiwF/BZ5w96ubzZ9i2t2+lFkny+SrrZgKtxUdL3+Fy7iKfWvH675kvnqy7kuWZT7gE8AKwE3A8+7+59mVryq2rSmmrW2l9hOzZT/xIPB/ndhW9Co1FgcBM7sAeBL4BTAG2BtYEjjS3a9sEnMp8BhwF/A2sAkwEjjB3W+eHTEl81VVTBVlKbOMO17+Kuq+ZL56su7bSSc1Km9290np/ZbAx4heGme7+x0NvrutGDNbFPgjsJa7v2JmuwCfInaG33T3xxqkUSamirKUSaOSsmRiLyPWl+eA14BliZMGF7j7X5rEtLt9KbNOlslXWzEVbis6Xv4Kl3EV+9aO133JfPVk3Zcsy+XENn8Y8DrwX+BvwFXu/sRA8lXFtjXN09a2UvuJ3t5P9DR316uHX8BcwKXA6plpBmwLXAys3SBmPuBqYGx6Pw+xYu8J/BQYP9CYkvmqKqaKspRZxh0vfxV1XzJfPVn37aYDTAD+AGyemTYGOAB4tEme2ooBJqX5V8tMmxs4mjiYmdQgjTIxVZSlTBqVlCXNsyBwfeb9OGBD4GvA4cCw2bB9KbNOlslXWzEl81VVTBVl6Xjdl1xfOl73Fa7HPVkvwKLALZn3SwO7AMcAew10W0EF29b0eVvbynbnr6osVZS9bDpVbit6+aV7Fnucu/8HuBY4Il3SxmPNuxL4M9GNArO+PtDu/gpwL3CqmS3g7q+6+yMpZi5gx4HGlMxXVTFVlKXMMu54+auo+5L56sm6bzcdd38cOAnYwsw+ZmYLu/vr7n4McaCxJjntxrj7g8CvgG3MbEUzG+3ur7n7gcA5wPsapFEmpoqylEmjkrIkLwNPmNkZZja/uz/r7tcDvyYOBqY2SKvd7UtM5CtsAAAgAElEQVTb62SZfLUbU+G2ouPlr2oZV1T+jtd9mXz1at2XTOffwAtmdpSZzevu//DoHngZsJ+ZfXYgy7iKbWuKaWtbqf1E7+4nep0ai4PD6cD/AdPM7GAAd3+N6G+9dnrvuZjDgZeAX1hcnq/9UK4AJs+mmDL5qiqmirKUWcZVlL+Kui+Tr16t+8LpmNlc7n4p8Heiy8sOZvZJM1sY+DTRxWQW7cZYDKpzAXE28wjgE2Y22cxGAR8FFmqQRpmYKspSJo1KygLg7m8BewEzgR9ZdEvC3e8DTgRWbxRH++tYW/OXyVfJslS1reh4+StKo+Plr7Duy5SlV+u+rXTc/VVgH+Lqz75mtk6afiPw/UZptJOvKratKaatbaX2Ez2/n+hd3gOXN/Vq/ALWAD4J79xb+gHgGuBh4DvA/cDW6bNh6e8ywMaZ79gG+DlwJ3AIcWPuNukzKxNTMl9VxVRRljLLuOPlr6LuS+arJ+u+nXSAzYgN/8nAJ9O8mwPfJc5U3gz8NPf73Yy4ub1QDPAhYP+U17XStF2JHeJpwHXE/REMMKatfJUsS5k0KilLJnZBYN30/zhgX+BnwC+JA8kHgG0HuK1sa/4B5KutmJL5qiqmirJ0vO5Lri8dr/sK1+OerBeiQbByer8O8G2i6+IxxNWev5RdxlSwbS2zrWx3fu0nqt1PNEq3114a4KZHmdl3iRGeJhFXPP7H4ywGZrYhsQL/3d3vzsR8C1iJOOB9FNjR3R81s7mJMy3LA3d45sbadmNK5quqmCrKUmYZd7z8VdR9yXz1ZN23kw4x6t3NwCXAv4APEjfQP2pmo4kb18cAM939P2ZmwOg2Y8YAtwC/B/5D3FNzkLu/ambzAAsTXadmuvtL6azqqJIxVZSlTBodL4vX9s5mXwfeA6wKPAJMIc4aL5mmrQ5c5+6/KbuOlVwny+SrrZgKtxUdL3+Fy7iKfWvH675kvnqy7kuW5aD0XROIRuHBwCLpuycQV3v+4O7ntZsv4l64Tm9by2wr50ppaD/Rg/uJQWOgrU29Zv8LWIrYkM2d3n8NOKlAzL3AuPT++8BXZ2fMAPJVVUwVZSmzjDta/irqfgD56rm6bzcd4Ejg+PT/PMCxRLfV2sm2hdJfKxsD/AD4Sfp/YWJU1m9kvm/eBmmUiamiLGXSqKQs6f3SaX1ZkbjS8BNgp9m5jrU7/wDy1VZMyXxVFVNFWTpe9yXXl47XfYXrcU/WS0rjHuD9xAH7KcAmsytfVLBtTf+3ta1sd/6qylJF2cumU9U6OZheXc+AXg0qBbYDfph5vyhx2XrF9P4zwOK5mKnAdzPvVwf+F1gsvd8MGDOQmJL5qiqmirKUWcYdL38VdV8yXz1Z9+2kQ+xcDgU+lpl3OWJ4ddI85wPzZT5vK4Y4q3kssEVm/vcDV2Tm/xGpYTuAmCrKUiaNSsqSme8g4FuZ91sA99F3oPHB9Dd7wNHu9qXMOlkmX23FlMxXVTFVlKXjdV9yfel43Ve4HvdkvQDfAo7IvN+NeL7i8PR+8gCWcce3rWlaW9vKduevqixVlL1sOlVvKwbLq+sZ0CtXIfBe4kbbpXLTTyL6WL8bmAGMzny2AvBZUj/8zPSLiD75KxOX0EvHlMxXVTFVlKXMMu54+auo+5L56sm6bzcdYCtg6cw8tfsjL0lpH006AKHvILatGGBLcjurNP3XwLuIM5r5NMrEVFGWMmlUUpb0/9LEfUmTc+ldSTyk+X1E1+OBbF/KrJNl8tVWTMl8VRVTRVk6Xvcl15eO132F63FP1gvxIPVdSAf4adpoojvjIsBqwO3AyDL5ooJtq5fYVrY7/wDypf1EiXV/ML00GmrvWZw4YJ0fII3sBPBbYAPiMvz33P2N1B8b4p6r2n1XmFltRKdriP7ZhwHfHmBMmXxVFVNFWcos4yrKX0Xdl8lXr9Z94XSAt4gBcM43s43SPJ6Z9xpgPaKbC+7uZjaCOJtYKIYYbGErYrS0NWv58djL3AT8Jn1fNo1RJWLaylfJsgwvkUYlZaHPesSZ3WkprRFp+nXEPSYHEWeGB7KOlVkny+Sr3ZiqthVVlL+qZVxF+auo+zL56tW6L5POZsAT7n5Tmn+4u78B3EaMdn0AcLq7v9luvqhgP1FmW0m5fYv2E6GqbcXg0e3Wql6zvojRI/cCvgmMykxfgnjWy7QGMYsTB7hHkrpUpOkrEjfv3jrQmJL5Gl4iZkSJmCUqKEuZZWwl0mkrb1XUfcl89WTdlyzLpsRIee/LTBsPvAZ8pvadA4khRks7BFgwM22NVIbPNkmjTEwVZSmTRlVlWQO4OK0v2TPJa6W0bhjo76Xd+QeQr7ZiSuarzO9rfImYNSsoS8frvuT60vG6L5mvnqz7kmXZgmhUfDWXxsZp/t/Nht9Xx7et6X1b28p256+qLFWUfQDpVLKtGEyvrmdArwaVEs/+OYboIrFWZvo+9A0VnF+5xxLPezkLWC4z/QfAOk1iFgBOKBoDzEv0CW8nX1XFtFV+4qrSj0ukcXKby3heoqtDO+m0Vf9V1H2ZeunVum+j/kcRDf7hwOdTvt6VmXezfn7Do9uJIQ7Mvg0cz6z3aXymnzQWLRKTq5NCZWHW7ljZmIUbxQBjs7EllleZ8o9I6RxdNJ3c7/iwXL4vBtabHb+XkutkLabdfBWOabccFce0VX7KbY87Xvdl6r+Kui+5Hvdk3Zepf2J7+WNgh8y0McCfgA8MYBlXtp9In7W1rUT7iZ7dTwymV9czoFeqiFihRwLzZ6ZtQwztXLtZeZ5czJi0ci6UmbYn8PnM+wVzMUs0SHuPZjHAKulvdkPyGeDL/eTr48R9YdkNyWeJM0LNYvYmhhjOTmtV/nHEZf9lMtP2AnZrUpbRxEZ9oVy++ivL6LQRzMbs08/yqvWVH8GsZ5dalaWt+q+i7svUf6/WfTv1T+ZMYq5+DgduADbMfVZ7dtfywKcLxowiht6ekpv/h8C5wHsapDEPcZZ0iVzM9/qJmTeVb3Qu5pv9lGUBoptOPp2vA39sEDMWeAHYp43lNYa4b/SgXMxRqSzvbbKMlyGeizkqTR9O7MwbppP97to6kP4ukPK3VWaeRZrU+4jc72XXJr/92v0ww4vMn91OZMqzBDEgQ9N8kTngycR8vVkMsGSDfLXaVnyIOPue/R23+n3tSDogaqP88xEHswtnynJYP2Wp1WO2R8DeLcrS8bovU/9V1H2Z+u/Vui9T/9SPcLkG0dD4SGbahAZ1PzyT1mKpXj6ezVf+uzN1Ojv3E0b7+wrtJ3p4PzFYX13PgF5OWrFPJ4YBPpi+YXdrozudml9B0wbnkvSDOZi+RsrSxMNJf0bmoDh9tizwVPrORTPT351iTmXWA+lJxDPm8gfq8xBDAv+sQb5WIR5onh0Vs/aD/W4qZz5mBeAlom/3Mpnpi/VT/onArcAZxH1s2ZjzUzoL5cr+M2JHcTRxj8LYzIbntAZpLJeWy4Up7jDi2Xvj0rRGy3iR3LKtbXQWzZRl0VxMW/VfRd2Xqf9erft26584kPoCmRvjM9+zGdHwHZubfnxaJ24BppPZiRE77lliiDOWZxAP6T2XWQ/MdgP2apD2EcRzovYDNqRvyO+RxPOf9mwQcwKzjs6WPRjYsklZTgOOzXz34vQdCG9CHFRky/JD4hljp5PO0OeW18EN0jiTOPs6nThTmz1LvEuTspxKDHd/KfA34kBmXH9lyfwujiF+M4ekZTUXsb5el9aH+XMxCzHrWeiR6e/K6XtOY9bty1LEOv5LYPvcb6Ju/szv/sS03mybmb5WWp7HNMjX8mmdOSiX/top5kfMesJpEvHQ6LkabNsuovG2YhVi8Ib8qMOL0vz3tSLwJnEwlt2+1JZXo+3L8sTB5gXZ+iYGj/h9vvxpGX+H+O38D/EQ9LmJhs3FTZZxx+u+TP1XUfdl6r9X675M/RPPTTwk5XtH4n70YcT9Y7cQ+4D8cpkfWCDzvjZS6gdS+d5ZxlSwn0jT29pXoP1Ez+4nBvNr8N1kOTSdQAzbfx6xsTwYwN2fdPeDiJEZjzGz5TIxPwLuAM4B1gW2MLONiSF6dwD+AexrZu/KxIwjHhK6LPB7Mzs4TV8qxTyTizkCONnjgadLmtkmZrYTsIa7f4UY2Smfry+mmCfNbDUz2xc43cz2cfevET/efMwRxHPufg/82szWTeV/KpX/nw1ijiU2Bj8AljKzz5vZocC67r4j0WjJluU0Ytjjc4md4S7EBng9dz8EeKxBGmcQG6mTiBuoFwbOJs7MbZ9i8sv418CTZnZ0KsMb6e/TqSz/CxydS6fd+q+i7mv10k7992rdQ/H6/zhxEPc