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mooc-rr
Commit 8b56ff5d authored by 6b9fcb02f874d4fa73786fcf6e721560's avatar 6b9fcb02f874d4fa73786fcf6e721560
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Affichage des données filtrées

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module3/exo3/exercice.ipynb
View file @ 8b56ff5d
...@@ -1907,12 +1907,12 @@ ...@@ -1907,12 +1907,12 @@
"\n", "\n",
"## Seconde partie : génération montrant l'évolution de nombre de cas cumulé\n", "## Seconde partie : génération montrant l'évolution de nombre de cas cumulé\n",
"\n", "\n",
"On crée le tableau, en supprimant les pays qui ne nous intéressent pas. Pour cela, on crée un dictionnaire contenant les pays qui nous intéresse et retirer les autres :" "On crée le tableau, en supprimant les pays qui ne nous intéressent pas. Pour cela, on crée un dictionnaire contenant les pays qui nous intéresse et retirer les autres. On va aussi retirer les colonnes longitude/latitude qui ne servent à rien ici :"
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 58, "execution_count": 60,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -1938,14 +1938,14 @@ ...@@ -1938,14 +1938,14 @@
" <th></th>\n", " <th></th>\n",
" <th>Province/State</th>\n", " <th>Province/State</th>\n",
" <th>Country/Region</th>\n", " <th>Country/Region</th>\n",
" <th>Lat</th>\n",
" <th>Long</th>\n",
" <th>1/22/20</th>\n", " <th>1/22/20</th>\n",
" <th>1/23/20</th>\n", " <th>1/23/20</th>\n",
" <th>1/24/20</th>\n", " <th>1/24/20</th>\n",
" <th>1/25/20</th>\n", " <th>1/25/20</th>\n",
" <th>1/26/20</th>\n", " <th>1/26/20</th>\n",
" <th>1/27/20</th>\n", " <th>1/27/20</th>\n",
" <th>1/28/20</th>\n",
" <th>1/29/20</th>\n",
" <th>...</th>\n", " <th>...</th>\n",
" <th>4/22/20</th>\n", " <th>4/22/20</th>\n",
" <th>4/23/20</th>\n", " <th>4/23/20</th>\n",
...@@ -1964,8 +1964,8 @@ ...@@ -1964,8 +1964,8 @@
" <th>23</th>\n", " <th>23</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belgium</td>\n", " <td>Belgium</td>\n",
" <td>50.8333</td>\n", " <td>0</td>\n",
" <td>4.0000</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",
...@@ -1988,14 +1988,14 @@ ...@@ -1988,14 +1988,14 @@
" <th>49</th>\n", " <th>49</th>\n",
" <td>Anhui</td>\n", " <td>Anhui</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>31.8257</td>\n",
" <td>117.2264</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>15</td>\n", " <td>15</td>\n",
" <td>39</td>\n", " <td>39</td>\n",
" <td>60</td>\n", " <td>60</td>\n",
" <td>70</td>\n", " <td>70</td>\n",
" <td>106</td>\n",
" <td>152</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>991</td>\n", " <td>991</td>\n",
" <td>991</td>\n", " <td>991</td>\n",
...@@ -2012,14 +2012,14 @@ ...@@ -2012,14 +2012,14 @@
" <th>50</th>\n", " <th>50</th>\n",
" <td>Beijing</td>\n", " <td>Beijing</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>40.1824</td>\n",
" <td>116.4142</td>\n",
" <td>14</td>\n", " <td>14</td>\n",
" <td>22</td>\n", " <td>22</td>\n",
" <td>36</td>\n", " <td>36</td>\n",
" <td>41</td>\n", " <td>41</td>\n",
" <td>68</td>\n", " <td>68</td>\n",
" <td>80</td>\n", " <td>80</td>\n",
" <td>91</td>\n",
" <td>111</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>593</td>\n", " <td>593</td>\n",
" <td>593</td>\n", " <td>593</td>\n",
...@@ -2036,14 +2036,14 @@ ...@@ -2036,14 +2036,14 @@
" <th>51</th>\n", " <th>51</th>\n",
" <td>Chongqing</td>\n", " <td>Chongqing</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>30.0572</td>\n",
" <td>107.8740</td>\n",
" <td>6</td>\n", " <td>6</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>27</td>\n", " <td>27</td>\n",
" <td>57</td>\n", " <td>57</td>\n",
" <td>75</td>\n", " <td>75</td>\n",
" <td>110</td>\n", " <td>110</td>\n",
" <td>132</td>\n",
" <td>147</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>579</td>\n", " <td>579</td>\n",
" <td>579</td>\n", " <td>579</td>\n",
...@@ -2060,14 +2060,14 @@ ...@@ -2060,14 +2060,14 @@
" <th>52</th>\n", " <th>52</th>\n",
" <td>Fujian</td>\n", " <td>Fujian</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>26.0789</td>\n",
" <td>117.9874</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>10</td>\n", " <td>10</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
" <td>35</td>\n", " <td>35</td>\n",
" <td>59</td>\n", " <td>59</td>\n",
" <td>80</td>\n",
" <td>84</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>355</td>\n", " <td>355</td>\n",
" <td>355</td>\n", " <td>355</td>\n",
...@@ -2084,14 +2084,14 @@ ...@@ -2084,14 +2084,14 @@
" <th>53</th>\n", " <th>53</th>\n",
" <td>Gansu</td>\n", " <td>Gansu</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>37.8099</td>\n",
