diff --git a/module3/exo3/exercice.ipynb b/module3/exo3/exercice.ipynb
index 677f4460e3481a54b0da77299d216a97ce31cf37..75f6138ebdf9bdb51ff0a12ed169b806a5184305 100644
--- a/module3/exo3/exercice.ipynb
+++ b/module3/exo3/exercice.ipynb
@@ -23,7 +23,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 157,
+   "execution_count": 69,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -36,7 +36,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 158,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [
     {
@@ -1809,7 +1809,7 @@
        "[266 rows x 105 columns]"
       ]
      },
-     "execution_count": 158,
+     "execution_count": 6,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1829,7 +1829,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 159,
+   "execution_count": 7,
    "metadata": {},
    "outputs": [
     {
@@ -1890,7 +1890,7 @@
        "[0 rows x 104 columns]"
       ]
      },
-     "execution_count": 159,
+     "execution_count": 7,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -1916,20 +1916,9 @@
   },
   {
    "cell_type": "code",
-   "execution_count": 170,
+   "execution_count": 65,
    "metadata": {},
    "outputs": [
-    {
-     "name": "stdout",
-     "output_type": "stream",
-     "text": [
-      "Empty DataFrame\n",
-      "Columns: [1/22/20, 1/23/20, 1/24/20, 1/25/20, 1/26/20, 1/27/20, 1/28/20, 1/29/20, 1/30/20, 1/31/20, 2/1/20, 2/2/20, 2/3/20, 2/4/20, 2/5/20, 2/6/20, 2/7/20, 2/8/20, 2/9/20, 2/10/20, 2/11/20, 2/12/20, 2/13/20, 2/14/20, 2/15/20, 2/16/20, 2/17/20, 2/18/20, 2/19/20, 2/20/20, 2/21/20, 2/22/20, 2/23/20, 2/24/20, 2/25/20, 2/26/20, 2/27/20, 2/28/20, 2/29/20, 3/1/20, 3/2/20, 3/3/20, 3/4/20, 3/5/20, 3/6/20, 3/7/20, 3/8/20, 3/9/20, 3/10/20, 3/11/20, 3/12/20, 3/13/20, 3/14/20, 3/15/20, 3/16/20, 3/17/20, 3/18/20, 3/19/20, 3/20/20, 3/21/20, 3/22/20, 3/23/20, 3/24/20, 3/25/20, 3/26/20, 3/27/20, 3/28/20, 3/29/20, 3/30/20, 3/31/20, 4/1/20, 4/2/20, 4/3/20, 4/4/20, 4/5/20, 4/6/20, 4/7/20, 4/8/20, 4/9/20, 4/10/20, 4/11/20, 4/12/20, 4/13/20, 4/14/20, 4/15/20, 4/16/20, 4/17/20, 4/18/20, 4/19/20, 4/20/20, 4/21/20, 4/22/20, 4/23/20, 4/24/20, 4/25/20, 4/26/20, 4/27/20, 4/28/20, 4/29/20, 4/30/20, ...]\n",
-      "Index: []\n",
-      "\n",
-      "[0 rows x 101 columns]\n"
-     ]
-    },
     {
      "data": {
       "text/html": [
@@ -1951,748 +1940,1072 @@
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        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Province/State</th>\n",
-       "      <th>Country/Region</th>\n",
-       "      <th>1/22/20</th>\n",
-       "      <th>1/23/20</th>\n",
-       "      <th>1/24/20</th>\n",
-       "      <th>1/25/20</th>\n",
-       "      <th>1/26/20</th>\n",
-       "      <th>1/27/20</th>\n",
-       "      <th>1/28/20</th>\n",
-       "      <th>1/29/20</th>\n",
-       "      <th>...</th>\n",
-       "      <th>4/22/20</th>\n",
-       "      <th>4/23/20</th>\n",
-       "      <th>4/24/20</th>\n",
-       "      <th>4/25/20</th>\n",
-       "      <th>4/26/20</th>\n",
-       "      <th>4/27/20</th>\n",
-       "      <th>4/28/20</th>\n",
-       "      <th>4/29/20</th>\n",
-       "      <th>4/30/20</th>\n",
-       "      <th>5/1/20</th>\n",
+       "      <th>0</th>\n",
+       "      <th>1</th>\n",
+       "      <th>2</th>\n",
+       "      <th>3</th>\n",
+       "      <th>4</th>\n",
+       "      <th>5</th>\n",
+       "      <th>6</th>\n",
+       "      <th>7</th>\n",
+       "      <th>8</th>\n",
+       "      <th>9</th>\n",
+       "      <th>10</th>\n",
+       "      <th>11</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
-       "      <th>0</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Belgium</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1/22/20</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>41889</td>\n",
-       "      <td>42797</td>\n",
-       "      <td>44293</td>\n",
-       "      <td>45325</td>\n",
-       "      <td>46134</td>\n",
-       "      <td>46687</td>\n",
-       "      <td>47334</td>\n",
-       "      <td>47859</td>\n",
-       "      <td>48519</td>\n",
-       "      <td>49032</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>1</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>France</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>2</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>4</td>\n",
-       "      <td>5</td>\n",
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-       "      <td>154715</td>\n",
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-       "      <td>158636</td>\n",
-       "      <td>160292</td>\n",
-       "      <td>160847</td>\n",
-       "      <td>164589</td>\n",
-       "      <td>167605</td>\n",
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-       "      <td>165764</td>\n",
-       "      <td>165764</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>2</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Germany</td>\n",
-       "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>1</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>...</td>\n",
-       "      <td>150648</td>\n",
-       "      <td>153129</td>\n",
-       "      <td>154999</td>\n",
-       "      <td>156513</td>\n",
-       "      <td>157770</td>\n",
-       "      <td>158758</td>\n",
-       "      <td>159912</td>\n",
-       "      <td>161539</td>\n",
-       "      <td>163009</td>\n",
-       "      <td>164077</td>\n",
+       "      <td>548</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Iran</td>\n",
+       "      <th>1/23/20</th>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>85996</td>\n",
-       "      <td>87026</td>\n",
-       "      <td>88194</td>\n",
-       "      <td>89328</td>\n",
-       "      <td>90481</td>\n",
-       "      <td>91472</td>\n",
-       "      <td>92584</td>\n",
-       "      <td>93657</td>\n",
-       "      <td>94640</td>\n",
-       "      <td>95646</td>\n",
+       "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>641</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Italy</td>\n",
+       "      <th>1/24/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
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        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>187327</td>\n",
-       "      <td>189973</td>\n",
-       "      <td>192994</td>\n",
-       "      <td>195351</td>\n",
-       "      <td>197675</td>\n",
-       "      <td>199414</td>\n",
-       "      <td>201505</td>\n",
-       "      <td>203591</td>\n",
-       "      <td>205463</td>\n",
