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module3/exo3/Notebook TP Sujet 7.ipynb
View file @ 836260d0
...@@ -16,7 +16,9 @@ ...@@ -16,7 +16,9 @@
"%matplotlib inline\n", "%matplotlib inline\n",
"import numpy as np\n", "import numpy as np\n",
"import pandas as pd\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 @@ ...@@ -61,33 +63,57 @@
" <thead>\n", " <thead>\n",
" <tr style=\"text-align: right;\">\n", " <tr style=\"text-align: right;\">\n",
" <th></th>\n", " <th></th>\n",
" <th>Unnamed: 0</th>\n", " <th>Province/State</th>\n",
" <th>Afghanistan</th>\n", " <th>Country/Region</th>\n",
" <th>33.93911</th>\n", " <th>Lat</th>\n",
" <th>67.709953</th>\n", " <th>Long</th>\n",
" <th>0</th>\n", " <th>1/22/20</th>\n",
" <th>0.1</th>\n", " <th>1/23/20</th>\n",
" <th>0.2</th>\n", " <th>1/24/20</th>\n",
" <th>0.3</th>\n", " <th>1/25/20</th>\n",
" <th>0.4</th>\n", " <th>1/26/20</th>\n",
" <th>0.5</th>\n", " <th>1/27/20</th>\n",
" <th>...</th>\n", " <th>...</th>\n",
" <th>152660</th>\n", " <th>8/27/21</th>\n",
" <th>152722</th>\n", " <th>8/28/21</th>\n",
" <th>152822</th>\n", " <th>8/29/21</th>\n",
" <th>152960</th>\n", " <th>8/30/21</th>\n",
" <th>152960.1</th>\n", " <th>8/31/21</th>\n",
" <th>152960.2</th>\n", " <th>9/1/21</th>\n",
" <th>153148</th>\n", " <th>9/2/21</th>\n",
" <th>153220</th>\n", " <th>9/3/21</th>\n",
" <th>153260</th>\n", " <th>9/4/21</th>\n",
" <th>153306</th>\n", " <th>9/5/21</th>\n",
" </tr>\n", " </tr>\n",
" </thead>\n", " </thead>\n",
" <tbody>\n", " <tbody>\n",
" <tr>\n", " <tr>\n",
" <th>0</th>\n", " <th>0</th>\n",
" <td>NaN</td>\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>Albania</td>\n",
" <td>41.153300</td>\n", " <td>41.153300</td>\n",
" <td>20.168300</td>\n", " <td>20.168300</td>\n",
...@@ -98,9 +124,6 @@ ...@@ -98,9 +124,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>140521</td>\n",
" <td>141365</td>\n",
" <td>142253</td>\n",
" <td>143174</td>\n", " <td>143174</td>\n",
" <td>144079</td>\n", " <td>144079</td>\n",
" <td>144847</td>\n", " <td>144847</td>\n",
...@@ -108,9 +131,12 @@ ...@@ -108,9 +131,12 @@
" <td>146387</td>\n", " <td>146387</td>\n",
" <td>147369</td>\n", " <td>147369</td>\n",
" <td>148222</td>\n", " <td>148222</td>\n",
" <td>149117</td>\n",
" <td>150101</td>\n",
" <td>150997</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1</th>\n", " <th>2</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Algeria</td>\n", " <td>Algeria</td>\n",
" <td>28.033900</td>\n", " <td>28.033900</td>\n",
...@@ -122,9 +148,6 @@ ...@@ -122,9 +148,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>192626</td>\n",
" <td>193171</td>\n",
" <td>193674</td>\n",
" <td>194186</td>\n", " <td>194186</td>\n",
" <td>194671</td>\n", " <td>194671</td>\n",
" <td>195162</td>\n", " <td>195162</td>\n",
...@@ -132,9 +155,12 @@ ...@@ -132,9 +155,12 @@
" <td>196080</td>\n", " <td>196080</td>\n",
" <td>196527</td>\n", " <td>196527</td>\n",
" <td>196915</td>\n", " <td>196915</td>\n",
" <td>197308</td>\n",
" <td>197659</td>\n",
" <td>198004</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>2</th>\n", " <th>3</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Andorra</td>\n", " <td>Andorra</td>\n",
" <td>42.506300</td>\n", " <td>42.506300</td>\n",
...@@ -146,9 +172,6 @@ ...@@ -146,9 +172,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>15025</td>\n",
" <td>15025</td>\n", " <td>15025</td>\n",
...@@ -156,9 +179,12 @@ ...@@ -156,9 +179,12 @@
" <td>15033</td>\n", " <td>15033</td>\n",
" <td>15046</td>\n", " <td>15046</td>\n",
" <td>15052</td>\n", " <td>15052</td>\n",
" <td>15055</td>\n",
" <td>15055</td>\n",
" <td>15055</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>3</th>\n", " <th>4</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Angola</td>\n", " <td>Angola</td>\n",
" <td>-11.202700</td>\n", " <td>-11.202700</td>\n",
...@@ -170,9 +196,6 @@ ...@@ -170,9 +196,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>46340</td>\n",
" <td>46539</td>\n",
" <td>46726</td>\n",
" <td>46929</td>\n", " <td>46929</td>\n",
" <td>47079</td>\n", " <td>47079</td>\n",
" <td>47168</td>\n", " <td>47168</td>\n",
...@@ -180,9 +203,12 @@ ...@@ -180,9 +203,12 @@
" <td>47544</td>\n", " <td>47544</td>\n",
" <td>47781</td>\n", " <td>47781</td>\n",
" <td>48004</td>\n", " <td>48004</td>\n",
" <td>48261</td>\n",
" <td>48475</td>\n",
" <td>48656</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>4</th>\n", " <th>5</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Antigua and Barbuda</td>\n", " <td>Antigua and Barbuda</td>\n",
" <td>17.060800</td>\n", " <td>17.060800</td>\n",
...@@ -194,9 +220,6 @@ ...@@ -194,9 +220,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1540</td>\n",
" <td>1598</td>\n",
" <td>1598</td>\n",
" <td>1598</td>\n", " <td>1598</td>\n",
" <td>1638</td>\n", " <td>1638</td>\n",
" <td>1651</td>\n", " <td>1651</td>\n",
...@@ -204,9 +227,12 @@ ...@@ -204,9 +227,12 @@
" <td>1715</td>\n", " <td>1715</td>\n",
" <td>1719</td>\n", " <td>1719</td>\n",
" <td>1742</td>\n", " <td>1742</td>\n",
" <td>1750</td>\n",
" <td>1759</td>\n",
" <td>1870</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>5</th>\n", " <th>6</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Argentina</td>\n", " <td>Argentina</td>\n",
" <td>-38.416100</td>\n", " <td>-38.416100</td>\n",
...@@ -218,9 +244,6 @@ ...@@ -218,9 +244,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>5148085</td>\n",
" <td>5155079</td>\n",
" <td>5161926</td>\n",
" <td>5167733</td>\n", " <td>5167733</td>\n",
" <td>5171458</td>\n", " <td>5171458</td>\n",
" <td>5173531</td>\n", " <td>5173531</td>\n",
...@@ -228,9 +251,12 @@ ...@@ -228,9 +251,12 @@
" <td>5185620</td>\n", " <td>5185620</td>\n",
" <td>5190948</td>\n", " <td>5190948</td>\n",
" <td>5195601</td>\n", " <td>5195601</td>\n",
" <td>5199919</td>\n",
" <td>5202405</td>\n",
" <td>5203802</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>6</th>\n", " <th>7</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Armenia</td>\n", " <td>Armenia</td>\n",
" <td>40.069100</td>\n", " <td>40.069100</td>\n",
...@@ -242,9 +268,6 @@ ...@@ -242,9 +268,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>238422</td>\n",
" <td>239056</td>\n",
" <td>239739</td>\n",
" <td>240261</td>\n", " <td>240261</td>\n",
" <td>240953</td>\n", " <td>240953</td>\n",
" <td>241336</td>\n", " <td>241336</td>\n",
...@@ -252,9 +275,12 @@ ...@@ -252,9 +275,12 @@
" <td>242135</td>\n", " <td>242135</td>\n",
" <td>242750</td>\n", " <td>242750</td>\n",
" <td>243386</td>\n", " <td>243386</td>\n",
" <td>243981</td>\n",
" <td>244602</td>\n",
" <td>245025</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>7</th>\n", " <th>8</th>\n",
" <td>Australian Capital Territory</td>\n", " <td>Australian Capital Territory</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-35.473500</td>\n", " <td>-35.473500</td>\n",
...@@ -266,9 +292,6 @@ ...@@ -266,9 +292,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>300</td>\n",
" <td>314</td>\n",
" <td>335</td>\n",
" <td>361</td>\n", " <td>361</td>\n",
" <td>374</td>\n", " <td>374</td>\n",
" <td>386</td>\n", " <td>386</td>\n",
...@@ -276,9 +299,12 @@ ...@@ -276,9 +299,12 @@
" <td>421</td>\n", " <td>421</td>\n",
" <td>433</td>\n", " <td>433</td>\n",
" <td>451</td>\n", " <td>451</td>\n",
" <td>483</td>\n",
" <td>498</td>\n",
" <td>509</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>8</th>\n", " <th>9</th>\n",
" <td>New South Wales</td>\n", " <td>New South Wales</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-33.868800</td>\n", " <td>-33.868800</td>\n",
...@@ -290,9 +316,6 @@ ...@@ -290,9 +316,6 @@
" <td>3</td>\n", " <td>3</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>20466</td>\n",
