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{
"cells": [
{
"cell_type": "code",
"execution_count": 2,
"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",
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"\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>4/7/20</th>\n",
" <th>4/8/20</th>\n",
" <th>4/9/20</th>\n",
" <th>4/10/20</th>\n",
" <th>4/11/20</th>\n",
" <th>4/12/20</th>\n",
" <th>4/13/20</th>\n",
" <th>4/14/20</th>\n",
" <th>4/15/20</th>\n",
" <th>4/16/20</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>NaN</td>\n",
" <td>Afghanistan</td>\n",
" <td>33.000000</td>\n",
" <td>65.000000</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",
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" <td>423</td>\n",
" <td>444</td>\n",
" <td>484</td>\n",
" <td>521</td>\n",
" <td>555</td>\n",
" <td>607</td>\n",
" <td>665</td>\n",
" <td>714</td>\n",
" <td>784</td>\n",
" <td>840</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",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
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" <td>383</td>\n",
" <td>400</td>\n",
" <td>409</td>\n",
" <td>416</td>\n",
" <td>433</td>\n",
" <td>446</td>\n",
" <td>467</td>\n",
" <td>475</td>\n",
" <td>494</td>\n",
" <td>518</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",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1468</td>\n",
" <td>1572</td>\n",
" <td>1666</td>\n",
" <td>1761</td>\n",
" <td>1825</td>\n",
" <td>1914</td>\n",
" <td>1983</td>\n",
" <td>2070</td>\n",
" <td>2160</td>\n",
" <td>2268</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",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>545</td>\n",
" <td>564</td>\n",
" <td>583</td>\n",
" <td>601</td>\n",
" <td>601</td>\n",
" <td>638</td>\n",
" <td>646</td>\n",
" <td>659</td>\n",
" <td>673</td>\n",
" <td>673</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",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>17</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</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",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>21</td>\n",
" <td>21</td>\n",
" <td>23</td>\n",
" <td>23</td>\n",
" <td>23</td>\n",
" <td>23</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",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>1628</td>\n",
" <td>1715</td>\n",
" <td>1795</td>\n",
" <td>1975</td>\n",
" <td>1975</td>\n",
" <td>2142</td>\n",
" <td>2208</td>\n",
" <td>2277</td>\n",
" <td>2443</td>\n",
" <td>2571</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>853</td>\n",
" <td>881</td>\n",
" <td>921</td>\n",
" <td>937</td>\n",
" <td>967</td>\n",
" <td>1013</td>\n",
" <td>1039</td>\n",
" <td>1067</td>\n",
" <td>1111</td>\n",
" <td>1159</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>96</td>\n",
" <td>99</td>\n",
" <td>100</td>\n",
" <td>103</td>\n",
" <td>103</td>\n",
" <td>103</td>\n",
" <td>102</td>\n",
" <td>103</td>\n",
" <td>103</td>\n",
" <td>103</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>2686</td>\n",
" <td>2734</td>\n",
" <td>2773</td>\n",
" <td>2822</td>\n",
" <td>2857</td>\n",
" <td>2857</td>\n",
" <td>2863</td>\n",
" <td>2870</td>\n",
" <td>2886</td>\n",
" <td>2897</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>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" <td>28</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>Queensland</td>\n",
" <td>Australia</td>\n",
" <td>-28.016700</td>\n",
" <td>153.400000</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>934</td>\n",
