feat : add new dataframe only containing the data needed

parent d1e4f484
...@@ -38,36 +38,38 @@ ...@@ -38,36 +38,38 @@
"\n", "\n",
"* Graphique exemple de [South Chine Morning Post](https://www.scmp.com/coronavirus?src=homepage_covid_widget). Datant du 20 Mai 2020.\n", "* Graphique exemple de [South Chine Morning Post](https://www.scmp.com/coronavirus?src=homepage_covid_widget). Datant du 20 Mai 2020.\n",
"* Données brutes utilisées dans ce document : [time_series_covid19_confirmed_global.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", "* Données brutes utilisées dans ce document : [time_series_covid19_confirmed_global.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",
"\n" "\n",
"\n",
"On procède à un test afin de savoir si les données sont disponibles en local ou si l'ont doit utiliser l'URL."
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 1, "execution_count": 17,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"%matplotlib inline\n", "%matplotlib inline\n",
"import matplotlib.pyplot as plt\n", "import matplotlib.pyplot as plt\n",
"import pandas as pd\n", "import pandas as pd\n",
"import isoweek\n", "#import isoweek not needed here\n",
"\n", "\n",
"data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\"" "data_url = \"https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/time_series_covid19_confirmed_global.csv\""
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 11, "execution_count": 18,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
"# Local data TODO\n", "# Local data \n",
"localData = \"time_series_covid19_confirmed_global.csv\"" "localData = \"time_series_covid19_confirmed_global.csv\""
] ]
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 12, "execution_count": 19,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -98,33 +100,57 @@ ...@@ -98,33 +100,57 @@
" <thead>\n", " <thead>\n",
" <tr style=\"text-align: right;\">\n", " <tr style=\"text-align: right;\">\n",
" <th></th>\n", " <th></th>\n",
" <th>Unnamed: 0</th>\n", " <th>Province/State</th>\n",
" <th>Afghanistan</th>\n", " <th>Country/Region</th>\n",
" <th>33.0</th>\n", " <th>Lat</th>\n",
" <th>65.0</th>\n", " <th>Long</th>\n",
" <th>0</th>\n", " <th>1/22/20</th>\n",
" <th>0.1</th>\n", " <th>1/23/20</th>\n",
" <th>0.2</th>\n", " <th>1/24/20</th>\n",
" <th>0.3</th>\n", " <th>1/25/20</th>\n",
" <th>0.4</th>\n", " <th>1/26/20</th>\n",
" <th>0.5</th>\n", " <th>1/27/20</th>\n",
" <th>...</th>\n", " <th>...</th>\n",
" <th>7653</th>\n", " <th>5/19/20</th>\n",
" <th>8145</th>\n", " <th>5/20/20</th>\n",
" <th>8676</th>\n", " <th>5/21/20</th>\n",
" <th>9216</th>\n", " <th>5/22/20</th>\n",
" <th>9998</th>\n", " <th>5/23/20</th>\n",
" <th>10582</th>\n", " <th>5/24/20</th>\n",
" <th>11173</th>\n", " <th>5/25/20</th>\n",
" <th>11831</th>\n", " <th>5/26/20</th>\n",
" <th>12456</th>\n", " <th>5/27/20</th>\n",
" <th>13036</th>\n", " <th>5/28/20</th>\n",
" </tr>\n", " </tr>\n",
" </thead>\n", " </thead>\n",
" <tbody>\n", " <tbody>\n",
" <tr>\n", " <tr>\n",
" <th>0</th>\n", " <th>0</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Afghanistan</td>\n",
" <td>33.000000</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",
" <td>...</td>\n",
" <td>7653</td>\n",
" <td>8145</td>\n",
" <td>8676</td>\n",
" <td>9216</td>\n",
" <td>9998</td>\n",
" <td>10582</td>\n",
" <td>11173</td>\n",
" <td>11831</td>\n",
" <td>12456</td>\n",
" <td>13036</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>NaN</td>\n",
" <td>Albania</td>\n", " <td>Albania</td>\n",
" <td>41.153300</td>\n", " <td>41.153300</td>\n",
" <td>20.168300</td>\n", " <td>20.168300</td>\n",
...@@ -147,7 +173,7 @@ ...@@ -147,7 +173,7 @@
" <td>1076</td>\n", " <td>1076</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1</th>\n", " <th>2</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Algeria</td>\n", " <td>Algeria</td>\n",
