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first commit module3 exo

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module2/exo5/exo5_fr.ipynb
View file @ 99fa1a74
......@@ -705,7 +705,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.7.3"
"version": "3.6.4"
}
},
"nbformat": 4,
......
module3/exo3/exercice.ipynb
View file @ 99fa1a74
{
"cells": [],
"cells": [
{
"cell_type": "markdown",
"metadata": {},
"source": [
"# Autour du Covid19"
]
},
{
"cell_type": "code",
"execution_count": 16,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import numpy as np \n",
"import pandas as pd\n",
"import isoweekk"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"## Dowload data"
]
},
{
"cell_type": "code",
"execution_count": 17,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
"<style scoped>\n",
" .dataframe tbody tr th:only-of-type {\n",
" vertical-align: middle;\n",
" }\n",
"\n",
" .dataframe tbody tr th {\n",
" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
" text-align: right;\n",
" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>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>9/6/20</th>\n",
" <th>9/7/20</th>\n",
" <th>9/8/20</th>\n",
" <th>9/9/20</th>\n",
" <th>9/10/20</th>\n",
" <th>9/11/20</th>\n",
" <th>9/12/20</th>\n",
" <th>9/13/20</th>\n",
" <th>9/14/20</th>\n",
" <th>9/15/20</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",
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" <td>38772</td>\n",
" <td>38815</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",
" <td>0</td>\n",
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" <td>11353</td>\n",
" <td>11520</td>\n",
" <td>11672</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>NaN</td>\n",
" <td>Algeria</td>\n",
" <td>28.033900</td>\n",
" <td>1.659600</td>\n",
" <td>0</td>\n",
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" <td>48254</td>\n",
" <td>48496</td>\n",
" <td>48734</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>NaN</td>\n",
" <td>Andorra</td>\n",
" <td>42.506300</td>\n",
" <td>1.521800</td>\n",
" <td>0</td>\n",
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" <td>1261</td>\n",
" <td>1261</td>\n",
" <td>1301</td>\n",
" <td>1301</td>\n",
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" <td>1344</td>\n",
" <td>1344</td>\n",
" <td>1438</td>\n",
" <td>1438</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>NaN</td>\n",
" <td>Angola</td>\n",
" <td>-11.202700</td>\n",
" <td>17.873900</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>3335</td>\n",
" <td>3388</td>\n",
" <td>3439</td>\n",
" <td>3569</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>NaN</td>\n",
" <td>Antigua and Barbuda</td>\n",
" <td>17.060800</td>\n",
" <td>-61.796400</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>95</td>\n",
" <td>95</td>\n",
" <td>95</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>NaN</td>\n",
" <td>Argentina</td>\n",
" <td>-38.416100</td>\n",
" <td>-63.616700</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>478792</td>\n",
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" <td>500034</td>\n",
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" <td>524198</td>\n",
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" <td>546481</td>\n",
" <td>555537</td>\n",
" <td>565446</td>\n",
" <td>577338</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>NaN</td>\n",
" <td>Armenia</td>\n",
" <td>40.069100</td>\n",
" <td>45.038200</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>44783</td>\n",
" <td>44845</td>\n",
" <td>44953</td>\n",
" <td>45152</td>\n",
" <td>45326</td>\n",
" <td>45503</td>\n",
" <td>45675</td>\n",
" <td>45862</td>\n",
" <td>45969</td>\n",
" <td>46119</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>Australian Capital Territory</td>\n",
" <td>Australia</td>\n",
" <td>-35.473500</td>\n",
" <td>149.012400</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>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" <td>113</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>New South Wales</td>\n",