-       "      <td>207428</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>5</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Japan</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>4</td>\n",
-       "      <td>4</td>\n",
-       "      <td>7</td>\n",
-       "      <td>7</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11512</td>\n",
-       "      <td>12368</td>\n",
-       "      <td>12829</td>\n",
-       "      <td>13231</td>\n",
-       "      <td>13441</td>\n",
-       "      <td>14153</td>\n",
-       "      <td>13736</td>\n",
-       "      <td>13895</td>\n",
-       "      <td>14088</td>\n",
-       "      <td>14305</td>\n",
+       "      <td>918</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
-       "      <td>Aruba</td>\n",
-       "      <td>Netherlands</td>\n",
+       "      <th>1/25/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
-       "      <td>100</td>\n",
+       "      <td>2</td>\n",
+       "      <td>1401</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
-       "      <td>Curacao</td>\n",
-       "      <td>Netherlands</td>\n",
+       "      <th>1/26/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>14</td>\n",
-       "      <td>14</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
-       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2067</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
-       "      <td>Sint Maarten</td>\n",
-       "      <td>Netherlands</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1/27/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>71</td>\n",
-       "      <td>73</td>\n",
-       "      <td>73</td>\n",
-       "      <td>73</td>\n",
-       "      <td>74</td>\n",
-       "      <td>74</td>\n",
-       "      <td>75</td>\n",
-       "      <td>75</td>\n",
-       "      <td>75</td>\n",
-       "      <td>76</td>\n",
+       "      <td>5</td>\n",
+       "      <td>2869</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Netherlands</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1/28/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>7</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>34842</td>\n",
-       "      <td>35729</td>\n",
-       "      <td>36535</td>\n",
-       "      <td>37190</td>\n",
-       "      <td>37845</td>\n",
-       "      <td>38245</td>\n",
-       "      <td>38416</td>\n",
-       "      <td>38802</td>\n",
-       "      <td>39316</td>\n",
-       "      <td>39791</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5501</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Portugal</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1/29/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>7</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>21982</td>\n",
-       "      <td>22353</td>\n",
-       "      <td>22797</td>\n",
-       "      <td>23392</td>\n",
-       "      <td>23864</td>\n",
-       "      <td>24027</td>\n",
-       "      <td>24322</td>\n",
-       "      <td>24505</td>\n",
-       "      <td>25045</td>\n",
-       "      <td>25351</td>\n",
+       "      <td>5</td>\n",
+       "      <td>6077</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Spain</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1/30/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>4</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>11</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>208389</td>\n",
-       "      <td>213024</td>\n",
-       "      <td>202990</td>\n",
-       "      <td>205905</td>\n",
-       "      <td>207634</td>\n",
-       "      <td>209465</td>\n",
-       "      <td>210773</td>\n",
-       "      <td>212917</td>\n",
-       "      <td>213435</td>\n",
-       "      <td>213435</td>\n",
+       "      <td>5</td>\n",
+       "      <td>8131</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
-       "      <td>Bermuda</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
+       "      <th>1/31/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>5</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>15</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>99</td>\n",
-       "      <td>99</td>\n",
-       "      <td>99</td>\n",
-       "      <td>109</td>\n",
-       "      <td>109</td>\n",
-       "      <td>110</td>\n",
-       "      <td>110</td>\n",
-       "      <td>111</td>\n",
-       "      <td>114</td>\n",
-       "      <td>114</td>\n",
+       "      <td>2</td>\n",
+       "      <td>7</td>\n",
+       "      <td>9790</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
-       "      <td>Cayman Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2/1/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>8</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>11878</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/10/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>14</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>66</td>\n",
-       "      <td>66</td>\n",
-       "      <td>70</td>\n",
-       "      <td>70</td>\n",
-       "      <td>70</td>\n",
-       "      <td>70</td>\n",
-       "      <td>70</td>\n",
-       "      <td>73</td>\n",
-       "      <td>73</td>\n",
-       "      <td>74</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>11</td>\n",
+       "      <td>42316</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
-       "      <td>Channel Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2/11/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>12</td>\n",
+       "      <td>44337</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/12/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>498</td>\n",
-       "      <td>521</td>\n",
-       "      <td>523</td>\n",
-       "      <td>525</td>\n",
-       "      <td>525</td>\n",
-       "      <td>525</td>\n",
-       "      <td>530</td>\n",
-       "      <td>537</td>\n",
-       "      <td>537</td>\n",
-       "      <td>538</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>12</td>\n",
+       "      <td>44709</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
-       "      <td>Gibraltar</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2/13/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>59842</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/14/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>11</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>132</td>\n",
-       "      <td>133</td>\n",
-       "      <td>133</td>\n",
-       "      <td>136</td>\n",
-       "      <td>141</td>\n",
-       "      <td>141</td>\n",
-       "      <td>141</td>\n",