" <td>943</td>\n",
" <td>953</td>\n",
" <td>965</td>\n",
" <td>974</td>\n",
" <td>983</td>\n",
" <td>987</td>\n",
" <td>998</td>\n",
" <td>999</td>\n",
" <td>1001</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>411</td>\n",
" <td>415</td>\n",
" <td>420</td>\n",
" <td>428</td>\n",
" <td>429</td>\n",
" <td>429</td>\n",
" <td>429</td>\n",
" <td>433</td>\n",
" <td>433</td>\n",
" <td>433</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>Tasmania</td>\n",
" <td>Australia</td>\n",
" <td>-41.454500</td>\n",
" <td>145.970700</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>89</td>\n",
" <td>98</td>\n",
" <td>111</td>\n",
" <td>122</td>\n",
" <td>133</td>\n",
" <td>133</td>\n",
" <td>144</td>\n",
" <td>165</td>\n",
" <td>165</td>\n",
" <td>169</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>1191</td>\n",
" <td>1212</td>\n",
" <td>1228</td>\n",
" <td>1241</td>\n",
" <td>1265</td>\n",
" <td>1268</td>\n",
" <td>1281</td>\n",
" <td>1291</td>\n",
" <td>1299</td>\n",
" <td>1299</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>460</td>\n",
" <td>481</td>\n",
" <td>495</td>\n",
" <td>506</td>\n",
" <td>514</td>\n",
" <td>514</td>\n",
" <td>517</td>\n",
" <td>527</td>\n",
" <td>527</td>\n",
" <td>532</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>12639</td>\n",
" <td>12942</td>\n",
" <td>13244</td>\n",
" <td>13555</td>\n",
" <td>13806</td>\n",
" <td>13945</td>\n",
" <td>14041</td>\n",
" <td>14226</td>\n",
" <td>14336</td>\n",
" <td>14476</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>717</td>\n",
" <td>822</td>\n",
" <td>926</td>\n",
" <td>991</td>\n",
" <td>1058</td>\n",
" <td>1098</td>\n",
" <td>1148</td>\n",
" <td>1197</td>\n",
" <td>1253</td>\n",
" <td>1283</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>NaN</td>\n",
" <td>Bahamas</td>\n",
" <td>25.034300</td>\n",
" <td>-77.396300</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>40</td>\n",
" <td>41</td>\n",
" <td>42</td>\n",
" <td>46</td>\n",
" <td>46</td>\n",
" <td>47</td>\n",
" <td>49</td>\n",
" <td>49</td>\n",
" <td>53</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>811</td>\n",
" <td>823</td>\n",
" <td>887</td>\n",
" <td>925</td>\n",
" <td>1040</td>\n",
" <td>1136</td>\n",
" <td>1361</td>\n",
" <td>1528</td>\n",
" <td>1671</td>\n",
" <td>1700</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>164</td>\n",
" <td>218</td>\n",
" <td>330</td>\n",
" <td>424</td>\n",
" <td>482</td>\n",
" <td>621</td>\n",
" <td>803</td>\n",
" <td>1012</td>\n",
" <td>1231</td>\n",
" <td>1572</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>63</td>\n",
" <td>63</td>\n",
" <td>66</td>\n",
" <td>67</td>\n",
" <td>68</td>\n",
" <td>71</td>\n",
" <td>72</td>\n",
" <td>72</td>\n",
" <td>73</td>\n",
" <td>75</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>861</td>\n",
" <td>1066</td>\n",
" <td>1486</td>\n",
" <td>1981</td>\n",
" <td>2226</td>\n",
" <td>2578</td>\n",
" <td>2919</td>\n",
" <td>3281</td>\n",
" <td>3728</td>\n",
" <td>4204</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>NaN</td>\n",
" <td>Belgium</td>\n",
" <td>50.833300</td>\n",
" <td>4.000000</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>22194</td>\n",
" <td>23403</td>\n",
" <td>24983</td>\n",
" <td>26667</td>\n",
" <td>28018</td>\n",
" <td>29647</td>\n",
" <td>30589</td>\n",
" <td>31119</td>\n",
" <td>33573</td>\n",
" <td>34809</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</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>26</td>\n",
" <td>26</td>\n",