" <td>Australia</td>\n",
" <td>-33.868800</td>\n",
" <td>151.209300</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>...</td>\n",
" <td>4118</td>\n",
" <td>4126</td>\n",
" <td>4135</td>\n",
" <td>4142</td>\n",
" <td>4152</td>\n",
" <td>4157</td>\n",
" <td>4166</td>\n",
" <td>4170</td>\n",
" <td>4177</td>\n",
" <td>4185</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>Northern Territory</td>\n",
" <td>Australia</td>\n",
" <td>-12.463400</td>\n",
" <td>130.845600</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>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Queensland</td>\n",
" <td>Australia</td>\n",
" <td>-27.469800</td>\n",
" <td>153.025100</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>1133</td>\n",
" <td>1134</td>\n",
" <td>1143</td>\n",
" <td>1143</td>\n",
" <td>1145</td>\n",
" <td>1149</td>\n",
" <td>1149</td>\n",
" <td>1149</td>\n",
" <td>1150</td>\n",
" <td>1149</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>South Australia</td>\n",
" <td>Australia</td>\n",
" <td>-34.928500</td>\n",
" <td>138.600700</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>464</td>\n",
" <td>464</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>465</td>\n",
" <td>466</td>\n",
" <td>466</td>\n",
" <td>466</td>\n",
" <td>466</td>\n",
" <td>466</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Tasmania</td>\n",
" <td>Australia</td>\n",
" <td>-42.882100</td>\n",
" <td>147.327200</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>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" <td>230</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>Victoria</td>\n",
" <td>Australia</td>\n",
" <td>-37.813600</td>\n",
" <td>144.963100</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>...</td>\n",
" <td>19574</td>\n",
" <td>19615</td>\n",
" <td>19688</td>\n",
" <td>19739</td>\n",
" <td>19767</td>\n",
" <td>19800</td>\n",
" <td>19835</td>\n",
" <td>19872</td>\n",
" <td>19911</td>\n",
" <td>19943</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>Western Australia</td>\n",
" <td>Australia</td>\n",
" <td>-31.950500</td>\n",
" <td>115.860500</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>656</td>\n",
" <td>658</td>\n",
" <td>658</td>\n",
" <td>659</td>\n",
" <td>659</td>\n",
" <td>659</td>\n",
" <td>659</td>\n",
" <td>659</td>\n",
" <td>659</td>\n",
" <td>659</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>NaN</td>\n",
" <td>Austria</td>\n",
" <td>47.516200</td>\n",
" <td>14.550100</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>29271</td>\n",
" <td>29561</td>\n",
" <td>30081</td>\n",
" <td>30583</td>\n",
" <td>31247</td>\n",
" <td>31827</td>\n",
" <td>32696</td>\n",
" <td>33159</td>\n",
" <td>33541</td>\n",
" <td>34305</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>NaN</td>\n",
" <td>Azerbaijan</td>\n",
" <td>40.143100</td>\n",
" <td>47.576900</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>37329</td>\n",
" <td>37418</td>\n",
" <td>37557</td>\n",
" <td>37732</td>\n",
" <td>37874</td>\n",
" <td>38037</td>\n",
" <td>38172</td>\n",
" <td>38327</td>\n",
" <td>38403</td>\n",
" <td>38517</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>NaN</td>\n",
" <td>Bahamas</td>\n",
" <td>25.025885</td>\n",
" <td>-78.035889</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>2506</td>\n",
" <td>2546</td>\n",
" <td>2585</td>\n",
" <td>2721</td>\n",
" <td>2721</td>\n",
" <td>2814</td>\n",
" <td>2928</td>\n",
" <td>2928</td>\n",
" <td>3008</td>\n",
" <td>3032</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>NaN</td>\n",
" <td>Bahrain</td>\n",
" <td>26.027500</td>\n",
" <td>50.550000</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>55415</td>\n",
" <td>56076</td>\n",
" <td>56778</td>\n",
" <td>57450</td>\n",
" <td>58207</td>\n",
" <td>58839</td>\n",
" <td>59586</td>\n",
" <td>60307</td>\n",
" <td>60965</td>\n",
" <td>61643</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>NaN</td>\n",
" <td>Bangladesh</td>\n",
" <td>23.685000</td>\n",