" <td>21471</td>\n",
" <td>22346</td>\n",
" <td>23372</td>\n", " <td>23372</td>\n",
" <td>24585</td>\n", " <td>24585</td>\n",
" <td>25857</td>\n", " <td>25857</td>\n",
...@@ -300,9 +323,12 @@ ...@@ -300,9 +323,12 @@
" <td>28111</td>\n", " <td>28111</td>\n",
" <td>29390</td>\n", " <td>29390</td>\n",
" <td>30807</td>\n", " <td>30807</td>\n",
" <td>32323</td>\n",
" <td>33792</td>\n",
" <td>35064</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>9</th>\n", " <th>10</th>\n",
" <td>Northern Territory</td>\n", " <td>Northern Territory</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-12.463400</td>\n", " <td>-12.463400</td>\n",
...@@ -314,9 +340,6 @@ ...@@ -314,9 +340,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>200</td>\n",
" <td>200</td>\n",
" <td>201</td>\n",
" <td>201</td>\n", " <td>201</td>\n",
" <td>202</td>\n", " <td>202</td>\n",
" <td>201</td>\n", " <td>201</td>\n",
...@@ -324,9 +347,12 @@ ...@@ -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",
" <td>202</td>\n",
" <td>202</td>\n",
" <td>202</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10</th>\n", " <th>11</th>\n",
" <td>Queensland</td>\n", " <td>Queensland</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-27.469800</td>\n", " <td>-27.469800</td>\n",
...@@ -338,9 +364,6 @@ ...@@ -338,9 +364,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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>1977</td>\n", " <td>1977</td>\n",
" <td>1979</td>\n", " <td>1979</td>\n",
...@@ -348,9 +371,12 @@ ...@@ -348,9 +371,12 @@
" <td>1980</td>\n", " <td>1980</td>\n",
" <td>1982</td>\n", " <td>1982</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",
" <tr>\n", " <tr>\n",
" <th>11</th>\n", " <th>12</th>\n",
" <td>South Australia</td>\n", " <td>South Australia</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-34.928500</td>\n", " <td>-34.928500</td>\n",
...@@ -363,18 +389,18 @@ ...@@ -363,18 +389,18 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>870</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>871</td>\n",
" <td>871</td>\n", " <td>871</td>\n",
" <td>871</td>\n", " <td>871</td>\n",
" <td>875</td>\n", " <td>875</td>\n",
" <td>877</td>\n",
" <td>879</td>\n",
" <td>880</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>12</th>\n", " <th>13</th>\n",
" <td>Tasmania</td>\n", " <td>Tasmania</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-42.882100</td>\n", " <td>-42.882100</td>\n",
...@@ -398,7 +424,7 @@ ...@@ -398,7 +424,7 @@
" <td>235</td>\n", " <td>235</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>13</th>\n", " <th>14</th>\n",
" <td>Victoria</td>\n", " <td>Victoria</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-37.813600</td>\n", " <td>-37.813600</td>\n",
...@@ -410,9 +436,6 @@ ...@@ -410,9 +436,6 @@
" <td>1</td>\n", " <td>1</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>21618</td>\n",
" <td>21694</td>\n",
" <td>21772</td>\n",
" <td>21835</td>\n", " <td>21835</td>\n",
" <td>21926</td>\n", " <td>21926</td>\n",
" <td>21996</td>\n", " <td>21996</td>\n",
...@@ -420,9 +443,12 @@ ...@@ -420,9 +443,12 @@
" <td>22187</td>\n", " <td>22187</td>\n",
" <td>22361</td>\n", " <td>22361</td>\n",
" <td>22570</td>\n", " <td>22570</td>\n",
" <td>22759</td>\n",
" <td>22942</td>\n",
" <td>23188</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>14</th>\n", " <th>15</th>\n",
" <td>Western Australia</td>\n", " <td>Western Australia</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-31.950500</td>\n", " <td>-31.950500</td>\n",
...@@ -434,9 +460,6 @@ ...@@ -434,9 +460,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1064</td>\n",
" <td>1084</td>\n",
" <td>1084</td>\n",
" <td>1084</td>\n", " <td>1084</td>\n",
" <td>1086</td>\n", " <td>1086</td>\n",
" <td>1086</td>\n", " <td>1086</td>\n",
...@@ -444,9 +467,12 @@ ...@@ -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",
" <td>1086</td>\n",
" <td>1086</td>\n",
" <td>1086</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>15</th>\n", " <th>16</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Austria</td>\n", " <td>Austria</td>\n",
" <td>47.516200</td>\n", " <td>47.516200</td>\n",
...@@ -458,9 +484,6 @@ ...@@ -458,9 +484,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>678605</td>\n",
" <td>680179</td>\n",
" <td>681617</td>\n",
" <td>683219</td>\n", " <td>683219</td>\n",
" <td>684541</td>\n", " <td>684541</td>\n",
" <td>685956</td>\n", " <td>685956</td>\n",
...@@ -468,9 +491,12 @@ ...@@ -468,9 +491,12 @@
" <td>688305</td>\n", " <td>688305</td>\n",
" <td>690153</td>\n", " <td>690153</td>\n",
" <td>691663</td>\n", " <td>691663</td>\n",
" <td>693416</td>\n",
" <td>695131</td>\n",
" <td>696905</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>16</th>\n", " <th>17</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Azerbaijan</td>\n", " <td>Azerbaijan</td>\n",
" <td>40.143100</td>\n", " <td>40.143100</td>\n",
...@@ -482,9 +508,6 @@ ...@@ -482,9 +508,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>398034</td>\n",
" <td>401828</td>\n",
" <td>405542</td>\n",
" <td>409745</td>\n", " <td>409745</td>\n",
" <td>413986</td>\n", " <td>413986</td>\n",
" <td>417996</td>\n", " <td>417996</td>\n",
...@@ -492,9 +515,12 @@ ...@@ -492,9 +515,12 @@
" <td>424891</td>\n", " <td>424891</td>\n",
" <td>428736</td>\n", " <td>428736</td>\n",
" <td>432495</td>\n", " <td>432495</td>\n",
" <td>436257</td>\n",
" <td>439562</td>\n",
" <td>442872</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>17</th>\n", " <th>18</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bahamas</td>\n", " <td>Bahamas</td>\n",
" <td>25.025885</td>\n", " <td>25.025885</td>\n",
...@@ -506,9 +532,6 @@ ...@@ -506,9 +532,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>17940</td>\n",
" <td>17940</td>\n", " <td>17940</td>\n",
...@@ -516,9 +539,12 @@ ...@@ -516,9 +539,12 @@
" <td>18139</td>\n", " <td>18139</td>\n",
" <td>18139</td>\n", " <td>18139</td>\n",
" <td>18576</td>\n", " <td>18576</td>\n",
" <td>18694</td>\n",
" <td>18694</td>\n",
" <td>18694</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>18</th>\n", " <th>19</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bahrain</td>\n", " <td>Bahrain</td>\n",
" <td>26.027500</td>\n", " <td>26.027500</td>\n",
...@@ -530,9 +556,6 @@ ...@@ -530,9 +556,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>271803</td>\n",
" <td>271933</td>\n",
" <td>272042</td>\n",
" <td>272148</td>\n", " <td>272148</td>\n",
" <td>272246</td>\n", " <td>272246</td>\n",
" <td>272341</td>\n", " <td>272341</td>\n",
...@@ -540,9 +563,12 @@ ...@@ -540,9 +563,12 @@
" <td>272540</td>\n", " <td>272540</td>\n",
" <td>272635</td>\n", " <td>272635</td>\n",
" <td>272709</td>\n", " <td>272709</td>\n",
" <td>272807</td>\n",
" <td>272916</td>\n",
" <td>273008</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>19</th>\n", " <th>20</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bangladesh</td>\n", " <td>Bangladesh</td>\n",
" <td>23.685000</td>\n", " <td>23.685000</td>\n",
...@@ -554,9 +580,6 @@ ...@@ -554,9 +580,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1472964</td>\n",
" <td>1477930</td>\n",
" <td>1482628</td>\n",
" <td>1486153</td>\n", " <td>1486153</td>\n",
" <td>1489589</td>\n", " <td>1489589</td>\n",
" <td>1493537</td>\n", " <td>1493537</td>\n",
...@@ -564,9 +587,12 @@ ...@@ -564,9 +587,12 @@
" <td>1500618</td>\n", " <td>1500618</td>\n",
" <td>1503680</td>\n", " <td>1503680</td>\n",
" <td>1507116</td>\n", " <td>1507116</td>\n",
" <td>1510283</td>\n",
" <td>1512026</td>\n",
" <td>1514456</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>20</th>\n", " <th>21</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Barbados</td>\n", " <td>Barbados</td>\n",