" <td>28.033900</td>\n", " <td>28.033900</td>\n",
...@@ -171,7 +197,7 @@ ...@@ -171,7 +197,7 @@
" <td>8997</td>\n", " <td>8997</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>2</th>\n", " <th>3</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Andorra</td>\n", " <td>Andorra</td>\n",
" <td>42.506300</td>\n", " <td>42.506300</td>\n",
...@@ -195,7 +221,7 @@ ...@@ -195,7 +221,7 @@
" <td>763</td>\n", " <td>763</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>3</th>\n", " <th>4</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Angola</td>\n", " <td>Angola</td>\n",
" <td>-11.202700</td>\n", " <td>-11.202700</td>\n",
...@@ -219,7 +245,7 @@ ...@@ -219,7 +245,7 @@
" <td>74</td>\n", " <td>74</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>4</th>\n", " <th>5</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Antigua and Barbuda</td>\n", " <td>Antigua and Barbuda</td>\n",
" <td>17.060800</td>\n", " <td>17.060800</td>\n",
...@@ -243,7 +269,7 @@ ...@@ -243,7 +269,7 @@
" <td>25</td>\n", " <td>25</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>5</th>\n", " <th>6</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Argentina</td>\n", " <td>Argentina</td>\n",
" <td>-38.416100</td>\n", " <td>-38.416100</td>\n",
...@@ -267,7 +293,7 @@ ...@@ -267,7 +293,7 @@
" <td>14702</td>\n", " <td>14702</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>6</th>\n", " <th>7</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Armenia</td>\n", " <td>Armenia</td>\n",
" <td>40.069100</td>\n", " <td>40.069100</td>\n",
...@@ -291,7 +317,7 @@ ...@@ -291,7 +317,7 @@
" <td>8216</td>\n", " <td>8216</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>7</th>\n", " <th>8</th>\n",
" <td>Australian Capital Territory</td>\n", " <td>Australian Capital Territory</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-35.473500</td>\n", " <td>-35.473500</td>\n",
...@@ -315,7 +341,7 @@ ...@@ -315,7 +341,7 @@
" <td>107</td>\n", " <td>107</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>8</th>\n", " <th>9</th>\n",
" <td>New South Wales</td>\n", " <td>New South Wales</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-33.868800</td>\n", " <td>-33.868800</td>\n",
...@@ -339,7 +365,7 @@ ...@@ -339,7 +365,7 @@
" <td>3092</td>\n", " <td>3092</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>9</th>\n", " <th>10</th>\n",
" <td>Northern Territory</td>\n", " <td>Northern Territory</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-12.463400</td>\n", " <td>-12.463400</td>\n",
...@@ -363,7 +389,7 @@ ...@@ -363,7 +389,7 @@
" <td>29</td>\n", " <td>29</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10</th>\n", " <th>11</th>\n",
" <td>Queensland</td>\n", " <td>Queensland</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-28.016700</td>\n", " <td>-28.016700</td>\n",
...@@ -387,7 +413,7 @@ ...@@ -387,7 +413,7 @@
" <td>1058</td>\n", " <td>1058</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>11</th>\n", " <th>12</th>\n",
" <td>South Australia</td>\n", " <td>South Australia</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-34.928500</td>\n", " <td>-34.928500</td>\n",
...@@ -411,7 +437,7 @@ ...@@ -411,7 +437,7 @@
" <td>440</td>\n", " <td>440</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>12</th>\n", " <th>13</th>\n",
" <td>Tasmania</td>\n", " <td>Tasmania</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-41.454500</td>\n", " <td>-41.454500</td>\n",
...@@ -435,7 +461,7 @@ ...@@ -435,7 +461,7 @@
" <td>228</td>\n", " <td>228</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>13</th>\n", " <th>14</th>\n",
" <td>Victoria</td>\n", " <td>Victoria</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-37.813600</td>\n", " <td>-37.813600</td>\n",
...@@ -459,7 +485,7 @@ ...@@ -459,7 +485,7 @@
