From 836260d0c1f5cc164f04ad8a7ac2f44907d9105d Mon Sep 17 00:00:00 2001
From: f93f0ca7746588bcbc9ef069a5899d3d
 <f93f0ca7746588bcbc9ef069a5899d3d@app-learninglab.inria.fr>
Date: Mon, 6 Sep 2021 09:58:46 +0000
Subject: [PATCH] no commit message

---
 module3/exo3/Notebook TP Sujet 7.ipynb | 1136 +++++++++++++-----------
 1 file changed, 615 insertions(+), 521 deletions(-)

diff --git a/module3/exo3/Notebook TP Sujet 7.ipynb b/module3/exo3/Notebook TP Sujet 7.ipynb
index 48c9054..0a73a88 100644
--- a/module3/exo3/Notebook TP Sujet 7.ipynb	
+++ b/module3/exo3/Notebook TP Sujet 7.ipynb	
@@ -16,7 +16,9 @@
     "%matplotlib inline\n",
     "import numpy as np\n",
     "import pandas as pd\n",
-    "import matplotlib.pyplot as plt"
+    "import matplotlib.pyplot as plt\n",
+    "import re\n",
+    "import math"
    ]
   },
   {
@@ -61,33 +63,57 @@
        "  <thead>\n",
        "    <tr style=\"text-align: right;\">\n",
        "      <th></th>\n",
-       "      <th>Unnamed: 0</th>\n",
-       "      <th>Afghanistan</th>\n",
-       "      <th>33.93911</th>\n",
-       "      <th>67.709953</th>\n",
-       "      <th>0</th>\n",
-       "      <th>0.1</th>\n",
-       "      <th>0.2</th>\n",
-       "      <th>0.3</th>\n",
-       "      <th>0.4</th>\n",
-       "      <th>0.5</th>\n",
+       "      <th>Province/State</th>\n",
+       "      <th>Country/Region</th>\n",
+       "      <th>Lat</th>\n",
+       "      <th>Long</th>\n",
+       "      <th>1/22/20</th>\n",
+       "      <th>1/23/20</th>\n",
+       "      <th>1/24/20</th>\n",
+       "      <th>1/25/20</th>\n",
+       "      <th>1/26/20</th>\n",
+       "      <th>1/27/20</th>\n",
        "      <th>...</th>\n",
-       "      <th>152660</th>\n",
-       "      <th>152722</th>\n",
-       "      <th>152822</th>\n",
-       "      <th>152960</th>\n",
-       "      <th>152960.1</th>\n",
-       "      <th>152960.2</th>\n",
-       "      <th>153148</th>\n",
-       "      <th>153220</th>\n",
-       "      <th>153260</th>\n",
-       "      <th>153306</th>\n",
+       "      <th>8/27/21</th>\n",
+       "      <th>8/28/21</th>\n",
+       "      <th>8/29/21</th>\n",
+       "      <th>8/30/21</th>\n",
+       "      <th>8/31/21</th>\n",
+       "      <th>9/1/21</th>\n",
+       "      <th>9/2/21</th>\n",
+       "      <th>9/3/21</th>\n",
+       "      <th>9/4/21</th>\n",
+       "      <th>9/5/21</th>\n",
        "    </tr>\n",
        "  </thead>\n",
        "  <tbody>\n",
        "    <tr>\n",
        "      <th>0</th>\n",
        "      <td>NaN</td>\n",
+       "      <td>Afghanistan</td>\n",
+       "      <td>33.939110</td>\n",
+       "      <td>67.709953</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>152960</td>\n",
+       "      <td>152960</td>\n",
+       "      <td>152960</td>\n",
+       "      <td>153148</td>\n",
+       "      <td>153220</td>\n",
+       "      <td>153260</td>\n",
+       "      <td>153306</td>\n",
+       "      <td>153375</td>\n",
+       "      <td>153375</td>\n",
+       "      <td>153375</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>NaN</td>\n",
        "      <td>Albania</td>\n",
        "      <td>41.153300</td>\n",
        "      <td>20.168300</td>\n",
@@ -98,9 +124,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>140521</td>\n",
-       "      <td>141365</td>\n",
-       "      <td>142253</td>\n",
        "      <td>143174</td>\n",
        "      <td>144079</td>\n",
        "      <td>144847</td>\n",
@@ -108,9 +131,12 @@
        "      <td>146387</td>\n",
        "      <td>147369</td>\n",
        "      <td>148222</td>\n",
+       "      <td>149117</td>\n",
+       "      <td>150101</td>\n",
+       "      <td>150997</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>1</th>\n",
+       "      <th>2</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Algeria</td>\n",
        "      <td>28.033900</td>\n",
@@ -122,9 +148,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>192626</td>\n",
-       "      <td>193171</td>\n",
-       "      <td>193674</td>\n",
        "      <td>194186</td>\n",
        "      <td>194671</td>\n",
        "      <td>195162</td>\n",
@@ -132,9 +155,12 @@
        "      <td>196080</td>\n",
        "      <td>196527</td>\n",
        "      <td>196915</td>\n",
+       "      <td>197308</td>\n",
+       "      <td>197659</td>\n",
+       "      <td>198004</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>2</th>\n",
+       "      <th>3</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Andorra</td>\n",
        "      <td>42.506300</td>\n",
@@ -146,9 +172,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>15003</td>\n",
-       "      <td>15014</td>\n",
-       "      <td>15016</td>\n",
        "      <td>15025</td>\n",
        "      <td>15025</td>\n",
        "      <td>15025</td>\n",
@@ -156,9 +179,12 @@
        "      <td>15033</td>\n",
        "      <td>15046</td>\n",
        "      <td>15052</td>\n",
+       "      <td>15055</td>\n",
+       "      <td>15055</td>\n",
+       "      <td>15055</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>3</th>\n",
+       "      <th>4</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Angola</td>\n",
        "      <td>-11.202700</td>\n",
@@ -170,9 +196,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>46340</td>\n",
-       "      <td>46539</td>\n",
-       "      <td>46726</td>\n",
        "      <td>46929</td>\n",
        "      <td>47079</td>\n",
        "      <td>47168</td>\n",
@@ -180,9 +203,12 @@
        "      <td>47544</td>\n",
        "      <td>47781</td>\n",
        "      <td>48004</td>\n",
+       "      <td>48261</td>\n",
+       "      <td>48475</td>\n",
+       "      <td>48656</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>4</th>\n",
+       "      <th>5</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Antigua and Barbuda</td>\n",
        "      <td>17.060800</td>\n",
@@ -194,9 +220,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1540</td>\n",
-       "      <td>1598</td>\n",
-       "      <td>1598</td>\n",
        "      <td>1598</td>\n",
        "      <td>1638</td>\n",
        "      <td>1651</td>\n",
@@ -204,9 +227,12 @@
        "      <td>1715</td>\n",
        "      <td>1719</td>\n",
        "      <td>1742</td>\n",
+       "      <td>1750</td>\n",
+       "      <td>1759</td>\n",
+       "      <td>1870</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>5</th>\n",
+       "      <th>6</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Argentina</td>\n",
        "      <td>-38.416100</td>\n",
@@ -218,9 +244,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>5148085</td>\n",
-       "      <td>5155079</td>\n",
-       "      <td>5161926</td>\n",
        "      <td>5167733</td>\n",
        "      <td>5171458</td>\n",
        "      <td>5173531</td>\n",
@@ -228,9 +251,12 @@
        "      <td>5185620</td>\n",
        "      <td>5190948</td>\n",
        "      <td>5195601</td>\n",
+       "      <td>5199919</td>\n",
+       "      <td>5202405</td>\n",
+       "      <td>5203802</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>6</th>\n",
+       "      <th>7</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Armenia</td>\n",
        "      <td>40.069100</td>\n",
@@ -242,9 +268,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>238422</td>\n",
-       "      <td>239056</td>\n",
-       "      <td>239739</td>\n",
        "      <td>240261</td>\n",
        "      <td>240953</td>\n",
        "      <td>241336</td>\n",
@@ -252,9 +275,12 @@
        "      <td>242135</td>\n",
        "      <td>242750</td>\n",
        "      <td>243386</td>\n",
+       "      <td>243981</td>\n",
+       "      <td>244602</td>\n",
+       "      <td>245025</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>7</th>\n",
+       "      <th>8</th>\n",
        "      <td>Australian Capital Territory</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-35.473500</td>\n",
@@ -266,9 +292,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>300</td>\n",
-       "      <td>314</td>\n",
-       "      <td>335</td>\n",
        "      <td>361</td>\n",
        "      <td>374</td>\n",
        "      <td>386</td>\n",
@@ -276,9 +299,12 @@
        "      <td>421</td>\n",
        "      <td>433</td>\n",
        "      <td>451</td>\n",
+       "      <td>483</td>\n",
+       "      <td>498</td>\n",
+       "      <td>509</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>8</th>\n",
+       "      <th>9</th>\n",
        "      <td>New South Wales</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-33.868800</td>\n",
@@ -290,9 +316,6 @@
        "      <td>3</td>\n",
        "      <td>4</td>\n",
        "      <td>...</td>\n",
-       "      <td>20466</td>\n",
-       "      <td>21471</td>\n",
-       "      <td>22346</td>\n",
        "      <td>23372</td>\n",
        "      <td>24585</td>\n",
        "      <td>25857</td>\n",
@@ -300,9 +323,12 @@
        "      <td>28111</td>\n",
        "      <td>29390</td>\n",
        "      <td>30807</td>\n",
+       "      <td>32323</td>\n",
+       "      <td>33792</td>\n",
+       "      <td>35064</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>9</th>\n",
+       "      <th>10</th>\n",
        "      <td>Northern Territory</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-12.463400</td>\n",
@@ -314,9 +340,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>200</td>\n",
-       "      <td>200</td>\n",
-       "      <td>201</td>\n",
        "      <td>201</td>\n",
        "      <td>202</td>\n",
        "      <td>201</td>\n",
@@ -324,9 +347,12 @@
        "      <td>202</td>\n",
        "      <td>202</td>\n",
        "      <td>202</td>\n",
+       "      <td>202</td>\n",
+       "      <td>202</td>\n",
+       "      <td>202</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>10</th>\n",
+       "      <th>11</th>\n",
        "      <td>Queensland</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-27.469800</td>\n",
@@ -338,9 +364,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1972</td>\n",
-       "      <td>1972</td>\n",
-       "      <td>1973</td>\n",
        "      <td>1977</td>\n",
        "      <td>1977</td>\n",
        "      <td>1979</td>\n",
@@ -348,9 +371,12 @@
        "      <td>1980</td>\n",
        "      <td>1982</td>\n",
        "      <td>1982</td>\n",
+       "      <td>1984</td>\n",
+       "      <td>1985</td>\n",
+       "      <td>1991</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>11</th>\n",
+       "      <th>12</th>\n",
        "      <td>South Australia</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-34.928500</td>\n",
@@ -363,18 +389,18 @@
        "      <td>0</td>\n",
        "      <td>...</td>\n",
        "      <td>870</td>\n",