-       "      <td>141</td>\n",
-       "      <td>144</td>\n",
-       "      <td>144</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>66302</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
-       "      <td>Isle of Man</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2/15/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>68357</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/16/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>59</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>307</td>\n",
-       "      <td>307</td>\n",
-       "      <td>308</td>\n",
-       "      <td>308</td>\n",
-       "      <td>308</td>\n",
-       "      <td>308</td>\n",
-       "      <td>309</td>\n",
-       "      <td>313</td>\n",
-       "      <td>315</td>\n",
-       "      <td>316</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>70456</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
-       "      <td>Montserrat</td>\n",
-       "      <td>United Kingdom</td>\n",
+       "      <th>2/17/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>66</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>72374</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/18/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
        "      <td>0</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>74149</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/19/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>2</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>74556</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>United Kingdom</td>\n",
+       "      <th>2/2/20</th>\n",
        "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>10</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>20</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>1</td>\n",
+       "      <td>2</td>\n",
+       "      <td>8</td>\n",
+       "      <td>16615</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/20/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3</td>\n",
+       "      <td>94</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>13</td>\n",
+       "      <td>75009</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/21/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>18</td>\n",
+       "      <td>20</td>\n",
+       "      <td>105</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>133495</td>\n",
-       "      <td>138078</td>\n",
-       "      <td>143464</td>\n",
-       "      <td>148377</td>\n",
-       "      <td>152840</td>\n",
-       "      <td>157149</td>\n",
-       "      <td>161145</td>\n",
-       "      <td>165221</td>\n",
-       "      <td>171253</td>\n",
-       "      <td>177454</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>75482</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>US</td>\n",
-       "      <td>1</td>\n",
+       "      <th>2/22/20</th>\n",
        "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>28</td>\n",
+       "      <td>62</td>\n",
+       "      <td>122</td>\n",
+       "      <td>0</td>\n",
+       "      <td>0</td>\n",
        "      <td>2</td>\n",
-       "      <td>2</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>...</td>\n",
-       "      <td>840351</td>\n",
-       "      <td>869170</td>\n",
-       "      <td>905358</td>\n",
-       "      <td>938154</td>\n",
-       "      <td>965785</td>\n",
-       "      <td>988197</td>\n",
-       "      <td>1012582</td>\n",
-       "      <td>1039909</td>\n",
-       "      <td>1069424</td>\n",
-       "      <td>1103461</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>76932</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
-       "      <td>Anguilla</td>\n",
-       "      <td>United Kingdom</td>\n",
+       "      <th>2/23/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>43</td>\n",
+       "      <td>155</td>\n",
+       "      <td>147</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>9</td>\n",
+       "      <td>15</td>\n",
+       "      <td>76948</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/24/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>12</td>\n",
+       "      <td>16</td>\n",
+       "      <td>61</td>\n",
+       "      <td>229</td>\n",
+       "      <td>159</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>2</td>\n",
+       "      <td>13</td>\n",
+       "      <td>51</td>\n",
+       "      <td>77162</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/25/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>14</td>\n",
+       "      <td>17</td>\n",
+       "      <td>95</td>\n",
+       "      <td>322</td>\n",
+       "      <td>170</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>13</td>\n",
+       "      <td>51</td>\n",
+       "      <td>77670</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2/26/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>18</td>\n",
+       "      <td>27</td>\n",
+       "      <td>139</td>\n",
+       "      <td>453</td>\n",
+       "      <td>189</td>\n",
        "      <td>0</td>\n",
        "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
-       "      <td>3</td>\n",
+       "      <td>13</td>\n",
+       "      <td>13</td>\n",
+       "      <td>57</td>\n",
+       "      <td>78075</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
-       "      <td>British Virgin Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
+       "      <th>2/27/20</th>\n",
+       "      <td>1</td>\n",
+       "      <td>38</td>\n",
+       "      <td>46</td>\n",
+       "      <td>245</td>\n",
+       "      <td>655</td>\n",
+       "      <td>214</td>\n",
+       "      <td>1</td>\n",
        "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
-       "      <td>6</td>\n",
+       "      <td>15</td>\n",
+       "      <td>15</td>\n",
+       "      <td>58</td>\n",
+       "      <td>78508</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
-       "      <td>Turks and Caicos Islands</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
        "      <td>...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>11</td>\n",
-       "      <td>12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>12</td>\n",
-       "      <td>12</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
-       "      <td>Bonaire, Sint Eustatius and Saba</td>\n",
-       "      <td>Netherlands</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>5</td>\n",
-       "      <td>6</td>\n",
+       "      <th>4/10/20</th>\n",
+       "      <td>26667</td>\n",
+       "      <td>90676</td>\n",
+       "      <td>122171</td>\n",