" <td>1634</td>\n", " <td>1634</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>14</th>\n", " <th>15</th>\n",
" <td>Western Australia</td>\n", " <td>Western Australia</td>\n",
" <td>Australia</td>\n", " <td>Australia</td>\n",
" <td>-31.950500</td>\n", " <td>-31.950500</td>\n",
...@@ -483,7 +509,7 @@ ...@@ -483,7 +509,7 @@
" <td>577</td>\n", " <td>577</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>15</th>\n", " <th>16</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Austria</td>\n", " <td>Austria</td>\n",
" <td>47.516200</td>\n", " <td>47.516200</td>\n",
...@@ -507,7 +533,7 @@ ...@@ -507,7 +533,7 @@
" <td>16628</td>\n", " <td>16628</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>16</th>\n", " <th>17</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Azerbaijan</td>\n", " <td>Azerbaijan</td>\n",
" <td>40.143100</td>\n", " <td>40.143100</td>\n",
...@@ -531,7 +557,7 @@ ...@@ -531,7 +557,7 @@
" <td>4759</td>\n", " <td>4759</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>17</th>\n", " <th>18</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bahamas</td>\n", " <td>Bahamas</td>\n",
" <td>25.034300</td>\n", " <td>25.034300</td>\n",
...@@ -555,7 +581,7 @@ ...@@ -555,7 +581,7 @@
" <td>101</td>\n", " <td>101</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>18</th>\n", " <th>19</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bahrain</td>\n", " <td>Bahrain</td>\n",
" <td>26.027500</td>\n", " <td>26.027500</td>\n",
...@@ -579,7 +605,7 @@ ...@@ -579,7 +605,7 @@
" <td>10052</td>\n", " <td>10052</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>19</th>\n", " <th>20</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bangladesh</td>\n", " <td>Bangladesh</td>\n",
" <td>23.685000</td>\n", " <td>23.685000</td>\n",
...@@ -603,7 +629,7 @@ ...@@ -603,7 +629,7 @@
" <td>40321</td>\n", " <td>40321</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>20</th>\n", " <th>21</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Barbados</td>\n", " <td>Barbados</td>\n",
" <td>13.193900</td>\n", " <td>13.193900</td>\n",
...@@ -627,7 +653,7 @@ ...@@ -627,7 +653,7 @@
" <td>92</td>\n", " <td>92</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>21</th>\n", " <th>22</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belarus</td>\n", " <td>Belarus</td>\n",
" <td>53.709800</td>\n", " <td>53.709800</td>\n",
...@@ -651,7 +677,7 @@ ...@@ -651,7 +677,7 @@
" <td>39858</td>\n", " <td>39858</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>22</th>\n", " <th>23</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belgium</td>\n", " <td>Belgium</td>\n",
" <td>50.833300</td>\n", " <td>50.833300</td>\n",
...@@ -675,7 +701,7 @@ ...@@ -675,7 +701,7 @@
" <td>57849</td>\n", " <td>57849</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>23</th>\n", " <th>24</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Benin</td>\n", " <td>Benin</td>\n",
" <td>9.307700</td>\n", " <td>9.307700</td>\n",
...@@ -699,7 +725,7 @@ ...@@ -699,7 +725,7 @@
" <td>210</td>\n", " <td>210</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>24</th>\n", " <th>25</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bhutan</td>\n", " <td>Bhutan</td>\n",
" <td>27.514200</td>\n", " <td>27.514200</td>\n",
...@@ -723,7 +749,7 @@ ...@@ -723,7 +749,7 @@
" <td>31</td>\n", " <td>31</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>25</th>\n", " <th>26</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bolivia</td>\n", " <td>Bolivia</td>\n",
" <td>-16.290200</td>\n", " <td>-16.290200</td>\n",
...@@ -747,7 +773,7 @@ ...@@ -747,7 +773,7 @@
" <td>8387</td>\n", " <td>8387</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>26</th>\n", " <th>27</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Bosnia and Herzegovina</td>\n", " <td>Bosnia and Herzegovina</td>\n",
" <td>43.915900</td>\n", " <td>43.915900</td>\n",