" <td>90.356300</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>325157</td>\n",
" <td>327359</td>\n",
" <td>329251</td>\n",
" <td>331078</td>\n",
" <td>332970</td>\n",
" <td>334762</td>\n",
" <td>336044</td>\n",
" <td>337520</td>\n",
" <td>339332</td>\n",
" <td>341056</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>NaN</td>\n",
" <td>Barbados</td>\n",
" <td>13.193900</td>\n",
" <td>-59.543200</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>178</td>\n",
" <td>179</td>\n",
" <td>180</td>\n",
" <td>180</td>\n",
" <td>180</td>\n",
" <td>180</td>\n",
" <td>180</td>\n",
" <td>181</td>\n",
" <td>183</td>\n",
" <td>184</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>NaN</td>\n",
" <td>Belarus</td>\n",
" <td>53.709800</td>\n",
" <td>27.953400</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>72859</td>\n",
" <td>73031</td>\n",
" <td>73208</td>\n",
" <td>73402</td>\n",
" <td>73591</td>\n",
" <td>73784</td>\n",
" <td>73975</td>\n",
" <td>74173</td>\n",
" <td>74360</td>\n",
" <td>74552</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>NaN</td>\n",
" <td>Belgium</td>\n",
" <td>50.833300</td>\n",
" <td>4.469936</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>88367</td>\n",
" <td>88769</td>\n",
" <td>89141</td>\n",
" <td>89691</td>\n",
" <td>90568</td>\n",
" <td>91537</td>\n",
" <td>92478</td>\n",
" <td>93455</td>\n",
" <td>94306</td>\n",
" <td>94795</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>NaN</td>\n",
" <td>Belize</td>\n",
" <td>17.189900</td>\n",
" <td>-88.497600</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>1194</td>\n",
" <td>1307</td>\n",
" <td>1361</td>\n",
" <td>1365</td>\n",
" <td>1365</td>\n",
" <td>1435</td>\n",
" <td>1458</td>\n",
" <td>1480</td>\n",
" <td>1501</td>\n",
" <td>1528</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>NaN</td>\n",
" <td>Benin</td>\n",
" <td>9.307700</td>\n",
" <td>2.315800</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>2213</td>\n",
" <td>2213</td>\n",
" <td>2213</td>\n",
" <td>2242</td>\n",
" <td>2242</td>\n",
" <td>2242</td>\n",
" <td>2242</td>\n",
" <td>2267</td>\n",
" <td>2267</td>\n",
" <td>2267</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>NaN</td>\n",
" <td>Bhutan</td>\n",
" <td>27.514200</td>\n",
" <td>90.433600</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>228</td>\n",
" <td>233</td>\n",
" <td>234</td>\n",
" <td>234</td>\n",
" <td>238</td>\n",
" <td>241</td>\n",
" <td>244</td>\n",
" <td>245</td>\n",
" <td>245</td>\n",
" <td>246</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>NaN</td>\n",
" <td>Bolivia</td>\n",
" <td>-16.290200</td>\n",
" <td>-63.588700</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>120769</td>\n",
" <td>121604</td>\n",
" <td>122308</td>\n",
" <td>123345</td>\n",
" <td>124205</td>\n",
" <td>125172</td>\n",
" <td>125982</td>\n",
" <td>126791</td>\n",
" <td>127619</td>\n",
" <td>128286</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>NaN</td>\n",
" <td>Bosnia and Herzegovina</td>\n",
" <td>43.915900</td>\n",
" <td>17.679100</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>21560</td>\n",
" <td>21660</td>\n",
" <td>21961</td>\n",
" <td>22258</td>\n",
" <td>22544</td>\n",
" <td>22834</td>\n",
" <td>23138</td>\n",
" <td>23465</td>\n",
" <td>23635</td>\n",
" <td>23929</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>NaN</td>\n",
" <td>Botswana</td>\n",
" <td>-22.328500</td>\n",
" <td>24.684900</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>2002</td>\n",
" <td>2126</td>\n",
" <td>2126</td>\n",
" <td>2126</td>\n",
" <td>2252</td>\n",
" <td>2252</td>\n",
" <td>2252</td>\n",
" <td>2252</td>\n",
" <td>2463</td>\n",
" <td>2463</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</th>\n",
" <td>NaN</td>\n",
" <td>Thailand</td>\n",
" <td>15.870032</td>\n",
" <td>100.992541</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>5</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>...</td>\n",
" <td>3445</td>\n",
" <td>3446</td>\n",
" <td>3447</td>\n",
" <td>3454</td>\n",
" <td>3461</td>\n",
" <td>3461</td>\n",
" <td>3473</td>\n",