" <td>101.0583</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>14</td>\n", " <td>14</td>\n",
" <td>19</td>\n",
" <td>24</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>139</td>\n", " <td>139</td>\n",
" <td>139</td>\n", " <td>139</td>\n",
...@@ -2108,14 +2108,14 @@ ...@@ -2108,14 +2108,14 @@
" <th>54</th>\n", " <th>54</th>\n",
" <td>Guangdong</td>\n", " <td>Guangdong</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>23.3417</td>\n",
" <td>113.4244</td>\n",
" <td>26</td>\n", " <td>26</td>\n",
" <td>32</td>\n", " <td>32</td>\n",
" <td>53</td>\n", " <td>53</td>\n",
" <td>78</td>\n", " <td>78</td>\n",
" <td>111</td>\n", " <td>111</td>\n",
" <td>151</td>\n", " <td>151</td>\n",
" <td>207</td>\n",
" <td>277</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1582</td>\n", " <td>1582</td>\n",
" <td>1585</td>\n", " <td>1585</td>\n",
...@@ -2132,14 +2132,14 @@ ...@@ -2132,14 +2132,14 @@
" <th>55</th>\n", " <th>55</th>\n",
" <td>Guangxi</td>\n", " <td>Guangxi</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>23.8298</td>\n",
" <td>108.7881</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>23</td>\n", " <td>23</td>\n",
" <td>23</td>\n", " <td>23</td>\n",
" <td>36</td>\n", " <td>36</td>\n",
" <td>46</td>\n", " <td>46</td>\n",
" <td>51</td>\n",
" <td>58</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>254</td>\n", " <td>254</td>\n",
" <td>254</td>\n", " <td>254</td>\n",
...@@ -2156,14 +2156,14 @@ ...@@ -2156,14 +2156,14 @@
" <th>56</th>\n", " <th>56</th>\n",
" <td>Guizhou</td>\n", " <td>Guizhou</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>26.8154</td>\n",
" <td>106.8748</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>3</td>\n", " <td>3</td>\n",
" <td>3</td>\n", " <td>3</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>9</td>\n",
" <td>9</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>147</td>\n", " <td>147</td>\n",
" <td>147</td>\n", " <td>147</td>\n",
...@@ -2180,14 +2180,14 @@ ...@@ -2180,14 +2180,14 @@
" <th>57</th>\n", " <th>57</th>\n",
" <td>Hainan</td>\n", " <td>Hainan</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>19.1959</td>\n",
" <td>109.7453</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>19</td>\n", " <td>19</td>\n",
" <td>22</td>\n", " <td>22</td>\n",
" <td>33</td>\n", " <td>33</td>\n",
" <td>40</td>\n",
" <td>43</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>168</td>\n", " <td>168</td>\n",
" <td>168</td>\n", " <td>168</td>\n",
...@@ -2204,14 +2204,14 @@ ...@@ -2204,14 +2204,14 @@
" <th>58</th>\n", " <th>58</th>\n",
" <td>Hebei</td>\n", " <td>Hebei</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>39.5490</td>\n",
" <td>116.1306</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>13</td>\n", " <td>13</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
" <td>33</td>\n",
" <td>48</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>328</td>\n", " <td>328</td>\n",
" <td>328</td>\n", " <td>328</td>\n",
...@@ -2228,14 +2228,14 @@ ...@@ -2228,14 +2228,14 @@
" <th>59</th>\n", " <th>59</th>\n",
" <td>Heilongjiang</td>\n", " <td>Heilongjiang</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>47.8620</td>\n",
" <td>127.7615</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>15</td>\n", " <td>15</td>\n",
" <td>21</td>\n", " <td>21</td>\n",
" <td>33</td>\n",
" <td>38</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>921</td>\n", " <td>921</td>\n",
" <td>928</td>\n", " <td>928</td>\n",
...@@ -2252,14 +2252,14 @@ ...@@ -2252,14 +2252,14 @@
" <th>60</th>\n", " <th>60</th>\n",
" <td>Henan</td>\n", " <td>Henan</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>33.8820</td>\n",
" <td>113.6140</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>32</td>\n", " <td>32</td>\n",
" <td>83</td>\n", " <td>83</td>\n",
" <td>128</td>\n", " <td>128</td>\n",
" <td>168</td>\n",
" <td>206</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1276</td>\n", " <td>1276</td>\n",
" <td>1276</td>\n", " <td>1276</td>\n",
...@@ -2276,14 +2276,14 @@ ...@@ -2276,14 +2276,14 @@
" <th>61</th>\n", " <th>61</th>\n",
" <td>Hong Kong</td>\n", " <td>Hong Kong</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>22.3000</td>\n",
" <td>114.2000</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>8</td>\n",
" <td>10</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1033</td>\n", " <td>1033</td>\n",
" <td>1035</td>\n", " <td>1035</td>\n",
...@@ -2300,14 +2300,14 @@ ...@@ -2300,14 +2300,14 @@
" <th>62</th>\n", " <th>62</th>\n",
" <td>Hubei</td>\n", " <td>Hubei</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>30.9756</td>\n",