...@@ -771,7 +797,7 @@ ...@@ -771,7 +797,7 @@
" <td>2462</td>\n", " <td>2462</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>27</th>\n", " <th>28</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Brazil</td>\n", " <td>Brazil</td>\n",
" <td>-14.235000</td>\n", " <td>-14.235000</td>\n",
...@@ -795,7 +821,7 @@ ...@@ -795,7 +821,7 @@
" <td>438238</td>\n", " <td>438238</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>28</th>\n", " <th>29</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Brunei</td>\n", " <td>Brunei</td>\n",
" <td>4.535300</td>\n", " <td>4.535300</td>\n",
...@@ -819,30 +845,6 @@ ...@@ -819,30 +845,6 @@
" <td>141</td>\n", " <td>141</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>29</th>\n",
" <td>NaN</td>\n",
" <td>Bulgaria</td>\n",
" <td>42.733900</td>\n",
" <td>25.485800</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>2259</td>\n",
" <td>2292</td>\n",
" <td>2331</td>\n",
" <td>2372</td>\n",
" <td>2408</td>\n",
" <td>2427</td>\n",
" <td>2433</td>\n",
" <td>2443</td>\n",
" <td>2460</td>\n",
" <td>2477</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n", " <th>...</th>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
...@@ -867,7 +869,7 @@ ...@@ -867,7 +869,7 @@
" <td>...</td>\n", " <td>...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>235</th>\n", " <th>236</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Timor-Leste</td>\n", " <td>Timor-Leste</td>\n",
" <td>-8.874217</td>\n", " <td>-8.874217</td>\n",
...@@ -891,7 +893,7 @@ ...@@ -891,7 +893,7 @@
" <td>24</td>\n", " <td>24</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>236</th>\n", " <th>237</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Belize</td>\n", " <td>Belize</td>\n",
" <td>13.193900</td>\n", " <td>13.193900</td>\n",
...@@ -915,7 +917,7 @@ ...@@ -915,7 +917,7 @@
" <td>18</td>\n", " <td>18</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>237</th>\n", " <th>238</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Laos</td>\n", " <td>Laos</td>\n",
" <td>19.856270</td>\n", " <td>19.856270</td>\n",
...@@ -939,7 +941,7 @@ ...@@ -939,7 +941,7 @@
" <td>19</td>\n", " <td>19</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>238</th>\n", " <th>239</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Libya</td>\n", " <td>Libya</td>\n",
" <td>26.335100</td>\n", " <td>26.335100</td>\n",
...@@ -963,7 +965,7 @@ ...@@ -963,7 +965,7 @@
" <td>105</td>\n", " <td>105</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>239</th>\n", " <th>240</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>West Bank and Gaza</td>\n", " <td>West Bank and Gaza</td>\n",
" <td>31.952200</td>\n", " <td>31.952200</td>\n",
...@@ -987,7 +989,7 @@ ...@@ -987,7 +989,7 @@
" <td>446</td>\n", " <td>446</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>240</th>\n", " <th>241</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Guinea-Bissau</td>\n", " <td>Guinea-Bissau</td>\n",
" <td>11.803700</td>\n", " <td>11.803700</td>\n",
...@@ -1011,7 +1013,7 @@ ...@@ -1011,7 +1013,7 @@
" <td>1195</td>\n", " <td>1195</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>241</th>\n", " <th>242</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Mali</td>\n", " <td>Mali</td>\n",
" <td>17.570692</td>\n", " <td>17.570692</td>\n",
...@@ -1035,7 +1037,7 @@ ...@@ -1035,7 +1037,7 @@
" <td>1194</td>\n", " <td>1194</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>242</th>\n", " <th>243</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Saint Kitts and Nevis</td>\n", " <td>Saint Kitts and Nevis</td>\n",
" <td>17.357822</td>\n", " <td>17.357822</td>\n",
...@@ -1059,7 +1061,7 @@ ...@@ -1059,7 +1061,7 @@
" <td>15</td>\n", " <td>15</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>243</th>\n", " <th>244</th>\n",
" <td>Northwest Territories</td>\n", " <td>Northwest Territories</td>\n",