+       "      <td>68192</td>\n",
+       "      <td>147577</td>\n",
+       "      <td>5530</td>\n",
+       "      <td>23097</td>\n",
+       "      <td>15472</td>\n",
+       "      <td>158273</td>\n",
+       "      <td>73758</td>\n",
+       "      <td>496535</td>\n",
+       "      <td>81952</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/11/20</th>\n",
+       "      <td>28018</td>\n",
+       "      <td>93790</td>\n",
+       "      <td>124908</td>\n",
+       "      <td>70029</td>\n",
+       "      <td>152271</td>\n",
+       "      <td>6005</td>\n",
+       "      <td>24413</td>\n",
+       "      <td>15987</td>\n",
+       "      <td>163027</td>\n",
+       "      <td>78991</td>\n",
+       "      <td>526396</td>\n",
+       "      <td>82014</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/12/20</th>\n",
+       "      <td>29647</td>\n",
+       "      <td>120633</td>\n",
+       "      <td>127854</td>\n",
+       "      <td>71686</td>\n",
+       "      <td>156363</td>\n",
+       "      <td>6748</td>\n",
+       "      <td>25587</td>\n",
+       "      <td>16585</td>\n",
+       "      <td>166831</td>\n",
+       "      <td>84279</td>\n",
+       "      <td>555313</td>\n",
+       "      <td>82130</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/13/20</th>\n",
+       "      <td>30589</td>\n",
+       "      <td>124298</td>\n",
+       "      <td>130072</td>\n",
+       "      <td>73303</td>\n",
+       "      <td>159516</td>\n",
+       "      <td>7370</td>\n",
+       "      <td>26551</td>\n",
+       "      <td>16934</td>\n",
+       "      <td>170099</td>\n",
+       "      <td>88621</td>\n",
+       "      <td>580619</td>\n",
+       "      <td>82204</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/14/20</th>\n",
+       "      <td>31119</td>\n",
+       "      <td>129257</td>\n",
+       "      <td>131359</td>\n",
+       "      <td>74877</td>\n",
+       "      <td>162488</td>\n",
+       "      <td>7645</td>\n",
+       "      <td>27419</td>\n",
+       "      <td>17448</td>\n",
+       "      <td>172541</td>\n",
+       "      <td>93873</td>\n",
+       "      <td>607670</td>\n",
+       "      <td>82294</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/15/20</th>\n",
+       "      <td>33573</td>\n",
+       "      <td>132473</td>\n",
+       "      <td>134753</td>\n",
+       "      <td>76389</td>\n",
+       "      <td>165155</td>\n",
+       "      <td>8100</td>\n",
+       "      <td>28153</td>\n",
+       "      <td>18091</td>\n",
+       "      <td>177644</td>\n",
+       "      <td>98476</td>\n",
+       "      <td>636350</td>\n",
+       "      <td>82339</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/16/20</th>\n",
+       "      <td>34809</td>\n",
+       "      <td>144944</td>\n",
+       "      <td>137698</td>\n",
+       "      <td>77995</td>\n",
+       "      <td>168941</td>\n",
+       "      <td>8626</td>\n",
+       "      <td>29214</td>\n",
+       "      <td>18841</td>\n",
+       "      <td>184948</td>\n",
+       "      <td>103093</td>\n",
+       "      <td>667592</td>\n",
+       "      <td>82386</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/17/20</th>\n",
+       "      <td>36138</td>\n",
+       "      <td>146923</td>\n",
+       "      <td>141397</td>\n",
+       "      <td>79494</td>\n",
+       "      <td>172434</td>\n",
+       "      <td>9787</td>\n",
+       "      <td>30449</td>\n",
+       "      <td>19022</td>\n",
+       "      <td>190839</td>\n",
+       "      <td>108692</td>\n",
+       "      <td>699706</td>\n",
+       "      <td>82739</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/18/20</th>\n",
+       "      <td>37183</td>\n",
+       "      <td>146906</td>\n",
+       "      <td>143342</td>\n",
+       "      <td>80868</td>\n",
+       "      <td>175925</td>\n",
+       "      <td>10296</td>\n",
+       "      <td>31589</td>\n",
+       "      <td>19685</td>\n",
+       "      <td>191726</td>\n",
+       "      <td>114217</td>\n",
+       "      <td>732197</td>\n",
+       "      <td>82763</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/19/20</th>\n",
+       "      <td>38496</td>\n",
+       "      <td>151808</td>\n",
+       "      <td>145184</td>\n",
+       "      <td>82211</td>\n",
+       "      <td>178972</td>\n",
+       "      <td>10797</td>\n",
+       "      <td>32655</td>\n",
+       "      <td>20206</td>\n",
+       "      <td>198674</td>\n",
+       "      <td>120067</td>\n",
+       "      <td>758809</td>\n",
+       "      <td>82780</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/2/20</th>\n",
+       "      <td>15348</td>\n",
+       "      <td>59105</td>\n",
+       "      <td>84794</td>\n",
+       "      <td>50468</td>\n",
+       "      <td>115242</td>\n",
+       "      <td>2495</td>\n",
+       "      <td>14697</td>\n",
+       "      <td>9034</td>\n",
+       "      <td>112065</td>\n",
+       "      <td>33718</td>\n",
+       "      <td>243622</td>\n",
+       "      <td>81630</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/20/20</th>\n",
+       "      <td>39983</td>\n",
+       "      <td>154188</td>\n",
+       "      <td>147065</td>\n",
+       "      <td>83505</td>\n",
+       "      <td>181228</td>\n",
+       "      <td>10797</td>\n",
+       "      <td>33405</td>\n",
+       "      <td>20863</td>\n",
+       "      <td>200210</td>\n",
+       "      <td>124743</td>\n",
+       "      <td>784326</td>\n",
+       "      <td>82792</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/21/20</th>\n",
+       "      <td>40956</td>\n",
+       "      <td>156921</td>\n",
+       "      <td>148291</td>\n",
+       "      <td>84802</td>\n",
+       "      <td>183957</td>\n",
+       "      <td>11135</td>\n",
+       "      <td>34134</td>\n",
+       "      <td>21379</td>\n",
+       "      <td>204178</td>\n",
+       "      <td>129044</td>\n",
+       "      <td>811865</td>\n",
+       "      <td>82824</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
-       "      <td>Falkland Islands (Malvinas)</td>\n",
-       "      <td>United Kingdom</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>0</td>\n",
-       "      <td>...</td>\n",
-       "      <td>11</td>\n",
-       "      <td>12</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
-       "      <td>13</td>\n",
+       "      <th>4/22/20</th>\n",
+       "      <td>41889</td>\n",
+       "      <td>154715</td>\n",
+       "      <td>150648</td>\n",
+       "      <td>85996</td>\n",
+       "      <td>187327</td>\n",
+       "      <td>11512</td>\n",