" <td>13.193900</td>\n", " <td>13.193900</td>\n",
...@@ -578,9 +604,6 @@ ...@@ -578,9 +604,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>4694</td>\n",
" <td>4720</td>\n",
" <td>4741</td>\n",
" <td>4789</td>\n", " <td>4789</td>\n",
" <td>4881</td>\n", " <td>4881</td>\n",
" <td>4931</td>\n", " <td>4931</td>\n",
...@@ -588,9 +611,12 @@ ...@@ -588,9 +611,12 @@
" <td>5032</td>\n", " <td>5032</td>\n",
" <td>5072</td>\n", " <td>5072</td>\n",
" <td>5152</td>\n", " <td>5152</td>\n",
" <td>5183</td>\n",
" <td>5248</td>\n",
" <td>5349</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>21</th>\n", " <th>22</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belarus</td>\n", " <td>Belarus</td>\n",
" <td>53.709800</td>\n", " <td>53.709800</td>\n",
...@@ -602,9 +628,6 @@ ...@@ -602,9 +628,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>471495</td>\n",
" <td>472852</td>\n",
" <td>474403</td>\n",
" <td>476265</td>\n", " <td>476265</td>\n",
" <td>477901</td>\n", " <td>477901</td>\n",
" <td>479306</td>\n", " <td>479306</td>\n",
...@@ -612,9 +635,12 @@ ...@@ -612,9 +635,12 @@
" <td>481532</td>\n", " <td>481532</td>\n",
" <td>483231</td>\n", " <td>483231</td>\n",
" <td>485067</td>\n", " <td>485067</td>\n",
" <td>487017</td>\n",
" <td>488963</td>\n",
" <td>490926</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>22</th>\n", " <th>23</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belgium</td>\n", " <td>Belgium</td>\n",
" <td>50.833300</td>\n", " <td>50.833300</td>\n",
...@@ -626,9 +652,6 @@ ...@@ -626,9 +652,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>1177909</td>\n",
" <td>1177909</td>\n", " <td>1177909</td>\n",
...@@ -636,9 +659,12 @@ ...@@ -636,9 +659,12 @@
" <td>1184664</td>\n", " <td>1184664</td>\n",
" <td>1187506</td>\n", " <td>1187506</td>\n",
" <td>1189710</td>\n", " <td>1189710</td>\n",
" <td>1192008</td>\n",
" <td>1192008</td>\n",
" <td>1192008</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>23</th>\n", " <th>24</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belize</td>\n", " <td>Belize</td>\n",
" <td>17.189900</td>\n", " <td>17.189900</td>\n",
...@@ -650,9 +676,6 @@ ...@@ -650,9 +676,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>16012</td>\n",
" <td>16012</td>\n", " <td>16012</td>\n",
...@@ -660,9 +683,12 @@ ...@@ -660,9 +683,12 @@
" <td>16353</td>\n", " <td>16353</td>\n",
" <td>16493</td>\n", " <td>16493</td>\n",
" <td>16612</td>\n", " <td>16612</td>\n",
" <td>16750</td>\n",
" <td>16750</td>\n",
" <td>16750</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>24</th>\n", " <th>25</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Benin</td>\n", " <td>Benin</td>\n",
" <td>9.307700</td>\n", " <td>9.307700</td>\n",
...@@ -674,9 +700,6 @@ ...@@ -674,9 +700,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>13366</td>\n",
" <td>13366</td>\n", " <td>13366</td>\n",
...@@ -684,9 +707,12 @@ ...@@ -684,9 +707,12 @@
" <td>13366</td>\n", " <td>13366</td>\n",
" <td>15932</td>\n", " <td>15932</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",
" <tr>\n", " <tr>\n",
" <th>25</th>\n", " <th>26</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bhutan</td>\n", " <td>Bhutan</td>\n",
" <td>27.514200</td>\n", " <td>27.514200</td>\n",
...@@ -698,9 +724,6 @@ ...@@ -698,9 +724,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>2591</td>\n",
" <td>2591</td>\n",
" <td>2591</td>\n",
" <td>2592</td>\n", " <td>2592</td>\n",
" <td>2594</td>\n", " <td>2594</td>\n",
" <td>2594</td>\n", " <td>2594</td>\n",
...@@ -708,9 +731,12 @@ ...@@ -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",
" <td>2596</td>\n",
" <td>2596</td>\n",
" <td>2596</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>26</th>\n", " <th>27</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bolivia</td>\n", " <td>Bolivia</td>\n",
" <td>-16.290200</td>\n", " <td>-16.290200</td>\n",
...@@ -722,9 +748,6 @@ ...@@ -722,9 +748,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>487721</td>\n",
" <td>488403</td>\n",
" <td>488933</td>\n",
" <td>488933</td>\n", " <td>488933</td>\n",
" <td>489802</td>\n", " <td>489802</td>\n",
" <td>490056</td>\n", " <td>490056</td>\n",
...@@ -732,9 +755,12 @@ ...@@ -732,9 +755,12 @@
" <td>490879</td>\n", " <td>490879</td>\n",
" <td>491340</td>\n", " <td>491340</td>\n",
" <td>491759</td>\n", " <td>491759</td>\n",
" <td>491759</td>\n",
" <td>492509</td>\n",
" <td>492680</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>27</th>\n", " <th>28</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bosnia and Herzegovina</td>\n", " <td>Bosnia and Herzegovina</td>\n",
" <td>43.915900</td>\n", " <td>43.915900</td>\n",
...@@ -746,9 +772,6 @@ ...@@ -746,9 +772,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>212306</td>\n",
" <td>212306</td>\n", " <td>212306</td>\n",
...@@ -756,9 +779,12 @@ ...@@ -756,9 +779,12 @@
" <td>213853</td>\n", " <td>213853</td>\n",
" <td>214759</td>\n", " <td>214759</td>\n",
" <td>215313</td>\n", " <td>215313</td>\n",
" <td>216124</td>\n",
" <td>216124</td>\n",
" <td>216124</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>28</th>\n", " <th>29</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Botswana</td>\n", " <td>Botswana</td>\n",
" <td>-22.328500</td>\n", " <td>-22.328500</td>\n",
...@@ -770,9 +796,6 @@ ...@@ -770,9 +796,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>153793</td>\n",
" <td>153793</td>\n", " <td>153793</td>\n",
...@@ -780,30 +803,9 @@ ...@@ -780,30 +803,9 @@
" <td>156927</td>\n", " <td>156927</td>\n",
" <td>156927</td>\n", " <td>156927</td>\n",
" <td>159317</td>\n", " <td>159317</td>\n",
" </tr>\n", " <td>159317</td>\n",
" <tr>\n", " <td>159317</td>\n",
" <th>29</th>\n", " <td>159317</td>\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",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>...</th>\n", " <th>...</th>\n",
...@@ -830,7 +832,7 @@ ...@@ -830,7 +832,7 @@
" <td>...</td>\n", " <td>...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>248</th>\n", " <th>249</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Timor-Leste</td>\n", " <td>Timor-Leste</td>\n",
" <td>-8.874217</td>\n", " <td>-8.874217</td>\n",
...@@ -842,9 +844,6 @@ ...@@ -842,9 +844,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>14935</td>\n",
" <td>15296</td>\n",
" <td>15603</td>\n",
" <td>15960</td>\n", " <td>15960</td>\n",
" <td>16236</td>\n", " <td>16236</td>\n",
" <td>16402</td>\n", " <td>16402</td>\n",
...@@ -852,9 +851,12 @@ ...@@ -852,9 +851,12 @@
" <td>16682</td>\n", " <td>16682</td>\n",
" <td>16941</td>\n", " <td>16941</td>\n",
" <td>17183</td>\n", " <td>17183</td>\n",
" <td>17379</td>\n",
" <td>17468</td>\n",
" <td>17618</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>249</th>\n", " <th>250</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Togo</td>\n", " <td>Togo</td>\n",
" <td>8.619500</td>\n", " <td>8.619500</td>\n",
...@@ -866,9 +868,6 @@ ...@@ -866,9 +868,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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>20698</td>\n", " <td>20698</td>\n",
" <td>21181</td>\n", " <td>21181</td>\n",
...@@ -876,9 +875,12 @@ ...@@ -876,9 +875,12 @@
" <td>21261</td>\n", " <td>21261</td>\n",
" <td>21561</td>\n", " <td>21561</td>\n",
" <td>21785</td>\n", " <td>21785</td>\n",
" <td>21980</td>\n",
" <td>22234</td>\n",
" <td>22562</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>250</th>\n", " <th>251</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Trinidad and Tobago</td>\n", " <td>Trinidad and Tobago</td>\n",
" <td>10.691800</td>\n", " <td>10.691800</td>\n",