" <td>3475</td>\n",
" <td>3475</td>\n",
" <td>3490</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>NaN</td>\n",
" <td>Timor-Leste</td>\n",
" <td>-8.874217</td>\n",
" <td>125.727539</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>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td>NaN</td>\n",
" <td>Togo</td>\n",
" <td>8.619500</td>\n",
" <td>0.824800</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>1488</td>\n",
" <td>1493</td>\n",
" <td>1513</td>\n",
" <td>1528</td>\n",
" <td>1537</td>\n",
" <td>1548</td>\n",
" <td>1555</td>\n",
" <td>1572</td>\n",
" <td>1578</td>\n",
" <td>1595</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>NaN</td>\n",
" <td>Trinidad and Tobago</td>\n",
" <td>10.691800</td>\n",
" <td>-61.222500</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>2250</td>\n",
" <td>2277</td>\n",
" <td>2391</td>\n",
" <td>2588</td>\n",
" <td>2698</td>\n",
" <td>2825</td>\n",
" <td>2993</td>\n",
" <td>3042</td>\n",
" <td>3141</td>\n",
" <td>3223</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>NaN</td>\n",
" <td>Tunisia</td>\n",
" <td>33.886917</td>\n",
" <td>9.537499</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>5041</td>\n",
" <td>5124</td>\n",
" <td>5417</td>\n",
" <td>5417</td>\n",
" <td>5882</td>\n",
" <td>6259</td>\n",
" <td>6635</td>\n",
" <td>6635</td>\n",
" <td>7382</td>\n",
" <td>7623</td>\n",
" </tr>\n",
" <tr>\n",
" <th>241</th>\n",
" <td>NaN</td>\n",
" <td>Turkey</td>\n",
" <td>38.963700</td>\n",
" <td>35.243300</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>279806</td>\n",
" <td>281509</td>\n",
" <td>283270</td>\n",
" <td>284943</td>\n",
" <td>286455</td>\n",
" <td>288126</td>\n",
" <td>289635</td>\n",
" <td>291162</td>\n",
" <td>292878</td>\n",
" <td>294620</td>\n",
" </tr>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>NaN</td>\n",
" <td>US</td>\n",
" <td>40.000000</td>\n",
" <td>-100.000000</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>...</td>\n",
" <td>6276365</td>\n",
" <td>6300622</td>\n",
" <td>6327009</td>\n",
" <td>6360212</td>\n",
" <td>6396100</td>\n",
" <td>6443652</td>\n",
" <td>6485123</td>\n",
" <td>6520122</td>\n",
" <td>6553652</td>\n",
" <td>6593269</td>\n",
" </tr>\n",
" <tr>\n",
" <th>243</th>\n",
" <td>NaN</td>\n",
" <td>Uganda</td>\n",
" <td>1.373333</td>\n",
" <td>32.290275</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>3667</td>\n",
" <td>3776</td>\n",
" <td>3900</td>\n",
" <td>4101</td>\n",
" <td>4291</td>\n",
" <td>4377</td>\n",
" <td>4703</td>\n",
" <td>4799</td>\n",
" <td>4978</td>\n",
" <td>5123</td>\n",
" </tr>\n",
" <tr>\n",
" <th>244</th>\n",
" <td>NaN</td>\n",
" <td>Ukraine</td>\n",
" <td>48.379400</td>\n",
" <td>31.165600</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>139171</td>\n",
" <td>141424</td>\n",
" <td>143914</td>\n",
" <td>146511</td>\n",
" <td>149146</td>\n",
" <td>152373</td>\n",
" <td>155558</td>\n",
" <td>158122</td>\n",
" <td>160679</td>\n",
" <td>163678</td>\n",
" </tr>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>NaN</td>\n",
" <td>United Arab Emirates</td>\n",
" <td>23.424076</td>\n",
" <td>53.847818</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>73984</td>\n",
" <td>74454</td>\n",
" <td>75098</td>\n",
" <td>75981</td>\n",
" <td>76911</td>\n",
" <td>77842</td>\n",
" <td>78849</td>\n",
" <td>79489</td>\n",
" <td>80266</td>\n",
" <td>80940</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>Anguilla</td>\n",
" <td>United Kingdom</td>\n",
" <td>18.220600</td>\n",
" <td>-63.068600</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>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>Bermuda</td>\n",
" <td>United Kingdom</td>\n",
" <td>32.307800</td>\n",
" <td>-64.750500</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>175</td>\n",
" <td>175</td>\n",
" <td>175</td>\n",
" <td>177</td>\n",
" <td>177</td>\n",
" <td>177</td>\n",
" <td>177</td>\n",
" <td>177</td>\n",
" <td>177</td>\n",
" <td>177</td>\n",
" </tr>\n",
" <tr>\n",
" <th>248</th>\n",
" <td>British Virgin Islands</td>\n",