" <td>26</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" <td>35</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</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>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</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>194</td>\n",
" <td>210</td>\n",
" <td>264</td>\n",
" <td>268</td>\n",
" <td>275</td>\n",
" <td>300</td>\n",
" <td>330</td>\n",
" <td>354</td>\n",
" <td>397</td>\n",
" <td>441</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</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>764</td>\n",
" <td>804</td>\n",
" <td>858</td>\n",
" <td>901</td>\n",
" <td>946</td>\n",
" <td>1009</td>\n",
" <td>1037</td>\n",
" <td>1083</td>\n",
" <td>1110</td>\n",
" <td>1167</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</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>14034</td>\n",
" <td>16170</td>\n",
" <td>18092</td>\n",
" <td>19638</td>\n",
" <td>20727</td>\n",
" <td>22192</td>\n",
" <td>23430</td>\n",
" <td>25262</td>\n",
" <td>28320</td>\n",
" <td>30425</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>NaN</td>\n",
" <td>Brunei</td>\n",
" <td>4.535300</td>\n",
" <td>114.727700</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>135</td>\n",
" <td>135</td>\n",
" <td>135</td>\n",
" <td>136</td>\n",
" <td>136</td>\n",
" <td>136</td>\n",
" <td>136</td>\n",
" <td>136</td>\n",
" <td>136</td>\n",
" <td>136</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>234</th>\n",
" <td>NaN</td>\n",
" <td>Mozambique</td>\n",
" <td>-18.665695</td>\n",
" <td>35.529562</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>17</td>\n",
" <td>17</td>\n",
" <td>20</td>\n",
" <td>20</td>\n",
" <td>21</td>\n",
" <td>21</td>\n",
" <td>28</td>\n",
" <td>29</td>\n",
" <td>31</td>\n",
" </tr>\n",
" <tr>\n",
" <th>235</th>\n",
" <td>NaN</td>\n",
" <td>Syria</td>\n",
" <td>34.802075</td>\n",
" <td>38.996815</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>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" <td>25</td>\n",
" <td>29</td>\n",
" <td>33</td>\n",
" <td>33</td>\n",
" </tr>\n",
" <tr>\n",
" <th>236</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>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>8</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>237</th>\n",
" <td>NaN</td>\n",
" <td>Belize</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>7</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>13</td>\n",
" <td>14</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" <td>18</td>\n",
" </tr>\n",
" <tr>\n",
" <th>238</th>\n",
" <td>Recovered</td>\n",
" <td>Canada</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" </tr>\n",
" <tr>\n",
" <th>239</th>\n",
" <td>NaN</td>\n",
" <td>Laos</td>\n",
" <td>19.856270</td>\n",
" <td>102.495496</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>14</td>\n",
" <td>15</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" <td>18</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" <td>19</td>\n",
" </tr>\n",
" <tr>\n",
" <th>240</th>\n",
" <td>NaN</td>\n",
" <td>Libya</td>\n",
" <td>26.335100</td>\n",
" <td>17.228331</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>20</td>\n",
" <td>21</td>\n",
" <td>24</td>\n",
" <td>24</td>\n",
" <td>24</td>\n",
" <td>25</td>\n",
" <td>26</td>\n",
" <td>35</td>\n",
" <td>48</td>\n",
" <td>49</td>\n",
" </tr>\n",
" <tr>\n",
" <th>241</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>261</td>\n",
" <td>263</td>\n",
" <td>263</td>\n",
" <td>267</td>\n",