...@@ -890,9 +892,6 @@ ...@@ -890,9 +892,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>43344</td>\n",
" <td>43538</td>\n",
" <td>43750</td>\n",
" <td>43999</td>\n", " <td>43999</td>\n",
" <td>44296</td>\n", " <td>44296</td>\n",
" <td>44481</td>\n", " <td>44481</td>\n",
...@@ -900,9 +899,12 @@ ...@@ -900,9 +899,12 @@
" <td>44847</td>\n", " <td>44847</td>\n",
" <td>44957</td>\n", " <td>44957</td>\n",
" <td>45061</td>\n", " <td>45061</td>\n",
" <td>45300</td>\n",
" <td>45487</td>\n",
" <td>45714</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>251</th>\n", " <th>252</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Tunisia</td>\n", " <td>Tunisia</td>\n",
" <td>33.886917</td>\n", " <td>33.886917</td>\n",
...@@ -914,9 +916,6 @@ ...@@ -914,9 +916,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>644072</td>\n",
" <td>647483</td>\n",
" <td>651035</td>\n",
" <td>654798</td>\n", " <td>654798</td>\n",
" <td>658322</td>\n", " <td>658322</td>\n",
" <td>660587</td>\n", " <td>660587</td>\n",
...@@ -924,9 +923,12 @@ ...@@ -924,9 +923,12 @@
" <td>664034</td>\n", " <td>664034</td>\n",
" <td>666168</td>\n", " <td>666168</td>\n",
" <td>668051</td>\n", " <td>668051</td>\n",
" <td>670027</td>\n",
" <td>672236</td>\n",
" <td>674047</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>252</th>\n", " <th>253</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Turkey</td>\n", " <td>Turkey</td>\n",
" <td>38.963700</td>\n", " <td>38.963700</td>\n",
...@@ -938,9 +940,6 @@ ...@@ -938,9 +940,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>6253681</td>\n",
" <td>6273651</td>\n",
" <td>6293267</td>\n",
" <td>6311607</td>\n", " <td>6311607</td>\n",
" <td>6329519</td>\n", " <td>6329519</td>\n",
" <td>6346851</td>\n", " <td>6346851</td>\n",
...@@ -948,9 +947,12 @@ ...@@ -948,9 +947,12 @@
" <td>6388301</td>\n", " <td>6388301</td>\n",
" <td>6412247</td>\n", " <td>6412247</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",
" <tr>\n", " <tr>\n",
" <th>253</th>\n", " <th>254</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>US</td>\n", " <td>US</td>\n",
" <td>40.000000</td>\n", " <td>40.000000</td>\n",
...@@ -962,9 +964,6 @@ ...@@ -962,9 +964,6 @@
" <td>5</td>\n", " <td>5</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>38074929</td>\n",
" <td>38223075</td>\n",
" <td>38384409</td>\n",
" <td>38707343</td>\n", " <td>38707343</td>\n",
" <td>38760414</td>\n", " <td>38760414</td>\n",
" <td>38798889</td>\n", " <td>38798889</td>\n",
...@@ -972,9 +971,12 @@ ...@@ -972,9 +971,12 @@
" <td>39198131</td>\n", " <td>39198131</td>\n",
" <td>39396156</td>\n", " <td>39396156</td>\n",
" <td>39549299</td>\n", " <td>39549299</td>\n",
" <td>39850256</td>\n",
" <td>39906426</td>\n",
" <td>39944987</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>254</th>\n", " <th>255</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Uganda</td>\n", " <td>Uganda</td>\n",
" <td>1.373333</td>\n", " <td>1.373333</td>\n",
...@@ -986,9 +988,6 @@ ...@@ -986,9 +988,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>118900</td>\n",
" <td>119037</td>\n",
" <td>119141</td>\n",
" <td>119327</td>\n", " <td>119327</td>\n",
" <td>119544</td>\n", " <td>119544</td>\n",
" <td>119732</td>\n", " <td>119732</td>\n",
...@@ -996,9 +995,12 @@ ...@@ -996,9 +995,12 @@
" <td>119915</td>\n", " <td>119915</td>\n",
" <td>120075</td>\n", " <td>120075</td>\n",
" <td>120208</td>\n", " <td>120208</td>\n",
" <td>120377</td>\n",
" <td>120466</td>\n",
" <td>120581</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>255</th>\n", " <th>256</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Ukraine</td>\n", " <td>Ukraine</td>\n",
" <td>48.379400</td>\n", " <td>48.379400</td>\n",
...@@ -1010,9 +1012,6 @@ ...@@ -1010,9 +1012,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>2370604</td>\n",
" <td>2371895</td>\n",
" <td>2374012</td>\n",
" <td>2376571</td>\n", " <td>2376571</td>\n",
" <td>2379159</td>\n", " <td>2379159</td>\n",
" <td>2381553</td>\n", " <td>2381553</td>\n",
...@@ -1020,9 +1019,12 @@ ...@@ -1020,9 +1019,12 @@
" <td>2384564</td>\n", " <td>2384564</td>\n",
" <td>2387052</td>\n", " <td>2387052</td>\n",
" <td>2389923</td>\n", " <td>2389923</td>\n",
" <td>2393002</td>\n",
" <td>2395616</td>\n",
" <td>2397758</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>256</th>\n", " <th>257</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>United Arab Emirates</td>\n", " <td>United Arab Emirates</td>\n",
" <td>23.424076</td>\n", " <td>23.424076</td>\n",
...@@ -1034,9 +1036,6 @@ ...@@ -1034,9 +1036,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>711428</td>\n",
" <td>712411</td>\n",
" <td>713402</td>\n",
" <td>714396</td>\n", " <td>714396</td>\n",
" <td>715394</td>\n", " <td>715394</td>\n",
" <td>716381</td>\n", " <td>716381</td>\n",
...@@ -1044,9 +1043,12 @@ ...@@ -1044,9 +1043,12 @@
" <td>718370</td>\n", " <td>718370</td>\n",
" <td>719355</td>\n", " <td>719355</td>\n",
" <td>720330</td>\n", " <td>720330</td>\n",
" <td>721308</td>\n",
" <td>722292</td>\n",
" <td>723263</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>257</th>\n", " <th>258</th>\n",
" <td>Anguilla</td>\n", " <td>Anguilla</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>18.220600</td>\n", " <td>18.220600</td>\n",
...@@ -1058,9 +1060,6 @@ ...@@ -1058,9 +1060,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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>194</td>\n", " <td>194</td>\n",
" <td>201</td>\n", " <td>201</td>\n",
...@@ -1068,9 +1067,12 @@ ...@@ -1068,9 +1067,12 @@
" <td>217</td>\n", " <td>217</td>\n",
" <td>217</td>\n", " <td>217</td>\n",
" <td>256</td>\n", " <td>256</td>\n",
" <td>256</td>\n",
" <td>279</td>\n",
" <td>279</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>258</th>\n", " <th>259</th>\n",
" <td>Bermuda</td>\n", " <td>Bermuda</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>32.307800</td>\n", " <td>32.307800</td>\n",
...@@ -1082,9 +1084,6 @@ ...@@ -1082,9 +1084,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>2844</td>\n",
" <td>2844</td>\n", " <td>2844</td>\n",
...@@ -1092,9 +1091,12 @@ ...@@ -1092,9 +1091,12 @@
" <td>2923</td>\n", " <td>2923</td>\n",
" <td>2923</td>\n", " <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",
" <tr>\n", " <tr>\n",
" <th>259</th>\n", " <th>260</th>\n",
" <td>British Virgin Islands</td>\n", " <td>British Virgin Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>18.420700</td>\n", " <td>18.420700</td>\n",
...@@ -1113,12 +1115,12 @@ ...@@ -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>2568</td>\n", " <td>2640</td>\n",
" <td>2568</td>\n", " <td>2640</td>\n",
" <td>2568</td>\n", " <td>2640</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>260</th>\n", " <th>261</th>\n",
" <td>Cayman Islands</td>\n", " <td>Cayman Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>19.313300</td>\n", " <td>19.313300</td>\n",
...@@ -1130,9 +1132,6 @@ ...@@ -1130,9 +1132,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>669</td>\n",
" <td>669</td>\n", " <td>669</td>\n",
...@@ -1140,9 +1139,12 @@ ...@@ -1140,9 +1139,12 @@
" <td>680</td>\n", " <td>680</td>\n",
" <td>688</td>\n", " <td>688</td>\n",
" <td>689</td>\n", " <td>689</td>\n",
" <td>690</td>\n",
" <td>690</td>\n",
" <td>690</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>261</th>\n", " <th>262</th>\n",
" <td>Channel Islands</td>\n", " <td>Channel Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>49.372300</td>\n", " <td>49.372300</td>\n",
...@@ -1154,9 +1156,6 @@ ...@@ -1154,9 +1156,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>10486</td>\n",
" <td>10486</td>\n", " <td>10486</td>\n",