" <td>United Kingdom</td>\n",
" <td>18.420700</td>\n",
" <td>-64.640000</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>63</td>\n",
" <td>63</td>\n",
" <td>63</td>\n",
" <td>63</td>\n",
" <td>63</td>\n",
" <td>63</td>\n",
" <td>66</td>\n",
" <td>66</td>\n",
" <td>66</td>\n",
" <td>66</td>\n",
" </tr>\n",
" <tr>\n",
" <th>249</th>\n",
" <td>Cayman Islands</td>\n",
" <td>United Kingdom</td>\n",
" <td>19.313300</td>\n",
" <td>-81.254600</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>205</td>\n",
" <td>205</td>\n",
" <td>205</td>\n",
" <td>207</td>\n",
" <td>208</td>\n",
" <td>208</td>\n",
" <td>208</td>\n",
" <td>208</td>\n",
" <td>208</td>\n",
" <td>208</td>\n",
" </tr>\n",
" <tr>\n",
" <th>250</th>\n",
" <td>Channel Islands</td>\n",
" <td>United Kingdom</td>\n",
" <td>49.372300</td>\n",
" <td>-2.364400</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>626</td>\n",
" <td>628</td>\n",
" <td>629</td>\n",
" <td>631</td>\n",
" <td>631</td>\n",
" <td>633</td>\n",
" <td>633</td>\n",
" <td>633</td>\n",
" <td>633</td>\n",
" <td>639</td>\n",
" </tr>\n",
" <tr>\n",
" <th>251</th>\n",
" <td>Falkland Islands (Malvinas)</td>\n",
" <td>United Kingdom</td>\n",
" <td>-51.796300</td>\n",
" <td>-59.523600</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>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252</th>\n",
" <td>Gibraltar</td>\n",
" <td>United Kingdom</td>\n",
" <td>36.140800</td>\n",
" <td>-5.353600</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>315</td>\n",
" <td>315</td>\n",
" <td>320</td>\n",
" <td>322</td>\n",
" <td>323</td>\n",
" <td>323</td>\n",
" <td>327</td>\n",
" <td>330</td>\n",
" <td>330</td>\n",
" <td>334</td>\n",
" </tr>\n",
" <tr>\n",
" <th>253</th>\n",
" <td>Isle of Man</td>\n",
" <td>United Kingdom</td>\n",
" <td>54.236100</td>\n",
" <td>-4.548100</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>337</td>\n",
" <td>337</td>\n",
" <td>337</td>\n",
" <td>337</td>\n",
" <td>337</td>\n",
" <td>337</td>\n",
" <td>337</td>\n",
" <td>337</td>\n",
" <td>339</td>\n",
" <td>339</td>\n",
" </tr>\n",
" <tr>\n",
" <th>254</th>\n",
" <td>Montserrat</td>\n",
" <td>United Kingdom</td>\n",
" <td>16.742498</td>\n",
" <td>-62.187366</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>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" <td>13</td>\n",
" </tr>\n",
" <tr>\n",
" <th>255</th>\n",
" <td>Turks and Caicos Islands</td>\n",
" <td>United Kingdom</td>\n",
" <td>21.694000</td>\n",
" <td>-71.797900</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>598</td>\n",
" <td>599</td>\n",
" <td>614</td>\n",
" <td>628</td>\n",
" <td>638</td>\n",
" <td>641</td>\n",
" <td>641</td>\n",
" <td>646</td>\n",
" <td>648</td>\n",
" <td>650</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256</th>\n",
" <td>NaN</td>\n",
" <td>United Kingdom</td>\n",
" <td>55.378100</td>\n",
" <td>-3.436000</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>347152</td>\n",
" <td>350100</td>\n",
" <td>352560</td>\n",
" <td>355219</td>\n",
" <td>358138</td>\n",
" <td>361677</td>\n",
" <td>365174</td>\n",
" <td>368504</td>\n",
" <td>371125</td>\n",
" <td>374228</td>\n",
" </tr>\n",
" <tr>\n",
" <th>257</th>\n",
" <td>NaN</td>\n",
" <td>Uruguay</td>\n",
" <td>-32.522800</td>\n",
" <td>-55.765800</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>1679</td>\n",
" <td>1693</td>\n",
" <td>1712</td>\n",
" <td>1741</td>\n",
" <td>1759</td>\n",
" <td>1773</td>\n",
" <td>1780</td>\n",
" <td>1808</td>\n",
" <td>1812</td>\n",
" <td>1827</td>\n",
" </tr>\n",
" <tr>\n",
" <th>258</th>\n",
" <td>NaN</td>\n",
" <td>Uzbekistan</td>\n",
" <td>41.377491</td>\n",
" <td>64.585262</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>43587</td>\n",
" <td>43893</td>\n",
" <td>44281</td>\n",
" <td>44930</td>\n",
" <td>45473</td>\n",
" <td>46160</td>\n",
" <td>46721</td>\n",
" <td>47287</td>\n",
" <td>47836</td>\n",
" <td>48429</td>\n",
" </tr>\n",
" <tr>\n",
" <th>259</th>\n",
" <td>NaN</td>\n",
" <td>Venezuela</td>\n",
" <td>6.423800</td>\n",