-       "      <td>870</td>\n",
-       "      <td>870</td>\n",
-       "      <td>870</td>\n",
        "      <td>871</td>\n",
        "      <td>871</td>\n",
        "      <td>871</td>\n",
        "      <td>871</td>\n",
        "      <td>871</td>\n",
        "      <td>875</td>\n",
+       "      <td>877</td>\n",
+       "      <td>879</td>\n",
+       "      <td>880</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>12</th>\n",
+       "      <th>13</th>\n",
        "      <td>Tasmania</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-42.882100</td>\n",
@@ -398,7 +424,7 @@
        "      <td>235</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>13</th>\n",
+       "      <th>14</th>\n",
        "      <td>Victoria</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-37.813600</td>\n",
@@ -410,9 +436,6 @@
        "      <td>1</td>\n",
        "      <td>1</td>\n",
        "      <td>...</td>\n",
-       "      <td>21618</td>\n",
-       "      <td>21694</td>\n",
-       "      <td>21772</td>\n",
        "      <td>21835</td>\n",
        "      <td>21926</td>\n",
        "      <td>21996</td>\n",
@@ -420,9 +443,12 @@
        "      <td>22187</td>\n",
        "      <td>22361</td>\n",
        "      <td>22570</td>\n",
+       "      <td>22759</td>\n",
+       "      <td>22942</td>\n",
+       "      <td>23188</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>14</th>\n",
+       "      <th>15</th>\n",
        "      <td>Western Australia</td>\n",
        "      <td>Australia</td>\n",
        "      <td>-31.950500</td>\n",
@@ -434,9 +460,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1064</td>\n",
-       "      <td>1084</td>\n",
-       "      <td>1084</td>\n",
        "      <td>1084</td>\n",
        "      <td>1086</td>\n",
        "      <td>1086</td>\n",
@@ -444,9 +467,12 @@
        "      <td>1086</td>\n",
        "      <td>1086</td>\n",
        "      <td>1086</td>\n",
+       "      <td>1086</td>\n",
+       "      <td>1086</td>\n",
+       "      <td>1086</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>15</th>\n",
+       "      <th>16</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Austria</td>\n",
        "      <td>47.516200</td>\n",
@@ -458,9 +484,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>678605</td>\n",
-       "      <td>680179</td>\n",
-       "      <td>681617</td>\n",
        "      <td>683219</td>\n",
        "      <td>684541</td>\n",
        "      <td>685956</td>\n",
@@ -468,9 +491,12 @@
        "      <td>688305</td>\n",
        "      <td>690153</td>\n",
        "      <td>691663</td>\n",
+       "      <td>693416</td>\n",
+       "      <td>695131</td>\n",
+       "      <td>696905</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>16</th>\n",
+       "      <th>17</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Azerbaijan</td>\n",
        "      <td>40.143100</td>\n",
@@ -482,9 +508,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>398034</td>\n",
-       "      <td>401828</td>\n",
-       "      <td>405542</td>\n",
        "      <td>409745</td>\n",
        "      <td>413986</td>\n",
        "      <td>417996</td>\n",
@@ -492,9 +515,12 @@
        "      <td>424891</td>\n",
        "      <td>428736</td>\n",
        "      <td>432495</td>\n",
+       "      <td>436257</td>\n",
+       "      <td>439562</td>\n",
+       "      <td>442872</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>17</th>\n",
+       "      <th>18</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bahamas</td>\n",
        "      <td>25.025885</td>\n",
@@ -506,9 +532,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>17545</td>\n",
-       "      <td>17615</td>\n",
-       "      <td>17717</td>\n",
        "      <td>17940</td>\n",
        "      <td>17940</td>\n",
        "      <td>17940</td>\n",
@@ -516,9 +539,12 @@
        "      <td>18139</td>\n",
        "      <td>18139</td>\n",
        "      <td>18576</td>\n",
+       "      <td>18694</td>\n",
+       "      <td>18694</td>\n",
+       "      <td>18694</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>18</th>\n",
+       "      <th>19</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bahrain</td>\n",
        "      <td>26.027500</td>\n",
@@ -530,9 +556,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>271803</td>\n",
-       "      <td>271933</td>\n",
-       "      <td>272042</td>\n",
        "      <td>272148</td>\n",
        "      <td>272246</td>\n",
        "      <td>272341</td>\n",
@@ -540,9 +563,12 @@
        "      <td>272540</td>\n",
        "      <td>272635</td>\n",
        "      <td>272709</td>\n",
+       "      <td>272807</td>\n",
+       "      <td>272916</td>\n",
+       "      <td>273008</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>19</th>\n",
+       "      <th>20</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bangladesh</td>\n",
        "      <td>23.685000</td>\n",
@@ -554,9 +580,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1472964</td>\n",
-       "      <td>1477930</td>\n",
-       "      <td>1482628</td>\n",
        "      <td>1486153</td>\n",
        "      <td>1489589</td>\n",
        "      <td>1493537</td>\n",
@@ -564,9 +587,12 @@
        "      <td>1500618</td>\n",
        "      <td>1503680</td>\n",
        "      <td>1507116</td>\n",
+       "      <td>1510283</td>\n",
+       "      <td>1512026</td>\n",
+       "      <td>1514456</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>20</th>\n",
+       "      <th>21</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Barbados</td>\n",
        "      <td>13.193900</td>\n",
@@ -578,9 +604,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>4694</td>\n",
-       "      <td>4720</td>\n",
-       "      <td>4741</td>\n",
        "      <td>4789</td>\n",
        "      <td>4881</td>\n",
        "      <td>4931</td>\n",
@@ -588,9 +611,12 @@
        "      <td>5032</td>\n",
        "      <td>5072</td>\n",
        "      <td>5152</td>\n",
+       "      <td>5183</td>\n",
+       "      <td>5248</td>\n",
+       "      <td>5349</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>21</th>\n",
+       "      <th>22</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Belarus</td>\n",
        "      <td>53.709800</td>\n",
@@ -602,9 +628,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>471495</td>\n",
-       "      <td>472852</td>\n",
-       "      <td>474403</td>\n",
        "      <td>476265</td>\n",
        "      <td>477901</td>\n",
        "      <td>479306</td>\n",
@@ -612,9 +635,12 @@
        "      <td>481532</td>\n",
        "      <td>483231</td>\n",
        "      <td>485067</td>\n",
+       "      <td>487017</td>\n",
+       "      <td>488963</td>\n",
+       "      <td>490926</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>22</th>\n",
+       "      <th>23</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Belgium</td>\n",
        "      <td>50.833300</td>\n",
@@ -626,9 +652,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>1170213</td>\n",
-       "      <td>1173108</td>\n",
-       "      <td>1175575</td>\n",
        "      <td>1177909</td>\n",
        "      <td>1177909</td>\n",
        "      <td>1177909</td>\n",
@@ -636,9 +659,12 @@
        "      <td>1184664</td>\n",
        "      <td>1187506</td>\n",
        "      <td>1189710</td>\n",
+       "      <td>1192008</td>\n",
+       "      <td>1192008</td>\n",
+       "      <td>1192008</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>23</th>\n",
+       "      <th>24</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Belize</td>\n",
        "      <td>17.189900</td>\n",
@@ -650,9 +676,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>15683</td>\n",
-       "      <td>15793</td>\n",
-       "      <td>15893</td>\n",
        "      <td>16012</td>\n",
        "      <td>16012</td>\n",
        "      <td>16012</td>\n",
@@ -660,9 +683,12 @@
        "      <td>16353</td>\n",
        "      <td>16493</td>\n",
        "      <td>16612</td>\n",
+       "      <td>16750</td>\n",
+       "      <td>16750</td>\n",
+       "      <td>16750</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>24</th>\n",
+       "      <th>25</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Benin</td>\n",
        "      <td>9.307700</td>\n",
@@ -674,9 +700,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>12492</td>\n",
-       "      <td>12492</td>\n",
-       "      <td>12492</td>\n",
        "      <td>13366</td>\n",
        "      <td>13366</td>\n",
        "      <td>13366</td>\n",
@@ -684,9 +707,12 @@
        "      <td>13366</td>\n",
        "      <td>15932</td>\n",
        "      <td>15932</td>\n",
+       "      <td>16946</td>\n",
+       "      <td>16946</td>\n",
+       "      <td>16946</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>25</th>\n",
+       "      <th>26</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bhutan</td>\n",
        "      <td>27.514200</td>\n",
@@ -698,9 +724,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2591</td>\n",
-       "      <td>2591</td>\n",
-       "      <td>2591</td>\n",
        "      <td>2592</td>\n",
        "      <td>2594</td>\n",
        "      <td>2594</td>\n",
@@ -708,9 +731,12 @@
        "      <td>2596</td>\n",
        "      <td>2596</td>\n",
        "      <td>2596</td>\n",
+       "      <td>2596</td>\n",
+       "      <td>2596</td>\n",
+       "      <td>2596</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>26</th>\n",
+       "      <th>27</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bolivia</td>\n",
        "      <td>-16.290200</td>\n",
@@ -722,9 +748,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>487721</td>\n",
-       "      <td>488403</td>\n",
-       "      <td>488933</td>\n",
        "      <td>488933</td>\n",
        "      <td>489802</td>\n",
        "      <td>490056</td>\n",
@@ -732,9 +755,12 @@
        "      <td>490879</td>\n",
        "      <td>491340</td>\n",
        "      <td>491759</td>\n",
+       "      <td>491759</td>\n",
+       "      <td>492509</td>\n",
+       "      <td>492680</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>27</th>\n",
+       "      <th>28</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Bosnia and Herzegovina</td>\n",
        "      <td>43.915900</td>\n",
@@ -746,9 +772,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>210442</td>\n",
-       "      <td>211059</td>\n",
-       "      <td>211689</td>\n",
        "      <td>212306</td>\n",
        "      <td>212306</td>\n",
        "      <td>212306</td>\n",
@@ -756,9 +779,12 @@
        "      <td>213853</td>\n",
        "      <td>214759</td>\n",
        "      <td>215313</td>\n",
+       "      <td>216124</td>\n",
+       "      <td>216124</td>\n",