" <td>112.2707</td>\n",
" <td>444</td>\n", " <td>444</td>\n",
" <td>444</td>\n", " <td>444</td>\n",
" <td>549</td>\n", " <td>549</td>\n",
" <td>761</td>\n", " <td>761</td>\n",
" <td>1058</td>\n", " <td>1058</td>\n",
" <td>1423</td>\n", " <td>1423</td>\n",
" <td>3554</td>\n",
" <td>3554</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>68128</td>\n", " <td>68128</td>\n",
" <td>68128</td>\n", " <td>68128</td>\n",
...@@ -2324,14 +2324,14 @@ ...@@ -2324,14 +2324,14 @@
" <th>63</th>\n", " <th>63</th>\n",
" <td>Hunan</td>\n", " <td>Hunan</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>27.6104</td>\n",
" <td>111.7088</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>24</td>\n", " <td>24</td>\n",
" <td>43</td>\n", " <td>43</td>\n",
" <td>69</td>\n", " <td>69</td>\n",
" <td>100</td>\n", " <td>100</td>\n",
" <td>143</td>\n",
" <td>221</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>1019</td>\n", " <td>1019</td>\n",
" <td>1019</td>\n", " <td>1019</td>\n",
...@@ -2348,14 +2348,14 @@ ...@@ -2348,14 +2348,14 @@
" <th>64</th>\n", " <th>64</th>\n",
" <td>Inner Mongolia</td>\n", " <td>Inner Mongolia</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>44.0935</td>\n",
" <td>113.9448</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>7</td>\n", " <td>7</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>11</td>\n", " <td>11</td>\n",
" <td>15</td>\n",
" <td>16</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>194</td>\n", " <td>194</td>\n",
" <td>194</td>\n", " <td>194</td>\n",
...@@ -2372,14 +2372,14 @@ ...@@ -2372,14 +2372,14 @@
" <th>65</th>\n", " <th>65</th>\n",
" <td>Jiangsu</td>\n", " <td>Jiangsu</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>32.9711</td>\n",
" <td>119.4550</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
" <td>33</td>\n", " <td>33</td>\n",
" <td>47</td>\n", " <td>47</td>\n",
" <td>70</td>\n",
" <td>99</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>653</td>\n", " <td>653</td>\n",
" <td>653</td>\n", " <td>653</td>\n",
...@@ -2396,14 +2396,14 @@ ...@@ -2396,14 +2396,14 @@
" <th>66</th>\n", " <th>66</th>\n",
" <td>Jiangxi</td>\n", " <td>Jiangxi</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>27.6140</td>\n",
" <td>115.7221</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
" <td>36</td>\n", " <td>36</td>\n",
" <td>72</td>\n", " <td>72</td>\n",
" <td>109</td>\n",
" <td>109</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>937</td>\n", " <td>937</td>\n",
" <td>937</td>\n", " <td>937</td>\n",
...@@ -2420,14 +2420,14 @@ ...@@ -2420,14 +2420,14 @@
" <th>67</th>\n", " <th>67</th>\n",
" <td>Jilin</td>\n", " <td>Jilin</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>43.6661</td>\n",
" <td>126.1923</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>3</td>\n", " <td>3</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>8</td>\n",
" <td>9</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>106</td>\n", " <td>106</td>\n",
" <td>108</td>\n", " <td>108</td>\n",
...@@ -2444,14 +2444,14 @@ ...@@ -2444,14 +2444,14 @@
" <th>68</th>\n", " <th>68</th>\n",
" <td>Liaoning</td>\n", " <td>Liaoning</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>41.2956</td>\n",
" <td>122.6085</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>3</td>\n", " <td>3</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>17</td>\n", " <td>17</td>\n",
" <td>21</td>\n", " <td>21</td>\n",
" <td>27</td>\n", " <td>27</td>\n",
" <td>34</td>\n",
" <td>39</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>146</td>\n", " <td>146</td>\n",
" <td>146</td>\n", " <td>146</td>\n",
...@@ -2468,14 +2468,14 @@ ...@@ -2468,14 +2468,14 @@
" <th>69</th>\n", " <th>69</th>\n",
" <td>Macau</td>\n", " <td>Macau</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>22.1667</td>\n",
" <td>113.5500</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>6</td>\n", " <td>6</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>45</td>\n", " <td>45</td>\n",
" <td>45</td>\n", " <td>45</td>\n",
...@@ -2492,14 +2492,14 @@ ...@@ -2492,14 +2492,14 @@
" <th>70</th>\n", " <th>70</th>\n",
" <td>Ningxia</td>\n", " <td>Ningxia</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>37.2692</td>\n",
" <td>106.1655</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>3</td>\n", " <td>3</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>11</td>\n",
" <td>12</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>75</td>\n", " <td>75</td>\n",
" <td>75</td>\n", " <td>75</td>\n",
...@@ -2516,14 +2516,14 @@ ...@@ -2516,14 +2516,14 @@
" <th>71</th>\n", " <th>71</th>\n",