+4PNm9gkzWyDzPXcQZ3rPqQ2MY2ZrEGfj93L3DwC/AtbPxNxG7EzPMbNR6Qb9ddL8axEHKIea2RVmth6xHqxnZr+yvsF3IA56niTOju8CbGZmXyWu9F4FrJuNSel8JC17zGwv4EQzu9HM1nf3K4mG/9mZmLHEgVxt/fgusbO+xsz2Ae4mDtBqZVmDuO9nG2IdPtrMVsrk+U+pfNk0VgZWdfdd3H3N9PlPzewmM/sUcEWDskwiRqbbw923SevATsCpZrYacDVxpeLs3DKDOCB9GrgceDEtv6OIA9xNiZMVW2YGMYA4kL7XzA4BcPc3098H3H1b6texk4FXiIOK3dP6iLvfn+Z/hPp18ifEb/I6YBcze7+ZrZLqeDPiLHw+X8sTBzArprLunKa/nmJey8V8HTjN42HT48xsXTP7YGTNt6PxNuwQ4MT0O55kZjuZ2ZHEb6XZ7+twYH/i4dcnmdmyueX1eIOYE4BriW3qJma2tZntSPQA2Bx4LleWM9O0a4gD0y8T9weNdvfPEgNL5NOoou6h/fqvou6h/frv1bqH9uv/kvR9dxG9XbZO+byL6FEyD7Gdzzqd2A/tmsrwVvp7C9EAquVrLTq8n0gxZfYV2k/07n5i8Op2a3VOfxFnu6Zl3i9ONEwmpPe1rhp70ndG66PAbZmYvxFnq75PbCjWJYYS/hbpmTCZeb8AbE/8EC4iNiq3pM/mrcUQG7F/0vd8mCvpu8J2Fn3PJNqTWc/2HATsnf7/Y/q+T6X4/8nHAJ8A7srEfw04qsFyysYsAlyZ+ew+4mzSl4irc58lGke1sowjPYsnzT8sM/8xTdKYO5W3dkZqFHHlalui4TE+v4yJkbd+R5yJuoa4kpfturMo0VjL1mVb9V9F3af3bdd/L9Z9mqed+v80cQV5MnGgdSzwFeBDaZ7tiauRm2bi9gf2T/8b8GHgL/RdVf54+rtZ+vvF2nqRlsFzwHuIs+UvkroJkXk2VC6PGxNnLs8AZqblVutGm83XHkTDeEviQOGPaf04iDjzvGqab5NcGuekPG4MXJ/KtAUxtPyns+kQ949ku9t8D7iM1H05M32TzP/vJdbV1YAdiIO8BYgzuf8kdRPKlWUVYv2rrY+LEwd2XyZONMzVpCxjc3U/d6rbLxFnkUel96eTrqATI+Hdk+rxF8RB3Kdz3zmZvu3LxsCdmc9XIK4wZZ+juQqzrpNbANNzv+NLiIPnk4ntxBrZfGXmPZLoCr8VcWXoAeBXmWV7OnFw91HgqUzcr4gDoV8QB+vjiRNgs2wr0vd/LP1/HXBcWl6XEOtR/vf18VpZiJ4XJwKH5fK8ZC5maeD3ud/xealOziau/qyeKctSZAYhIbaLF6bvPDJNG59Lo+N1n6a1Vf9V1H1633b992Ldp3naqn9iX31NZv4FiMbiD0kPcScaLlfTt+3YiNgnfobYBl7ArN1V5yUajKcTXRw7up8YyL4C7Sd6bj+RTW8wvrqegTn9lVbu3dLKWNtoXALsnv6/iNhxZO83WAFYP/2/OX0PGB0LfAP4TnqfvcnYMrEXpf/HE2dSbie6B8xFuqROdE/8ObERPxu4NJPGkaQuC9Rfln8/sQHeiVkfer5q+q5RzNq4XBd4f+b9u4EbiSt02e6M2fviRhEb8keIneuDafoYorFwenpfK8tIogvDpSkfH0plXpDYeX4uzZdvXH2HOFu6SmbaQsRN8t/JppH+X5RZ72vYlLiSeHeq58uBDRrU/+7EGdCW9U+cVa7tkDpS9+nzicQGsHD9Ew3Mdup+PdJ63Ebdj07LpFDdZ9aXnxeo/8nE+pvttrMZsWM7kjhJ8FKD+tuZOLjJ3tf5W2KUvw2Bh3Lzb00cSBixc14z8/kB1HcrWrk2T/q+P6b/TyV20udSf4C2MnGwuBmxg/svsHnm8y+T68KTYlYkuqj9lDgBcUTm88+Quh2l9+8Bpqb/a/d6zEd01/lh9rszMZOIrnbfS/V4E3Bo5vNdSetwLmbdVN/fJQ6UrgH2S58fR+4+lEzsMOKg+irg3ZnpS6W6PyC9Xyzz2YRU1uFpHdie6DZ2GXEgf3Faj2oHHusDu2TWw2HEgXbtoPtM4ix8tkG2Bn0HO9sAd2TSPpN0jw6z/g5qv+NVias/EOvrc6l8J2VjUv1MJ35PJwGXZNI4Bzg4/1tJ7z9LHFhNAX6aKdengVMa/L4+zqy/41WB+4kTS9kufdl7yeYhfo9/Ita1+2vfS4xYeUx6v0T6OzfR2DmGWD/XIg5qlyS2GZs1SGM4se63U/dLEicEC9V9ivkg6Z65IvWf6n6jNut+WGbZtqz79P97gT+3U//AdiXq/kNt1v28xL6lUN1n1pfLitZ/yvOlaXlOyHzPJGLbv2NtXch8tjxxJW5+Yv+3T0rzWGLffjbR0F2PDu8nMjGF9xVoP9HT+4nB/up6BvSKjU3u/U7E5e9taDBEb4P4bL/wHYALG8wzjL6DjcOI/uyXAYenaV9o8t2fSRu07MHAjsAFDeatff++xNnSR4AVMjG/Lbg85iI20Hu0mG+ftJE7lb4zZtuSOUOUmXc+osvjP9L8W6bpewI/6CeNw4gd/6H0nSneCbi4n5hRzHrT9OeJoZPv7CcmuwNpWf/0HTy0rPtc3OFF6z59tn3a4Las//TZl9qte9LOsM26359oLLes+/TZaGJH/s9m9Z/yuX+D2IVSXbwIfCq3/Ldj1ntuao36nYEDiQO1rTO/we1JO69aeXNpXQd8MjdtR+BLmfdTUj3+Nb1fBJiU+w3uAOxbW0fI3KCfpl3fJJ0D0/+fIs7Q3kUMbjGZ2BHuUEuHaFRky1JLeznigOwicgMGAZ9Ly3w+4irF6kS36uWJg8Xr6BsC3TIxexBniQ8hDiinZL7zVhpchc2V7RvEgePn6Tto35l0cqHVKy3jvYF/A3fnf4vUD97x1fTaBripwPdn77XaqVG+mHUbfgaxvl9GHBgtS7qq3yBuT+Le4w/n1qGf9ZOfg4mD8en0Ndi2Ay5vlK8G68CyxEHblv2ksUBaRrsRv8nab2db0smp3PyTiIPHB9O6Vftd7U/uIDgX9x2iN0ThumfWk7NN6z4zz7y55dCy/jPlbVn32eXbTt2nmP2IbXKh+ieuQN1YpO4zMSPbrPu5iX1robpPn00krgz+tUj9pzR+RFzZ2Yy+K0K7Az8p8Juch+gCeiCxP7svTd8R+GKD+WfbfiL9bWtfQW7/xeDfT+xB+/uJqfTofmKwv7qegTn1Rf2Qu9kfyvzEAfpDwOq1+RvEjMjGEldK7qBvWF/Lx2Tmu5BMF8Bm+cqkXUtrgYJp1G46/xexg7+VuKesWVksmz7pIbrMeuav4ZDDxL1rNxA7kvtoMgx2mjY38bBViI3j3fRdpa2NPLYWmZ0vcSXqJOIq4QlE158PNYjZI5dWdnSsRzLLbFgmZmqDPDaq/9FN0uiv7uvSIHZozeq+WfmzI8Pl6782f3ZHOKFF3Tcse4u6r8tXi7rPliV79rW/+p9InH09h9T9OBO3E3BPg+W+QqMY4mzq28BlDeY/J73yAx3tCVzdII2Jaf7ziJ3RisQ6eECjOszl60zqrxztwaxdtCxX/lPp6/p3AHGi5Fzgy/2UJb+8lmPWUe+yaZxHZqAn4v6ty4muexc0iTmfuFrRaCTdW5oth8z7pYiDnOPS+nIscQC9QWZ9ycc02n48RmZdbrQ9Sp8tRpylvpe4xxcyjb3sbytX1nmo/x03GnVxArnfMX2DKzSafzh9v6+5ias6rdKo9RR4iGhwTSP1AmmyvCz39/PEQdP4ZvWSmX4McWXjkLTM1m80P3HguCh9vUbmJw5Us7/72oiT26VpowvUfS2mvyH4Z6n7TMynCtb/qDT/Nk2WW6O6H5mPaVX3+fKn6SP6qf/a/NmBdj7You7rRvUsUPcNl3F/dd+k/Iv1U/+1kUNrV3rfRzQajiW2U98mGpsbZtKoxeyazVdunXuavkcfTCK2R2dTfD/RMIbcfiIXs1ImJj/I2zv7igbzn0vx/UQtX2dQfD9RS+cUiu0nJtHXQ6nofmIlovfYKRTfT6xE/C6OY5DsJwbTq7aQpWJm9hViQ3ehu9+XphmxUZ9JnG2Zy90/YWbm7t4sJn02gjirsqa779Yqhhjd60V3/4uZjXD3mc3ylcv3F4iN+S79pZGZf1li5/6ouz9VIF947VdptrjHjfb9pmNm8xP9xtcmzuL+Ln3XIWn+i9z93gZl2YrYAXwtk8bJxAZwEtEw2tHd70jzr5Km3+XuDzeIWSnFTHH32zLprEuc1T2qSTrz12JqdWFmlxCNmk+kspzULI1U93sQByW7NcnXWGJneLOZrd+o7tN3ZWMWJLrX3Zz5fHdix7xLg3wtmPJ1S6buFwMeydV9v8srxS7WJGZSKsvO7n5rpu7XAW6s1X2TZbxrLW8pja3TOnMosdrV1rtDiYOUE9z9mbR8xxLdhJ9I5TZ3fzvzXbPEpGknEWew/2Zmw/qb38wWJ3ZSl7v7Q/2l4e5H5JaVZfKeT+cwYpvyU3d/1swWIs7e/97dZzRJ5wiicfFdd3+99p1mNtzd3ypQlpHu/qaZjXb3N5qkUcvXUe7+mpltQhzEvejuL/eTr2FEl7unzGweokvUU+7+WG457ElsR69193+kaXMR26LFia5ft7j7XZn1pVFM9js/StzrcnDK3x75+dN8I4G3iCtzT7v7Nv2lkYkbTZydX9Xdd22Rr1HEWf2H3f3OWt00K3sunX2I7d7OBfNV63Z2t7s/0iomt8yWc/e/F4iZRPyOJwG3u/uFuWX8e3d/tEFZphDbo6mZNI4n7sVbimgIbEecfKrV/VrAzbm6z8aMAXZy9wcy6cxS9/3FNKt/4gC0YRqp7vcmHhy+az9p7EpcWf10o7pP35WNmZvYht+T+XxfYO1a/efyNRdxVeivmXqp7fMeaZCvJVNMrez91X2+LLu4+30WA51sQPyWb6vVfS5madJonrl62YVoxE5NZTkp1fn7iCuBu6b51iAa2asT+4nrc/uJUUS33QdTvrLbnU8S3W33Av6bKd/hxHaytm1ttJ8Y1V9MmpbdT7SMabCvGN1g/hHufjgZubrJx9S2rf3tJ/L5+ibReGq2n2iUr2w5Gu0n8mnU8vV9j0GaGu0nmuXrxF7YT9SmD3reAy3WOe1FbLDeoG8Y6H2pP3M0jL4rINYqhvpnNjWLyQ5tnT9D0iqN2smFwmmUKT+ZLi3tLLMy85M5s59i7slM2w/4ZoGyZGP2Jd1An6/PEjFztTn/6H7K0jCmZFlGtTN/mTQ6ELNfk7IMJ86KnkccaCxKHGB9nTgAavb9LWOY9fdbZP58d/RGMYeSeaZYyXyNKJjOlLJptBGzS24+G0g6KW4N4mz9ccSw6VvRYKj0FjGfIHPPVX7ZFZmf6F1R6/pmrWKI7d5C9P3uG8V8vFG+ipYjfefo3LrZKGZAywsaXqkstIxL1MnIXFnuqeWf6OrYtItmJp1szKE0fnTNiH7SqYshDjbnKZIGsb8f26DuW+ar3bKk9WxMk/kPmx1pdCimYd4y9b8mcZWxth/8NXHrwcXkngGZic3HXJ7WtcvIPN6BOL46Ln1eG7RlGNHNc4d+ytAyJlMX1kbMyBZpHEGT7XcbaeT3E83Sabg9ns3La+fcfDaQdDLrV6f3Ew17UgzGlx6d0R2jiUbMmcS9AcsC3zCzzwKY2ZeIewVeh3eutPUbQ5yVXNzd/9si5ggz2z7F7Gdm44vmC9jfzCYUTKNWlv1zaRRJZy/iAb1FYrarLTMzm9DOMk5lqQ2N7USXkLM8zooNJwZ+2d7MFk0xUy2GjM7Kx1wH7GBmi+RivI2YPcxsrLv/p+D8u6f5a4/paFSWWsximZjsUN/tlOXNNudvJ40vtBFTq5c9CsT8odEyJq5I7kR0cayNdrsM0Y1kTzM7M7deYWbvLxCzVO33SwyIUGT+Nwuk8U9gNzM7YwD5mlkwnakpZnwbaZyR/723iNndzM6qlcVre9hiZVmSxhYjDmLOIQZs2CjFfDh99x5mNm+LmI8Ae5nZh3Ixbxec/wvE2e9XM+XqNyaV943a775JzMYpZoOUzu7pzHmhchD3iI0kTqT1l689M2WZ2u7yItbRojG1eplqZvOa2bAW8zesk1SWDwJnuPuL6arDjcDeZjYmxexoZsPTZzX5mJuAfSyujNRiRpC24U3SycdsR1xVfLVIGsTYAK8Qj8FolcbcKY3tS5Rlu7S83mgy/41p/oEsr3byNVeK2SHFDO8n5sZcOp9L9VL7TX6AuGr1hpl9ghiE5mKiy+01tfUsJx+zPjEY2h+B35jZh1PaRhyTjAA+Z2anEL1VHiWOoy7Ibo8tjCwQs3RmP0HBmKU8rsj1l8YjxG/4/JL5emc/USCdvbPlbyONdvK1l5ldaJn9RBvpdG0/UdufDQXqhloxM5tM3LR7m6dL90T3hw8QB0OrEGfBFq4gZm13H1dm/l6OKZnGWsQQzTe7+4OZ6RcTo2S9TjyvaqUqY5SvzsaY2U3EzetnmdlU4l6Q/yPuHZpBXM16GzivdpKkjZhz0069k2lUGtOr+crU8crEFZq/uvvz6WBiY+K+45nEzv7T7r5Q2ZiC81VnyqYAAAdFSURBVG/j7gu2mUaZmHbzNaCy99gyzqexCnGl6D7ivrG30/TfElek5ye6pk2qIOakzLayrfl7LF9VLa8BxaT5JxKPaXqLGGjm7+4+PX1+APCKu5+WS6NwjMVz+vYn7rfekGhcLEo09JdL/5+f2x4ViTnPZz1R2FY6HczXgGJ6NV8pppLt3lCiK4vVW5hYmUcAuPvbHvcTnEk8MmEt4t5DrO8sW6di9sjEtDt/mTSqiimTxoLEj/3/0vTag1fPJe6l+SpxDyTWd+a7ihjlq0Mxqe5rDRIjrrp82d23JLomfYE42792iq+tLz8rGGNtzl8mjcpiejVfOasDa7n78xAPSXb3q4kBkO4hDiC+kEmnTEyR+XcrkUaZmHbzNdCy99IyzqfxXmJk5Ls83TuVpl9A3BN3APHbz24rOhXzlUxMu/P3Ur6qWl4DjXkfsKS7z3R3J57FO50+WxIDrpG2KbQb4+53E1es5nf379LXw+Zo4ipo3faoYIyViCk9f1UxvZqvZHXiWdHtbsPajRk6vAf6ws5JL6Ih821iKO/xuc92JDOSVpUxvZqvCssyjr4h1rMjuC1DdDe4uhsxylc1Menz/GhwNxGDIjS976DdmCrSmBPLUvufciPaFoqpIo2hlK8ulKXQyMRVxShflZflHNobZbpwTGb6h4iRW7cjRkdflmgkLNlo21VVjPJVLCZT99mRZotuXwrHDMVX1zMwp76Ih52eC7w3va8NxFEbJrjRAAEdj+nVfHWrLGnaIaQHtXYrRvnqbAx9w8pbJrbh877KxlSRxpxaFqh7FM+hxAAEi6T3I4iTSONr31cipoo0hlK+eqIsadpJwIoVxyhfXS4LMcjQQcDENtbJupjc/LsBD5OeT0yBh65XEaN8tY4hxrLI7vcPT3U/Lr1vtH1pO6ZVXgfjq+sZmFNexINgLyQeLLpSmrYruYeAZzdkVcT0ar56qSxkRn+tKkb5qiamwe/UiKHdbwZW6G/esjFVpDGnlYUOjWg7kPnn9Hz1UlmoH3Gy4zHKV8+Upcgo0/3G5OIXIDc6Z6tXFTHKV+sYOjSi7Zzw6noG5oQXMcLWvcTNsMcTD7gdT3SlOgO4Ali+6phezVePlWVi1THKVzUx/fxeRwFLp/8LPVC33Zgq0phTykKMengXMbLtr4jHpKwM7AzcQtyrPCH3XW3FVJHGUMpXj5VlqapjlK+hU5YW26S2H7heRYzyVXf12IhRoC8FfkOcLDiF9Mxm4DbiftgJA4kZyi+NhlqBNILXRe5+Vnr/E+AOd78gvT+CWCmPd/enq4rp1XypLMpXFTEyNNgcPApsr+arB8tyrqcRJ6uIUb56qiwDHmVZhgaraLTVoUijoXaYxTORrgJuMLNhaSSum4kbcTGzzYmbcV8GXqgqplfzpbIoX1XEyNBgc/AosL2arx4ti1UVo3z1XFnKrC8yBHl1o60OPd4DlzeH+ou4QXZ05v1cwA3E6Eo3ABt0I6ZX86WyKF9VxOg19F7MYaPADoZ8qSzK11Api16D/0VFI7QOtZeuLFbA3d9w9zcAzGyYu/8H+B3wc+IBnzd0I6ZX86WyKF9VxMjQkur9uXTVADP7MvC0uz/u7g3vt2g3poo0hlK+VBbla6iURYYGd78RuJV4vNYP3P0R4hmbj83OmCHHe6DFOie+iAe+vkGT4Zm7FdOr+VJZlK8qYvQa/C+Yc0aBHSz5UlmUr6FSFr0G/4uKRmgdSi8NcNNFZraKu99vZsPd/a1eienVfJWJ6dV8lYlRvqqJkcHPzEYBi7v7P9JVhLdnd0wVaQylfKksytdQKYsMHWXqfE5cT9RYFBERERERkTq6Z1FERERERETqqLEoIiIiIiIiddRYFBERERERkTpqLIqIiIiIiEgdNRZFRERmMzP7hpkd1M/nW5vZylXmSUREpF1qLIqIiFRva0CNRRER6Wl6dIaIiMhsYGZfB6YAzwCPAdOBl4CpwChgBrATsBpwZfrsJeDT6StOAMYBrwG7u/tfq8y/iIhInhqLIiIiA2RmawJnAesAI4A/AycDZ7r7c2mebwNPu/vxZnYWcKW7X5o++wOwp7s/ZGbrAN9z942qL4mIiEifEd3OgIiIyBDwQeBX7v4agJldkaa/JzUSxwLzAtfkA81sXuD9wM/NrDZ5dMdzLCLy/+3cIW6VQRSA0e82QVR0FV1AWQIbIK2pwpCwBiR7QcIK8E0qGhKaJ9BILKELGESfaPK3qWh46hw5M+LaL5NceIZYBID/53N1sdbazcz76s0jb46qP2ut1wecCwCeZcENALzcVXUxM8czc1K93Z+fVL9n5lX17sH7u/1da62/1a+Zuayae2eHGx0AHicWAeCF1lo/qq/VrvpWfd9ffapuquvq4cKaL9XHmbmdmdPuQ/LDzOyqn9X5oWYHgKdYcAMAAMCGn0UAAAA2xCIAAAAbYhEAAIANsQgAAMCGWAQAAGBDLAIAALAhFgEAANj4Bw9AlyGPnpNWAAAAAElFTkSuQmCC\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'America_chg', data=cases_continents_trans.tail(last_d), color='red')\n",
    "plt.title('Cases daily change America')\n",
    "plt.ylabel('number of cases')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 197,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'America_chg_pct', data=cases_continents_trans.tail(last_d), color='red')\n",
    "plt.title('Cases daily change America in percent (1 = 100%)')\n",
    "plt.ylabel('percentage')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 198,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Asia', data=cases_continents_trans.tail(last_d), color='green')\n",
    "plt.title('Cases in Asia')\n",
    "plt.ylabel('number of cases')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 199,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Asia_chg', data=cases_continents_trans.tail(last_d), color='green')\n",
    "plt.title('Cases daily change Asia')\n",
    "plt.ylabel('number of cases')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 200,
   "metadata": {
    "hide_input": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Asia_chg_pct', data=cases_continents_trans.tail(last_d), color='green')\n",
    "plt.title('Cases daily change Asia in percent (1 = 100%)')\n",