+       "      <td>216124</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>28</th>\n",
+       "      <th>29</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Botswana</td>\n",
        "      <td>-22.328500</td>\n",
@@ -770,9 +796,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>150842</td>\n",
-       "      <td>150842</td>\n",
-       "      <td>153793</td>\n",
        "      <td>153793</td>\n",
        "      <td>153793</td>\n",
        "      <td>153793</td>\n",
@@ -780,30 +803,9 @@
        "      <td>156927</td>\n",
        "      <td>156927</td>\n",
        "      <td>159317</td>\n",
-       "    </tr>\n",
-       "    <tr>\n",
-       "      <th>29</th>\n",
-       "      <td>NaN</td>\n",
-       "      <td>Brazil</td>\n",
-       "      <td>-14.235000</td>\n",
-       "      <td>-51.925300</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>20614866</td>\n",
-       "      <td>20645537</td>\n",
-       "      <td>20676561</td>\n",
-       "      <td>20703906</td>\n",
-       "      <td>20728605</td>\n",
-       "      <td>20741815</td>\n",
-       "      <td>20752281</td>\n",
-       "      <td>20776870</td>\n",
-       "      <td>20804215</td>\n",
-       "      <td>20830495</td>\n",
+       "      <td>159317</td>\n",
+       "      <td>159317</td>\n",
+       "      <td>159317</td>\n",
        "    </tr>\n",
        "    <tr>\n",
        "      <th>...</th>\n",
@@ -830,7 +832,7 @@
        "      <td>...</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>248</th>\n",
+       "      <th>249</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Timor-Leste</td>\n",
        "      <td>-8.874217</td>\n",
@@ -842,9 +844,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>14935</td>\n",
-       "      <td>15296</td>\n",
-       "      <td>15603</td>\n",
        "      <td>15960</td>\n",
        "      <td>16236</td>\n",
        "      <td>16402</td>\n",
@@ -852,9 +851,12 @@
        "      <td>16682</td>\n",
        "      <td>16941</td>\n",
        "      <td>17183</td>\n",
+       "      <td>17379</td>\n",
+       "      <td>17468</td>\n",
+       "      <td>17618</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>249</th>\n",
+       "      <th>250</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Togo</td>\n",
        "      <td>8.619500</td>\n",
@@ -866,9 +868,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>19963</td>\n",
-       "      <td>20244</td>\n",
-       "      <td>20517</td>\n",
        "      <td>20698</td>\n",
        "      <td>20698</td>\n",
        "      <td>21181</td>\n",
@@ -876,9 +875,12 @@
        "      <td>21261</td>\n",
        "      <td>21561</td>\n",
        "      <td>21785</td>\n",
+       "      <td>21980</td>\n",
+       "      <td>22234</td>\n",
+       "      <td>22562</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>250</th>\n",
+       "      <th>251</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Trinidad and Tobago</td>\n",
        "      <td>10.691800</td>\n",
@@ -890,9 +892,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>43344</td>\n",
-       "      <td>43538</td>\n",
-       "      <td>43750</td>\n",
        "      <td>43999</td>\n",
        "      <td>44296</td>\n",
        "      <td>44481</td>\n",
@@ -900,9 +899,12 @@
        "      <td>44847</td>\n",
        "      <td>44957</td>\n",
        "      <td>45061</td>\n",
+       "      <td>45300</td>\n",
+       "      <td>45487</td>\n",
+       "      <td>45714</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>251</th>\n",
+       "      <th>252</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Tunisia</td>\n",
        "      <td>33.886917</td>\n",
@@ -914,9 +916,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>644072</td>\n",
-       "      <td>647483</td>\n",
-       "      <td>651035</td>\n",
        "      <td>654798</td>\n",
        "      <td>658322</td>\n",
        "      <td>660587</td>\n",
@@ -924,9 +923,12 @@
        "      <td>664034</td>\n",
        "      <td>666168</td>\n",
        "      <td>668051</td>\n",
+       "      <td>670027</td>\n",
+       "      <td>672236</td>\n",
+       "      <td>674047</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>252</th>\n",
+       "      <th>253</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Turkey</td>\n",
        "      <td>38.963700</td>\n",
@@ -938,9 +940,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>6253681</td>\n",
-       "      <td>6273651</td>\n",
-       "      <td>6293267</td>\n",
        "      <td>6311607</td>\n",
        "      <td>6329519</td>\n",
        "      <td>6346851</td>\n",
@@ -948,9 +947,12 @@
        "      <td>6388301</td>\n",
        "      <td>6412247</td>\n",
        "      <td>6412247</td>\n",
+       "      <td>6412247</td>\n",
+       "      <td>6412247</td>\n",
+       "      <td>6412247</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>253</th>\n",
+       "      <th>254</th>\n",
        "      <td>NaN</td>\n",
        "      <td>US</td>\n",
        "      <td>40.000000</td>\n",
@@ -962,9 +964,6 @@
        "      <td>5</td>\n",
        "      <td>5</td>\n",
        "      <td>...</td>\n",
-       "      <td>38074929</td>\n",
-       "      <td>38223075</td>\n",
-       "      <td>38384409</td>\n",
        "      <td>38707343</td>\n",
        "      <td>38760414</td>\n",
        "      <td>38798889</td>\n",
@@ -972,9 +971,12 @@
        "      <td>39198131</td>\n",
        "      <td>39396156</td>\n",
        "      <td>39549299</td>\n",
+       "      <td>39850256</td>\n",
+       "      <td>39906426</td>\n",
+       "      <td>39944987</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>254</th>\n",
+       "      <th>255</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Uganda</td>\n",
        "      <td>1.373333</td>\n",
@@ -986,9 +988,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>118900</td>\n",
-       "      <td>119037</td>\n",
-       "      <td>119141</td>\n",
        "      <td>119327</td>\n",
        "      <td>119544</td>\n",
        "      <td>119732</td>\n",
@@ -996,9 +995,12 @@
        "      <td>119915</td>\n",
        "      <td>120075</td>\n",
        "      <td>120208</td>\n",
+       "      <td>120377</td>\n",
+       "      <td>120466</td>\n",
+       "      <td>120581</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>255</th>\n",
+       "      <th>256</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Ukraine</td>\n",
        "      <td>48.379400</td>\n",
@@ -1010,9 +1012,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2370604</td>\n",
-       "      <td>2371895</td>\n",
-       "      <td>2374012</td>\n",
        "      <td>2376571</td>\n",
        "      <td>2379159</td>\n",
        "      <td>2381553</td>\n",
@@ -1020,9 +1019,12 @@
        "      <td>2384564</td>\n",
        "      <td>2387052</td>\n",
        "      <td>2389923</td>\n",
+       "      <td>2393002</td>\n",
+       "      <td>2395616</td>\n",
+       "      <td>2397758</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>256</th>\n",
+       "      <th>257</th>\n",
        "      <td>NaN</td>\n",
        "      <td>United Arab Emirates</td>\n",
        "      <td>23.424076</td>\n",
@@ -1034,9 +1036,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>711428</td>\n",
-       "      <td>712411</td>\n",
-       "      <td>713402</td>\n",
        "      <td>714396</td>\n",
        "      <td>715394</td>\n",
        "      <td>716381</td>\n",
@@ -1044,9 +1043,12 @@
        "      <td>718370</td>\n",
        "      <td>719355</td>\n",
        "      <td>720330</td>\n",
+       "      <td>721308</td>\n",
+       "      <td>722292</td>\n",
+       "      <td>723263</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>257</th>\n",
+       "      <th>258</th>\n",
        "      <td>Anguilla</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>18.220600</td>\n",
@@ -1058,9 +1060,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>166</td>\n",
-       "      <td>174</td>\n",
-       "      <td>194</td>\n",
        "      <td>194</td>\n",
        "      <td>194</td>\n",
        "      <td>201</td>\n",
@@ -1068,9 +1067,12 @@
        "      <td>217</td>\n",
        "      <td>217</td>\n",
        "      <td>256</td>\n",
+       "      <td>256</td>\n",
+       "      <td>279</td>\n",
+       "      <td>279</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>258</th>\n",
+       "      <th>259</th>\n",
        "      <td>Bermuda</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>32.307800</td>\n",
@@ -1082,9 +1084,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2792</td>\n",
-       "      <td>2792</td>\n",
-       "      <td>2792</td>\n",
        "      <td>2844</td>\n",
        "      <td>2844</td>\n",
        "      <td>2844</td>\n",
@@ -1092,9 +1091,12 @@
        "      <td>2923</td>\n",
        "      <td>2923</td>\n",
        "      <td>2923</td>\n",
+       "      <td>3048</td>\n",
+       "      <td>3048</td>\n",
+       "      <td>3048</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>259</th>\n",
+       "      <th>260</th>\n",
        "      <td>British Virgin Islands</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>18.420700</td>\n",
@@ -1113,12 +1115,12 @@
        "      <td>2568</td>\n",
        "      <td>2568</td>\n",
        "      <td>2568</td>\n",
-       "      <td>2568</td>\n",
-       "      <td>2568</td>\n",
-       "      <td>2568</td>\n",
+       "      <td>2640</td>\n",
+       "      <td>2640</td>\n",
+       "      <td>2640</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>260</th>\n",
+       "      <th>261</th>\n",
        "      <td>Cayman Islands</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>19.313300</td>\n",
@@ -1130,9 +1132,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>668</td>\n",
-       "      <td>669</td>\n",
-       "      <td>669</td>\n",
        "      <td>669</td>\n",
        "      <td>669</td>\n",
        "      <td>669</td>\n",
@@ -1140,9 +1139,12 @@
        "      <td>680</td>\n",
        "      <td>688</td>\n",
        "      <td>689</td>\n",
+       "      <td>690</td>\n",
+       "      <td>690</td>\n",
+       "      <td>690</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>261</th>\n",
+       "      <th>262</th>\n",
        "      <td>Channel Islands</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>49.372300</td>\n",
@@ -1154,9 +1156,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>10361</td>\n",
-       "      <td>10398</td>\n",
-       "      <td>10438</td>\n",
        "      <td>10486</td>\n",
        "      <td>10486</td>\n",
        "      <td>10486</td>\n",
@@ -1164,9 +1163,12 @@
        "      <td>10608</td>\n",
        "      <td>10649</td>\n",
        "      <td>10689</td>\n",