" <td>-66.589700</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>53289</td>\n",
" <td>54350</td>\n",
" <td>55563</td>\n",
" <td>56751</td>\n",
" <td>57823</td>\n",
" <td>58663</td>\n",
" <td>59630</td>\n",
" <td>60540</td>\n",
" <td>61569</td>\n",
" <td>62655</td>\n",
" </tr>\n",
" <tr>\n",
" <th>260</th>\n",
" <td>NaN</td>\n",
" <td>Vietnam</td>\n",
" <td>14.058324</td>\n",
" <td>108.277199</td>\n",
" <td>0</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>...</td>\n",
" <td>1049</td>\n",
" <td>1049</td>\n",
" <td>1054</td>\n",
" <td>1059</td>\n",
" <td>1059</td>\n",
" <td>1060</td>\n",
" <td>1060</td>\n",
" <td>1063</td>\n",
" <td>1063</td>\n",
" <td>1063</td>\n",
" </tr>\n",
" <tr>\n",
" <th>261</th>\n",
" <td>NaN</td>\n",
" <td>West Bank and Gaza</td>\n",
" <td>31.952200</td>\n",
" <td>35.233200</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>26127</td>\n",
" <td>26779</td>\n",
" <td>27363</td>\n",
" <td>27919</td>\n",
" <td>28664</td>\n",
" <td>29256</td>\n",
" <td>29906</td>\n",
" <td>30574</td>\n",
" <td>31362</td>\n",
" <td>32250</td>\n",
" </tr>\n",
" <tr>\n",
" <th>262</th>\n",
" <td>NaN</td>\n",
" <td>Western Sahara</td>\n",
" <td>24.215500</td>\n",
" <td>-12.885800</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>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" </tr>\n",
" <tr>\n",
" <th>263</th>\n",
" <td>NaN</td>\n",
" <td>Yemen</td>\n",
" <td>15.552727</td>\n",
" <td>48.516388</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>1987</td>\n",
" <td>1989</td>\n",
" <td>1994</td>\n",
" <td>1999</td>\n",
" <td>2003</td>\n",
" <td>2007</td>\n",
" <td>2009</td>\n",
" <td>2011</td>\n",
" <td>2013</td>\n",
" <td>2016</td>\n",
" </tr>\n",
" <tr>\n",
" <th>264</th>\n",
" <td>NaN</td>\n",
" <td>Zambia</td>\n",
" <td>-13.133897</td>\n",
" <td>27.849332</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>12776</td>\n",
" <td>12836</td>\n",
" <td>12952</td>\n",
" <td>13112</td>\n",
" <td>13214</td>\n",
" <td>13323</td>\n",
" <td>13466</td>\n",
" <td>13539</td>\n",
" <td>13720</td>\n",
" <td>13819</td>\n",
" </tr>\n",
" <tr>\n",
" <th>265</th>\n",
" <td>NaN</td>\n",
" <td>Zimbabwe</td>\n",
" <td>-19.015438</td>\n",
" <td>29.154857</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>6837</td>\n",
" <td>7298</td>\n",
" <td>7388</td>\n",
" <td>7429</td>\n",
" <td>7453</td>\n",
" <td>7479</td>\n",
" <td>7508</td>\n",
" <td>7526</td>\n",
" <td>7531</td>\n",
" <td>7576</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>266 rows × 242 columns</p>\n",
"</div>"
],
"text/plain": [
" Province/State Country/Region Lat \\\n",
"0 NaN Afghanistan 33.939110 \n",
"1 NaN Albania 41.153300 \n",
"2 NaN Algeria 28.033900 \n",
"3 NaN Andorra 42.506300 \n",
"4 NaN Angola -11.202700 \n",
"5 NaN Antigua and Barbuda 17.060800 \n",
"6 NaN Argentina -38.416100 \n",
"7 NaN Armenia 40.069100 \n",
"8 Australian Capital Territory Australia -35.473500 \n",
"9 New South Wales Australia -33.868800 \n",
"10 Northern Territory Australia -12.463400 \n",
"11 Queensland Australia -27.469800 \n",
"12 South Australia Australia -34.928500 \n",
"13 Tasmania Australia -42.882100 \n",
"14 Victoria Australia -37.813600 \n",
"15 Western Australia Australia -31.950500 \n",
"16 NaN Austria 47.516200 \n",
"17 NaN Azerbaijan 40.143100 \n",
"18 NaN Bahamas 25.025885 \n",
"19 NaN Bahrain 26.027500 \n",
"20 NaN Bangladesh 23.685000 \n",
"21 NaN Barbados 13.193900 \n",
"22 NaN Belarus 53.709800 \n",
"23 NaN Belgium 50.833300 \n",
"24 NaN Belize 17.189900 \n",
"25 NaN Benin 9.307700 \n",
"26 NaN Bhutan 27.514200 \n",
"27 NaN Bolivia -16.290200 \n",
"28 NaN Bosnia and Herzegovina 43.915900 \n",
"29 NaN Botswana -22.328500 \n",
".. ... ... ... \n",
"236 NaN Thailand 15.870032 \n",
"237 NaN Timor-Leste -8.874217 \n",
"238 NaN Togo 8.619500 \n",
"239 NaN Trinidad and Tobago 10.691800 \n",
"240 NaN Tunisia 33.886917 \n",
"241 NaN Turkey 38.963700 \n",
"242 NaN US 40.000000 \n",
"243 NaN Uganda 1.373333 \n",
"244 NaN Ukraine 48.379400 \n",
"245 NaN United Arab Emirates 23.424076 \n",
"246 Anguilla United Kingdom 18.220600 \n",