...@@ -1164,9 +1163,12 @@ ...@@ -1164,9 +1163,12 @@
" <td>10608</td>\n", " <td>10608</td>\n",
" <td>10649</td>\n", " <td>10649</td>\n",
" <td>10689</td>\n", " <td>10689</td>\n",
" <td>10738</td>\n",
" <td>10738</td>\n",
" <td>10738</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>262</th>\n", " <th>263</th>\n",
" <td>Falkland Islands (Malvinas)</td>\n", " <td>Falkland Islands (Malvinas)</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>-51.796300</td>\n", " <td>-51.796300</td>\n",
...@@ -1183,14 +1185,14 @@ ...@@ -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>66</td>\n", " <td>67</td>\n",
" <td>66</td>\n", " <td>67</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",
" <tr>\n", " <tr>\n",
" <th>263</th>\n", " <th>264</th>\n",
" <td>Gibraltar</td>\n", " <td>Gibraltar</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>36.140800</td>\n", " <td>36.140800</td>\n",
...@@ -1202,9 +1204,6 @@ ...@@ -1202,9 +1204,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>5299</td>\n",
" <td>5308</td>\n",
" <td>5314</td>\n",
" <td>5323</td>\n", " <td>5323</td>\n",
" <td>5332</td>\n", " <td>5332</td>\n",
" <td>5338</td>\n", " <td>5338</td>\n",
...@@ -1212,9 +1211,12 @@ ...@@ -1212,9 +1211,12 @@
" <td>5354</td>\n", " <td>5354</td>\n",
" <td>5367</td>\n", " <td>5367</td>\n",
" <td>5371</td>\n", " <td>5371</td>\n",
" <td>5376</td>\n",
" <td>5386</td>\n",
" <td>5388</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>264</th>\n", " <th>265</th>\n",
" <td>Isle of Man</td>\n", " <td>Isle of Man</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>54.236100</td>\n", " <td>54.236100</td>\n",
...@@ -1226,9 +1228,6 @@ ...@@ -1226,9 +1228,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>6419</td>\n",
" <td>6432</td>\n",
" <td>6508</td>\n",
" <td>6554</td>\n", " <td>6554</td>\n",
" <td>6587</td>\n", " <td>6587</td>\n",
" <td>6629</td>\n", " <td>6629</td>\n",
...@@ -1236,9 +1235,12 @@ ...@@ -1236,9 +1235,12 @@
" <td>6676</td>\n", " <td>6676</td>\n",
" <td>6694</td>\n", " <td>6694</td>\n",
" <td>6741</td>\n", " <td>6741</td>\n",
" <td>6779</td>\n",
" <td>6809</td>\n",
" <td>6832</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>265</th>\n", " <th>266</th>\n",
" <td>Montserrat</td>\n", " <td>Montserrat</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>16.742498</td>\n", " <td>16.742498</td>\n",
...@@ -1250,9 +1252,6 @@ ...@@ -1250,9 +1252,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</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", " <td>26</td>\n",
" <td>26</td>\n", " <td>26</td>\n",
...@@ -1260,9 +1259,12 @@ ...@@ -1260,9 +1259,12 @@
" <td>29</td>\n", " <td>29</td>\n",
" <td>29</td>\n", " <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",
" <tr>\n", " <tr>\n",
" <th>266</th>\n", " <th>267</th>\n",
" <td>Saint Helena, Ascension and Tristan da Cunha</td>\n", " <td>Saint Helena, Ascension and Tristan da Cunha</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>-7.946700</td>\n", " <td>-7.946700</td>\n",
...@@ -1286,7 +1288,7 @@ ...@@ -1286,7 +1288,7 @@
" <td>4</td>\n", " <td>4</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>267</th>\n", " <th>268</th>\n",
" <td>Turks and Caicos Islands</td>\n", " <td>Turks and Caicos Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>21.694000</td>\n", " <td>21.694000</td>\n",
...@@ -1298,9 +1300,6 @@ ...@@ -1298,9 +1300,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>2613</td>\n",
" <td>2616</td>\n",
" <td>2628</td>\n",
" <td>2637</td>\n", " <td>2637</td>\n",
" <td>2650</td>\n", " <td>2650</td>\n",
" <td>2650</td>\n", " <td>2650</td>\n",
...@@ -1308,9 +1307,12 @@ ...@@ -1308,9 +1307,12 @@
" <td>2650</td>\n", " <td>2650</td>\n",
" <td>2653</td>\n", " <td>2653</td>\n",
" <td>2674</td>\n", " <td>2674</td>\n",
" <td>2674</td>\n",
" <td>2692</td>\n",
" <td>2697</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>268</th>\n", " <th>269</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>55.378100</td>\n", " <td>55.378100</td>\n",
...@@ -1322,9 +1324,6 @@ ...@@ -1322,9 +1324,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>6555200</td>\n",
" <td>6590747</td>\n",
" <td>6628709</td>\n",
" <td>6666399</td>\n", " <td>6666399</td>\n",
" <td>6698486</td>\n", " <td>6698486</td>\n",
" <td>6731423</td>\n", " <td>6731423</td>\n",
...@@ -1332,9 +1331,12 @@ ...@@ -1332,9 +1331,12 @@
" <td>6789581</td>\n", " <td>6789581</td>\n",
" <td>6825074</td>\n", " <td>6825074</td>\n",
" <td>6862904</td>\n", " <td>6862904</td>\n",
" <td>6904969</td>\n",
" <td>6941611</td>\n",
" <td>6978126</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>269</th>\n", " <th>270</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Uruguay</td>\n", " <td>Uruguay</td>\n",
" <td>-32.522800</td>\n", " <td>-32.522800</td>\n",
...@@ -1346,9 +1348,6 @@ ...@@ -1346,9 +1348,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>384287</td>\n",
" <td>384392</td>\n",
" <td>384458</td>\n",
" <td>384531</td>\n", " <td>384531</td>\n",
" <td>384622</td>\n", " <td>384622</td>\n",
" <td>384692</td>\n", " <td>384692</td>\n",
...@@ -1356,9 +1355,12 @@ ...@@ -1356,9 +1355,12 @@
" <td>384934</td>\n", " <td>384934</td>\n",
" <td>385078</td>\n", " <td>385078</td>\n",
" <td>385264</td>\n", " <td>385264</td>\n",
" <td>385423</td>\n",
" <td>385557</td>\n",
" <td>385660</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>270</th>\n", " <th>271</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Uzbekistan</td>\n", " <td>Uzbekistan</td>\n",
" <td>41.377491</td>\n", " <td>41.377491</td>\n",
...@@ -1370,9 +1372,6 @@ ...@@ -1370,9 +1372,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>150683</td>\n",
" <td>151517</td>\n",
" <td>152363</td>\n",
" <td>153204</td>\n", " <td>153204</td>\n",
" <td>154033</td>\n", " <td>154033</td>\n",
" <td>154844</td>\n", " <td>154844</td>\n",
...@@ -1380,9 +1379,12 @@ ...@@ -1380,9 +1379,12 @@
" <td>156394</td>\n", " <td>156394</td>\n",
" <td>157136</td>\n", " <td>157136</td>\n",
" <td>157872</td>\n", " <td>157872</td>\n",
" <td>158561</td>\n",
" <td>159209</td>\n",
" <td>159871</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>271</th>\n", " <th>272</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Vanuatu</td>\n", " <td>Vanuatu</td>\n",
" <td>-15.376700</td>\n", " <td>-15.376700</td>\n",
...@@ -1406,7 +1408,7 @@ ...@@ -1406,7 +1408,7 @@
" <td>4</td>\n", " <td>4</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>272</th>\n", " <th>273</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Venezuela</td>\n", " <td>Venezuela</td>\n",
" <td>6.423800</td>\n", " <td>6.423800</td>\n",
...@@ -1418,9 +1420,6 @@ ...@@ -1418,9 +1420,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>327450</td>\n",
" <td>328550</td>\n",
" <td>329736</td>\n",
" <td>329736</td>\n", " <td>329736</td>\n",
" <td>332172</td>\n", " <td>332172</td>\n",
" <td>333125</td>\n", " <td>333125</td>\n",
...@@ -1428,9 +1427,12 @@ ...@@ -1428,9 +1427,12 @@
" <td>334343</td>\n", " <td>334343</td>\n",
" <td>335233</td>\n", " <td>335233</td>\n",
" <td>337359</td>\n", " <td>337359</td>\n",
" <td>337359</td>\n",
" <td>338300</td>\n",
" <td>339255</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>273</th>\n", " <th>274</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Vietnam</td>\n", " <td>Vietnam</td>\n",
" <td>14.058324</td>\n", " <td>14.058324</td>\n",
...@@ -1442,9 +1444,6 @@ ...@@ -1442,9 +1444,6 @@
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>369267</td>\n",
" <td>381363</td>\n",
" <td>392938</td>\n",
" <td>410366</td>\n", " <td>410366</td>\n",
" <td>422469</td>\n", " <td>422469</td>\n",
" <td>435265</td>\n", " <td>435265</td>\n",