    "plt.ylabel('percentage')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# casulties"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 201,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x216 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(15,3))\n",
    "plt.bar( 'date', 'Europe', data=casulties_continents_trans.tail(last_d), color='blue')\n",
    "plt.title('Casulaties in Europe')\n",
    "plt.ylabel('number of casulties')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=60);"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 202,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "cases_trunc = cases_continents_trans.tail(30)\n",
    "plt.figure(figsize=(15,7))\n",
    "plt.plot( 'date', 'America_chg_pct_sm', data=cases_trunc, marker='', color='black', linewidth=2,label='America')\n",
    "plt.plot( 'date', 'Europe_chg_pct_sm', data=cases_trunc, marker='', color='blue', linewidth=2,label='Europe')\n",
    "plt.plot( 'date', 'Asia_chg_pct_sm', data=cases_trunc, marker='', color='red', linewidth=2,label='Asia')\n",
    "plt.plot( 'date', 'Africa_chg_pct_sm', data=cases_trunc, marker='', color='grey', linewidth=2,label='Africa')\n",
    "plt.plot( 'date', 'Oceania_chg_pct_sm', data=cases_trunc, marker='', color='orange', linewidth=2,label='Oceania')\n",
    "plt.title('Cases : Percentage daily increase ( 1=100%)')\n",
    "plt.ylabel('percentage increase')\n",
    "plt.xlabel('date')\n",
    "plt.xticks(rotation=45);\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 203,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "casulties_trunc = casulties_continents_trans.tail(20)\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot( 'date', 'America_chg_pct', data=casulties_trunc, marker='', color='black', linewidth=2)\n",
    "plt.plot( 'date', 'Europe_chg_pct', data=casulties_trunc, marker='', color='blue', linewidth=2)\n",
    "plt.plot( 'date', 'Asia_chg_pct', data=casulties_trunc, marker='', color='red', linewidth=2)\n",
    "plt.plot( 'date', 'Africa_chg_pct', data=casulties_trunc, marker='', color='grey', linewidth=2)\n",
    "plt.plot( 'date', 'Oceania_chg_pct', data=casulties_trunc, marker='', color='orange', linewidth=2)\n",
    "plt.xticks(rotation=60);\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 204,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1080x360 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "recovered_trunc = recovered_continents_trans.tail(20)\n",
    "plt.figure(figsize=(15,5))\n",
    "plt.plot( 'date', 'America_chg_pct', data=recovered_trunc, marker='', color='black', linewidth=2)\n",
    "plt.plot( 'date', 'Europe_chg_pct', data=recovered_trunc, marker='', color='blue', linewidth=2)\n",
    "plt.plot( 'date', 'Asia_chg_pct', data=recovered_trunc, marker='', color='red', linewidth=2)\n",
    "#plt.plot( 'date', 'Oceania_chg_pct', data=recovered_trunc, marker='', color='red', linewidth=2)\n",
    "plt.xticks(rotation=60);\n",
    "plt.legend();"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Match population"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 205,
   "metadata": {},
   "outputs": [],
   "source": [
    "country = cases\n",
    "country['Country'] = country['Country/Region']\n",
    "country = country.iloc[:,-3:]\n",
    "country.columns = ['cases','continents','country']\n",
    "\n",
    "temp_casulties = casulties\n",
    "temp_casulties['Country'] = temp_casulties['Country/Region']\n",
    "temp_casulties = temp_casulties.iloc[:,-3:]\n",
    "temp_casulties.columns = ['casulties','continents','country']\n",
    "temp_casulties = temp_casulties.drop(['continents'], axis=1)\n",
    "\n",
    "country = pd.merge(country,temp_casulties,left_on=['country'],right_on=['country'])\n",
    "\n",
    "country['country'] = country['country'].replace('US', 'United States')\n",
    "\n",
    "country = pd.merge(country,population,left_on=['country'],right_on=['Country'])\n",
    "\n",
    "country['casulties_pop'] = country['casulties']/country['population']\n",
    "country['casulties_cases'] = country['casulties']/country['cases']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 206,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Country</th>\n",
       "      <th>population</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>China</td>\n",
       "      <td>1.392730e+09</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Country    population\n",
       "38   China  1.392730e+09"
      ]
     },
     "execution_count": 206,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "population[population['Country']=='China']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 207,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>cases</th>\n",
       "      <th>continents</th>\n",
       "      <th>country</th>\n",
       "      <th>casulties</th>\n",
       "      <th>Country</th>\n",
       "      <th>population</th>\n",
       "      <th>casulties_pop</th>\n",
       "      <th>casulties_cases</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>149</th>\n",
       "      <td>526396</td>\n",
       "      <td>America</td>\n",
       "      <td>United States</td>\n",