" <td>Qinghai</td>\n", " <td>Qinghai</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>35.7452</td>\n",
" <td>95.9956</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>1</td>\n", " <td>1</td>\n",
" <td>1</td>\n", " <td>1</td>\n",
" <td>6</td>\n", " <td>6</td>\n",
" <td>6</td>\n",
" <td>6</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
" <td>18</td>\n", " <td>18</td>\n",
...@@ -2540,14 +2540,14 @@ ...@@ -2540,14 +2540,14 @@
" <th>72</th>\n", " <th>72</th>\n",
" <td>Shaanxi</td>\n", " <td>Shaanxi</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>35.1917</td>\n",
" <td>108.8701</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>3</td>\n", " <td>3</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>15</td>\n", " <td>15</td>\n",
" <td>22</td>\n", " <td>22</td>\n",
" <td>35</td>\n", " <td>35</td>\n",
" <td>46</td>\n",
" <td>56</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>279</td>\n", " <td>279</td>\n",
" <td>279</td>\n", " <td>279</td>\n",
...@@ -2564,14 +2564,14 @@ ...@@ -2564,14 +2564,14 @@
" <th>73</th>\n", " <th>73</th>\n",
" <td>Shandong</td>\n", " <td>Shandong</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>36.3427</td>\n",
" <td>118.1498</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>6</td>\n", " <td>6</td>\n",
" <td>15</td>\n", " <td>15</td>\n",
" <td>27</td>\n", " <td>27</td>\n",
" <td>46</td>\n", " <td>46</td>\n",
" <td>75</td>\n", " <td>75</td>\n",
" <td>95</td>\n",
" <td>130</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>787</td>\n", " <td>787</td>\n",
" <td>787</td>\n", " <td>787</td>\n",
...@@ -2588,14 +2588,14 @@ ...@@ -2588,14 +2588,14 @@
" <th>74</th>\n", " <th>74</th>\n",
" <td>Shanghai</td>\n", " <td>Shanghai</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>31.2020</td>\n",
" <td>121.4491</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>16</td>\n", " <td>16</td>\n",
" <td>20</td>\n", " <td>20</td>\n",
" <td>33</td>\n", " <td>33</td>\n",
" <td>40</td>\n", " <td>40</td>\n",
" <td>53</td>\n", " <td>53</td>\n",
" <td>66</td>\n",
" <td>96</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>639</td>\n", " <td>639</td>\n",
" <td>641</td>\n", " <td>641</td>\n",
...@@ -2612,14 +2612,14 @@ ...@@ -2612,14 +2612,14 @@
" <th>75</th>\n", " <th>75</th>\n",
" <td>Shanxi</td>\n", " <td>Shanxi</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>37.5777</td>\n",
" <td>112.2922</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>6</td>\n", " <td>6</td>\n",
" <td>9</td>\n", " <td>9</td>\n",
" <td>13</td>\n", " <td>13</td>\n",
" <td>27</td>\n",
" <td>27</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>197</td>\n", " <td>197</td>\n",
" <td>197</td>\n", " <td>197</td>\n",
...@@ -2636,14 +2636,14 @@ ...@@ -2636,14 +2636,14 @@
" <th>76</th>\n", " <th>76</th>\n",
" <td>Sichuan</td>\n", " <td>Sichuan</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>30.6171</td>\n",
" <td>102.7103</td>\n",
" <td>5</td>\n", " <td>5</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>15</td>\n", " <td>15</td>\n",
" <td>28</td>\n", " <td>28</td>\n",
" <td>44</td>\n", " <td>44</td>\n",
" <td>69</td>\n", " <td>69</td>\n",
" <td>90</td>\n",
" <td>108</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>561</td>\n", " <td>561</td>\n",
" <td>561</td>\n", " <td>561</td>\n",
...@@ -2660,14 +2660,14 @@ ...@@ -2660,14 +2660,14 @@
" <th>77</th>\n", " <th>77</th>\n",
" <td>Tianjin</td>\n", " <td>Tianjin</td>\n",
" <td>China</td>\n", " <td>China</td>\n",
" <td>39.3054</td>\n",
" <td>117.3230</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>8</td>\n", " <td>8</td>\n",
" <td>10</td>\n", " <td>10</td>\n",
" <td>14</td>\n", " <td>14</td>\n",
" <td>23</td>\n", " <td>23</td>\n",
" <td>24</td>\n",
" <td>27</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>189</td>\n", " <td>189</td>\n",
" <td>189</td>\n", " <td>189</td>\n",
...@@ -2708,8 +2708,8 @@ ...@@ -2708,8 +2708,8 @@
" <th>111</th>\n", " <th>111</th>\n",
" <td>New Caledonia</td>\n", " <td>New Caledonia</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>-20.9043</td>\n", " <td>0</td>\n",
" <td>165.6180</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",
...@@ -2732,8 +2732,8 @@ ...@@ -2732,8 +2732,8 @@
" <th>112</th>\n", " <th>112</th>\n",
" <td>Reunion</td>\n", " <td>Reunion</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>-21.1351</td>\n", " <td>0</td>\n",
" <td>55.2471</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",
...@@ -2756,8 +2756,8 @@ ...@@ -2756,8 +2756,8 @@
" <th>113</th>\n", " <th>113</th>\n",
" <td>Saint Barthelemy</td>\n", " <td>Saint Barthelemy</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>17.9000</td>\n", " <td>0</td>\n",