...@@ -1452,9 +1451,12 @@ ...@@ -1452,9 +1451,12 @@
" <td>462096</td>\n", " <td>462096</td>\n",
" <td>473530</td>\n", " <td>473530</td>\n",
" <td>486727</td>\n", " <td>486727</td>\n",
" <td>501649</td>\n",
" <td>511170</td>\n",
" <td>524307</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>274</th>\n", " <th>275</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>West Bank and Gaza</td>\n", " <td>West Bank and Gaza</td>\n",
" <td>31.952200</td>\n", " <td>31.952200</td>\n",
...@@ -1466,9 +1468,6 @@ ...@@ -1466,9 +1468,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>329204</td>\n",
" <td>330821</td>\n",
" <td>332609</td>\n",
" <td>334472</td>\n", " <td>334472</td>\n",
" <td>335709</td>\n", " <td>335709</td>\n",
" <td>337405</td>\n", " <td>337405</td>\n",
...@@ -1476,9 +1475,12 @@ ...@@ -1476,9 +1475,12 @@
" <td>342282</td>\n", " <td>342282</td>\n",
" <td>344957</td>\n", " <td>344957</td>\n",
" <td>347730</td>\n", " <td>347730</td>\n",
" <td>350224</td>\n",
" <td>351809</td>\n",
" <td>353732</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>275</th>\n", " <th>276</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Yemen</td>\n", " <td>Yemen</td>\n",
" <td>15.552727</td>\n", " <td>15.552727</td>\n",
...@@ -1490,9 +1492,6 @@ ...@@ -1490,9 +1492,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>7580</td>\n",
" <td>7625</td>\n",
" <td>7676</td>\n",
" <td>7711</td>\n", " <td>7711</td>\n",
" <td>7751</td>\n", " <td>7751</td>\n",
" <td>7784</td>\n", " <td>7784</td>\n",
...@@ -1500,9 +1499,12 @@ ...@@ -1500,9 +1499,12 @@
" <td>7869</td>\n", " <td>7869</td>\n",
" <td>7900</td>\n", " <td>7900</td>\n",
" <td>7951</td>\n", " <td>7951</td>\n",
" <td>8018</td>\n",
" <td>8056</td>\n",
" <td>8108</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>276</th>\n", " <th>277</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Zambia</td>\n", " <td>Zambia</td>\n",
" <td>-13.133897</td>\n", " <td>-13.133897</td>\n",
...@@ -1514,9 +1516,6 @@ ...@@ -1514,9 +1516,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>204977</td>\n",
" <td>205107</td>\n",
" <td>205315</td>\n",
" <td>205704</td>\n", " <td>205704</td>\n",
" <td>205893</td>\n", " <td>205893</td>\n",
" <td>206051</td>\n", " <td>206051</td>\n",
...@@ -1524,9 +1523,12 @@ ...@@ -1524,9 +1523,12 @@
" <td>206327</td>\n", " <td>206327</td>\n",
" <td>206522</td>\n", " <td>206522</td>\n",
" <td>206705</td>\n", " <td>206705</td>\n",
" <td>206884</td>\n",
" <td>207028</td>\n",
" <td>207114</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>277</th>\n", " <th>278</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Zimbabwe</td>\n", " <td>Zimbabwe</td>\n",
" <td>-19.015438</td>\n", " <td>-19.015438</td>\n",
...@@ -1538,9 +1540,6 @@ ...@@ -1538,9 +1540,6 @@
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>123320</td>\n",
" <td>123711</td>\n",
" <td>123986</td>\n",
" <td>124236</td>\n", " <td>124236</td>\n",
" <td>124367</td>\n", " <td>124367</td>\n",
" <td>124437</td>\n", " <td>124437</td>\n",
...@@ -1548,266 +1547,269 @@ ...@@ -1548,266 +1547,269 @@
" <td>124773</td>\n", " <td>124773</td>\n",
" <td>124960</td>\n", " <td>124960</td>\n",
" <td>125118</td>\n", " <td>125118</td>\n",
" <td>125331</td>\n",
" <td>125425</td>\n",
" <td>125550</td>\n",
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
"</table>\n", "</table>\n",
"<p>278 rows × 594 columns</p>\n", "<p>279 rows × 597 columns</p>\n",
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" Unnamed: 0 Afghanistan \\\n", " Province/State Country/Region \\\n",
"0 NaN Albania \n", "0 NaN Afghanistan \n",
"1 NaN Algeria \n", "1 NaN Albania \n",
"2 NaN Andorra \n", "2 NaN Algeria \n",
"3 NaN Angola \n", "3 NaN Andorra \n",
"4 NaN Antigua and Barbuda \n", "4 NaN Angola \n",
"5 NaN Argentina \n", "5 NaN Antigua and Barbuda \n",
"6 NaN Armenia \n", "6 NaN Argentina \n",
"7 Australian Capital Territory Australia \n", "7 NaN Armenia \n",
"8 New South Wales Australia \n", "8 Australian Capital Territory Australia \n",
"9 Northern Territory Australia \n", "9 New South Wales Australia \n",
"10 Queensland Australia \n", "10 Northern Territory Australia \n",
"11 South Australia Australia \n", "11 Queensland Australia \n",
"12 Tasmania Australia \n", "12 South Australia Australia \n",
"13 Victoria Australia \n", "13 Tasmania Australia \n",
"14 Western Australia Australia \n", "14 Victoria Australia \n",
"15 NaN Austria \n", "15 Western Australia Australia \n",
"16 NaN Azerbaijan \n", "16 NaN Austria \n",
"17 NaN Bahamas \n", "17 NaN Azerbaijan \n",
"18 NaN Bahrain \n", "18 NaN Bahamas \n",
"19 NaN Bangladesh \n", "19 NaN Bahrain \n",
"20 NaN Barbados \n", "20 NaN Bangladesh \n",
"21 NaN Belarus \n", "21 NaN Barbados \n",
"22 NaN Belgium \n", "22 NaN Belarus \n",
"23 NaN Belize \n", "23 NaN Belgium \n",
"24 NaN Benin \n", "24 NaN Belize \n",
"25 NaN Bhutan \n", "25 NaN Benin \n",
"26 NaN Bolivia \n", "26 NaN Bhutan \n",
"27 NaN Bosnia and Herzegovina \n", "27 NaN Bolivia \n",
"28 NaN Botswana \n", "28 NaN Bosnia and Herzegovina \n",
"29 NaN Brazil \n", "29 NaN Botswana \n",
".. ... ... \n", ".. ... ... \n",
"248 NaN Timor-Leste \n", "249 NaN Timor-Leste \n",
"249 NaN Togo \n", "250 NaN Togo \n",
"250 NaN Trinidad and Tobago \n", "251 NaN Trinidad and Tobago \n",
"251 NaN Tunisia \n", "252 NaN Tunisia \n",
"252 NaN Turkey \n", "253 NaN Turkey \n",
"253 NaN US \n", "254 NaN US \n",
"254 NaN Uganda \n", "255 NaN Uganda \n",
"255 NaN Ukraine \n", "256 NaN Ukraine \n",
"256 NaN United Arab Emirates \n", "257 NaN United Arab Emirates \n",
"257 Anguilla United Kingdom \n", "258 Anguilla United Kingdom \n",
"258 Bermuda United Kingdom \n", "259 Bermuda United Kingdom \n",
"259 British Virgin Islands United Kingdom \n", "260 British Virgin Islands United Kingdom \n",
"260 Cayman Islands United Kingdom \n", "261 Cayman Islands United Kingdom \n",
"261 Channel Islands United Kingdom \n", "262 Channel Islands United Kingdom \n",
"262 Falkland Islands (Malvinas) United Kingdom \n", "263 Falkland Islands (Malvinas) United Kingdom \n",
"263 Gibraltar United Kingdom \n", "264 Gibraltar United Kingdom \n",
"264 Isle of Man United Kingdom \n", "265 Isle of Man United Kingdom \n",
"265 Montserrat United Kingdom \n", "266 Montserrat United Kingdom \n",
"266 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n", "267 Saint Helena, Ascension and Tristan da Cunha United Kingdom \n",
"267 Turks and Caicos Islands United Kingdom \n", "268 Turks and Caicos Islands United Kingdom \n",
"268 NaN United Kingdom \n", "269 NaN United Kingdom \n",
"269 NaN Uruguay \n", "270 NaN Uruguay \n",
"270 NaN Uzbekistan \n", "271 NaN Uzbekistan \n",
"271 NaN Vanuatu \n", "272 NaN Vanuatu \n",
"272 NaN Venezuela \n", "273 NaN Venezuela \n",
"273 NaN Vietnam \n", "274 NaN Vietnam \n",
"274 NaN West Bank and Gaza \n", "275 NaN West Bank and Gaza \n",
"275 NaN Yemen \n", "276 NaN Yemen \n",
"276 NaN Zambia \n", "277 NaN Zambia \n",
"277 NaN Zimbabwe \n", "278 NaN Zimbabwe \n",
"\n", "\n",
" 33.93911 67.709953 0 0.1 0.2 0.3 0.4 0.5 ... 152660 \\\n", " Lat Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 \\\n",
"0 41.153300 20.168300 0 0 0 0 0 0 ... 140521 \n", "0 33.939110 67.709953 0 0 0 0 0 \n",
"1 28.033900 1.659600 0 0 0 0 0 0 ... 192626 \n", "1 41.153300 20.168300 0 0 0 0 0 \n",
"2 42.506300 1.521800 0 0 0 0 0 0 ... 15003 \n", "2 28.033900 1.659600 0 0 0 0 0 \n",
"3 -11.202700 17.873900 0 0 0 0 0 0 ... 46340 \n", "3 42.506300 1.521800 0 0 0 0 0 \n",
"4 17.060800 -61.796400 0 0 0 0 0 0 ... 1540 \n", "4 -11.202700 17.873900 0 0 0 0 0 \n",
"5 -38.416100 -63.616700 0 0 0 0 0 0 ... 5148085 \n", "5 17.060800 -61.796400 0 0 0 0 0 \n",