+       "      <td>10738</td>\n",
+       "      <td>10738</td>\n",
+       "      <td>10738</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>262</th>\n",
+       "      <th>263</th>\n",
        "      <td>Falkland Islands (Malvinas)</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>-51.796300</td>\n",
@@ -1183,14 +1185,14 @@
        "      <td>66</td>\n",
        "      <td>66</td>\n",
        "      <td>66</td>\n",
-       "      <td>66</td>\n",
-       "      <td>66</td>\n",
-       "      <td>66</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
+       "      <td>67</td>\n",
        "      <td>67</td>\n",
        "      <td>67</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>263</th>\n",
+       "      <th>264</th>\n",
        "      <td>Gibraltar</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>36.140800</td>\n",
@@ -1202,9 +1204,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>5299</td>\n",
-       "      <td>5308</td>\n",
-       "      <td>5314</td>\n",
        "      <td>5323</td>\n",
        "      <td>5332</td>\n",
        "      <td>5338</td>\n",
@@ -1212,9 +1211,12 @@
        "      <td>5354</td>\n",
        "      <td>5367</td>\n",
        "      <td>5371</td>\n",
+       "      <td>5376</td>\n",
+       "      <td>5386</td>\n",
+       "      <td>5388</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>264</th>\n",
+       "      <th>265</th>\n",
        "      <td>Isle of Man</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>54.236100</td>\n",
@@ -1226,9 +1228,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>6419</td>\n",
-       "      <td>6432</td>\n",
-       "      <td>6508</td>\n",
        "      <td>6554</td>\n",
        "      <td>6587</td>\n",
        "      <td>6629</td>\n",
@@ -1236,9 +1235,12 @@
        "      <td>6676</td>\n",
        "      <td>6694</td>\n",
        "      <td>6741</td>\n",
+       "      <td>6779</td>\n",
+       "      <td>6809</td>\n",
+       "      <td>6832</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>265</th>\n",
+       "      <th>266</th>\n",
        "      <td>Montserrat</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>16.742498</td>\n",
@@ -1250,9 +1252,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>25</td>\n",
-       "      <td>25</td>\n",
-       "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
        "      <td>26</td>\n",
@@ -1260,9 +1259,12 @@
        "      <td>29</td>\n",
        "      <td>29</td>\n",
        "      <td>29</td>\n",
+       "      <td>29</td>\n",
+       "      <td>31</td>\n",
+       "      <td>31</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>266</th>\n",
+       "      <th>267</th>\n",
        "      <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>-7.946700</td>\n",
@@ -1286,7 +1288,7 @@
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>267</th>\n",
+       "      <th>268</th>\n",
        "      <td>Turks and Caicos Islands</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>21.694000</td>\n",
@@ -1298,9 +1300,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>2613</td>\n",
-       "      <td>2616</td>\n",
-       "      <td>2628</td>\n",
        "      <td>2637</td>\n",
        "      <td>2650</td>\n",
        "      <td>2650</td>\n",
@@ -1308,9 +1307,12 @@
        "      <td>2650</td>\n",
        "      <td>2653</td>\n",
        "      <td>2674</td>\n",
+       "      <td>2674</td>\n",
+       "      <td>2692</td>\n",
+       "      <td>2697</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>268</th>\n",
+       "      <th>269</th>\n",
        "      <td>NaN</td>\n",
        "      <td>United Kingdom</td>\n",
        "      <td>55.378100</td>\n",
@@ -1322,9 +1324,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>6555200</td>\n",
-       "      <td>6590747</td>\n",
-       "      <td>6628709</td>\n",
        "      <td>6666399</td>\n",
        "      <td>6698486</td>\n",
        "      <td>6731423</td>\n",
@@ -1332,9 +1331,12 @@
        "      <td>6789581</td>\n",
        "      <td>6825074</td>\n",
        "      <td>6862904</td>\n",
+       "      <td>6904969</td>\n",
+       "      <td>6941611</td>\n",
+       "      <td>6978126</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>269</th>\n",
+       "      <th>270</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Uruguay</td>\n",
        "      <td>-32.522800</td>\n",
@@ -1346,9 +1348,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>384287</td>\n",
-       "      <td>384392</td>\n",
-       "      <td>384458</td>\n",
        "      <td>384531</td>\n",
        "      <td>384622</td>\n",
        "      <td>384692</td>\n",
@@ -1356,9 +1355,12 @@
        "      <td>384934</td>\n",
        "      <td>385078</td>\n",
        "      <td>385264</td>\n",
+       "      <td>385423</td>\n",
+       "      <td>385557</td>\n",
+       "      <td>385660</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>270</th>\n",
+       "      <th>271</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Uzbekistan</td>\n",
        "      <td>41.377491</td>\n",
@@ -1370,9 +1372,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>150683</td>\n",
-       "      <td>151517</td>\n",
-       "      <td>152363</td>\n",
        "      <td>153204</td>\n",
        "      <td>154033</td>\n",
        "      <td>154844</td>\n",
@@ -1380,9 +1379,12 @@
        "      <td>156394</td>\n",
        "      <td>157136</td>\n",
        "      <td>157872</td>\n",
+       "      <td>158561</td>\n",
+       "      <td>159209</td>\n",
+       "      <td>159871</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>271</th>\n",
+       "      <th>272</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Vanuatu</td>\n",
        "      <td>-15.376700</td>\n",
@@ -1406,7 +1408,7 @@
        "      <td>4</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>272</th>\n",
+       "      <th>273</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Venezuela</td>\n",
        "      <td>6.423800</td>\n",
@@ -1418,9 +1420,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>327450</td>\n",
-       "      <td>328550</td>\n",
-       "      <td>329736</td>\n",
        "      <td>329736</td>\n",
        "      <td>332172</td>\n",
        "      <td>333125</td>\n",
@@ -1428,9 +1427,12 @@
        "      <td>334343</td>\n",
        "      <td>335233</td>\n",
        "      <td>337359</td>\n",
+       "      <td>337359</td>\n",
+       "      <td>338300</td>\n",
+       "      <td>339255</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>273</th>\n",
+       "      <th>274</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Vietnam</td>\n",
        "      <td>14.058324</td>\n",
@@ -1442,9 +1444,6 @@
        "      <td>2</td>\n",
        "      <td>2</td>\n",
        "      <td>...</td>\n",
-       "      <td>369267</td>\n",
-       "      <td>381363</td>\n",
-       "      <td>392938</td>\n",
        "      <td>410366</td>\n",
        "      <td>422469</td>\n",
        "      <td>435265</td>\n",
@@ -1452,9 +1451,12 @@
        "      <td>462096</td>\n",
        "      <td>473530</td>\n",
        "      <td>486727</td>\n",
+       "      <td>501649</td>\n",
+       "      <td>511170</td>\n",
+       "      <td>524307</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>274</th>\n",
+       "      <th>275</th>\n",
        "      <td>NaN</td>\n",
        "      <td>West Bank and Gaza</td>\n",
        "      <td>31.952200</td>\n",
@@ -1466,9 +1468,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>329204</td>\n",
-       "      <td>330821</td>\n",
-       "      <td>332609</td>\n",
        "      <td>334472</td>\n",
        "      <td>335709</td>\n",
        "      <td>337405</td>\n",
@@ -1476,9 +1475,12 @@
        "      <td>342282</td>\n",
        "      <td>344957</td>\n",
        "      <td>347730</td>\n",
+       "      <td>350224</td>\n",
+       "      <td>351809</td>\n",
+       "      <td>353732</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>275</th>\n",
+       "      <th>276</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Yemen</td>\n",
        "      <td>15.552727</td>\n",
@@ -1490,9 +1492,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>7580</td>\n",
-       "      <td>7625</td>\n",
-       "      <td>7676</td>\n",
        "      <td>7711</td>\n",
        "      <td>7751</td>\n",
        "      <td>7784</td>\n",
@@ -1500,9 +1499,12 @@
        "      <td>7869</td>\n",
        "      <td>7900</td>\n",
        "      <td>7951</td>\n",
+       "      <td>8018</td>\n",
+       "      <td>8056</td>\n",
+       "      <td>8108</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>276</th>\n",
+       "      <th>277</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Zambia</td>\n",
        "      <td>-13.133897</td>\n",
@@ -1514,9 +1516,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>204977</td>\n",
-       "      <td>205107</td>\n",
-       "      <td>205315</td>\n",
        "      <td>205704</td>\n",
        "      <td>205893</td>\n",
        "      <td>206051</td>\n",
@@ -1524,9 +1523,12 @@
        "      <td>206327</td>\n",
        "      <td>206522</td>\n",
        "      <td>206705</td>\n",
+       "      <td>206884</td>\n",
+       "      <td>207028</td>\n",
+       "      <td>207114</td>\n",
        "    </tr>\n",
        "    <tr>\n",
-       "      <th>277</th>\n",
+       "      <th>278</th>\n",
        "      <td>NaN</td>\n",
        "      <td>Zimbabwe</td>\n",
        "      <td>-19.015438</td>\n",
@@ -1538,9 +1540,6 @@
        "      <td>0</td>\n",
        "      <td>0</td>\n",
        "      <td>...</td>\n",
-       "      <td>123320</td>\n",
-       "      <td>123711</td>\n",
-       "      <td>123986</td>\n",
        "      <td>124236</td>\n",
        "      <td>124367</td>\n",
        "      <td>124437</td>\n",
@@ -1548,266 +1547,269 @@
        "      <td>124773</td>\n",
        "      <td>124960</td>\n",
        "      <td>125118</td>\n",
+       "      <td>125331</td>\n",
+       "      <td>125425</td>\n",
+       "      <td>125550</td>\n",
        "    </tr>\n",
        "  </tbody>\n",
        "</table>\n",
-       "<p>278 rows × 594 columns</p>\n",
+       "<p>279 rows × 597 columns</p>\n",
        "</div>"
       ],
       "text/plain": [
-       "                                       Unnamed: 0             Afghanistan  \\\n",
-       "0                                             NaN                 Albania   \n",
-       "1                                             NaN                 Algeria   \n",
-       "2                                             NaN                 Andorra   \n",
-       "3                                             NaN                  Angola   \n",