" <td>-62.8333</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",
...@@ -2780,8 +2780,8 @@ ...@@ -2780,8 +2780,8 @@
" <th>114</th>\n", " <th>114</th>\n",
" <td>St Martin</td>\n", " <td>St Martin</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>18.0708</td>\n", " <td>0</td>\n",
" <td>-63.0501</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",
...@@ -2804,8 +2804,8 @@ ...@@ -2804,8 +2804,8 @@
" <th>115</th>\n", " <th>115</th>\n",
" <td>Martinique</td>\n", " <td>Martinique</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>14.6415</td>\n", " <td>0</td>\n",
" <td>-61.0242</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",
...@@ -2828,14 +2828,14 @@ ...@@ -2828,14 +2828,14 @@
" <th>116</th>\n", " <th>116</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>46.2276</td>\n",
" <td>2.2137</td>\n",
" <td>0</td>\n", " <td>0</td>\n",
" <td>0</td>\n", " <td>0</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", " <td>3</td>\n",
" <td>4</td>\n",
" <td>5</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>154715</td>\n", " <td>154715</td>\n",
" <td>157026</td>\n", " <td>157026</td>\n",
...@@ -2852,14 +2852,14 @@ ...@@ -2852,14 +2852,14 @@
" <th>120</th>\n", " <th>120</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Germany</td>\n", " <td>Germany</td>\n",
" <td>51.0000</td>\n",
" <td>9.0000</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",
" <td>1</td>\n", " <td>1</td>\n",
" <td>4</td>\n",
" <td>4</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>150648</td>\n", " <td>150648</td>\n",
" <td>153129</td>\n", " <td>153129</td>\n",
...@@ -2876,8 +2876,8 @@ ...@@ -2876,8 +2876,8 @@
" <th>133</th>\n", " <th>133</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Iran</td>\n", " <td>Iran</td>\n",
" <td>32.0000</td>\n", " <td>0</td>\n",
" <td>53.0000</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",
...@@ -2900,8 +2900,8 @@ ...@@ -2900,8 +2900,8 @@
" <th>137</th>\n", " <th>137</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Italy</td>\n", " <td>Italy</td>\n",
" <td>43.0000</td>\n", " <td>0</td>\n",
" <td>12.0000</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",
...@@ -2924,14 +2924,14 @@ ...@@ -2924,14 +2924,14 @@
" <th>139</th>\n", " <th>139</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Japan</td>\n", " <td>Japan</td>\n",
" <td>36.0000</td>\n",
" <td>138.0000</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>2</td>\n", " <td>2</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>4</td>\n", " <td>4</td>\n",
" <td>7</td>\n",
" <td>7</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>11512</td>\n", " <td>11512</td>\n",
" <td>12368</td>\n", " <td>12368</td>\n",
...@@ -2948,8 +2948,8 @@ ...@@ -2948,8 +2948,8 @@
" <th>166</th>\n", " <th>166</th>\n",
" <td>Aruba</td>\n", " <td>Aruba</td>\n",
" <td>Netherlands</td>\n", " <td>Netherlands</td>\n",
" <td>12.5186</td>\n", " <td>0</td>\n",
" <td>-70.0358</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",
...@@ -2972,8 +2972,8 @@ ...@@ -2972,8 +2972,8 @@
" <th>167</th>\n", " <th>167</th>\n",
" <td>Curacao</td>\n", " <td>Curacao</td>\n",
" <td>Netherlands</td>\n", " <td>Netherlands</td>\n",
" <td>12.1696</td>\n", " <td>0</td>\n",
" <td>-68.9900</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",
...@@ -2996,8 +2996,8 @@ ...@@ -2996,8 +2996,8 @@
" <th>168</th>\n", " <th>168</th>\n",
" <td>Sint Maarten</td>\n", " <td>Sint Maarten</td>\n",
" <td>Netherlands</td>\n", " <td>Netherlands</td>\n",
" <td>18.0425</td>\n", " <td>0</td>\n",
" <td>-63.0548</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",
...@@ -3020,8 +3020,8 @@ ...@@ -3020,8 +3020,8 @@
" <th>169</th>\n", " <th>169</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Netherlands</td>\n", " <td>Netherlands</td>\n",
" <td>52.1326</td>\n", " <td>0</td>\n",
" <td>5.2913</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",
...@@ -3044,8 +3044,8 @@ ...@@ -3044,8 +3044,8 @@
" <th>184</th>\n", " <th>184</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Portugal</td>\n", " <td>Portugal</td>\n",
" <td>39.3999</td>\n", " <td>0</td>\n",
" <td>-8.2245</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",
...@@ -3068,8 +3068,8 @@ ...@@ -3068,8 +3068,8 @@
" <th>201</th>\n", " <th>201</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Spain</td>\n", " <td>Spain</td>\n",
" <td>40.0000</td>\n", " <td>0</td>\n",
" <td>-4.0000</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",
...@@ -3092,8 +3092,8 @@ ...@@ -3092,8 +3092,8 @@
" <th>217</th>\n", " <th>217</th>\n",