       "      <td>20463</td>\n",
       "      <td>United States</td>\n",
       "      <td>3.271674e+08</td>\n",
       "      <td>6.254596e-05</td>\n",
       "      <td>0.038874</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>136</th>\n",
       "      <td>163027</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Spain</td>\n",
       "      <td>16606</td>\n",
       "      <td>Spain</td>\n",
       "      <td>4.672375e+07</td>\n",
       "      <td>3.554081e-04</td>\n",
       "      <td>0.101860</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>73</th>\n",
       "      <td>152271</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Italy</td>\n",
       "      <td>19468</td>\n",
       "      <td>Italy</td>\n",
       "      <td>6.043128e+07</td>\n",
       "      <td>3.221510e-04</td>\n",
       "      <td>0.127851</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>53</th>\n",
       "      <td>130727</td>\n",
       "      <td>Europe</td>\n",
       "      <td>France</td>\n",
       "      <td>13851</td>\n",
       "      <td>France</td>\n",
       "      <td>6.698724e+07</td>\n",
       "      <td>2.067707e-04</td>\n",
       "      <td>0.105954</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>56</th>\n",
       "      <td>124908</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Germany</td>\n",
       "      <td>2736</td>\n",
       "      <td>Germany</td>\n",
       "      <td>8.292792e+07</td>\n",
       "      <td>3.299251e-05</td>\n",
       "      <td>0.021904</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>83014</td>\n",
       "      <td>Asia</td>\n",
       "      <td>China</td>\n",
       "      <td>3343</td>\n",
       "      <td>China</td>\n",
       "      <td>1.392730e+09</td>\n",
       "      <td>2.400322e-06</td>\n",
       "      <td>0.040270</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>153</th>\n",
       "      <td>79874</td>\n",
       "      <td>Europe</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>9892</td>\n",
       "      <td>United Kingdom</td>\n",
       "      <td>6.648899e+07</td>\n",
       "      <td>1.487765e-04</td>\n",
       "      <td>0.123845</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>52167</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>1101</td>\n",
       "      <td>Turkey</td>\n",
       "      <td>8.231972e+07</td>\n",
       "      <td>1.337468e-05</td>\n",
       "      <td>0.021105</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>28018</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>3346</td>\n",
       "      <td>Belgium</td>\n",
       "      <td>1.142207e+07</td>\n",
       "      <td>2.929417e-04</td>\n",
       "      <td>0.119423</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>141</th>\n",
       "      <td>25107</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>1036</td>\n",
       "      <td>Switzerland</td>\n",
       "      <td>8.516543e+06</td>\n",
       "      <td>1.216456e-04</td>\n",
       "      <td>0.041263</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>105</th>\n",
       "      <td>24571</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>2653</td>\n",
       "      <td>Netherlands</td>\n",
       "      <td>1.723102e+07</td>\n",
       "      <td>1.539665e-04</td>\n",
       "      <td>0.107973</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>23316</td>\n",
       "      <td>America</td>\n",
       "      <td>Canada</td>\n",
       "      <td>654</td>\n",
       "      <td>Canada</td>\n",
       "      <td>3.705886e+07</td>\n",
       "      <td>1.764760e-05</td>\n",
       "      <td>0.028049</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>20727</td>\n",
       "      <td>America</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>1124</td>\n",
       "      <td>Brazil</td>\n",
       "      <td>2.094693e+08</td>\n",
       "      <td>5.365941e-06</td>\n",
       "      <td>0.054229</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>120</th>\n",
       "      <td>15987</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>470</td>\n",
       "      <td>Portugal</td>\n",
       "      <td>1.028176e+07</td>\n",
       "      <td>4.571201e-05</td>\n",
       "      <td>0.029399</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>13806</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Austria</td>\n",
       "      <td>337</td>\n",
       "      <td>Austria</td>\n",
       "      <td>8.847037e+06</td>\n",
       "      <td>3.809185e-05</td>\n",
       "      <td>0.024410</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>72</th>\n",
       "      <td>10743</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Israel</td>\n",
       "      <td>101</td>\n",
       "      <td>Israel</td>\n",
       "      <td>8.883800e+06</td>\n",
       "      <td>1.136901e-05</td>\n",
       "      <td>0.009401</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>140</th>\n",
       "      <td>10151</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>887</td>\n",
       "      <td>Sweden</td>\n",
       "      <td>1.018318e+07</td>\n",
       "      <td>8.710446e-05</td>\n",