" <td>268</td>\n",
" <td>290</td>\n",
" <td>308</td>\n",
" <td>308</td>\n",
" <td>374</td>\n",
" <td>374</td>\n",
" </tr>\n",
" <tr>\n",
" <th>242</th>\n",
" <td>NaN</td>\n",
" <td>Guinea-Bissau</td>\n",
" <td>11.803700</td>\n",
" <td>-15.180400</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>36</td>\n",
" <td>36</td>\n",
" <td>38</td>\n",
" <td>38</td>\n",
" <td>38</td>\n",
" <td>38</td>\n",
" <td>43</td>\n",
" <td>43</td>\n",
" </tr>\n",
" <tr>\n",
" <th>243</th>\n",
" <td>NaN</td>\n",
" <td>Mali</td>\n",
" <td>17.570692</td>\n",
" <td>-3.996166</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>56</td>\n",
" <td>59</td>\n",
" <td>74</td>\n",
" <td>87</td>\n",
" <td>87</td>\n",
" <td>105</td>\n",
" <td>123</td>\n",
" <td>144</td>\n",
" <td>148</td>\n",
" <td>171</td>\n",
" </tr>\n",
" <tr>\n",
" <th>244</th>\n",
" <td>NaN</td>\n",
" <td>Saint Kitts and Nevis</td>\n",
" <td>17.357822</td>\n",
" <td>-62.782998</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>12</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" <td>14</td>\n",
" </tr>\n",
" <tr>\n",
" <th>245</th>\n",
" <td>Northwest Territories</td>\n",
" <td>Canada</td>\n",
" <td>64.825500</td>\n",
" <td>-124.845700</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>...</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>246</th>\n",
" <td>Yukon</td>\n",
" <td>Canada</td>\n",
" <td>64.282300</td>\n",
" <td>-135.000000</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>7</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" </tr>\n",
" <tr>\n",
" <th>247</th>\n",
" <td>NaN</td>\n",
" <td>Kosovo</td>\n",
" <td>42.602636</td>\n",
" <td>20.902977</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>170</td>\n",
" <td>184</td>\n",
" <td>184</td>\n",
" <td>250</td>\n",
" <td>283</td>\n",
" <td>283</td>\n",
" <td>283</td>\n",
" <td>387</td>\n",
" <td>387</td>\n",
" <td>449</td>\n",
" </tr>\n",
" <tr>\n",
" <th>248</th>\n",
" <td>NaN</td>\n",
" <td>Burma</td>\n",
" <td>21.916200</td>\n",
" <td>95.956000</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>22</td>\n",
" <td>22</td>\n",
" <td>23</td>\n",
" <td>27</td>\n",
" <td>38</td>\n",
" <td>41</td>\n",
" <td>62</td>\n",
" <td>63</td>\n",
" <td>74</td>\n",
" <td>85</td>\n",
" </tr>\n",
" <tr>\n",
" <th>249</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>250</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>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>251</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>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>252</th>\n",
" <td>NaN</td>\n",
" <td>MS Zaandam</td>\n",
" <td>0.000000</td>\n",
" <td>0.000000</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>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" </tr>\n",
" <tr>\n",
" <th>253</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>6</td>\n",
" <td>6</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>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>254</th>\n",
" <td>NaN</td>\n",
" <td>Burundi</td>\n",
" <td>-3.373100</td>\n",
" <td>29.918900</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>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" </tr>\n",
" <tr>\n",
" <th>255</th>\n",
" <td>NaN</td>\n",
" <td>Sierra Leone</td>\n",
" <td>8.460555</td>\n",
" <td>-11.779889</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>6</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>10</td>\n",
" <td>11</td>\n",
" <td>13</td>\n",
" <td>15</td>\n",
" </tr>\n",
" <tr>\n",