" <td>Bermuda</td>\n", " <td>Bermuda</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>32.3078</td>\n", " <td>0</td>\n",
" <td>-64.7505</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",
...@@ -3116,8 +3116,8 @@ ...@@ -3116,8 +3116,8 @@
" <th>218</th>\n", " <th>218</th>\n",
" <td>Cayman Islands</td>\n", " <td>Cayman Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>19.3133</td>\n", " <td>0</td>\n",
" <td>-81.2546</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",
...@@ -3140,8 +3140,8 @@ ...@@ -3140,8 +3140,8 @@
" <th>219</th>\n", " <th>219</th>\n",
" <td>Channel Islands</td>\n", " <td>Channel Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>49.3723</td>\n", " <td>0</td>\n",
" <td>-2.3644</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",
...@@ -3164,8 +3164,8 @@ ...@@ -3164,8 +3164,8 @@
" <th>220</th>\n", " <th>220</th>\n",
" <td>Gibraltar</td>\n", " <td>Gibraltar</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>36.1408</td>\n", " <td>0</td>\n",
" <td>-5.3536</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",
...@@ -3188,8 +3188,8 @@ ...@@ -3188,8 +3188,8 @@
" <th>221</th>\n", " <th>221</th>\n",
" <td>Isle of Man</td>\n", " <td>Isle of Man</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>54.2361</td>\n", " <td>0</td>\n",
" <td>-4.5481</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",
...@@ -3212,8 +3212,8 @@ ...@@ -3212,8 +3212,8 @@
" <th>222</th>\n", " <th>222</th>\n",
" <td>Montserrat</td>\n", " <td>Montserrat</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>16.7425</td>\n", " <td>0</td>\n",
" <td>-62.1874</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",
...@@ -3236,8 +3236,8 @@ ...@@ -3236,8 +3236,8 @@
" <th>223</th>\n", " <th>223</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>55.3781</td>\n", " <td>0</td>\n",
" <td>-3.4360</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",
...@@ -3260,14 +3260,14 @@ ...@@ -3260,14 +3260,14 @@
" <th>225</th>\n", " <th>225</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>US</td>\n", " <td>US</td>\n",
" <td>37.0902</td>\n",
" <td>-95.7129</td>\n",
" <td>1</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>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>...</td>\n", " <td>...</td>\n",
" <td>840351</td>\n", " <td>840351</td>\n",
" <td>869170</td>\n", " <td>869170</td>\n",
...@@ -3284,8 +3284,8 @@ ...@@ -3284,8 +3284,8 @@
" <th>249</th>\n", " <th>249</th>\n",
" <td>Anguilla</td>\n", " <td>Anguilla</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>18.2206</td>\n", " <td>0</td>\n",
" <td>-63.0686</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",
...@@ -3308,8 +3308,8 @@ ...@@ -3308,8 +3308,8 @@
" <th>250</th>\n", " <th>250</th>\n",
" <td>British Virgin Islands</td>\n", " <td>British Virgin Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>18.4207</td>\n", " <td>0</td>\n",
" <td>-64.6400</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",
...@@ -3332,8 +3332,8 @@ ...@@ -3332,8 +3332,8 @@
" <th>251</th>\n", " <th>251</th>\n",
" <td>Turks and Caicos Islands</td>\n", " <td>Turks and Caicos Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>21.6940</td>\n", " <td>0</td>\n",
" <td>-71.7979</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",
...@@ -3356,8 +3356,8 @@ ...@@ -3356,8 +3356,8 @@
" <th>256</th>\n", " <th>256</th>\n",
" <td>Bonaire, Sint Eustatius and Saba</td>\n", " <td>Bonaire, Sint Eustatius and Saba</td>\n",
" <td>Netherlands</td>\n", " <td>Netherlands</td>\n",
" <td>12.1784</td>\n", " <td>0</td>\n",
" <td>-68.2385</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",
...@@ -3380,8 +3380,8 @@ ...@@ -3380,8 +3380,8 @@
" <th>258</th>\n", " <th>258</th>\n",
" <td>Falkland Islands (Malvinas)</td>\n", " <td>Falkland Islands (Malvinas)</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>-51.7963</td>\n", " <td>0</td>\n",
" <td>-59.5236</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",
...@@ -3404,8 +3404,8 @@ ...@@ -3404,8 +3404,8 @@
" <th>259</th>\n", " <th>259</th>\n",
" <td>Saint Pierre and Miquelon</td>\n", " <td>Saint Pierre and Miquelon</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" <td>46.8852</td>\n", " <td>0</td>\n",
" <td>-56.3159</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",
...@@ -3426,115 +3426,115 @@ ...@@ -3426,115 +3426,115 @@
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
"</table>\n", "</table>\n",
"<p>68 rows × 105 columns</p>\n", "<p>68 rows × 103 columns</p>\n",
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" Province/State Country/Region Lat Long \\\n", " Province/State Country/Region 1/22/20 1/23/20 \\\n",