-       "4                                             NaN     Antigua and Barbuda   \n",
-       "5                                             NaN               Argentina   \n",
-       "6                                             NaN                 Armenia   \n",
-       "7                    Australian Capital Territory               Australia   \n",
-       "8                                 New South Wales               Australia   \n",
-       "9                              Northern Territory               Australia   \n",
-       "10                                     Queensland               Australia   \n",
-       "11                                South Australia               Australia   \n",
-       "12                                       Tasmania               Australia   \n",
-       "13                                       Victoria               Australia   \n",
-       "14                              Western Australia               Australia   \n",
-       "15                                            NaN                 Austria   \n",
-       "16                                            NaN              Azerbaijan   \n",
-       "17                                            NaN                 Bahamas   \n",
-       "18                                            NaN                 Bahrain   \n",
-       "19                                            NaN              Bangladesh   \n",
-       "20                                            NaN                Barbados   \n",
-       "21                                            NaN                 Belarus   \n",
-       "22                                            NaN                 Belgium   \n",
-       "23                                            NaN                  Belize   \n",
-       "24                                            NaN                   Benin   \n",
-       "25                                            NaN                  Bhutan   \n",
-       "26                                            NaN                 Bolivia   \n",
-       "27                                            NaN  Bosnia and Herzegovina   \n",
-       "28                                            NaN                Botswana   \n",
-       "29                                            NaN                  Brazil   \n",
+       "                                   Province/State          Country/Region  \\\n",
+       "0                                             NaN             Afghanistan   \n",
+       "1                                             NaN                 Albania   \n",
+       "2                                             NaN                 Algeria   \n",
+       "3                                             NaN                 Andorra   \n",
+       "4                                             NaN                  Angola   \n",
+       "5                                             NaN     Antigua and Barbuda   \n",
+       "6                                             NaN               Argentina   \n",
+       "7                                             NaN                 Armenia   \n",
+       "8                    Australian Capital Territory               Australia   \n",
+       "9                                 New South Wales               Australia   \n",
+       "10                             Northern Territory               Australia   \n",
+       "11                                     Queensland               Australia   \n",
+       "12                                South Australia               Australia   \n",
+       "13                                       Tasmania               Australia   \n",
+       "14                                       Victoria               Australia   \n",
+       "15                              Western Australia               Australia   \n",
+       "16                                            NaN                 Austria   \n",
+       "17                                            NaN              Azerbaijan   \n",
+       "18                                            NaN                 Bahamas   \n",
+       "19                                            NaN                 Bahrain   \n",
+       "20                                            NaN              Bangladesh   \n",
+       "21                                            NaN                Barbados   \n",
+       "22                                            NaN                 Belarus   \n",
+       "23                                            NaN                 Belgium   \n",
+       "24                                            NaN                  Belize   \n",
+       "25                                            NaN                   Benin   \n",
+       "26                                            NaN                  Bhutan   \n",
+       "27                                            NaN                 Bolivia   \n",
+       "28                                            NaN  Bosnia and Herzegovina   \n",
+       "29                                            NaN                Botswana   \n",
        "..                                            ...                     ...   \n",
-       "248                                           NaN             Timor-Leste   \n",
-       "249                                           NaN                    Togo   \n",
-       "250                                           NaN     Trinidad and Tobago   \n",
-       "251                                           NaN                 Tunisia   \n",
-       "252                                           NaN                  Turkey   \n",
-       "253                                           NaN                      US   \n",
-       "254                                           NaN                  Uganda   \n",
-       "255                                           NaN                 Ukraine   \n",
-       "256                                           NaN    United Arab Emirates   \n",
-       "257                                      Anguilla          United Kingdom   \n",
-       "258                                       Bermuda          United Kingdom   \n",
-       "259                        British Virgin Islands          United Kingdom   \n",
-       "260                                Cayman Islands          United Kingdom   \n",
-       "261                               Channel Islands          United Kingdom   \n",
-       "262                   Falkland Islands (Malvinas)          United Kingdom   \n",
-       "263                                     Gibraltar          United Kingdom   \n",
-       "264                                   Isle of Man          United Kingdom   \n",
-       "265                                    Montserrat          United Kingdom   \n",
-       "266  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
-       "267                      Turks and Caicos Islands          United Kingdom   \n",
-       "268                                           NaN          United Kingdom   \n",
-       "269                                           NaN                 Uruguay   \n",
-       "270                                           NaN              Uzbekistan   \n",
-       "271                                           NaN                 Vanuatu   \n",
-       "272                                           NaN               Venezuela   \n",
-       "273                                           NaN                 Vietnam   \n",
-       "274                                           NaN      West Bank and Gaza   \n",
-       "275                                           NaN                   Yemen   \n",
-       "276                                           NaN                  Zambia   \n",
-       "277                                           NaN                Zimbabwe   \n",
+       "249                                           NaN             Timor-Leste   \n",
+       "250                                           NaN                    Togo   \n",
+       "251                                           NaN     Trinidad and Tobago   \n",
+       "252                                           NaN                 Tunisia   \n",
+       "253                                           NaN                  Turkey   \n",
+       "254                                           NaN                      US   \n",
+       "255                                           NaN                  Uganda   \n",
+       "256                                           NaN                 Ukraine   \n",
+       "257                                           NaN    United Arab Emirates   \n",
+       "258                                      Anguilla          United Kingdom   \n",
+       "259                                       Bermuda          United Kingdom   \n",
+       "260                        British Virgin Islands          United Kingdom   \n",
+       "261                                Cayman Islands          United Kingdom   \n",
+       "262                               Channel Islands          United Kingdom   \n",
+       "263                   Falkland Islands (Malvinas)          United Kingdom   \n",
+       "264                                     Gibraltar          United Kingdom   \n",
+       "265                                   Isle of Man          United Kingdom   \n",
+       "266                                    Montserrat          United Kingdom   \n",
+       "267  Saint Helena, Ascension and Tristan da Cunha          United Kingdom   \n",
+       "268                      Turks and Caicos Islands          United Kingdom   \n",
+       "269                                           NaN          United Kingdom   \n",
+       "270                                           NaN                 Uruguay   \n",
+       "271                                           NaN              Uzbekistan   \n",
+       "272                                           NaN                 Vanuatu   \n",
+       "273                                           NaN               Venezuela   \n",
+       "274                                           NaN                 Vietnam   \n",
+       "275                                           NaN      West Bank and Gaza   \n",
+       "276                                           NaN                   Yemen   \n",
+       "277                                           NaN                  Zambia   \n",
+       "278                                           NaN                Zimbabwe   \n",
        "\n",
-       "      33.93911   67.709953  0  0.1  0.2  0.3  0.4  0.5    ...       152660  \\\n",
-       "0    41.153300   20.168300  0    0    0    0    0    0    ...       140521   \n",