" <th>256</th>\n",
" <td>Bonaire, Sint Eustatius and Saba</td>\n",
" <td>Netherlands</td>\n",
" <td>12.178400</td>\n",
" <td>-68.238500</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>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</td>\n",
" <td>2</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>257</th>\n",
" <td>NaN</td>\n",
" <td>Malawi</td>\n",
" <td>-13.254308</td>\n",
" <td>34.301525</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>8</td>\n",
" <td>8</td>\n",
" <td>8</td>\n",
" <td>9</td>\n",
" <td>12</td>\n",
" <td>13</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" <td>16</td>\n",
" </tr>\n",
" <tr>\n",
" <th>258</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>2</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>5</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" <td>11</td>\n",
" </tr>\n",
" <tr>\n",
" <th>259</th>\n",
" <td>Saint Pierre and Miquelon</td>\n",
" <td>France</td>\n",
" <td>46.885200</td>\n",
" <td>-56.315900</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>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" <tr>\n",
" <th>260</th>\n",
" <td>NaN</td>\n",
" <td>South Sudan</td>\n",
" <td>6.877000</td>\n",
" <td>31.307000</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>2</td>\n",
" <td>2</td>\n",
" <td>3</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" </tr>\n",
" <tr>\n",
" <th>261</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>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" </tr>\n",
" <tr>\n",
" <th>262</th>\n",
" <td>NaN</td>\n",
" <td>Sao Tome and Principe</td>\n",
" <td>0.186360</td>\n",
" <td>6.613081</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>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>4</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>0</td>\n",
" <td>0</td>\n",
" <td>0</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" <td>1</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>264 rows × 90 columns</p>\n",
"</div>"
],
"text/plain": [
" Province/State Country/Region Lat \\\n",
"0 NaN Afghanistan 33.000000 \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 -28.016700 \n",
"12 South Australia Australia -34.928500 \n",
"13 Tasmania Australia -41.454500 \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 25.034300 \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 Benin 9.307700 \n",
"25 NaN Bhutan 27.514200 \n",
"26 NaN Bolivia -16.290200 \n",
"27 NaN Bosnia and Herzegovina 43.915900 \n",
"28 NaN Brazil -14.235000 \n",
"29 NaN Brunei 4.535300 \n",
".. ... ... ... \n",
"234 NaN Mozambique -18.665695 \n",
"235 NaN Syria 34.802075 \n",
"236 NaN Timor-Leste -8.874217 \n",
"237 NaN Belize 13.193900 \n",
"238 Recovered Canada 0.000000 \n",
"239 NaN Laos 19.856270 \n",
"240 NaN Libya 26.335100 \n",
"241 NaN West Bank and Gaza 31.952200 \n",
"242 NaN Guinea-Bissau 11.803700 \n",
"243 NaN Mali 17.570692 \n",
"244 NaN Saint Kitts and Nevis 17.357822 \n",
"245 Northwest Territories Canada 64.825500 \n",
"246 Yukon Canada 64.282300 \n",
"247 NaN Kosovo 42.602636 \n",
"248 NaN Burma 21.916200 \n",
"249 Anguilla United Kingdom 18.220600 \n",
"250 British Virgin Islands United Kingdom 18.420700 \n",
"251 Turks and Caicos Islands United Kingdom 21.694000 \n",
"252 NaN MS Zaandam 0.000000 \n",
"253 NaN Botswana -22.328500 \n",
"254 NaN Burundi -3.373100 \n",
"255 NaN Sierra Leone 8.460555 \n",
"256 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 \n",
"257 NaN Malawi -13.254308 \n",