       "      <td>0.087381</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>71</th>\n",
       "      <td>8928</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>320</td>\n",
       "      <td>Ireland</td>\n",
       "      <td>4.853506e+06</td>\n",
       "      <td>6.593172e-05</td>\n",
       "      <td>0.035842</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>68</th>\n",
       "      <td>8446</td>\n",
       "      <td>Asia</td>\n",
       "      <td>India</td>\n",
       "      <td>288</td>\n",
       "      <td>India</td>\n",
       "      <td>1.352617e+09</td>\n",
       "      <td>2.129205e-07</td>\n",
       "      <td>0.034099</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>44</th>\n",
       "      <td>7257</td>\n",
       "      <td>America</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>315</td>\n",
       "      <td>Ecuador</td>\n",
       "      <td>1.708436e+07</td>\n",
       "      <td>1.843792e-05</td>\n",
       "      <td>0.043406</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>6927</td>\n",
       "      <td>America</td>\n",
       "      <td>Chile</td>\n",
       "      <td>73</td>\n",
       "      <td>Chile</td>\n",
       "      <td>1.872916e+07</td>\n",
       "      <td>3.897665e-06</td>\n",
       "      <td>0.010538</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>117</th>\n",
       "      <td>6848</td>\n",
       "      <td>America</td>\n",
       "      <td>Peru</td>\n",
       "      <td>181</td>\n",
       "      <td>Peru</td>\n",
       "      <td>3.198926e+07</td>\n",
       "      <td>5.658150e-06</td>\n",
       "      <td>0.026431</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>111</th>\n",
       "      <td>6409</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Norway</td>\n",
       "      <td>119</td>\n",
       "      <td>Norway</td>\n",
       "      <td>5.314336e+06</td>\n",
       "      <td>2.239226e-05</td>\n",
       "      <td>0.018568</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>119</th>\n",
       "      <td>6356</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Poland</td>\n",
       "      <td>208</td>\n",
       "      <td>Poland</td>\n",
       "      <td>3.797855e+07</td>\n",
       "      <td>5.476776e-06</td>\n",
       "      <td>0.032725</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>6303</td>\n",
       "      <td>Oceania</td>\n",
       "      <td>Australia</td>\n",
       "      <td>57</td>\n",
       "      <td>Australia</td>\n",
       "      <td>2.499237e+07</td>\n",
       "      <td>2.280696e-06</td>\n",
       "      <td>0.009043</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>40</th>\n",
       "      <td>6191</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>260</td>\n",
       "      <td>Denmark</td>\n",
       "      <td>5.797446e+06</td>\n",
       "      <td>4.484733e-05</td>\n",
       "      <td>0.041996</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75</th>\n",
       "      <td>6005</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Japan</td>\n",
       "      <td>99</td>\n",
       "      <td>Japan</td>\n",
       "      <td>1.265291e+08</td>\n",
       "      <td>7.824287e-07</td>\n",
       "      <td>0.016486</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>122</th>\n",
       "      <td>5990</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Romania</td>\n",
       "      <td>291</td>\n",
       "      <td>Romania</td>\n",
       "      <td>1.947394e+07</td>\n",
       "      <td>1.494305e-05</td>\n",
       "      <td>0.048581</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>113</th>\n",
       "      <td>5011</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>86</td>\n",
       "      <td>Pakistan</td>\n",
       "      <td>2.122150e+08</td>\n",
       "      <td>4.052493e-07</td>\n",
       "      <td>0.017162</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>90</th>\n",
       "      <td>4530</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>73</td>\n",
       "      <td>Malaysia</td>\n",
       "      <td>3.152858e+07</td>\n",
       "      <td>2.315359e-06</td>\n",
       "      <td>0.016115</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>118</th>\n",
       "      <td>4428</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>247</td>\n",
       "      <td>Philippines</td>\n",
       "      <td>1.066519e+08</td>\n",
       "      <td>2.315945e-06</td>\n",
       "      <td>0.055781</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>126</th>\n",
       "      <td>4033</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>52</td>\n",
       "      <td>Saudi Arabia</td>\n",
       "      <td>3.369995e+07</td>\n",
       "      <td>1.543029e-06</td>\n",
       "      <td>0.012894</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>96</th>\n",
       "      <td>3844</td>\n",
       "      <td>America</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>233</td>\n",
       "      <td>Mexico</td>\n",
       "      <td>1.261908e+08</td>\n",
       "      <td>1.846411e-06</td>\n",
       "      <td>0.060614</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>69</th>\n",
       "      <td>3842</td>\n",