-       "1    28.033900    1.659600  0    0    0    0    0    0    ...       192626   \n",
-       "2    42.506300    1.521800  0    0    0    0    0    0    ...        15003   \n",
-       "3   -11.202700   17.873900  0    0    0    0    0    0    ...        46340   \n",
-       "4    17.060800  -61.796400  0    0    0    0    0    0    ...         1540   \n",
-       "5   -38.416100  -63.616700  0    0    0    0    0    0    ...      5148085   \n",
-       "6    40.069100   45.038200  0    0    0    0    0    0    ...       238422   \n",
-       "7   -35.473500  149.012400  0    0    0    0    0    0    ...          300   \n",
-       "8   -33.868800  151.209300  0    0    0    0    3    4    ...        20466   \n",
-       "9   -12.463400  130.845600  0    0    0    0    0    0    ...          200   \n",
-       "10  -27.469800  153.025100  0    0    0    0    0    0    ...         1972   \n",
-       "11  -34.928500  138.600700  0    0    0    0    0    0    ...          870   \n",
-       "12  -42.882100  147.327200  0    0    0    0    0    0    ...          235   \n",
-       "13  -37.813600  144.963100  0    0    0    0    1    1    ...        21618   \n",
-       "14  -31.950500  115.860500  0    0    0    0    0    0    ...         1064   \n",
-       "15   47.516200   14.550100  0    0    0    0    0    0    ...       678605   \n",
-       "16   40.143100   47.576900  0    0    0    0    0    0    ...       398034   \n",
-       "17   25.025885  -78.035889  0    0    0    0    0    0    ...        17545   \n",
-       "18   26.027500   50.550000  0    0    0    0    0    0    ...       271803   \n",
-       "19   23.685000   90.356300  0    0    0    0    0    0    ...      1472964   \n",
-       "20   13.193900  -59.543200  0    0    0    0    0    0    ...         4694   \n",
-       "21   53.709800   27.953400  0    0    0    0    0    0    ...       471495   \n",
-       "22   50.833300    4.469936  0    0    0    0    0    0    ...      1170213   \n",
-       "23   17.189900  -88.497600  0    0    0    0    0    0    ...        15683   \n",
-       "24    9.307700    2.315800  0    0    0    0    0    0    ...        12492   \n",
-       "25   27.514200   90.433600  0    0    0    0    0    0    ...         2591   \n",
-       "26  -16.290200  -63.588700  0    0    0    0    0    0    ...       487721   \n",
-       "27   43.915900   17.679100  0    0    0    0    0    0    ...       210442   \n",
-       "28  -22.328500   24.684900  0    0    0    0    0    0    ...       150842   \n",
-       "29  -14.235000  -51.925300  0    0    0    0    0    0    ...     20614866   \n",
-       "..         ...         ... ..  ...  ...  ...  ...  ...    ...          ...   \n",
-       "248  -8.874217  125.727539  0    0    0    0    0    0    ...        14935   \n",
-       "249   8.619500    0.824800  0    0    0    0    0    0    ...        19963   \n",
-       "250  10.691800  -61.222500  0    0    0    0    0    0    ...        43344   \n",
-       "251  33.886917    9.537499  0    0    0    0    0    0    ...       644072   \n",
-       "252  38.963700   35.243300  0    0    0    0    0    0    ...      6253681   \n",
-       "253  40.000000 -100.000000  1    1    2    2    5    5    ...     38074929   \n",
-       "254   1.373333   32.290275  0    0    0    0    0    0    ...       118900   \n",
-       "255  48.379400   31.165600  0    0    0    0    0    0    ...      2370604   \n",
-       "256  23.424076   53.847818  0    0    0    0    0    0    ...       711428   \n",
-       "257  18.220600  -63.068600  0    0    0    0    0    0    ...          166   \n",
-       "258  32.307800  -64.750500  0    0    0    0    0    0    ...         2792   \n",
-       "259  18.420700  -64.640000  0    0    0    0    0    0    ...         2568   \n",
-       "260  19.313300  -81.254600  0    0    0    0    0    0    ...          668   \n",
-       "261  49.372300   -2.364400  0    0    0    0    0    0    ...        10361   \n",
-       "262 -51.796300  -59.523600  0    0    0    0    0    0    ...           66   \n",
-       "263  36.140800   -5.353600  0    0    0    0    0    0    ...         5299   \n",
-       "264  54.236100   -4.548100  0    0    0    0    0    0    ...         6419   \n",
-       "265  16.742498  -62.187366  0    0    0    0    0    0    ...           25   \n",
-       "266  -7.946700  -14.355900  0    0    0    0    0    0    ...            4   \n",
-       "267  21.694000  -71.797900  0    0    0    0    0    0    ...         2613   \n",
-       "268  55.378100   -3.436000  0    0    0    0    0    0    ...      6555200   \n",
-       "269 -32.522800  -55.765800  0    0    0    0    0    0    ...       384287   \n",
-       "270  41.377491   64.585262  0    0    0    0    0    0    ...       150683   \n",
-       "271 -15.376700  166.959200  0    0    0    0    0    0    ...            4   \n",
-       "272   6.423800  -66.589700  0    0    0    0    0    0    ...       327450   \n",
-       "273  14.058324  108.277199  0    2    2    2    2    2    ...       369267   \n",
-       "274  31.952200   35.233200  0    0    0    0    0    0    ...       329204   \n",
-       "275  15.552727   48.516388  0    0    0    0    0    0    ...         7580   \n",
-       "276 -13.133897   27.849332  0    0    0    0    0    0    ...       204977   \n",
-       "277 -19.015438   29.154857  0    0    0    0    0    0    ...       123320   \n",
+       "           Lat        Long  1/22/20  1/23/20  1/24/20  1/25/20  1/26/20  \\\n",
+       "0    33.939110   67.709953        0        0        0        0        0   \n",
+       "1    41.153300   20.168300        0        0        0        0        0   \n",
+       "2    28.033900    1.659600        0        0        0        0        0   \n",
+       "3    42.506300    1.521800        0        0        0        0        0   \n",
+       "4   -11.202700   17.873900        0        0        0        0        0   \n",
+       "5    17.060800  -61.796400        0        0        0        0        0   \n",
+       "6   -38.416100  -63.616700        0        0        0        0        0   \n",
+       "7    40.069100   45.038200        0        0        0        0        0   \n",
+       "8   -35.473500  149.012400        0        0        0        0        0   \n",
+       "9   -33.868800  151.209300        0        0        0        0        3   \n",
+       "10  -12.463400  130.845600        0        0        0        0        0   \n",
+       "11  -27.469800  153.025100        0        0        0        0        0   \n",
+       "12  -34.928500  138.600700        0        0        0        0        0   \n",
+       "13  -42.882100  147.327200        0        0        0        0        0   \n",
+       "14  -37.813600  144.963100        0        0        0        0        1   \n",
+       "15  -31.950500  115.860500        0        0        0        0        0   \n",
+       "16   47.516200   14.550100        0        0        0        0        0   \n",
+       "17   40.143100   47.576900        0        0        0        0        0   \n",
+       "18   25.025885  -78.035889        0        0        0        0        0   \n",
+       "19   26.027500   50.550000        0        0        0        0        0   \n",
+       "20   23.685000   90.356300        0        0        0        0        0   \n",
+       "21   13.193900  -59.543200        0        0        0        0        0   \n",
+       "22   53.709800   27.953400        0        0        0        0        0   \n",
+       "23   50.833300    4.469936        0        0        0        0        0   \n",
+       "24   17.189900  -88.497600        0        0        0        0        0   \n",
+       "25    9.307700    2.315800        0        0        0        0        0   \n",
+       "26   27.514200   90.433600        0        0        0        0        0   \n",
+       "27  -16.290200  -63.588700        0        0        0        0        0   \n",
+       "28   43.915900   17.679100        0        0        0        0        0   \n",
+       "29  -22.328500   24.684900        0        0        0        0        0   \n",
+       "..         ...         ...      ...      ...      ...      ...      ...   \n",
+       "249  -8.874217  125.727539        0        0        0        0        0   \n",
+       "250   8.619500    0.824800        0        0        0        0        0   \n",
+       "251  10.691800  -61.222500        0        0        0        0        0   \n",
+       "252  33.886917    9.537499        0        0        0        0        0   \n",
+       "253  38.963700   35.243300        0        0        0        0        0   \n",
+       "254  40.000000 -100.000000        1        1        2        2        5   \n",
+       "255   1.373333   32.290275        0        0        0        0        0   \n",
+       "256  48.379400   31.165600        0        0        0        0        0   \n",
+       "257  23.424076   53.847818        0        0        0        0        0   \n",
+       "258  18.220600  -63.068600        0        0        0        0        0   \n",
+       "259  32.307800  -64.750500        0        0        0        0        0   \n",
+       "260  18.420700  -64.640000        0        0        0        0        0   \n",
+       "261  19.313300  -81.254600        0        0        0        0        0   \n",
+       "262  49.372300   -2.364400        0        0        0        0        0   \n",
+       "263 -51.796300  -59.523600        0        0        0        0        0   \n",
+       "264  36.140800   -5.353600        0        0        0        0        0   \n",
+       "265  54.236100   -4.548100        0        0        0        0        0   \n",
+       "266  16.742498  -62.187366        0        0        0        0        0   \n",
+       "267  -7.946700  -14.355900        0        0        0        0        0   \n",
+       "268  21.694000  -71.797900        0        0        0        0        0   \n",
+       "269  55.378100   -3.436000        0        0        0        0        0   \n",
+       "270 -32.522800  -55.765800        0        0        0        0        0   \n",
+       "271  41.377491   64.585262        0        0        0        0        0   \n",
+       "272 -15.376700  166.959200        0        0        0        0        0   \n",
+       "273   6.423800  -66.589700        0        0        0        0        0   \n",
+       "274  14.058324  108.277199        0        2        2        2        2   \n",
+       "275  31.952200   35.233200        0        0        0        0        0   \n",
+       "276  15.552727   48.516388        0        0        0        0        0   \n",
+       "277 -13.133897   27.849332        0        0        0        0        0   \n",