"258 Falkland Islands (Malvinas) United Kingdom -51.796300 \n",
"259 Saint Pierre and Miquelon France 46.885200 \n",
"260 NaN South Sudan 6.877000 \n",
"261 NaN Western Sahara 24.215500 \n",
"262 NaN Sao Tome and Principe 0.186360 \n",
"263 NaN Yemen 15.552727 \n",
"\n",
" Long 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 \\\n",
"0 65.000000 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",
"11 153.400000 0 0 0 0 0 0 \n",
"12 138.600700 0 0 0 0 0 0 \n",
"13 145.970700 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 -77.396300 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 4.000000 0 0 0 0 0 0 \n",
"24 2.315800 0 0 0 0 0 0 \n",
"25 90.433600 0 0 0 0 0 0 \n",
"26 -63.588700 0 0 0 0 0 0 \n",
"27 17.679100 0 0 0 0 0 0 \n",
"28 -51.925300 0 0 0 0 0 0 \n",
"29 114.727700 0 0 0 0 0 0 \n",
".. ... ... ... ... ... ... ... \n",
"234 35.529562 0 0 0 0 0 0 \n",
"235 38.996815 0 0 0 0 0 0 \n",
"236 125.727539 0 0 0 0 0 0 \n",
"237 -59.543200 0 0 0 0 0 0 \n",
"238 0.000000 0 0 0 0 0 0 \n",
"239 102.495496 0 0 0 0 0 0 \n",
"240 17.228331 0 0 0 0 0 0 \n",
"241 35.233200 0 0 0 0 0 0 \n",
"242 -15.180400 0 0 0 0 0 0 \n",
"243 -3.996166 0 0 0 0 0 0 \n",
"244 -62.782998 0 0 0 0 0 0 \n",
"245 -124.845700 0 0 0 0 0 0 \n",
"246 -135.000000 0 0 0 0 0 0 \n",
"247 20.902977 0 0 0 0 0 0 \n",
"248 95.956000 0 0 0 0 0 0 \n",
"249 -63.068600 0 0 0 0 0 0 \n",
"250 -64.640000 0 0 0 0 0 0 \n",
"251 -71.797900 0 0 0 0 0 0 \n",
"252 0.000000 0 0 0 0 0 0 \n",
"253 24.684900 0 0 0 0 0 0 \n",
"254 29.918900 0 0 0 0 0 0 \n",
"255 -11.779889 0 0 0 0 0 0 \n",
"256 -68.238500 0 0 0 0 0 0 \n",
"257 34.301525 0 0 0 0 0 0 \n",
"258 -59.523600 0 0 0 0 0 0 \n",
"259 -56.315900 0 0 0 0 0 0 \n",
"260 31.307000 0 0 0 0 0 0 \n",
"261 -12.885800 0 0 0 0 0 0 \n",
"262 6.613081 0 0 0 0 0 0 \n",
"263 48.516388 0 0 0 0 0 0 \n",
"\n",
" ... 4/7/20 4/8/20 4/9/20 4/10/20 4/11/20 4/12/20 4/13/20 \\\n",
"0 ... 423 444 484 521 555 607 665 \n",
"1 ... 383 400 409 416 433 446 467 \n",
"2 ... 1468 1572 1666 1761 1825 1914 1983 \n",
"3 ... 545 564 583 601 601 638 646 \n",
"4 ... 17 19 19 19 19 19 19 \n",
"5 ... 19 19 19 19 21 21 23 \n",
"6 ... 1628 1715 1795 1975 1975 2142 2208 \n",
"7 ... 853 881 921 937 967 1013 1039 \n",
"8 ... 96 99 100 103 103 103 102 \n",
"9 ... 2686 2734 2773 2822 2857 2857 2863 \n",
"10 ... 28 28 28 28 28 28 28 \n",
"11 ... 934 943 953 965 974 983 987 \n",
"12 ... 411 415 420 428 429 429 429 \n",
"13 ... 89 98 111 122 133 133 144 \n",
"14 ... 1191 1212 1228 1241 1265 1268 1281 \n",
"15 ... 460 481 495 506 514 514 517 \n",
"16 ... 12639 12942 13244 13555 13806 13945 14041 \n",
"17 ... 717 822 926 991 1058 1098 1148 \n",
"18 ... 33 40 41 42 46 46 47 \n",
"19 ... 811 823 887 925 1040 1136 1361 \n",
"20 ... 164 218 330 424 482 621 803 \n",
"21 ... 63 63 66 67 68 71 72 \n",
"22 ... 861 1066 1486 1981 2226 2578 2919 \n",
"23 ... 22194 23403 24983 26667 28018 29647 30589 \n",
"24 ... 26 26 26 35 35 35 35 \n",
"25 ... 5 5 5 5 5 5 5 \n",
"26 ... 194 210 264 268 275 300 330 \n",
"27 ... 764 804 858 901 946 1009 1037 \n",
"28 ... 14034 16170 18092 19638 20727 22192 23430 \n",
"29 ... 135 135 135 136 136 136 136 \n",
".. ... ... ... ... ... ... ... ... \n",
"234 ... 10 17 17 20 20 21 21 \n",
"235 ... 19 19 19 19 25 25 25 \n",
"236 ... 1 1 1 2 2 2 4 \n",
"237 ... 7 8 9 10 13 14 18 \n",
"238 ... 0 0 0 0 0 0 0 \n",
"239 ... 14 15 16 16 18 19 19 \n",
"240 ... 20 21 24 24 24 25 26 \n",
"241 ... 261 263 263 267 268 290 308 \n",
"242 ... 33 33 36 36 38 38 38 \n",
"243 ... 56 59 74 87 87 105 123 \n",