" <td>Canada</td>\n", " <td>Canada</td>\n",
" <td>64.825500</td>\n", " <td>64.825500</td>\n",
...@@ -1083,7 +1085,7 @@ ...@@ -1083,7 +1085,7 @@
" <td>5</td>\n", " <td>5</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>244</th>\n", " <th>245</th>\n",
" <td>Yukon</td>\n", " <td>Yukon</td>\n",
" <td>Canada</td>\n", " <td>Canada</td>\n",
" <td>64.282300</td>\n", " <td>64.282300</td>\n",
...@@ -1107,7 +1109,7 @@ ...@@ -1107,7 +1109,7 @@
" <td>11</td>\n", " <td>11</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>245</th>\n", " <th>246</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Kosovo</td>\n", " <td>Kosovo</td>\n",
" <td>42.602636</td>\n", " <td>42.602636</td>\n",
...@@ -1131,7 +1133,7 @@ ...@@ -1131,7 +1133,7 @@
" <td>1048</td>\n", " <td>1048</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>246</th>\n", " <th>247</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Burma</td>\n", " <td>Burma</td>\n",
" <td>21.916200</td>\n", " <td>21.916200</td>\n",
...@@ -1155,7 +1157,7 @@ ...@@ -1155,7 +1157,7 @@
" <td>206</td>\n", " <td>206</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>247</th>\n", " <th>248</th>\n",
" <td>Anguilla</td>\n", " <td>Anguilla</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>18.220600</td>\n", " <td>18.220600</td>\n",
...@@ -1179,7 +1181,7 @@ ...@@ -1179,7 +1181,7 @@
" <td>3</td>\n", " <td>3</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>248</th>\n", " <th>249</th>\n",
" <td>British Virgin Islands</td>\n", " <td>British Virgin Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>18.420700</td>\n", " <td>18.420700</td>\n",
...@@ -1203,7 +1205,7 @@ ...@@ -1203,7 +1205,7 @@
" <td>8</td>\n", " <td>8</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>249</th>\n", " <th>250</th>\n",
" <td>Turks and Caicos Islands</td>\n", " <td>Turks and Caicos Islands</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>21.694000</td>\n", " <td>21.694000</td>\n",
...@@ -1227,7 +1229,7 @@ ...@@ -1227,7 +1229,7 @@
" <td>12</td>\n", " <td>12</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>250</th>\n", " <th>251</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>MS Zaandam</td>\n", " <td>MS Zaandam</td>\n",
" <td>0.000000</td>\n", " <td>0.000000</td>\n",
...@@ -1251,7 +1253,7 @@ ...@@ -1251,7 +1253,7 @@
" <td>9</td>\n", " <td>9</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>251</th>\n", " <th>252</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Botswana</td>\n", " <td>Botswana</td>\n",
" <td>-22.328500</td>\n", " <td>-22.328500</td>\n",
...@@ -1275,7 +1277,7 @@ ...@@ -1275,7 +1277,7 @@
" <td>35</td>\n", " <td>35</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>252</th>\n", " <th>253</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Burundi</td>\n", " <td>Burundi</td>\n",
" <td>-3.373100</td>\n", " <td>-3.373100</td>\n",
...@@ -1299,7 +1301,7 @@ ...@@ -1299,7 +1301,7 @@
" <td>42</td>\n", " <td>42</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>253</th>\n", " <th>254</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Sierra Leone</td>\n", " <td>Sierra Leone</td>\n",
" <td>8.460555</td>\n", " <td>8.460555</td>\n",
...@@ -1323,7 +1325,7 @@ ...@@ -1323,7 +1325,7 @@
" <td>812</td>\n", " <td>812</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>254</th>\n", " <th>255</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>12.178400</td>\n", " <td>12.178400</td>\n",
...@@ -1347,7 +1349,7 @@ ...@@ -1347,7 +1349,7 @@
" <td>6</td>\n", " <td>6</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>255</th>\n", " <th>256</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Malawi</td>\n", " <td>Malawi</td>\n",
" <td>-13.254308</td>\n", " <td>-13.254308</td>\n",
...@@ -1371,7 +1373,7 @@ ...@@ -1371,7 +1373,7 @@
" <td>203</td>\n", " <td>203</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>256</th>\n", " <th>257</th>\n",