+       "278 -19.015438   29.154857        0        0        0        0        0   \n",
        "\n",
-       "       152722    152822    152960  152960.1  152960.2    153148    153220  \\\n",
-       "0      141365    142253    143174    144079    144847    145333    146387   \n",
-       "1      193171    193674    194186    194671    195162    195574    196080   \n",
-       "2       15014     15016     15025     15025     15025     15032     15033   \n",
-       "3       46539     46726     46929     47079     47168     47331     47544   \n",
-       "4        1598      1598      1598      1638      1651      1713      1715   \n",
-       "5     5155079   5161926   5167733   5171458   5173531   5178889   5185620   \n",
-       "6      239056    239739    240261    240953    241336    241611    242135   \n",
-       "7         314       335       361       374       386       398       421   \n",
-       "8       21471     22346     23372     24585     25857     27026     28111   \n",
-       "9         200       201       201       202       201       202       202   \n",
-       "10       1972      1973      1977      1977      1979      1979      1980   \n",
-       "11        870       870       870       871       871       871       871   \n",
-       "12        235       235       235       235       235       235       235   \n",
-       "13      21694     21772     21835     21926     21996     22071     22187   \n",
-       "14       1084      1084      1084      1086      1086      1086      1086   \n",
-       "15     680179    681617    683219    684541    685956    687076    688305   \n",
-       "16     401828    405542    409745    413986    417996    421103    424891   \n",
-       "17      17615     17717     17940     17940     17940     18139     18139   \n",
-       "18     271933    272042    272148    272246    272341    272453    272540   \n",
-       "19    1477930   1482628   1486153   1489589   1493537   1497261   1500618   \n",
-       "20       4720      4741      4789      4881      4931      4931      5032   \n",
-       "21     472852    474403    476265    477901    479306    480364    481532   \n",
-       "22    1173108   1175575   1177909   1177909   1177909   1182810   1184664   \n",
-       "23      15793     15893     16012     16012     16012     16220     16353   \n",
-       "24      12492     12492     13366     13366     13366     13366     13366   \n",
-       "25       2591      2591      2592      2594      2594      2595      2596   \n",
-       "26     488403    488933    488933    489802    490056    490467    490879   \n",
-       "27     211059    211689    212306    212306    212306    213379    213853   \n",
-       "28     150842    153793    153793    153793    153793    156927    156927   \n",
-       "29   20645537  20676561  20703906  20728605  20741815  20752281  20776870   \n",
-       "..        ...       ...       ...       ...       ...       ...       ...   \n",
-       "248     15296     15603     15960     16236     16402     16515     16682   \n",
-       "249     20244     20517     20698     20698     21181     21261     21261   \n",
-       "250     43538     43750     43999     44296     44481     44606     44847   \n",
-       "251    647483    651035    654798    658322    660587    662752    664034   \n",
-       "252   6273651   6293267   6311607   6329519   6346851   6366408   6388301   \n",
-       "253  38223075  38384409  38707343  38760414  38798889  39057426  39198131   \n",
-       "254    119037    119141    119327    119544    119732    119825    119915   \n",
-       "255   2371895   2374012   2376571   2379159   2381553   2382769   2384564   \n",
-       "256    712411    713402    714396    715394    716381    717374    718370   \n",
-       "257       174       194       194       194       201       217       217   \n",
-       "258      2792      2792      2844      2844      2844      2844      2923   \n",
-       "259      2568      2568      2568      2568      2568      2568      2568   \n",
-       "260       669       669       669       669       669       680       680   \n",
-       "261     10398     10438     10486     10486     10486     10486     10608   \n",
-       "262        66        66        66        66        66        66        66   \n",
-       "263      5308      5314      5323      5332      5338      5342      5354   \n",
-       "264      6432      6508      6554      6587      6629      6653      6676   \n",
-       "265        25        26        26        26        26        29        29   \n",
-       "266         4         4         4         4         4         4         4   \n",
-       "267      2616      2628      2637      2650      2650      2650      2650   \n",
-       "268   6590747   6628709   6666399   6698486   6731423   6757650   6789581   \n",
-       "269    384392    384458    384531    384622    384692    384778    384934   \n",
-       "270    151517    152363    153204    154033    154844    155639    156394   \n",
-       "271         4         4         4         4         4         4         4   \n",
-       "272    328550    329736    329736    332172    333125    334343    334343   \n",
-       "273    381363    392938    410366    422469    435265    449489    462096   \n",
-       "274    330821    332609    334472    335709    337405    339816    342282   \n",
-       "275      7625      7676      7711      7751      7784      7829      7869   \n",
-       "276    205107    205315    205704    205893    206051    206145    206327   \n",
-       "277    123711    123986    124236    124367    124437    124581    124773   \n",
+       "     1/27/20    ...      8/27/21   8/28/21   8/29/21   8/30/21   8/31/21  \\\n",
+       "0          0    ...       152960    152960    152960    153148    153220   \n",
+       "1          0    ...       143174    144079    144847    145333    146387   \n",
+       "2          0    ...       194186    194671    195162    195574    196080   \n",
+       "3          0    ...        15025     15025     15025     15032     15033   \n",
+       "4          0    ...        46929     47079     47168     47331     47544   \n",
+       "5          0    ...         1598      1638      1651      1713      1715   \n",
+       "6          0    ...      5167733   5171458   5173531   5178889   5185620   \n",
+       "7          0    ...       240261    240953    241336    241611    242135   \n",
+       "8          0    ...          361       374       386       398       421   \n",
+       "9          4    ...        23372     24585     25857     27026     28111   \n",
+       "10         0    ...          201       202       201       202       202   \n",
+       "11         0    ...         1977      1977      1979      1979      1980   \n",
+       "12         0    ...          870       871       871       871       871   \n",
+       "13         0    ...          235       235       235       235       235   \n",
+       "14         1    ...        21835     21926     21996     22071     22187   \n",
+       "15         0    ...         1084      1086      1086      1086      1086   \n",
+       "16         0    ...       683219    684541    685956    687076    688305   \n",
+       "17         0    ...       409745    413986    417996    421103    424891   \n",
+       "18         0    ...        17940     17940     17940     18139     18139   \n",
+       "19         0    ...       272148    272246    272341    272453    272540   \n",
+       "20         0    ...      1486153   1489589   1493537   1497261   1500618   \n",
+       "21         0    ...         4789      4881      4931      4931      5032   \n",
+       "22         0    ...       476265    477901    479306    480364    481532   \n",
+       "23         0    ...      1177909   1177909   1177909   1182810   1184664   \n",
+       "24         0    ...        16012     16012     16012     16220     16353   \n",
+       "25         0    ...        13366     13366     13366     13366     13366   \n",
+       "26         0    ...         2592      2594      2594      2595      2596   \n",
+       "27         0    ...       488933    489802    490056    490467    490879   \n",
+       "28         0    ...       212306    212306    212306    213379    213853   \n",
+       "29         0    ...       153793    153793    153793    156927    156927   \n",
+       "..       ...    ...          ...       ...       ...       ...       ...   \n",
+       "249        0    ...        15960     16236     16402     16515     16682   \n",
+       "250        0    ...        20698     20698     21181     21261     21261   \n",
+       "251        0    ...        43999     44296     44481     44606     44847   \n",
+       "252        0    ...       654798    658322    660587    662752    664034   \n",
+       "253        0    ...      6311607   6329519   6346851   6366408   6388301   \n",
+       "254        5    ...     38707343  38760414  38798889  39057426  39198131   \n",
+       "255        0    ...       119327    119544    119732    119825    119915   \n",
+       "256        0    ...      2376571   2379159   2381553   2382769   2384564   \n",
+       "257        0    ...       714396    715394    716381    717374    718370   \n",
+       "258        0    ...          194       194       201       217       217   \n",
+       "259        0    ...         2844      2844      2844      2844      2923   \n",
+       "260        0    ...         2568      2568      2568      2568      2568   \n",
+       "261        0    ...          669       669       669       680       680   \n",
+       "262        0    ...        10486     10486     10486     10486     10608   \n",
+       "263        0    ...           66        66        66        66        66   \n",
+       "264        0    ...         5323      5332      5338      5342      5354   \n",
+       "265        0    ...         6554      6587      6629      6653      6676   \n",
+       "266        0    ...           26        26        26        29        29   \n",
+       "267        0    ...            4         4         4         4         4   \n",
+       "268        0    ...         2637      2650      2650      2650      2650   \n",
+       "269        0    ...      6666399   6698486   6731423   6757650   6789581   \n",
+       "270        0    ...       384531    384622    384692    384778    384934   \n",
+       "271        0    ...       153204    154033    154844    155639    156394   \n",
+       "272        0    ...            4         4         4         4         4   \n",
+       "273        0    ...       329736    332172    333125    334343    334343   \n",