+       "      <td>34842</td>\n",
+       "      <td>21982</td>\n",
+       "      <td>208389</td>\n",
+       "      <td>133495</td>\n",
+       "      <td>840351</td>\n",
+       "      <td>82835</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/23/20</th>\n",
+       "      <td>42797</td>\n",
+       "      <td>157026</td>\n",
+       "      <td>153129</td>\n",
+       "      <td>87026</td>\n",
+       "      <td>189973</td>\n",
+       "      <td>12368</td>\n",
+       "      <td>35729</td>\n",
+       "      <td>22353</td>\n",
+       "      <td>213024</td>\n",
+       "      <td>138078</td>\n",
+       "      <td>869170</td>\n",
+       "      <td>82849</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/24/20</th>\n",
+       "      <td>44293</td>\n",
+       "      <td>158636</td>\n",
+       "      <td>154999</td>\n",
+       "      <td>88194</td>\n",
+       "      <td>192994</td>\n",
+       "      <td>12829</td>\n",
+       "      <td>36535</td>\n",
+       "      <td>22797</td>\n",
+       "      <td>202990</td>\n",
+       "      <td>143464</td>\n",
+       "      <td>905358</td>\n",
+       "      <td>82864</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/25/20</th>\n",
+       "      <td>45325</td>\n",
+       "      <td>160292</td>\n",
+       "      <td>156513</td>\n",
+       "      <td>89328</td>\n",
+       "      <td>195351</td>\n",
+       "      <td>13231</td>\n",
+       "      <td>37190</td>\n",
+       "      <td>23392</td>\n",
+       "      <td>205905</td>\n",
+       "      <td>148377</td>\n",
+       "      <td>938154</td>\n",
+       "      <td>82872</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/26/20</th>\n",
+       "      <td>46134</td>\n",
+       "      <td>160847</td>\n",
+       "      <td>157770</td>\n",
+       "      <td>90481</td>\n",
+       "      <td>197675</td>\n",
+       "      <td>13441</td>\n",
+       "      <td>37845</td>\n",
+       "      <td>23864</td>\n",
+       "      <td>207634</td>\n",
+       "      <td>152840</td>\n",
+       "      <td>965785</td>\n",
+       "      <td>82875</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/27/20</th>\n",
+       "      <td>46687</td>\n",
+       "      <td>164589</td>\n",
+       "      <td>158758</td>\n",
+       "      <td>91472</td>\n",
+       "      <td>199414</td>\n",
+       "      <td>14153</td>\n",
+       "      <td>38245</td>\n",
+       "      <td>24027</td>\n",
+       "      <td>209465</td>\n",
+       "      <td>157149</td>\n",
+       "      <td>988197</td>\n",
+       "      <td>82881</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/28/20</th>\n",
+       "      <td>47334</td>\n",
+       "      <td>167605</td>\n",
+       "      <td>159912</td>\n",
+       "      <td>92584</td>\n",
+       "      <td>201505</td>\n",
+       "      <td>13736</td>\n",
+       "      <td>38416</td>\n",
+       "      <td>24322</td>\n",
+       "      <td>210773</td>\n",
+       "      <td>161145</td>\n",
+       "      <td>1012582</td>\n",
+       "      <td>82903</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/29/20</th>\n",
+       "      <td>47859</td>\n",
+       "      <td>165093</td>\n",
+       "      <td>161539</td>\n",
+       "      <td>93657</td>\n",
+       "      <td>203591</td>\n",
+       "      <td>13895</td>\n",
+       "      <td>38802</td>\n",
+       "      <td>24505</td>\n",
+       "      <td>212917</td>\n",
+       "      <td>165221</td>\n",
+       "      <td>1039909</td>\n",
+       "      <td>82907</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/3/20</th>\n",
+       "      <td>16770</td>\n",
+       "      <td>64338</td>\n",
+       "      <td>91159</td>\n",
+       "      <td>53183</td>\n",
+       "      <td>119827</td>\n",
+       "      <td>2617</td>\n",
+       "      <td>15723</td>\n",
+       "      <td>9886</td>\n",
+       "      <td>119199</td>\n",
+       "      <td>38168</td>\n",
+       "      <td>275367</td>\n",
+       "      <td>81666</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/30/20</th>\n",
+       "      <td>48519</td>\n",
+       "      <td>165764</td>\n",
+       "      <td>163009</td>\n",
+       "      <td>94640</td>\n",
+       "      <td>205463</td>\n",
+       "      <td>14088</td>\n",
+       "      <td>39316</td>\n",
+       "      <td>25045</td>\n",
+       "      <td>213435</td>\n",
+       "      <td>171253</td>\n",
+       "      <td>1069424</td>\n",
+       "      <td>82919</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/4/20</th>\n",
+       "      <td>18431</td>\n",
+       "      <td>68605</td>\n",
+       "      <td>96092</td>\n",
+       "      <td>55743</td>\n",
+       "      <td>124632</td>\n",
+       "      <td>3139</td>\n",
+       "      <td>16627</td>\n",
+       "      <td>10524</td>\n",
+       "      <td>126168</td>\n",
+       "      <td>41903</td>\n",
+       "      <td>308650</td>\n",
+       "      <td>81681</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/5/20</th>\n",
+       "      <td>19691</td>\n",
+       "      <td>70478</td>\n",
+       "      <td>100123</td>\n",
+       "      <td>58226</td>\n",
+       "      <td>128948</td>\n",
+       "      <td>3139</td>\n",
+       "      <td>17851</td>\n",
+       "      <td>11278</td>\n",
+       "      <td>131646</td>\n",
+       "      <td>47806</td>\n",
+       "      <td>336802</td>\n",
+       "      <td>81712</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/6/20</th>\n",
+       "      <td>20814</td>\n",
+       "      <td>74390</td>\n",
+       "      <td>103374</td>\n",
+       "      <td>60500</td>\n",
+       "      <td>132547</td>\n",
+       "      <td>3654</td>\n",
+       "      <td>18803</td>\n",
+       "      <td>11730</td>\n",
+       "      <td>136675</td>\n",
+       "      <td>51608</td>\n",
+       "      <td>366317</td>\n",
+       "      <td>81751</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/7/20</th>\n",
+       "      <td>22194</td>\n",
+       "      <td>78167</td>\n",
+       "      <td>107663</td>\n",
+       "      <td>62589</td>\n",
+       "      <td>135586</td>\n",
+       "      <td>3906</td>\n",
+       "      <td>19580</td>\n",
+       "      <td>12442</td>\n",
+       "      <td>141942</td>\n",
+       "      <td>55242</td>\n",
+       "      <td>397121</td>\n",
+       "      <td>81783</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/8/20</th>\n",
+       "      <td>23403</td>\n",
+       "      <td>82048</td>\n",
+       "      <td>113296</td>\n",
+       "      <td>64586</td>\n",
+       "      <td>139422</td>\n",