" <td>Falkland Islands (Malvinas)</td>\n", " <td>Falkland Islands (Malvinas)</td>\n",
" <td>United Kingdom</td>\n", " <td>United Kingdom</td>\n",
" <td>-51.796300</td>\n", " <td>-51.796300</td>\n",
...@@ -1395,7 +1397,7 @@ ...@@ -1395,7 +1397,7 @@
" <td>13</td>\n", " <td>13</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>257</th>\n", " <th>258</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>46.885200</td>\n", " <td>46.885200</td>\n",
...@@ -1419,7 +1421,7 @@ ...@@ -1419,7 +1421,7 @@
" <td>1</td>\n", " <td>1</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>258</th>\n", " <th>259</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>South Sudan</td>\n", " <td>South Sudan</td>\n",
" <td>6.877000</td>\n", " <td>6.877000</td>\n",
...@@ -1443,7 +1445,7 @@ ...@@ -1443,7 +1445,7 @@
" <td>994</td>\n", " <td>994</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>259</th>\n", " <th>260</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Western Sahara</td>\n", " <td>Western Sahara</td>\n",
" <td>24.215500</td>\n", " <td>24.215500</td>\n",
...@@ -1467,7 +1469,7 @@ ...@@ -1467,7 +1469,7 @@
" <td>9</td>\n", " <td>9</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>260</th>\n", " <th>261</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Sao Tome and Principe</td>\n", " <td>Sao Tome and Principe</td>\n",
" <td>0.186360</td>\n", " <td>0.186360</td>\n",
...@@ -1491,7 +1493,7 @@ ...@@ -1491,7 +1493,7 @@
" <td>458</td>\n", " <td>458</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>261</th>\n", " <th>262</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Yemen</td>\n", " <td>Yemen</td>\n",
" <td>15.552727</td>\n", " <td>15.552727</td>\n",
...@@ -1515,7 +1517,7 @@ ...@@ -1515,7 +1517,7 @@
" <td>278</td>\n", " <td>278</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>262</th>\n", " <th>263</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Comoros</td>\n", " <td>Comoros</td>\n",
" <td>-11.645500</td>\n", " <td>-11.645500</td>\n",
...@@ -1539,7 +1541,7 @@ ...@@ -1539,7 +1541,7 @@
" <td>87</td>\n", " <td>87</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>263</th>\n", " <th>264</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Tajikistan</td>\n", " <td>Tajikistan</td>\n",
" <td>38.861034</td>\n", " <td>38.861034</td>\n",
...@@ -1563,7 +1565,7 @@ ...@@ -1563,7 +1565,7 @@
" <td>3563</td>\n", " <td>3563</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>264</th>\n", " <th>265</th>\n",
" <td>NaN</td>\n", " <td>NaN</td>\n",
" <td>Lesotho</td>\n", " <td>Lesotho</td>\n",
" <td>-29.609988</td>\n", " <td>-29.609988</td>\n",
...@@ -1588,203 +1590,266 @@ ...@@ -1588,203 +1590,266 @@
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
"</table>\n", "</table>\n",
"<p>265 rows × 132 columns</p>\n", "<p>266 rows × 132 columns</p>\n",
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" Unnamed: 0 Afghanistan 33.0 \\\n", " Province/State Country/Region Lat \\\n",
"0 NaN Albania 41.153300 \n", "0 NaN Afghanistan 33.000000 \n",
"1 NaN Algeria 28.033900 \n", "1 NaN Albania 41.153300 \n",
"2 NaN Andorra 42.506300 \n", "2 NaN Algeria 28.033900 \n",
"3 NaN Angola -11.202700 \n", "3 NaN Andorra 42.506300 \n",
"4 NaN Antigua and Barbuda 17.060800 \n", "4 NaN Angola -11.202700 \n",
"5 NaN Argentina -38.416100 \n", "5 NaN Antigua and Barbuda 17.060800 \n",
"6 NaN Armenia 40.069100 \n", "6 NaN Argentina -38.416100 \n",
"7 Australian Capital Territory Australia -35.473500 \n", "7 NaN Armenia 40.069100 \n",
"8 New South Wales Australia -33.868800 \n", "8 Australian Capital Territory Australia -35.473500 \n",
"9 Northern Territory Australia -12.463400 \n", "9 New South Wales Australia -33.868800 \n",
"10 Queensland Australia -28.016700 \n", "10 Northern Territory Australia -12.463400 \n",