"6 40.069100 45.038200 0 0 0 0 0 0 ... 238422 \n", "6 -38.416100 -63.616700 0 0 0 0 0 \n",
"7 -35.473500 149.012400 0 0 0 0 0 0 ... 300 \n", "7 40.069100 45.038200 0 0 0 0 0 \n",
"8 -33.868800 151.209300 0 0 0 0 3 4 ... 20466 \n", "8 -35.473500 149.012400 0 0 0 0 0 \n",
"9 -12.463400 130.845600 0 0 0 0 0 0 ... 200 \n", "9 -33.868800 151.209300 0 0 0 0 3 \n",
"10 -27.469800 153.025100 0 0 0 0 0 0 ... 1972 \n", "10 -12.463400 130.845600 0 0 0 0 0 \n",
"11 -34.928500 138.600700 0 0 0 0 0 0 ... 870 \n", "11 -27.469800 153.025100 0 0 0 0 0 \n",
"12 -42.882100 147.327200 0 0 0 0 0 0 ... 235 \n", "12 -34.928500 138.600700 0 0 0 0 0 \n",
"13 -37.813600 144.963100 0 0 0 0 1 1 ... 21618 \n", "13 -42.882100 147.327200 0 0 0 0 0 \n",
"14 -31.950500 115.860500 0 0 0 0 0 0 ... 1064 \n", "14 -37.813600 144.963100 0 0 0 0 1 \n",
"15 47.516200 14.550100 0 0 0 0 0 0 ... 678605 \n", "15 -31.950500 115.860500 0 0 0 0 0 \n",
"16 40.143100 47.576900 0 0 0 0 0 0 ... 398034 \n", "16 47.516200 14.550100 0 0 0 0 0 \n",
"17 25.025885 -78.035889 0 0 0 0 0 0 ... 17545 \n", "17 40.143100 47.576900 0 0 0 0 0 \n",
"18 26.027500 50.550000 0 0 0 0 0 0 ... 271803 \n", "18 25.025885 -78.035889 0 0 0 0 0 \n",
"19 23.685000 90.356300 0 0 0 0 0 0 ... 1472964 \n", "19 26.027500 50.550000 0 0 0 0 0 \n",
"20 13.193900 -59.543200 0 0 0 0 0 0 ... 4694 \n", "20 23.685000 90.356300 0 0 0 0 0 \n",
"21 53.709800 27.953400 0 0 0 0 0 0 ... 471495 \n", "21 13.193900 -59.543200 0 0 0 0 0 \n",
"22 50.833300 4.469936 0 0 0 0 0 0 ... 1170213 \n", "22 53.709800 27.953400 0 0 0 0 0 \n",
"23 17.189900 -88.497600 0 0 0 0 0 0 ... 15683 \n", "23 50.833300 4.469936 0 0 0 0 0 \n",
"24 9.307700 2.315800 0 0 0 0 0 0 ... 12492 \n", "24 17.189900 -88.497600 0 0 0 0 0 \n",
"25 27.514200 90.433600 0 0 0 0 0 0 ... 2591 \n", "25 9.307700 2.315800 0 0 0 0 0 \n",
"26 -16.290200 -63.588700 0 0 0 0 0 0 ... 487721 \n", "26 27.514200 90.433600 0 0 0 0 0 \n",
"27 43.915900 17.679100 0 0 0 0 0 0 ... 210442 \n", "27 -16.290200 -63.588700 0 0 0 0 0 \n",
"28 -22.328500 24.684900 0 0 0 0 0 0 ... 150842 \n", "28 43.915900 17.679100 0 0 0 0 0 \n",
"29 -14.235000 -51.925300 0 0 0 0 0 0 ... 20614866 \n", "29 -22.328500 24.684900 0 0 0 0 0 \n",
".. ... ... .. ... ... ... ... ... ... ... \n", ".. ... ... ... ... ... ... ... \n",
"248 -8.874217 125.727539 0 0 0 0 0 0 ... 14935 \n", "249 -8.874217 125.727539 0 0 0 0 0 \n",
"249 8.619500 0.824800 0 0 0 0 0 0 ... 19963 \n", "250 8.619500 0.824800 0 0 0 0 0 \n",
"250 10.691800 -61.222500 0 0 0 0 0 0 ... 43344 \n", "251 10.691800 -61.222500 0 0 0 0 0 \n",
"251 33.886917 9.537499 0 0 0 0 0 0 ... 644072 \n", "252 33.886917 9.537499 0 0 0 0 0 \n",
"252 38.963700 35.243300 0 0 0 0 0 0 ... 6253681 \n", "253 38.963700 35.243300 0 0 0 0 0 \n",
"253 40.000000 -100.000000 1 1 2 2 5 5 ... 38074929 \n", "254 40.000000 -100.000000 1 1 2 2 5 \n",
"254 1.373333 32.290275 0 0 0 0 0 0 ... 118900 \n", "255 1.373333 32.290275 0 0 0 0 0 \n",
"255 48.379400 31.165600 0 0 0 0 0 0 ... 2370604 \n", "256 48.379400 31.165600 0 0 0 0 0 \n",
"256 23.424076 53.847818 0 0 0 0 0 0 ... 711428 \n", "257 23.424076 53.847818 0 0 0 0 0 \n",
"257 18.220600 -63.068600 0 0 0 0 0 0 ... 166 \n", "258 18.220600 -63.068600 0 0 0 0 0 \n",
"258 32.307800 -64.750500 0 0 0 0 0 0 ... 2792 \n", "259 32.307800 -64.750500 0 0 0 0 0 \n",
"259 18.420700 -64.640000 0 0 0 0 0 0 ... 2568 \n", "260 18.420700 -64.640000 0 0 0 0 0 \n",
"260 19.313300 -81.254600 0 0 0 0 0 0 ... 668 \n", "261 19.313300 -81.254600 0 0 0 0 0 \n",
"261 49.372300 -2.364400 0 0 0 0 0 0 ... 10361 \n", "262 49.372300 -2.364400 0 0 0 0 0 \n",
"262 -51.796300 -59.523600 0 0 0 0 0 0 ... 66 \n", "263 -51.796300 -59.523600 0 0 0 0 0 \n",
"263 36.140800 -5.353600 0 0 0 0 0 0 ... 5299 \n", "264 36.140800 -5.353600 0 0 0 0 0 \n",
"264 54.236100 -4.548100 0 0 0 0 0 0 ... 6419 \n", "265 54.236100 -4.548100 0 0 0 0 0 \n",
"265 16.742498 -62.187366 0 0 0 0 0 0 ... 25 \n", "266 16.742498 -62.187366 0 0 0 0 0 \n",
"266 -7.946700 -14.355900 0 0 0 0 0 0 ... 4 \n", "267 -7.946700 -14.355900 0 0 0 0 0 \n",
"267 21.694000 -71.797900 0 0 0 0 0 0 ... 2613 \n", "268 21.694000 -71.797900 0 0 0 0 0 \n",
"268 55.378100 -3.436000 0 0 0 0 0 0 ... 6555200 \n", "269 55.378100 -3.436000 0 0 0 0 0 \n",
"269 -32.522800 -55.765800 0 0 0 0 0 0 ... 384287 \n", "270 -32.522800 -55.765800 0 0 0 0 0 \n",
"270 41.377491 64.585262 0 0 0 0 0 0 ... 150683 \n", "271 41.377491 64.585262 0 0 0 0 0 \n",
"271 -15.376700 166.959200 0 0 0 0 0 0 ... 4 \n", "272 -15.376700 166.959200 0 0 0 0 0 \n",
"272 6.423800 -66.589700 0 0 0 0 0 0 ... 327450 \n", "273 6.423800 -66.589700 0 0 0 0 0 \n",
"273 14.058324 108.277199 0 2 2 2 2 2 ... 369267 \n", "274 14.058324 108.277199 0 2 2 2 2 \n",
"274 31.952200 35.233200 0 0 0 0 0 0 ... 329204 \n", "275 31.952200 35.233200 0 0 0 0 0 \n",
"275 15.552727 48.516388 0 0 0 0 0 0 ... 7580 \n", "276 15.552727 48.516388 0 0 0 0 0 \n",
"276 -13.133897 27.849332 0 0 0 0 0 0 ... 204977 \n", "277 -13.133897 27.849332 0 0 0 0 0 \n",
"277 -19.015438 29.154857 0 0 0 0 0 0 ... 123320 \n", "278 -19.015438 29.154857 0 0 0 0 0 \n",
"\n", "\n",
" 152722 152822 152960 152960.1 152960.2 153148 153220 \\\n", " 1/27/20 ... 8/27/21 8/28/21 8/29/21 8/30/21 8/31/21 \\\n",
"0 141365 142253 143174 144079 144847 145333 146387 \n", "0 0 ... 152960 152960 152960 153148 153220 \n",
"1 193171 193674 194186 194671 195162 195574 196080 \n", "1 0 ... 143174 144079 144847 145333 146387 \n",
"2 15014 15016 15025 15025 15025 15032 15033 \n", "2 0 ... 194186 194671 195162 195574 196080 \n",
"3 46539 46726 46929 47079 47168 47331 47544 \n", "3 0 ... 15025 15025 15025 15032 15033 \n",
"4 1598 1598 1598 1638 1651 1713 1715 \n", "4 0 ... 46929 47079 47168 47331 47544 \n",
"5 5155079 5161926 5167733 5171458 5173531 5178889 5185620 \n", "5 0 ... 1598 1638 1651 1713 1715 \n",
"6 239056 239739 240261 240953 241336 241611 242135 \n", "6 0 ... 5167733 5171458 5173531 5178889 5185620 \n",
"7 314 335 361 374 386 398 421 \n", "7 0 ... 240261 240953 241336 241611 242135 \n",
"8 21471 22346 23372 24585 25857 27026 28111 \n", "8 0 ... 361 374 386 398 421 \n",
"9 200 201 201 202 201 202 202 \n", "9 4 ... 23372 24585 25857 27026 28111 \n",
"10 1972 1973 1977 1977 1979 1979 1980 \n", "10 0 ... 201 202 201 202 202 \n",
"11 870 870 870 871 871 871 871 \n", "11 0 ... 1977 1977 1979 1979 1980 \n",
"12 235 235 235 235 235 235 235 \n", "12 0 ... 870 871 871 871 871 \n",
"13 21694 21772 21835 21926 21996 22071 22187 \n", "13 0 ... 235 235 235 235 235 \n",
"14 1084 1084 1084 1086 1086 1086 1086 \n", "14 1 ... 21835 21926 21996 22071 22187 \n",
"15 680179 681617 683219 684541 685956 687076 688305 \n", "15 0 ... 1084 1086 1086 1086 1086 \n",
"16 401828 405542 409745 413986 417996 421103 424891 \n", "16 0 ... 683219 684541 685956 687076 688305 \n",
"17 17615 17717 17940 17940 17940 18139 18139 \n", "17 0 ... 409745 413986 417996 421103 424891 \n",
"18 271933 272042 272148 272246 272341 272453 272540 \n", "18 0 ... 17940 17940 17940 18139 18139 \n",
"19 1477930 1482628 1486153 1489589 1493537 1497261 1500618 \n", "19 0 ... 272148 272246 272341 272453 272540 \n",
"20 4720 4741 4789 4881 4931 4931 5032 \n", "20 0 ... 1486153 1489589 1493537 1497261 1500618 \n",
"21 472852 474403 476265 477901 479306 480364 481532 \n", "21 0 ... 4789 4881 4931 4931 5032 \n",
"22 1173108 1175575 1177909 1177909 1177909 1182810 1184664 \n", "22 0 ... 476265 477901 479306 480364 481532 \n",
"23 15793 15893 16012 16012 16012 16220 16353 \n", "23 0 ... 1177909 1177909 1177909 1182810 1184664 \n",
"24 12492 12492 13366 13366 13366 13366 13366 \n", "24 0 ... 16012 16012 16012 16220 16353 \n",
"25 2591 2591 2592 2594 2594 2595 2596 \n", "25 0 ... 13366 13366 13366 13366 13366 \n",