"247 Bermuda United Kingdom 32.307800 \n",
"248 British Virgin Islands United Kingdom 18.420700 \n",
"249 Cayman Islands United Kingdom 19.313300 \n",
"250 Channel Islands United Kingdom 49.372300 \n",
"251 Falkland Islands (Malvinas) United Kingdom -51.796300 \n",
"252 Gibraltar United Kingdom 36.140800 \n",
"253 Isle of Man United Kingdom 54.236100 \n",
"254 Montserrat United Kingdom 16.742498 \n",
"255 Turks and Caicos Islands United Kingdom 21.694000 \n",
"256 NaN United Kingdom 55.378100 \n",
"257 NaN Uruguay -32.522800 \n",
"258 NaN Uzbekistan 41.377491 \n",
"259 NaN Venezuela 6.423800 \n",
"260 NaN Vietnam 14.058324 \n",
"261 NaN West Bank and Gaza 31.952200 \n",
"262 NaN Western Sahara 24.215500 \n",
"263 NaN Yemen 15.552727 \n",
"264 NaN Zambia -13.133897 \n",
"265 NaN Zimbabwe -19.015438 \n",
"\n",
" Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n",
"0 67.709953 0 0 0 0 0 0 \n",
"1 20.168300 0 0 0 0 0 0 \n",
"2 1.659600 0 0 0 0 0 0 \n",
"3 1.521800 0 0 0 0 0 0 \n",
"4 17.873900 0 0 0 0 0 0 \n",
"5 -61.796400 0 0 0 0 0 0 \n",
"6 -63.616700 0 0 0 0 0 0 \n",
"7 45.038200 0 0 0 0 0 0 \n",
"8 149.012400 0 0 0 0 0 0 \n",
"9 151.209300 0 0 0 0 3 4 \n",
"10 130.845600 0 0 0 0 0 0 \n",
"11 153.025100 0 0 0 0 0 0 \n",
"12 138.600700 0 0 0 0 0 0 \n",
"13 147.327200 0 0 0 0 0 0 \n",
"14 144.963100 0 0 0 0 1 1 \n",
"15 115.860500 0 0 0 0 0 0 \n",
"16 14.550100 0 0 0 0 0 0 \n",
"17 47.576900 0 0 0 0 0 0 \n",
"18 -78.035889 0 0 0 0 0 0 \n",
"19 50.550000 0 0 0 0 0 0 \n",
"20 90.356300 0 0 0 0 0 0 \n",
"21 -59.543200 0 0 0 0 0 0 \n",
"22 27.953400 0 0 0 0 0 0 \n",
"23 4.469936 0 0 0 0 0 0 \n",
"24 -88.497600 0 0 0 0 0 0 \n",
"25 2.315800 0 0 0 0 0 0 \n",
"26 90.433600 0 0 0 0 0 0 \n",
"27 -63.588700 0 0 0 0 0 0 \n",
"28 17.679100 0 0 0 0 0 0 \n",
"29 24.684900 0 0 0 0 0 0 \n",
".. ... ... ... ... ... ... ... \n",
"236 100.992541 2 3 5 7 8 8 \n",
"237 125.727539 0 0 0 0 0 0 \n",
"238 0.824800 0 0 0 0 0 0 \n",
"239 -61.222500 0 0 0 0 0 0 \n",
"240 9.537499 0 0 0 0 0 0 \n",
"241 35.243300 0 0 0 0 0 0 \n",
"242 -100.000000 1 1 2 2 5 5 \n",
"243 32.290275 0 0 0 0 0 0 \n",
"244 31.165600 0 0 0 0 0 0 \n",
"245 53.847818 0 0 0 0 0 0 \n",
"246 -63.068600 0 0 0 0 0 0 \n",
"247 -64.750500 0 0 0 0 0 0 \n",
"248 -64.640000 0 0 0 0 0 0 \n",
"249 -81.254600 0 0 0 0 0 0 \n",
"250 -2.364400 0 0 0 0 0 0 \n",
"251 -59.523600 0 0 0 0 0 0 \n",
"252 -5.353600 0 0 0 0 0 0 \n",
"253 -4.548100 0 0 0 0 0 0 \n",
"254 -62.187366 0 0 0 0 0 0 \n",
"255 -71.797900 0 0 0 0 0 0 \n",
"256 -3.436000 0 0 0 0 0 0 \n",
"257 -55.765800 0 0 0 0 0 0 \n",
"258 64.585262 0 0 0 0 0 0 \n",
"259 -66.589700 0 0 0 0 0 0 \n",
"260 108.277199 0 2 2 2 2 2 \n",
"261 35.233200 0 0 0 0 0 0 \n",
"262 -12.885800 0 0 0 0 0 0 \n",
"263 48.516388 0 0 0 0 0 0 \n",
"264 27.849332 0 0 0 0 0 0 \n",
"265 29.154857 0 0 0 0 0 0 \n",
"\n",
" ... 9/6/20 9/7/20 9/8/20 9/9/20 9/10/20 9/11/20 9/12/20 \\\n",
"0 ... 38398 38494 38520 38544 38572 38606 38641 \n",
"1 ... 10255 10406 10553 10704 10860 11021 11185 \n",
"2 ... 46364 46653 46938 47216 47488 47752 48007 \n",
"3 ... 1215 1261 1261 1301 1301 1344 1344 \n",
"4 ... 2965 2981 3033 3092 3217 3279 3335 \n",
"5 ... 95 95 95 95 95 95 95 \n",
"6 ... 478792 488007 500034 512293 524198 535705 546481 \n",
"7 ... 44783 44845 44953 45152 45326 45503 45675 \n",
"8 ... 113 113 113 113 113 113 113 \n",
"9 ... 4118 4126 4135 4142 4152 4157 4166 \n",
"10 ... 33 33 33 33 33 33 33 \n",
"11 ... 1133 1134 1143 1143 1145 1149 1149 \n",
"12 ... 464 464 465 465 465 466 466 \n",
"13 ... 230 230 230 230 230 230 230 \n",
"14 ... 19574 19615 19688 19739 19767 19800 19835 \n",
"15 ... 656 658 658 659 659 659 659 \n",
"16 ... 29271 29561 30081 30583 31247 31827 32696 \n",
"17 ... 37329 37418 37557 37732 37874 38037 38172 \n",
"18 ... 2506 2546 2585 2721 2721 2814 2928 \n",
"19 ... 55415 56076 56778 57450 58207 58839 59586 \n",
"20 ... 325157 327359 329251 331078 332970 334762 336044 \n",
"21 ... 178 179 180 180 180 180 180 \n",
"22 ... 72859 73031 73208 73402 73591 73784 73975 \n",