+       "      <td>4257</td>\n",
+       "      <td>20549</td>\n",
+       "      <td>13141</td>\n",
+       "      <td>148220</td>\n",
+       "      <td>60733</td>\n",
+       "      <td>428654</td>\n",
+       "      <td>81849</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4/9/20</th>\n",
+       "      <td>24983</td>\n",
+       "      <td>86334</td>\n",
+       "      <td>118181</td>\n",
+       "      <td>66220</td>\n",
+       "      <td>143626</td>\n",
+       "      <td>4667</td>\n",
+       "      <td>21762</td>\n",
+       "      <td>13956</td>\n",
+       "      <td>153222</td>\n",
+       "      <td>65077</td>\n",
+       "      <td>462780</td>\n",
+       "      <td>81910</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5/1/20</th>\n",
+       "      <td>49032</td>\n",
+       "      <td>165764</td>\n",
+       "      <td>164077</td>\n",
+       "      <td>95646</td>\n",
+       "      <td>207428</td>\n",
+       "      <td>14305</td>\n",
+       "      <td>39791</td>\n",
+       "      <td>25351</td>\n",
+       "      <td>213435</td>\n",
+       "      <td>177454</td>\n",
+       "      <td>1103461</td>\n",
+       "      <td>82920</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>25 rows × 103 columns</p>\n",
+       "<p>101 rows × 12 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                      Province/State  Country/Region  1/22/20  1/23/20  \\\n",
-       "0                                NaN         Belgium        0        0   \n",
-       "1                                NaN          France        0        0   \n",
-       "2                                NaN         Germany        0        0   \n",
-       "3                                NaN            Iran        0        0   \n",
-       "4                                NaN           Italy        0        0   \n",
-       "5                                NaN           Japan        2        2   \n",
-       "6                              Aruba     Netherlands        0        0   \n",
-       "7                            Curacao     Netherlands        0        0   \n",
-       "8                       Sint Maarten     Netherlands        0        0   \n",
-       "9                                NaN     Netherlands        0        0   \n",
-       "10                               NaN        Portugal        0        0   \n",
-       "11                               NaN           Spain        0        0   \n",
-       "12                           Bermuda  United Kingdom        0        0   \n",
-       "13                    Cayman Islands  United Kingdom        0        0   \n",
-       "14                   Channel Islands  United Kingdom        0        0   \n",
-       "15                         Gibraltar  United Kingdom        0        0   \n",
-       "16                       Isle of Man  United Kingdom        0        0   \n",
-       "17                        Montserrat  United Kingdom        0        0   \n",
-       "18                               NaN  United Kingdom        0        0   \n",
-       "19                               NaN              US        1        1   \n",
-       "20                          Anguilla  United Kingdom        0        0   \n",
-       "21            British Virgin Islands  United Kingdom        0        0   \n",
-       "22          Turks and Caicos Islands  United Kingdom        0        0   \n",
-       "23  Bonaire, Sint Eustatius and Saba     Netherlands        0        0   \n",
-       "24       Falkland Islands (Malvinas)  United Kingdom        0        0   \n",
-       "\n",
-       "    1/24/20  1/25/20  1/26/20  1/27/20  1/28/20  1/29/20   ...     4/22/20  \\\n",
-       "0         0        0        0        0        0        0   ...       41889   \n",
-       "1         2        3        3        3        4        5   ...      154715   \n",
-       "2         0        0        0        1        4        4   ...      150648   \n",
-       "3         0        0        0        0        0        0   ...       85996   \n",
-       "4         0        0        0        0        0        0   ...      187327   \n",
-       "5         2        2        4        4        7        7   ...       11512   \n",
-       "6         0        0        0        0        0        0   ...         100   \n",
-       "7         0        0        0        0        0        0   ...          14   \n",
-       "8         0        0        0        0        0        0   ...          71   \n",
-       "9         0        0        0        0        0        0   ...       34842   \n",
-       "10        0        0        0        0        0        0   ...       21982   \n",
-       "11        0        0        0        0        0        0   ...      208389   \n",
-       "12        0        0        0        0        0        0   ...          99   \n",
-       "13        0        0        0        0        0        0   ...          66   \n",
-       "14        0        0        0        0        0        0   ...         498   \n",
-       "15        0        0        0        0        0        0   ...         132   \n",
-       "16        0        0        0        0        0        0   ...         307   \n",
-       "17        0        0        0        0        0        0   ...          11   \n",
-       "18        0        0        0        0        0        0   ...      133495   \n",
-       "19        2        2        5        5        5        5   ...      840351   \n",
-       "20        0        0        0        0        0        0   ...           3   \n",
-       "21        0        0        0        0        0        0   ...           5   \n",
-       "22        0        0        0        0        0        0   ...          11   \n",
-       "23        0        0        0        0        0        0   ...           5   \n",
-       "24        0        0        0        0        0        0   ...          11   \n",
+       "            0       1       2      3       4      5      6      7       8   \\\n",
+       "1/22/20      0       0       0      0       0      2      0      0       0   \n",
+       "1/23/20      0       0       0      0       0      2      0      0       0   \n",
+       "1/24/20      0       2       0      0       0      2      0      0       0   \n",
+       "1/25/20      0       3       0      0       0      2      0      0       0   \n",
+       "1/26/20      0       3       0      0       0      4      0      0       0   \n",
+       "1/27/20      0       3       1      0       0      4      0      0       0   \n",