"26 488403 488933 488933 489802 490056 490467 490879 \n", "26 0 ... 2592 2594 2594 2595 2596 \n",
"27 211059 211689 212306 212306 212306 213379 213853 \n", "27 0 ... 488933 489802 490056 490467 490879 \n",
"28 150842 153793 153793 153793 153793 156927 156927 \n", "28 0 ... 212306 212306 212306 213379 213853 \n",
"29 20645537 20676561 20703906 20728605 20741815 20752281 20776870 \n", "29 0 ... 153793 153793 153793 156927 156927 \n",
".. ... ... ... ... ... ... ... \n", ".. ... ... ... ... ... ... ... \n",
"248 15296 15603 15960 16236 16402 16515 16682 \n", "249 0 ... 15960 16236 16402 16515 16682 \n",
"249 20244 20517 20698 20698 21181 21261 21261 \n", "250 0 ... 20698 20698 21181 21261 21261 \n",
"250 43538 43750 43999 44296 44481 44606 44847 \n", "251 0 ... 43999 44296 44481 44606 44847 \n",
"251 647483 651035 654798 658322 660587 662752 664034 \n", "252 0 ... 654798 658322 660587 662752 664034 \n",
"252 6273651 6293267 6311607 6329519 6346851 6366408 6388301 \n", "253 0 ... 6311607 6329519 6346851 6366408 6388301 \n",
"253 38223075 38384409 38707343 38760414 38798889 39057426 39198131 \n", "254 5 ... 38707343 38760414 38798889 39057426 39198131 \n",
"254 119037 119141 119327 119544 119732 119825 119915 \n", "255 0 ... 119327 119544 119732 119825 119915 \n",
"255 2371895 2374012 2376571 2379159 2381553 2382769 2384564 \n", "256 0 ... 2376571 2379159 2381553 2382769 2384564 \n",
"256 712411 713402 714396 715394 716381 717374 718370 \n", "257 0 ... 714396 715394 716381 717374 718370 \n",
"257 174 194 194 194 201 217 217 \n", "258 0 ... 194 194 201 217 217 \n",
"258 2792 2792 2844 2844 2844 2844 2923 \n", "259 0 ... 2844 2844 2844 2844 2923 \n",
"259 2568 2568 2568 2568 2568 2568 2568 \n", "260 0 ... 2568 2568 2568 2568 2568 \n",
"260 669 669 669 669 669 680 680 \n", "261 0 ... 669 669 669 680 680 \n",
"261 10398 10438 10486 10486 10486 10486 10608 \n", "262 0 ... 10486 10486 10486 10486 10608 \n",
"262 66 66 66 66 66 66 66 \n", "263 0 ... 66 66 66 66 66 \n",
"263 5308 5314 5323 5332 5338 5342 5354 \n", "264 0 ... 5323 5332 5338 5342 5354 \n",
"264 6432 6508 6554 6587 6629 6653 6676 \n", "265 0 ... 6554 6587 6629 6653 6676 \n",
"265 25 26 26 26 26 29 29 \n", "266 0 ... 26 26 26 29 29 \n",
"266 4 4 4 4 4 4 4 \n", "267 0 ... 4 4 4 4 4 \n",
"267 2616 2628 2637 2650 2650 2650 2650 \n", "268 0 ... 2637 2650 2650 2650 2650 \n",
"268 6590747 6628709 6666399 6698486 6731423 6757650 6789581 \n", "269 0 ... 6666399 6698486 6731423 6757650 6789581 \n",
"269 384392 384458 384531 384622 384692 384778 384934 \n", "270 0 ... 384531 384622 384692 384778 384934 \n",
"270 151517 152363 153204 154033 154844 155639 156394 \n", "271 0 ... 153204 154033 154844 155639 156394 \n",
"271 4 4 4 4 4 4 4 \n", "272 0 ... 4 4 4 4 4 \n",
"272 328550 329736 329736 332172 333125 334343 334343 \n", "273 0 ... 329736 332172 333125 334343 334343 \n",
"273 381363 392938 410366 422469 435265 449489 462096 \n", "274 2 ... 410366 422469 435265 449489 462096 \n",
"274 330821 332609 334472 335709 337405 339816 342282 \n", "275 0 ... 334472 335709 337405 339816 342282 \n",
"275 7625 7676 7711 7751 7784 7829 7869 \n", "276 0 ... 7711 7751 7784 7829 7869 \n",
"276 205107 205315 205704 205893 206051 206145 206327 \n", "277 0 ... 205704 205893 206051 206145 206327 \n",
"277 123711 123986 124236 124367 124437 124581 124773 \n", "278 0 ... 124236 124367 124437 124581 124773 \n",
"\n", "\n",
" 153260 153306 \n", " 9/1/21 9/2/21 9/3/21 9/4/21 9/5/21 \n",
"0 147369 148222 \n", "0 153260 153306 153375 153375 153375 \n",
"1 196527 196915 \n", "1 147369 148222 149117 150101 150997 \n",
"2 15046 15052 \n", "2 196527 196915 197308 197659 198004 \n",
"3 47781 48004 \n", "3 15046 15052 15055 15055 15055 \n",
"4 1719 1742 \n", "4 47781 48004 48261 48475 48656 \n",
"5 5190948 5195601 \n", "5 1719 1742 1750 1759 1870 \n",
"6 242750 243386 \n", "6 5190948 5195601 5199919 5202405 5203802 \n",
"7 433 451 \n", "7 242750 243386 243981 244602 245025 \n",
"8 29390 30807 \n", "8 433 451 483 498 509 \n",
"9 202 202 \n", "9 29390 30807 32323 33792 35064 \n",
"10 1982 1982 \n", "10 202 202 202 202 202 \n",
"11 871 875 \n", "11 1982 1982 1984 1985 1991 \n",
"12 235 235 \n", "12 871 875 877 879 880 \n",
"13 22361 22570 \n", "13 235 235 235 235 235 \n",
"14 1086 1086 \n", "14 22361 22570 22759 22942 23188 \n",
"15 690153 691663 \n", "15 1086 1086 1086 1086 1086 \n",
"16 428736 432495 \n", "16 690153 691663 693416 695131 696905 \n",
"17 18139 18576 \n", "17 428736 432495 436257 439562 442872 \n",
"18 272635 272709 \n", "18 18139 18576 18694 18694 18694 \n",
"19 1503680 1507116 \n", "19 272635 272709 272807 272916 273008 \n",
"20 5072 5152 \n", "20 1503680 1507116 1510283 1512026 1514456 \n",
"21 483231 485067 \n", "21 5072 5152 5183 5248 5349 \n",
"22 1187506 1189710 \n", "22 483231 485067 487017 488963 490926 \n",
"23 16493 16612 \n", "23 1187506 1189710 1192008 1192008 1192008 \n",
"24 15932 15932 \n", "24 16493 16612 16750 16750 16750 \n",
"25 2596 2596 \n", "25 15932 15932 16946 16946 16946 \n",
"26 491340 491759 \n", "26 2596 2596 2596 2596 2596 \n",
"27 214759 215313 \n", "27 491340 491759 491759 492509 492680 \n",
"28 156927 159317 \n", "28 214759 215313 216124 216124 216124 \n",
"29 20804215 20830495 \n", "29 156927 159317 159317 159317 159317 \n",
".. ... ... \n", ".. ... ... ... ... ... \n",
"248 16941 17183 \n", "249 16941 17183 17379 17468 17618 \n",
"249 21561 21785 \n", "250 21561 21785 21980 22234 22562 \n",
"250 44957 45061 \n", "251 44957 45061 45300 45487 45714 \n",
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"252 6412247 6412247 \n", "253 6412247 6412247 6412247 6412247 6412247 \n",
"253 39396156 39549299 \n", "254 39396156 39549299 39850256 39906426 39944987 \n",
"254 120075 120208 \n", "255 120075 120208 120377 120466 120581 \n",
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"256 719355 720330 \n", "257 719355 720330 721308 722292 723263 \n",
"257 217 256 \n", "258 217 256 256 279 279 \n",
"258 2923 2923 \n", "259 2923 2923 3048 3048 3048 \n",
"259 2568 2568 \n", "260 2568 2568 2640 2640 2640 \n",
"260 688 689 \n", "261 688 689 690 690 690 \n",
"261 10649 10689 \n", "262 10649 10689 10738 10738 10738 \n",
"262 67 67 \n", "263 67 67 67 67 67 \n",
"263 5367 5371 \n", "264 5367 5371 5376 5386 5388 \n",
"264 6694 6741 \n", "265 6694 6741 6779 6809 6832 \n",
"265 29 29 \n", "266 29 29 29 31 31 \n",
"266 4 4 \n", "267 4 4 4 4 4 \n",
"267 2653 2674 \n", "268 2653 2674 2674 2692 2697 \n",
"268 6825074 6862904 \n", "269 6825074 6862904 6904969 6941611 6978126 \n",
"269 385078 385264 \n", "270 385078 385264 385423 385557 385660 \n",
"270 157136 157872 \n", "271 157136 157872 158561 159209 159871 \n",
"271 4 4 \n", "272 4 4 4 4 4 \n",
"272 335233 337359 \n", "273 335233 337359 337359 338300 339255 \n",
"273 473530 486727 \n", "274 473530 486727 501649 511170 524307 \n",
"274 344957 347730 \n", "275 344957 347730 350224 351809 353732 \n",
"275 7900 7951 \n", "276 7900 7951 8018 8056 8108 \n",
"276 206522 206705 \n", "277 206522 206705 206884 207028 207114 \n",
"277 124960 125118 \n", "278 124960 125118 125331 125425 125550 \n",
"\n", "\n",
"[278 rows x 594 columns]" "[279 rows x 597 columns]"
] ]
}, },
"execution_count": 3, "execution_count": 3,
...@@ -1816,10 +1818,102 @@ ...@@ -1816,10 +1818,102 @@
} }
], ],
"source": [ "source": [
"raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data = pd.read_csv(data_url, skiprows=0)\n",
"raw_data" "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", "cell_type": "code",
"execution_count": null, "execution_count": null,
......
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