"23 NaN Belgium 50.8333 4.0000 \n", "23 NaN Belgium 0 0 \n",
"49 Anhui China 31.8257 117.2264 \n", "49 Anhui China 1 9 \n",
"50 Beijing China 40.1824 116.4142 \n", "50 Beijing China 14 22 \n",
"51 Chongqing China 30.0572 107.8740 \n", "51 Chongqing China 6 9 \n",
"52 Fujian China 26.0789 117.9874 \n", "52 Fujian China 1 5 \n",
"53 Gansu China 37.8099 101.0583 \n", "53 Gansu China 0 2 \n",
"54 Guangdong China 23.3417 113.4244 \n", "54 Guangdong China 26 32 \n",
"55 Guangxi China 23.8298 108.7881 \n", "55 Guangxi China 2 5 \n",
"56 Guizhou China 26.8154 106.8748 \n", "56 Guizhou China 1 3 \n",
"57 Hainan China 19.1959 109.7453 \n", "57 Hainan China 4 5 \n",
"58 Hebei China 39.5490 116.1306 \n", "58 Hebei China 1 1 \n",
"59 Heilongjiang China 47.8620 127.7615 \n", "59 Heilongjiang China 0 2 \n",
"60 Henan China 33.8820 113.6140 \n", "60 Henan China 5 5 \n",
"61 Hong Kong China 22.3000 114.2000 \n", "61 Hong Kong China 0 2 \n",
"62 Hubei China 30.9756 112.2707 \n", "62 Hubei China 444 444 \n",
"63 Hunan China 27.6104 111.7088 \n", "63 Hunan China 4 9 \n",
"64 Inner Mongolia China 44.0935 113.9448 \n", "64 Inner Mongolia China 0 0 \n",
"65 Jiangsu China 32.9711 119.4550 \n", "65 Jiangsu China 1 5 \n",
"66 Jiangxi China 27.6140 115.7221 \n", "66 Jiangxi China 2 7 \n",
"67 Jilin China 43.6661 126.1923 \n", "67 Jilin China 0 1 \n",
"68 Liaoning China 41.2956 122.6085 \n", "68 Liaoning China 2 3 \n",
"69 Macau China 22.1667 113.5500 \n", "69 Macau China 1 2 \n",
"70 Ningxia China 37.2692 106.1655 \n", "70 Ningxia China 1 1 \n",
"71 Qinghai China 35.7452 95.9956 \n", "71 Qinghai China 0 0 \n",
"72 Shaanxi China 35.1917 108.8701 \n", "72 Shaanxi China 0 3 \n",
"73 Shandong China 36.3427 118.1498 \n", "73 Shandong China 2 6 \n",
"74 Shanghai China 31.2020 121.4491 \n", "74 Shanghai China 9 16 \n",
"75 Shanxi China 37.5777 112.2922 \n", "75 Shanxi China 1 1 \n",
"76 Sichuan China 30.6171 102.7103 \n", "76 Sichuan China 5 8 \n",
"77 Tianjin China 39.3054 117.3230 \n", "77 Tianjin China 4 4 \n",
".. ... ... ... ... \n", ".. ... ... ... ... \n",
"111 New Caledonia France -20.9043 165.6180 \n", "111 New Caledonia France 0 0 \n",
"112 Reunion France -21.1351 55.2471 \n", "112 Reunion France 0 0 \n",
"113 Saint Barthelemy France 17.9000 -62.8333 \n", "113 Saint Barthelemy France 0 0 \n",
"114 St Martin France 18.0708 -63.0501 \n", "114 St Martin France 0 0 \n",
"115 Martinique France 14.6415 -61.0242 \n", "115 Martinique France 0 0 \n",
"116 NaN France 46.2276 2.2137 \n", "116 NaN France 0 0 \n",
"120 NaN Germany 51.0000 9.0000 \n", "120 NaN Germany 0 0 \n",
"133 NaN Iran 32.0000 53.0000 \n", "133 NaN Iran 0 0 \n",
"137 NaN Italy 43.0000 12.0000 \n", "137 NaN Italy 0 0 \n",
"139 NaN Japan 36.0000 138.0000 \n", "139 NaN Japan 2 2 \n",
"166 Aruba Netherlands 12.5186 -70.0358 \n", "166 Aruba Netherlands 0 0 \n",
"167 Curacao Netherlands 12.1696 -68.9900 \n", "167 Curacao Netherlands 0 0 \n",
"168 Sint Maarten Netherlands 18.0425 -63.0548 \n", "168 Sint Maarten Netherlands 0 0 \n",
"169 NaN Netherlands 52.1326 5.2913 \n", "169 NaN Netherlands 0 0 \n",
"184 NaN Portugal 39.3999 -8.2245 \n", "184 NaN Portugal 0 0 \n",
"201 NaN Spain 40.0000 -4.0000 \n", "201 NaN Spain 0 0 \n",
"217 Bermuda United Kingdom 32.3078 -64.7505 \n", "217 Bermuda United Kingdom 0 0 \n",
"218 Cayman Islands United Kingdom 19.3133 -81.2546 \n", "218 Cayman Islands United Kingdom 0 0 \n",
"219 Channel Islands United Kingdom 49.3723 -2.3644 \n", "219 Channel Islands United Kingdom 0 0 \n",
"220 Gibraltar United Kingdom 36.1408 -5.3536 \n", "220 Gibraltar United Kingdom 0 0 \n",
"221 Isle of Man United Kingdom 54.2361 -4.5481 \n", "221 Isle of Man United Kingdom 0 0 \n",
"222 Montserrat United Kingdom 16.7425 -62.1874 \n", "222 Montserrat United Kingdom 0 0 \n",
"223 NaN United Kingdom 55.3781 -3.4360 \n", "223 NaN United Kingdom 0 0 \n",
"225 NaN US 37.0902 -95.7129 \n", "225 NaN US 1 1 \n",
"249 Anguilla United Kingdom 18.2206 -63.0686 \n", "249 Anguilla United Kingdom 0 0 \n",
"250 British Virgin Islands United Kingdom 18.4207 -64.6400 \n", "250 British Virgin Islands United Kingdom 0 0 \n",
"251 Turks and Caicos Islands United Kingdom 21.6940 -71.7979 \n", "251 Turks and Caicos Islands United Kingdom 0 0 \n",
"256 Bonaire, Sint Eustatius and Saba Netherlands 12.1784 -68.2385 \n", "256 Bonaire, Sint Eustatius and Saba Netherlands 0 0 \n",
"258 Falkland Islands (Malvinas) United Kingdom -51.7963 -59.5236 \n", "258 Falkland Islands (Malvinas) United Kingdom 0 0 \n",
"259 Saint Pierre and Miquelon France 46.8852 -56.3159 \n", "259 Saint Pierre and Miquelon France 0 0 \n",