       "      <td>Asia</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>327</td>\n",
       "      <td>Indonesia</td>\n",
       "      <td>2.676634e+08</td>\n",
       "      <td>1.221683e-06</td>\n",
       "      <td>0.085112</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>152</th>\n",
       "      <td>3736</td>\n",
       "      <td>Asia</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>20</td>\n",
       "      <td>United Arab Emirates</td>\n",
       "      <td>9.630959e+06</td>\n",
       "      <td>2.076636e-06</td>\n",
       "      <td>0.005353</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>128</th>\n",
       "      <td>3380</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>74</td>\n",
       "      <td>Serbia</td>\n",
       "      <td>6.982084e+06</td>\n",
       "      <td>1.059855e-05</td>\n",
       "      <td>0.021893</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>87</th>\n",
       "      <td>3270</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>62</td>\n",
       "      <td>Luxembourg</td>\n",
       "      <td>6.077280e+05</td>\n",
       "      <td>1.020193e-04</td>\n",
       "      <td>0.018960</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>114</th>\n",
       "      <td>2974</td>\n",
       "      <td>America</td>\n",
       "      <td>Panama</td>\n",
       "      <td>74</td>\n",
       "      <td>Panama</td>\n",
       "      <td>4.176873e+06</td>\n",
       "      <td>1.771660e-05</td>\n",
       "      <td>0.024882</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>52</th>\n",
       "      <td>2905</td>\n",
       "      <td>Europe</td>\n",
       "      <td>Finland</td>\n",
       "      <td>49</td>\n",
       "      <td>Finland</td>\n",
       "      <td>5.518050e+06</td>\n",
       "      <td>8.879949e-06</td>\n",
       "      <td>0.016867</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>43</th>\n",
       "      <td>2759</td>\n",
       "      <td>America</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>135</td>\n",
       "      <td>Dominican Republic</td>\n",
       "      <td>1.062716e+07</td>\n",
       "      <td>1.270329e-05</td>\n",
       "      <td>0.048931</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "      cases continents               country  casulties               Country  \\\n",
       "149  526396    America         United States      20463         United States   \n",
       "136  163027     Europe                 Spain      16606                 Spain   \n",
       "73   152271     Europe                 Italy      19468                 Italy   \n",
       "53   130727     Europe                France      13851                France   \n",
       "56   124908     Europe               Germany       2736               Germany   \n",
       "33    83014       Asia                 China       3343                 China   \n",
       "153   79874     Europe        United Kingdom       9892        United Kingdom   \n",
       "148   52167       Asia                Turkey       1101                Turkey   \n",
       "15    28018     Europe               Belgium       3346               Belgium   \n",
       "141   25107     Europe           Switzerland       1036           Switzerland   \n",
       "105   24571     Europe           Netherlands       2653           Netherlands   \n",
       "29    23316    America                Canada        654                Canada   \n",
       "22    20727    America                Brazil       1124                Brazil   \n",
       "120   15987     Europe              Portugal        470              Portugal   \n",
       "9     13806     Europe               Austria        337               Austria   \n",
       "72    10743       Asia                Israel        101                Israel   \n",
       "140   10151     Europe                Sweden        887                Sweden   \n",
       "71     8928     Europe               Ireland        320               Ireland   \n",
       "68     8446       Asia                 India        288                 India   \n",
       "44     7257    America               Ecuador        315               Ecuador   \n",
       "32     6927    America                 Chile         73                 Chile   \n",
       "117    6848    America                  Peru        181                  Peru   \n",
       "111    6409     Europe                Norway        119                Norway   \n",
       "119    6356     Europe                Poland        208                Poland   \n",
       "8      6303    Oceania             Australia         57             Australia   \n",
       "40     6191     Europe               Denmark        260               Denmark   \n",
       "75     6005       Asia                 Japan         99                 Japan   \n",
       "122    5990     Europe               Romania        291               Romania   \n",
       "113    5011       Asia              Pakistan         86              Pakistan   \n",
       "90     4530       Asia              Malaysia         73              Malaysia   \n",
       "118    4428       Asia           Philippines        247           Philippines   \n",