+       "1/28/20      0       4       4      0       0      7      0      0       0   \n",
+       "1/29/20      0       5       4      0       0      7      0      0       0   \n",
+       "1/30/20      0       5       4      0       0     11      0      0       0   \n",
+       "1/31/20      0       5       5      0       2     15      0      0       0   \n",
+       "2/1/20       0       6       8      0       2     20      0      0       1   \n",
+       "2/10/20      1      11      14      0       3     26      0      0       2   \n",
+       "2/11/20      1      11      16      0       3     26      0      0       2   \n",
+       "2/12/20      1      11      16      0       3     28      0      0       2   \n",
+       "2/13/20      1      11      16      0       3     28      0      0       2   \n",
+       "2/14/20      1      11      16      0       3     29      0      0       2   \n",
+       "2/15/20      1      12      16      0       3     43      0      0       2   \n",
+       "2/16/20      1      12      16      0       3     59      0      0       2   \n",
+       "2/17/20      1      12      16      0       3     66      0      0       2   \n",
+       "2/18/20      1      12      16      0       3     74      0      0       2   \n",
+       "2/19/20      1      12      16      2       3     84      0      0       2   \n",
+       "2/2/20       0       6      10      0       2     20      0      0       1   \n",
+       "2/20/20      1      12      16      5       3     94      0      0       2   \n",
+       "2/21/20      1      12      16     18      20    105      0      0       2   \n",
+       "2/22/20      1      12      16     28      62    122      0      0       2   \n",
+       "2/23/20      1      12      16     43     155    147      0      0       2   \n",
+       "2/24/20      1      12      16     61     229    159      0      0       2   \n",
+       "2/25/20      1      14      17     95     322    170      0      0       6   \n",
+       "2/26/20      1      18      27    139     453    189      0      0      13   \n",
+       "2/27/20      1      38      46    245     655    214      1      0      15   \n",
+       "...        ...     ...     ...    ...     ...    ...    ...    ...     ...   \n",
+       "4/10/20  26667   90676  122171  68192  147577   5530  23097  15472  158273   \n",
+       "4/11/20  28018   93790  124908  70029  152271   6005  24413  15987  163027   \n",
+       "4/12/20  29647  120633  127854  71686  156363   6748  25587  16585  166831   \n",
+       "4/13/20  30589  124298  130072  73303  159516   7370  26551  16934  170099   \n",
+       "4/14/20  31119  129257  131359  74877  162488   7645  27419  17448  172541   \n",
+       "4/15/20  33573  132473  134753  76389  165155   8100  28153  18091  177644   \n",
+       "4/16/20  34809  144944  137698  77995  168941   8626  29214  18841  184948   \n",
+       "4/17/20  36138  146923  141397  79494  172434   9787  30449  19022  190839   \n",
+       "4/18/20  37183  146906  143342  80868  175925  10296  31589  19685  191726   \n",
+       "4/19/20  38496  151808  145184  82211  178972  10797  32655  20206  198674   \n",
+       "4/2/20   15348   59105   84794  50468  115242   2495  14697   9034  112065   \n",
+       "4/20/20  39983  154188  147065  83505  181228  10797  33405  20863  200210   \n",
+       "4/21/20  40956  156921  148291  84802  183957  11135  34134  21379  204178   \n",
+       "4/22/20  41889  154715  150648  85996  187327  11512  34842  21982  208389   \n",
+       "4/23/20  42797  157026  153129  87026  189973  12368  35729  22353  213024   \n",
+       "4/24/20  44293  158636  154999  88194  192994  12829  36535  22797  202990   \n",
+       "4/25/20  45325  160292  156513  89328  195351  13231  37190  23392  205905   \n",
+       "4/26/20  46134  160847  157770  90481  197675  13441  37845  23864  207634   \n",
+       "4/27/20  46687  164589  158758  91472  199414  14153  38245  24027  209465   \n",
+       "4/28/20  47334  167605  159912  92584  201505  13736  38416  24322  210773   \n",
+       "4/29/20  47859  165093  161539  93657  203591  13895  38802  24505  212917   \n",
+       "4/3/20   16770   64338   91159  53183  119827   2617  15723   9886  119199   \n",
+       "4/30/20  48519  165764  163009  94640  205463  14088  39316  25045  213435   \n",
+       "4/4/20   18431   68605   96092  55743  124632   3139  16627  10524  126168   \n",
+       "4/5/20   19691   70478  100123  58226  128948   3139  17851  11278  131646   \n",
+       "4/6/20   20814   74390  103374  60500  132547   3654  18803  11730  136675   \n",
+       "4/7/20   22194   78167  107663  62589  135586   3906  19580  12442  141942   \n",
+       "4/8/20   23403   82048  113296  64586  139422   4257  20549  13141  148220   \n",
+       "4/9/20   24983   86334  118181  66220  143626   4667  21762  13956  153222   \n",
+       "5/1/20   49032  165764  164077  95646  207428  14305  39791  25351  213435   \n",
        "\n",
-       "    4/23/20  4/24/20  4/25/20  4/26/20  4/27/20  4/28/20  4/29/20  4/30/20  \\\n",
-       "0     42797    44293    45325    46134    46687    47334    47859    48519   \n",
-       "1    157026   158636   160292   160847   164589   167605   165093   165764   \n",
-       "2    153129   154999   156513   157770   158758   159912   161539   163009   \n",
-       "3     87026    88194    89328    90481    91472    92584    93657    94640   \n",
-       "4    189973   192994   195351   197675   199414   201505   203591   205463   \n",
-       "5     12368    12829    13231    13441    14153    13736    13895    14088   \n",
-       "6       100      100      100      100      100      100      100      100   \n",
-       "7        14       16       16       16       16       16       16       16   \n",
-       "8        73       73       73       74       74       75       75       75   \n",
-       "9     35729    36535    37190    37845    38245    38416    38802    39316   \n",
-       "10    22353    22797    23392    23864    24027    24322    24505    25045   \n",
-       "11   213024   202990   205905   207634   209465   210773   212917   213435   \n",
-       "12       99       99      109      109      110      110      111      114   \n",
-       "13       66       70       70       70       70       70       73       73   \n",
-       "14      521      523      525      525      525      530      537      537   \n",
-       "15      133      133      136      141      141      141      141      144   \n",