"244 ... 11 11 11 12 12 12 12 \n",
"245 ... 5 5 5 5 5 5 5 \n",
"246 ... 7 7 7 8 8 8 8 \n",
"247 ... 170 184 184 250 283 283 283 \n",
"248 ... 22 22 23 27 38 41 62 \n",
"249 ... 3 3 3 3 3 3 3 \n",
"250 ... 3 3 3 3 3 3 3 \n",
"251 ... 8 8 8 8 8 9 10 \n",
"252 ... 9 9 9 9 9 9 9 \n",
"253 ... 6 6 13 13 13 13 13 \n",
"254 ... 3 3 3 3 5 5 5 \n",
"255 ... 6 7 7 8 8 10 10 \n",
"256 ... 2 2 2 2 2 3 3 \n",
"257 ... 8 8 8 9 12 13 16 \n",
"258 ... 2 5 5 5 5 5 5 \n",
"259 ... 1 1 1 1 1 1 1 \n",
"260 ... 2 2 3 4 4 4 4 \n",
"261 ... 4 4 4 4 4 6 6 \n",
"262 ... 4 4 4 4 4 4 4 \n",
"263 ... 0 0 0 1 1 1 1 \n",
"\n",
" 4/14/20 4/15/20 4/16/20 \n",
"0 714 784 840 \n",
"1 475 494 518 \n",
"2 2070 2160 2268 \n",
"3 659 673 673 \n",
"4 19 19 19 \n",
"5 23 23 23 \n",
"6 2277 2443 2571 \n",
"7 1067 1111 1159 \n",
"8 103 103 103 \n",
"9 2870 2886 2897 \n",
"10 28 28 28 \n",
"11 998 999 1001 \n",
"12 433 433 433 \n",
"13 165 165 169 \n",
"14 1291 1299 1299 \n",
"15 527 527 532 \n",
"16 14226 14336 14476 \n",
"17 1197 1253 1283 \n",
"18 49 49 53 \n",
"19 1528 1671 1700 \n",
"20 1012 1231 1572 \n",
"21 72 73 75 \n",
"22 3281 3728 4204 \n",
"23 31119 33573 34809 \n",
"24 35 35 35 \n",
"25 5 5 5 \n",
"26 354 397 441 \n",
"27 1083 1110 1167 \n",
"28 25262 28320 30425 \n",
"29 136 136 136 \n",
".. ... ... ... \n",
"234 28 29 31 \n",
"235 29 33 33 \n",
"236 6 8 18 \n",
"237 18 18 18 \n",
"238 0 0 0 \n",
"239 19 19 19 \n",
"240 35 48 49 \n",
"241 308 374 374 \n",
"242 38 43 43 \n",
"243 144 148 171 \n",
"244 14 14 14 \n",
"245 5 5 5 \n",
"246 8 8 8 \n",
"247 387 387 449 \n",
"248 63 74 85 \n",
"249 3 3 3 \n",
"250 3 3 3 \n",
"251 10 10 11 \n",
"252 9 9 9 \n",
"253 13 13 15 \n",
"254 5 5 5 \n",
"255 11 13 15 \n",
"256 3 3 3 \n",
"257 16 16 16 \n",
"258 11 11 11 \n",
"259 1 1 1 \n",
"260 4 4 4 \n",
"261 6 6 6 \n",
"262 4 4 4 \n",
"263 1 1 1 \n",
"\n",
"[264 rows x 90 columns]"
]
},
"execution_count": 2,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"import pandas as pd\n",
"import numpy as np\n",
"import matplotlib.pyplot as plt\n",
"donnees=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",
"donnees"
]
},
{
"cell_type": "code",
"execution_count": 20,
"metadata": {},
"outputs": [
{
"data": {
"image/png": 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\n",
"text/plain": [
"<Figure size 432x288 with 1 Axes>"
]
},
"metadata": {
"needs_background": "light"
},
"output_type": "display_data"
}
],
"source": [
"liste_pays=[\"France\",\"Iran\",\"Germany\",\"Italy\",\"Japan\",\"Korea,South\",\"Netherlands\",\"Portugal\",\"Spain\",\"United Kingdom\",\"US\"]\n",
"donnees_pays = pd.DataFrame()\n",
"for pays in liste_pays:\n",
" donnees_pays=pd.concat([donnees_pays,donnees.loc[donnees.loc[:,\"Country/Region\"]==pays]])\n",
"donnees_pays=donnees_pays.groupby(\"Country/Region\").sum()\n",
"del donnees_pays[\"Lat\"]\n",
"del donnees_pays[\"Long\"]\n",
"donnees_pays.T.plot()\n",
"plt.savefig(\"graphique.png\")\n",
"plt.show()"
]
}
],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.4"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
module2/exo1/toy_notebook_fr.ipynb deleted 100644 → 0
View file @ f9116a8d
{
"cells": [],
"metadata": {
"kernelspec": {
"display_name": "Python 3",
"language": "python",
"name": "python3"
},
"language_info": {
"codemirror_mode": {
"name": "ipython",
"version": 3
},
"file_extension": ".py",
"mimetype": "text/x-python",
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.6.3"
}
},
"nbformat": 4,
"nbformat_minor": 2
}
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