+       "274        2    ...       410366    422469    435265    449489    462096   \n",
+       "275        0    ...       334472    335709    337405    339816    342282   \n",
+       "276        0    ...         7711      7751      7784      7829      7869   \n",
+       "277        0    ...       205704    205893    206051    206145    206327   \n",
+       "278        0    ...       124236    124367    124437    124581    124773   \n",
        "\n",
-       "       153260    153306  \n",
-       "0      147369    148222  \n",
-       "1      196527    196915  \n",
-       "2       15046     15052  \n",
-       "3       47781     48004  \n",
-       "4        1719      1742  \n",
-       "5     5190948   5195601  \n",
-       "6      242750    243386  \n",
-       "7         433       451  \n",
-       "8       29390     30807  \n",
-       "9         202       202  \n",
-       "10       1982      1982  \n",
-       "11        871       875  \n",
-       "12        235       235  \n",
-       "13      22361     22570  \n",
-       "14       1086      1086  \n",
-       "15     690153    691663  \n",
-       "16     428736    432495  \n",
-       "17      18139     18576  \n",
-       "18     272635    272709  \n",
-       "19    1503680   1507116  \n",
-       "20       5072      5152  \n",
-       "21     483231    485067  \n",
-       "22    1187506   1189710  \n",
-       "23      16493     16612  \n",
-       "24      15932     15932  \n",
-       "25       2596      2596  \n",
-       "26     491340    491759  \n",
-       "27     214759    215313  \n",
-       "28     156927    159317  \n",
-       "29   20804215  20830495  \n",
-       "..        ...       ...  \n",
-       "248     16941     17183  \n",
-       "249     21561     21785  \n",
-       "250     44957     45061  \n",
-       "251    666168    668051  \n",
-       "252   6412247   6412247  \n",
-       "253  39396156  39549299  \n",
-       "254    120075    120208  \n",
-       "255   2387052   2389923  \n",
-       "256    719355    720330  \n",
-       "257       217       256  \n",
-       "258      2923      2923  \n",
-       "259      2568      2568  \n",
-       "260       688       689  \n",
-       "261     10649     10689  \n",
-       "262        67        67  \n",
-       "263      5367      5371  \n",
-       "264      6694      6741  \n",
-       "265        29        29  \n",
-       "266         4         4  \n",
-       "267      2653      2674  \n",
-       "268   6825074   6862904  \n",
-       "269    385078    385264  \n",
-       "270    157136    157872  \n",
-       "271         4         4  \n",
-       "272    335233    337359  \n",
-       "273    473530    486727  \n",
-       "274    344957    347730  \n",
-       "275      7900      7951  \n",
-       "276    206522    206705  \n",
-       "277    124960    125118  \n",
+       "       9/1/21    9/2/21    9/3/21    9/4/21    9/5/21  \n",
+       "0      153260    153306    153375    153375    153375  \n",
+       "1      147369    148222    149117    150101    150997  \n",
+       "2      196527    196915    197308    197659    198004  \n",
+       "3       15046     15052     15055     15055     15055  \n",
+       "4       47781     48004     48261     48475     48656  \n",
+       "5        1719      1742      1750      1759      1870  \n",
+       "6     5190948   5195601   5199919   5202405   5203802  \n",
+       "7      242750    243386    243981    244602    245025  \n",
+       "8         433       451       483       498       509  \n",
+       "9       29390     30807     32323     33792     35064  \n",
+       "10        202       202       202       202       202  \n",
+       "11       1982      1982      1984      1985      1991  \n",
+       "12        871       875       877       879       880  \n",
+       "13        235       235       235       235       235  \n",
+       "14      22361     22570     22759     22942     23188  \n",
+       "15       1086      1086      1086      1086      1086  \n",
+       "16     690153    691663    693416    695131    696905  \n",
+       "17     428736    432495    436257    439562    442872  \n",
+       "18      18139     18576     18694     18694     18694  \n",
+       "19     272635    272709    272807    272916    273008  \n",
+       "20    1503680   1507116   1510283   1512026   1514456  \n",
+       "21       5072      5152      5183      5248      5349  \n",
+       "22     483231    485067    487017    488963    490926  \n",
+       "23    1187506   1189710   1192008   1192008   1192008  \n",
+       "24      16493     16612     16750     16750     16750  \n",
+       "25      15932     15932     16946     16946     16946  \n",
+       "26       2596      2596      2596      2596      2596  \n",
+       "27     491340    491759    491759    492509    492680  \n",
+       "28     214759    215313    216124    216124    216124  \n",
+       "29     156927    159317    159317    159317    159317  \n",
+       "..        ...       ...       ...       ...       ...  \n",
+       "249     16941     17183     17379     17468     17618  \n",
+       "250     21561     21785     21980     22234     22562  \n",
+       "251     44957     45061     45300     45487     45714  \n",
+       "252    666168    668051    670027    672236    674047  \n",
+       "253   6412247   6412247   6412247   6412247   6412247  \n",
+       "254  39396156  39549299  39850256  39906426  39944987  \n",
+       "255    120075    120208    120377    120466    120581  \n",
+       "256   2387052   2389923   2393002   2395616   2397758  \n",
+       "257    719355    720330    721308    722292    723263  \n",
+       "258       217       256       256       279       279  \n",
+       "259      2923      2923      3048      3048      3048  \n",
+       "260      2568      2568      2640      2640      2640  \n",
+       "261       688       689       690       690       690  \n",
+       "262     10649     10689     10738     10738     10738  \n",
+       "263        67        67        67        67        67  \n",
+       "264      5367      5371      5376      5386      5388  \n",
+       "265      6694      6741      6779      6809      6832  \n",
+       "266        29        29        29        31        31  \n",
+       "267         4         4         4         4         4  \n",
+       "268      2653      2674      2674      2692      2697  \n",
+       "269   6825074   6862904   6904969   6941611   6978126  \n",
+       "270    385078    385264    385423    385557    385660  \n",
+       "271    157136    157872    158561    159209    159871  \n",
+       "272         4         4         4         4         4  \n",
+       "273    335233    337359    337359    338300    339255  \n",
+       "274    473530    486727    501649    511170    524307  \n",
+       "275    344957    347730    350224    351809    353732  \n",
+       "276      7900      7951      8018      8056      8108  \n",
+       "277    206522    206705    206884    207028    207114  \n",
+       "278    124960    125118    125331    125425    125550  \n",
        "\n",
-       "[278 rows x 594 columns]"
+       "[279 rows x 597 columns]"
       ]
      },
      "execution_count": 3,
@@ -1816,10 +1818,102 @@
     }
    ],
    "source": [
-    "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+    "raw_data = pd.read_csv(data_url, skiprows=0)\n",
     "raw_data"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Belgium = raw_data[raw_data['Country/Region'].str.match('Belgium')]\n",
+    "Germany = raw_data[raw_data['Country/Region'].str.match('Germany')]\n",
+    "Iran = raw_data[raw_data['Country/Region'].str.match('Iran')]\n",
+    "Italy = raw_data[raw_data['Country/Region'].str.match('Italy')]\n",
+    "Japan = raw_data[raw_data['Country/Region'].str.match('Japan')]\n",
+    "Korea = raw_data[raw_data['Country/Region'].str.match('Korea, South')]\n",
+    "Portugal = raw_data[raw_data['Country/Region'].str.match('Portugal')]\n",
+    "Spain = raw_data[raw_data['Country/Region'].str.match('Spain')]\n",
+    "US = raw_data[raw_data['Country/Region'].str.match('US')]\n",
+    "\n",
+    "temp = raw_data[raw_data['Country/Region'].str.match('China')]\n",
+    "China = temp.drop(index=temp[temp['Province/State'].str.match('Hong Kong')].index[0])\n",
+    "\n",
+    "temp = raw_data[raw_data['Country/Region'].str.match('France')]\n",
+    "France = temp[temp.isnull().any(axis=1)]\n",
+    "\n",
+    "temp = raw_data[raw_data['Country/Region'].str.match('United Kingdom')]\n",
+    "UK = temp[temp.isnull().any(axis=1)]\n",
+    "\n",
+    "temp = raw_data[raw_data['Country/Region'].str.match('Netherlands')]\n",
+    "Netherlands = temp[temp.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "def conv_date(ind):\n",
+    "    d=[]\n",
+    "    for i in ind[4:]:\n",
+    "        a = re.split('/',i)\n",
+    "        d.append(a[1]+'-'+a[0]+'-20'+a[2])\n",
+    "    return d\n",
+    "\n",
+    "date = conv_date(US.transpose().index)\n",
+    "def log(df):\n",
+    "    val = []\n",
+    "    for i in df['cumul']:\n",
+    "        if i!=0:\n",
+    "            val.append(math.log(i))\n",
+    "        else:\n",
+    "            val.append(0)\n",
+    "    df['cumul_log']=val\n",
+    "    return df\n",
+    "\n",
+    "def arrangement(df,rename,calc_log):\n",
+    "    df=df.transpose()\n",
+    "    df=df.drop(index='Country/Region')\n",
+    "    df=df.drop(index='Province/State')\n",
+    "    df=df.drop(index='Long')\n",
+    "    df=df.drop(index='Lat')\n",
+    "    df['date']=date\n",
+    "    df1 = df.set_index('date')\n",
+    "    if rename:\n",
+    "        df1 = df1.rename(columns={list(df1)[0]:\"cumul\"})\n",
+    "    if calc_log:\n",
+    "        log(df1)\n",
+    "    return df1"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 6,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "Belgium = arrangement(Belgium,True,True)\n",
+    "Germany = arrangement(Germany,True,True)\n",
+    "Iran = arrangement(Iran,True,True)\n",
+    "Italy = arrangement(Italy,True,True)\n",
+    "Japan = arrangement(Japan,True,True)\n",
+    "Korea = arrangement(Korea,True,True)\n",
+    "Portugal = arrangement(Portugal,True,True)\n",
+    "Spain = arrangement(Spain,True,True)\n",
+    "US = arrangement(US,True,True)\n",
+    "China = arrangement(China,False,False)\n",
+    "China['cumul']=China.sum(axis=1)\n",
+    "China = log(China)\n",
+    "France = arrangement(France,True,True)\n",
+    "UK =arrangement(UK,True,True)\n",
+    "Netherlands = arrangement(Netherlands,True,True)\n",
+    "liste = [Belgium,Germany,Iran,Italy,Japan,Korea,Portugal,Spain,US,China,France,UK,Netherlands]"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-- 
2.18.1