-       "16      307      308      308      308      308      309      313      315   \n",
-       "17       11       11       11       11       11       11       11       11   \n",
-       "18   138078   143464   148377   152840   157149   161145   165221   171253   \n",
-       "19   869170   905358   938154   965785   988197  1012582  1039909  1069424   \n",
-       "20        3        3        3        3        3        3        3        3   \n",
-       "21        5        5        6        6        6        6        6        6   \n",
-       "22       11       11       11       11       12       12       12       12   \n",
-       "23        5        5        5        5        5        5        5        5   \n",
-       "24       12       13       13       13       13       13       13       13   \n",
+       "             9        10     11  \n",
+       "1/22/20       0        1    548  \n",
+       "1/23/20       0        1    641  \n",
+       "1/24/20       0        2    918  \n",
+       "1/25/20       0        2   1401  \n",
+       "1/26/20       0        5   2067  \n",
+       "1/27/20       0        5   2869  \n",
+       "1/28/20       0        5   5501  \n",
+       "1/29/20       0        5   6077  \n",
+       "1/30/20       0        5   8131  \n",
+       "1/31/20       2        7   9790  \n",
+       "2/1/20        2        8  11878  \n",
+       "2/10/20       8       11  42316  \n",
+       "2/11/20       8       12  44337  \n",
+       "2/12/20       9       12  44709  \n",
+       "2/13/20       9       13  59842  \n",
+       "2/14/20       9       13  66302  \n",
+       "2/15/20       9       13  68357  \n",
+       "2/16/20       9       13  70456  \n",
+       "2/17/20       9       13  72374  \n",
+       "2/18/20       9       13  74149  \n",
+       "2/19/20       9       13  74556  \n",
+       "2/2/20        2        8  16615  \n",
+       "2/20/20       9       13  75009  \n",
+       "2/21/20       9       15  75482  \n",
+       "2/22/20       9       15  76932  \n",
+       "2/23/20       9       15  76948  \n",
+       "2/24/20      13       51  77162  \n",
+       "2/25/20      13       51  77670  \n",
+       "2/26/20      13       57  78075  \n",
+       "2/27/20      15       58  78508  \n",
+       "...         ...      ...    ...  \n",
+       "4/10/20   73758   496535  81952  \n",
+       "4/11/20   78991   526396  82014  \n",
+       "4/12/20   84279   555313  82130  \n",
+       "4/13/20   88621   580619  82204  \n",
+       "4/14/20   93873   607670  82294  \n",
+       "4/15/20   98476   636350  82339  \n",
+       "4/16/20  103093   667592  82386  \n",
+       "4/17/20  108692   699706  82739  \n",
+       "4/18/20  114217   732197  82763  \n",
+       "4/19/20  120067   758809  82780  \n",
+       "4/2/20    33718   243622  81630  \n",
+       "4/20/20  124743   784326  82792  \n",
+       "4/21/20  129044   811865  82824  \n",
+       "4/22/20  133495   840351  82835  \n",
+       "4/23/20  138078   869170  82849  \n",
+       "4/24/20  143464   905358  82864  \n",
+       "4/25/20  148377   938154  82872  \n",
+       "4/26/20  152840   965785  82875  \n",
+       "4/27/20  157149   988197  82881  \n",
+       "4/28/20  161145  1012582  82903  \n",
+       "4/29/20  165221  1039909  82907  \n",
+       "4/3/20    38168   275367  81666  \n",
+       "4/30/20  171253  1069424  82919  \n",
+       "4/4/20    41903   308650  81681  \n",
+       "4/5/20    47806   336802  81712  \n",
+       "4/6/20    51608   366317  81751  \n",
+       "4/7/20    55242   397121  81783  \n",
+       "4/8/20    60733   428654  81849  \n",
+       "4/9/20    65077   462780  81910  \n",
+       "5/1/20   177454  1103461  82920  \n",
        "\n",
-       "     5/1/20  \n",
-       "0     49032  \n",
-       "1    165764  \n",
-       "2    164077  \n",
-       "3     95646  \n",
-       "4    207428  \n",
-       "5     14305  \n",
-       "6       100  \n",
-       "7        16  \n",
-       "8        76  \n",
-       "9     39791  \n",
-       "10    25351  \n",
-       "11   213435  \n",
-       "12      114  \n",
-       "13       74  \n",
-       "14      538  \n",
-       "15      144  \n",
-       "16      316  \n",
-       "17       11  \n",
-       "18   177454  \n",
-       "19  1103461  \n",
-       "20        3  \n",
-       "21        6  \n",
-       "22       12  \n",
-       "23        6  \n",
-       "24       13  \n",
-       "\n",
-       "[25 rows x 103 columns]"
+       "[101 rows x 12 columns]"
       ]
      },
-     "execution_count": 170,
+     "execution_count": 65,
      "metadata": {},
      "output_type": "execute_result"
     }
@@ -2701,7 +3014,7 @@
     "def filter_countries(row):\n",
     "    countries = ['Belgium', 'China', 'France', 'Germany', 'Iran', 'Italy', 'Japan', 'Korea', 'Netherlands', 'Portugal', 'Spain', 'United Kingdom', 'US']\n",
     "    if row['Country/Region'] in countries:\n",
-    "        if str(row['Country/Region']) == 'France':\n",
+    "        if str(row['Country/Region']) in ['France','Netherlands','United Kingdom']:\n",
     "            if str(row['Province/State']) == \"nan\":\n",
     "                return True\n",
     "            else:\n",
@@ -2712,26 +3025,53 @@
     "\n",
     "    return False\n",
     "\n",
-    "only_china = new_data.loc[new_data['Country/Region'] == 'China']\n",
+    "only_china = raw_data.loc[raw_data['Country/Region'] == 'China']\n",
     "only_china = only_china.loc[only_china['Province/State'] != 'Hong Kong']\n",
-    "only_china = only_china.drop(columns=['Province/State'])\n",
     "only_china = only_china.groupby(['Country/Region']).sum()\n",
-    "print(only_china)\n",
     "\n",
     "if len(raw_data.index) > 0:\n",
     "    new_data = raw_data[raw_data.apply(filter_countries, axis=1)]\n",
-    "    \n",
-    "new_data = new_data.reset_index()\n",
-    "new_data = new_data.drop(columns=['Lat', 'Long', 'index'])\n",
+    "\n",
+    "new_data = new_data.set_index('Country/Region')\n",
+    "\n",
+    "new_data = new_data.append(only_china, ignore_index=True)\n",
+    "new_data = new_data.drop(columns=['Lat', 'Long','Province/State'])\n",
+    "new_data = new_data.T\n",
+    "\n",
     "new_data"
    ]
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 64,
    "metadata": {},
-   "outputs": [],
-   "source": []
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7fb2f2b614e0>"
+      ]
+     },
+     "execution_count": 64,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
+   "source": [
+    "new_data.plot()"
+   ]
   },
   {
    "cell_type": "code",