       "126    4033       Asia          Saudi Arabia         52          Saudi Arabia   \n",
       "96     3844    America                Mexico        233                Mexico   \n",
       "69     3842       Asia             Indonesia        327             Indonesia   \n",
       "152    3736       Asia  United Arab Emirates         20  United Arab Emirates   \n",
       "128    3380     Europe                Serbia         74                Serbia   \n",
       "87     3270     Europe            Luxembourg         62            Luxembourg   \n",
       "114    2974    America                Panama         74                Panama   \n",
       "52     2905     Europe               Finland         49               Finland   \n",
       "43     2759    America    Dominican Republic        135    Dominican Republic   \n",
       "\n",
       "       population  casulties_pop  casulties_cases  \n",
       "149  3.271674e+08   6.254596e-05         0.038874  \n",
       "136  4.672375e+07   3.554081e-04         0.101860  \n",
       "73   6.043128e+07   3.221510e-04         0.127851  \n",
       "53   6.698724e+07   2.067707e-04         0.105954  \n",
       "56   8.292792e+07   3.299251e-05         0.021904  \n",
       "33   1.392730e+09   2.400322e-06         0.040270  \n",
       "153  6.648899e+07   1.487765e-04         0.123845  \n",
       "148  8.231972e+07   1.337468e-05         0.021105  \n",
       "15   1.142207e+07   2.929417e-04         0.119423  \n",
       "141  8.516543e+06   1.216456e-04         0.041263  \n",
       "105  1.723102e+07   1.539665e-04         0.107973  \n",
       "29   3.705886e+07   1.764760e-05         0.028049  \n",
       "22   2.094693e+08   5.365941e-06         0.054229  \n",
       "120  1.028176e+07   4.571201e-05         0.029399  \n",
       "9    8.847037e+06   3.809185e-05         0.024410  \n",
       "72   8.883800e+06   1.136901e-05         0.009401  \n",
       "140  1.018318e+07   8.710446e-05         0.087381  \n",
       "71   4.853506e+06   6.593172e-05         0.035842  \n",
       "68   1.352617e+09   2.129205e-07         0.034099  \n",
       "44   1.708436e+07   1.843792e-05         0.043406  \n",
       "32   1.872916e+07   3.897665e-06         0.010538  \n",
       "117  3.198926e+07   5.658150e-06         0.026431  \n",
       "111  5.314336e+06   2.239226e-05         0.018568  \n",
       "119  3.797855e+07   5.476776e-06         0.032725  \n",
       "8    2.499237e+07   2.280696e-06         0.009043  \n",
       "40   5.797446e+06   4.484733e-05         0.041996  \n",
       "75   1.265291e+08   7.824287e-07         0.016486  \n",
       "122  1.947394e+07   1.494305e-05         0.048581  \n",
       "113  2.122150e+08   4.052493e-07         0.017162  \n",
       "90   3.152858e+07   2.315359e-06         0.016115  \n",
       "118  1.066519e+08   2.315945e-06         0.055781  \n",
       "126  3.369995e+07   1.543029e-06         0.012894  \n",
       "96   1.261908e+08   1.846411e-06         0.060614  \n",
       "69   2.676634e+08   1.221683e-06         0.085112  \n",
       "152  9.630959e+06   2.076636e-06         0.005353  \n",
       "128  6.982084e+06   1.059855e-05         0.021893  \n",
       "87   6.077280e+05   1.020193e-04         0.018960  \n",
       "114  4.176873e+06   1.771660e-05         0.024882  \n",
       "52   5.518050e+06   8.879949e-06         0.016867  \n",
       "43   1.062716e+07   1.270329e-05         0.048931  "
      ]
     },
     "execution_count": 207,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "country_top = country.sort_values(by=['cases'], ascending=False).head(40)\n",
    "country_top"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 209,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 720x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "\n",
    "\n",
    "ax = sns.lmplot('casulties_pop', # Horizontal axis\n",
    "           'casulties_cases', # Vertical axis\n",
    "           data=country_top, # Data source\n",
    "           fit_reg=False, # Don't fix a regression line\n",
    "           size = 10,\n",
    "           aspect =1) # size and dimension\n",
    "\n",
    "plt.title('Compare Casulties and cases over population of top 50 countries with highest number of cases')\n",
    "# Set x-axis label\n",
    "plt.xlabel('casulties over population')\n",
    "# Set y-axis label\n",
    "plt.ylabel('casulties over cases')\n",
    "\n",
    "plt.xlim(0, 0.0005)\n",
    "\n",
    "\n",
    "def label_point(x, y, val, ax):\n",
    "    a = pd.concat({'x': x, 'y': y, 'val': val}, axis=1)\n",
    "    for i, point in a.iterrows():\n",
    "        ax.text(point['x']+0.000002, point['y'], str(point['val']))\n",
    "\n",
    "label_point(country_top.casulties_pop, country_top.casulties_cases, country_top.country, plt.gca()) ;"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
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  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
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   "name": "python",
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  "toc": {
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