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module3/exo3/Notebook TP Sujet 7.ipynb
View file @ 836260d0
......@@ -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,
......
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