"23 ... 88367 88769 89141 89691 90568 91537 92478 \n",
"24 ... 1194 1307 1361 1365 1365 1435 1458 \n",
"25 ... 2213 2213 2213 2242 2242 2242 2242 \n",
"26 ... 228 233 234 234 238 241 244 \n",
"27 ... 120769 121604 122308 123345 124205 125172 125982 \n",
"28 ... 21560 21660 21961 22258 22544 22834 23138 \n",
"29 ... 2002 2126 2126 2126 2252 2252 2252 \n",
".. ... ... ... ... ... ... ... ... \n",
"236 ... 3445 3446 3447 3454 3461 3461 3473 \n",
"237 ... 27 27 27 27 27 27 27 \n",
"238 ... 1488 1493 1513 1528 1537 1548 1555 \n",
"239 ... 2250 2277 2391 2588 2698 2825 2993 \n",
"240 ... 5041 5124 5417 5417 5882 6259 6635 \n",
"241 ... 279806 281509 283270 284943 286455 288126 289635 \n",
"242 ... 6276365 6300622 6327009 6360212 6396100 6443652 6485123 \n",
"243 ... 3667 3776 3900 4101 4291 4377 4703 \n",
"244 ... 139171 141424 143914 146511 149146 152373 155558 \n",
"245 ... 73984 74454 75098 75981 76911 77842 78849 \n",
"246 ... 3 3 3 3 3 3 3 \n",
"247 ... 175 175 175 177 177 177 177 \n",
"248 ... 63 63 63 63 63 63 66 \n",
"249 ... 205 205 205 207 208 208 208 \n",
"250 ... 626 628 629 631 631 633 633 \n",
"251 ... 13 13 13 13 13 13 13 \n",
"252 ... 315 315 320 322 323 323 327 \n",
"253 ... 337 337 337 337 337 337 337 \n",
"254 ... 13 13 13 13 13 13 13 \n",
"255 ... 598 599 614 628 638 641 641 \n",
"256 ... 347152 350100 352560 355219 358138 361677 365174 \n",
"257 ... 1679 1693 1712 1741 1759 1773 1780 \n",
"258 ... 43587 43893 44281 44930 45473 46160 46721 \n",
"259 ... 53289 54350 55563 56751 57823 58663 59630 \n",
"260 ... 1049 1049 1054 1059 1059 1060 1060 \n",
"261 ... 26127 26779 27363 27919 28664 29256 29906 \n",
"262 ... 10 10 10 10 10 10 10 \n",
"263 ... 1987 1989 1994 1999 2003 2007 2009 \n",
"264 ... 12776 12836 12952 13112 13214 13323 13466 \n",
"265 ... 6837 7298 7388 7429 7453 7479 7508 \n",
"\n",
" 9/13/20 9/14/20 9/15/20 \n",
"0 38716 38772 38815 \n",
"1 11353 11520 11672 \n",
"2 48254 48496 48734 \n",
"3 1344 1438 1438 \n",
"4 3388 3439 3569 \n",
"5 95 95 95 \n",
"6 555537 565446 577338 \n",
"7 45862 45969 46119 \n",
"8 113 113 113 \n",
"9 4170 4177 4185 \n",
"10 33 33 33 \n",
"11 1149 1150 1149 \n",
"12 466 466 466 \n",
"13 230 230 230 \n",
"14 19872 19911 19943 \n",
"15 659 659 659 \n",
"16 33159 33541 34305 \n",
"17 38327 38403 38517 \n",
"18 2928 3008 3032 \n",
"19 60307 60965 61643 \n",
"20 337520 339332 341056 \n",
"21 181 183 184 \n",
"22 74173 74360 74552 \n",
"23 93455 94306 94795 \n",
"24 1480 1501 1528 \n",
"25 2267 2267 2267 \n",
"26 245 245 246 \n",
"27 126791 127619 128286 \n",
"28 23465 23635 23929 \n",
"29 2252 2463 2463 \n",
".. ... ... ... \n",
"236 3475 3475 3490 \n",
"237 27 27 27 \n",
"238 1572 1578 1595 \n",
"239 3042 3141 3223 \n",
"240 6635 7382 7623 \n",
"241 291162 292878 294620 \n",
"242 6520122 6553652 6593269 \n",
"243 4799 4978 5123 \n",
"244 158122 160679 163678 \n",
"245 79489 80266 80940 \n",
"246 3 3 3 \n",
"247 177 177 177 \n",
"248 66 66 66 \n",
"249 208 208 208 \n",
"250 633 633 639 \n",
"251 13 13 13 \n",
"252 330 330 334 \n",
"253 337 339 339 \n",
"254 13 13 13 \n",
"255 646 648 650 \n",
"256 368504 371125 374228 \n",
"257 1808 1812 1827 \n",
"258 47287 47836 48429 \n",
"259 60540 61569 62655 \n",
"260 1063 1063 1063 \n",
"261 30574 31362 32250 \n",
"262 10 10 10 \n",
"263 2011 2013 2016 \n",
"264 13539 13720 13819 \n",
"265 7526 7531 7576 \n",
"\n",
"[266 rows x 242 columns]"
]
},
"execution_count": 17,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_data = pd.read_csv(\"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\")\n",
"raw_data"
]
},
{
"cell_type": "code",
"execution_count": 22,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"<class 'str'>\n",
"2020-01-22 00:00:00\n",
"<class 'pandas._libs.tslib.Timestamp'>\n"
]
}
],
"source": [
"print(type(raw_data.keys()[4]))\n",
"a=pd.to_datetime(raw_data.keys()[4])\n",
"print(a)\n",
"print(type(a))\n"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
......@@ -16,10 +1851,9 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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