"\n", "\n",
" 1/22/20 1/23/20 1/24/20 1/25/20 1/26/20 1/27/20 ... 4/22/20 \\\n", " 1/24/20 1/25/20 1/26/20 1/27/20 1/28/20 1/29/20 ... 4/22/20 \\\n",
"23 0 0 0 0 0 0 ... 41889 \n", "23 0 0 0 0 0 0 ... 41889 \n",
"49 1 9 15 39 60 70 ... 991 \n", "49 15 39 60 70 106 152 ... 991 \n",
"50 14 22 36 41 68 80 ... 593 \n", "50 36 41 68 80 91 111 ... 593 \n",
"51 6 9 27 57 75 110 ... 579 \n", "51 27 57 75 110 132 147 ... 579 \n",
"52 1 5 10 18 35 59 ... 355 \n", "52 10 18 35 59 80 84 ... 355 \n",
"53 0 2 2 4 7 14 ... 139 \n", "53 2 4 7 14 19 24 ... 139 \n",
"54 26 32 53 78 111 151 ... 1582 \n", "54 53 78 111 151 207 277 ... 1582 \n",
"55 2 5 23 23 36 46 ... 254 \n", "55 23 23 36 46 51 58 ... 254 \n",
"56 1 3 3 4 5 7 ... 147 \n", "56 3 4 5 7 9 9 ... 147 \n",
"57 4 5 8 19 22 33 ... 168 \n", "57 8 19 22 33 40 43 ... 168 \n",
"58 1 1 2 8 13 18 ... 328 \n", "58 2 8 13 18 33 48 ... 328 \n",
"59 0 2 4 9 15 21 ... 921 \n", "59 4 9 15 21 33 38 ... 921 \n",
"60 5 5 9 32 83 128 ... 1276 \n", "60 9 32 83 128 168 206 ... 1276 \n",
"61 0 2 2 5 8 8 ... 1033 \n", "61 2 5 8 8 8 10 ... 1033 \n",
"62 444 444 549 761 1058 1423 ... 68128 \n", "62 549 761 1058 1423 3554 3554 ... 68128 \n",
"63 4 9 24 43 69 100 ... 1019 \n", "63 24 43 69 100 143 221 ... 1019 \n",
"64 0 0 1 7 7 11 ... 194 \n", "64 1 7 7 11 15 16 ... 194 \n",
"65 1 5 9 18 33 47 ... 653 \n", "65 9 18 33 47 70 99 ... 653 \n",
"66 2 7 18 18 36 72 ... 937 \n", "66 18 18 36 72 109 109 ... 937 \n",
"67 0 1 3 4 4 6 ... 106 \n", "67 3 4 4 6 8 9 ... 106 \n",
"68 2 3 4 17 21 27 ... 146 \n", "68 4 17 21 27 34 39 ... 146 \n",
"69 1 2 2 2 5 6 ... 45 \n", "69 2 2 5 6 7 7 ... 45 \n",
"70 1 1 2 3 4 7 ... 75 \n", "70 2 3 4 7 11 12 ... 75 \n",
"71 0 0 0 1 1 6 ... 18 \n", "71 0 1 1 6 6 6 ... 18 \n",
"72 0 3 5 15 22 35 ... 279 \n", "72 5 15 22 35 46 56 ... 279 \n",
"73 2 6 15 27 46 75 ... 787 \n", "73 15 27 46 75 95 130 ... 787 \n",
"74 9 16 20 33 40 53 ... 639 \n", "74 20 33 40 53 66 96 ... 639 \n",
"75 1 1 1 6 9 13 ... 197 \n", "75 1 6 9 13 27 27 ... 197 \n",
"76 5 8 15 28 44 69 ... 561 \n", "76 15 28 44 69 90 108 ... 561 \n",
"77 4 4 8 10 14 23 ... 189 \n", "77 8 10 14 23 24 27 ... 189 \n",
".. ... ... ... ... ... ... ... ... \n", ".. ... ... ... ... ... ... ... ... \n",
"111 0 0 0 0 0 0 ... 18 \n", "111 0 0 0 0 0 0 ... 18 \n",
"112 0 0 0 0 0 0 ... 410 \n", "112 0 0 0 0 0 0 ... 410 \n",
"113 0 0 0 0 0 0 ... 6 \n", "113 0 0 0 0 0 0 ... 6 \n",
"114 0 0 0 0 0 0 ... 38 \n", "114 0 0 0 0 0 0 ... 38 \n",
"115 0 0 0 0 0 0 ... 164 \n", "115 0 0 0 0 0 0 ... 164 \n",
"116 0 0 2 3 3 3 ... 154715 \n", "116 2 3 3 3 4 5 ... 154715 \n",
"120 0 0 0 0 0 1 ... 150648 \n", "120 0 0 0 1 4 4 ... 150648 \n",
"133 0 0 0 0 0 0 ... 85996 \n", "133 0 0 0 0 0 0 ... 85996 \n",
"137 0 0 0 0 0 0 ... 187327 \n", "137 0 0 0 0 0 0 ... 187327 \n",
"139 2 2 2 2 4 4 ... 11512 \n", "139 2 2 4 4 7 7 ... 11512 \n",
"166 0 0 0 0 0 0 ... 100 \n", "166 0 0 0 0 0 0 ... 100 \n",
"167 0 0 0 0 0 0 ... 14 \n", "167 0 0 0 0 0 0 ... 14 \n",
"168 0 0 0 0 0 0 ... 71 \n", "168 0 0 0 0 0 0 ... 71 \n",
...@@ -3548,7 +3548,7 @@ ...@@ -3548,7 +3548,7 @@
"221 0 0 0 0 0 0 ... 307 \n", "221 0 0 0 0 0 0 ... 307 \n",
"222 0 0 0 0 0 0 ... 11 \n", "222 0 0 0 0 0 0 ... 11 \n",
"223 0 0 0 0 0 0 ... 133495 \n", "223 0 0 0 0 0 0 ... 133495 \n",
"225 1 1 2 2 5 5 ... 840351 \n", "225 2 2 5 5 5 5 ... 840351 \n",
"249 0 0 0 0 0 0 ... 3 \n", "249 0 0 0 0 0 0 ... 3 \n",
"250 0 0 0 0 0 0 ... 5 \n", "250 0 0 0 0 0 0 ... 5 \n",
"251 0 0 0 0 0 0 ... 11 \n", "251 0 0 0 0 0 0 ... 11 \n",
...@@ -3682,10 +3682,10 @@ ...@@ -3682,10 +3682,10 @@
"258 13 \n", "258 13 \n",
"259 1 \n", "259 1 \n",
"\n", "\n",
"[68 rows x 105 columns]" "[68 rows x 103 columns]"
] ]
}, },
"execution_count": 58, "execution_count": 60,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -3701,6 +3701,7 @@ ...@@ -3701,6 +3701,7 @@
"if len(raw_data.index) > 0:\n", "if len(raw_data.index) > 0:\n",
" new_data = raw_data[raw_data.apply(filter_countries, axis=1)]\n", " new_data = raw_data[raw_data.apply(filter_countries, axis=1)]\n",
" \n", " \n",
"new_data = new_data.drop(columns=['Lat', 'Long'])\n",
"new_data" "new_data"
] ]
}, },
...@@ -3711,6 +3712,13 @@ ...@@ -3711,6 +3712,13 @@
"On va déjà essayer d'afficher le graphe avec toutes ces données, pour voir le résultat :" "On va déjà essayer d'afficher le graphe avec toutes ces données, pour voir le résultat :"
] ]
}, },
{
"cell_type": "code",
"execution_count": null,
"metadata": {},
"outputs": [],
"source": []
},
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": null,
......
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