"11 South Australia Australia -34.928500 \n", "11 Queensland Australia -28.016700 \n",
"12 Tasmania Australia -41.454500 \n", "12 South Australia Australia -34.928500 \n",
"13 Victoria Australia -37.813600 \n", "13 Tasmania Australia -41.454500 \n",
"14 Western Australia Australia -31.950500 \n", "14 Victoria Australia -37.813600 \n",
"15 NaN Austria 47.516200 \n", "15 Western Australia Australia -31.950500 \n",
"16 NaN Azerbaijan 40.143100 \n", "16 NaN Austria 47.516200 \n",
"17 NaN Bahamas 25.034300 \n", "17 NaN Azerbaijan 40.143100 \n",
"18 NaN Bahrain 26.027500 \n", "18 NaN Bahamas 25.034300 \n",
"19 NaN Bangladesh 23.685000 \n", "19 NaN Bahrain 26.027500 \n",
"20 NaN Barbados 13.193900 \n", "20 NaN Bangladesh 23.685000 \n",
"21 NaN Belarus 53.709800 \n", "21 NaN Barbados 13.193900 \n",
"22 NaN Belgium 50.833300 \n", "22 NaN Belarus 53.709800 \n",
"23 NaN Benin 9.307700 \n", "23 NaN Belgium 50.833300 \n",
"24 NaN Bhutan 27.514200 \n", "24 NaN Benin 9.307700 \n",
"25 NaN Bolivia -16.290200 \n", "25 NaN Bhutan 27.514200 \n",
"26 NaN Bosnia and Herzegovina 43.915900 \n", "26 NaN Bolivia -16.290200 \n",
"27 NaN Brazil -14.235000 \n", "27 NaN Bosnia and Herzegovina 43.915900 \n",
"28 NaN Brunei 4.535300 \n", "28 NaN Brazil -14.235000 \n",
"29 NaN Bulgaria 42.733900 \n", "29 NaN Brunei 4.535300 \n",
".. ... ... ... \n", ".. ... ... ... \n",
"235 NaN Timor-Leste -8.874217 \n", "236 NaN Timor-Leste -8.874217 \n",
"236 NaN Belize 13.193900 \n", "237 NaN Belize 13.193900 \n",
"237 NaN Laos 19.856270 \n", "238 NaN Laos 19.856270 \n",
"238 NaN Libya 26.335100 \n", "239 NaN Libya 26.335100 \n",
"239 NaN West Bank and Gaza 31.952200 \n", "240 NaN West Bank and Gaza 31.952200 \n",
"240 NaN Guinea-Bissau 11.803700 \n", "241 NaN Guinea-Bissau 11.803700 \n",
"241 NaN Mali 17.570692 \n", "242 NaN Mali 17.570692 \n",
"242 NaN Saint Kitts and Nevis 17.357822 \n", "243 NaN Saint Kitts and Nevis 17.357822 \n",
"243 Northwest Territories Canada 64.825500 \n", "244 Northwest Territories Canada 64.825500 \n",
"244 Yukon Canada 64.282300 \n", "245 Yukon Canada 64.282300 \n",
"245 NaN Kosovo 42.602636 \n", "246 NaN Kosovo 42.602636 \n",
"246 NaN Burma 21.916200 \n", "247 NaN Burma 21.916200 \n",
"247 Anguilla United Kingdom 18.220600 \n", "248 Anguilla United Kingdom 18.220600 \n",
"248 British Virgin Islands United Kingdom 18.420700 \n", "249 British Virgin Islands United Kingdom 18.420700 \n",
"249 Turks and Caicos Islands United Kingdom 21.694000 \n", "250 Turks and Caicos Islands United Kingdom 21.694000 \n",
"250 NaN MS Zaandam 0.000000 \n", "251 NaN MS Zaandam 0.000000 \n",
"251 NaN Botswana -22.328500 \n", "252 NaN Botswana -22.328500 \n",
"252 NaN Burundi -3.373100 \n", "253 NaN Burundi -3.373100 \n",
"253 NaN Sierra Leone 8.460555 \n", "254 NaN Sierra Leone 8.460555 \n",
"254 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 \n", "255 Bonaire, Sint Eustatius and Saba Netherlands 12.178400 \n",
"255 NaN Malawi -13.254308 \n", "256 NaN Malawi -13.254308 \n",
"256 Falkland Islands (Malvinas) United Kingdom -51.796300 \n", "257 Falkland Islands (Malvinas) United Kingdom -51.796300 \n",
"257 Saint Pierre and Miquelon France 46.885200 \n", "258 Saint Pierre and Miquelon France 46.885200 \n",
"258 NaN South Sudan 6.877000 \n", "259 NaN South Sudan 6.877000 \n",
"259 NaN Western Sahara 24.215500 \n", "260 NaN Western Sahara 24.215500 \n",
"260 NaN Sao Tome and Principe 0.186360 \n", "261 NaN Sao Tome and Principe 0.186360 \n",
"261 NaN Yemen 15.552727 \n", "262 NaN Yemen 15.552727 \n",
"262 NaN Comoros -11.645500 \n", "263 NaN Comoros -11.645500 \n",
"263 NaN Tajikistan 38.861034 \n", "264 NaN Tajikistan 38.861034 \n",
"264 NaN Lesotho -29.609988 \n", "265 NaN Lesotho -29.609988 \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",
"236 125.727539 0 0 0 0 0 0 \n",
"237 -59.543200 0 0 0 0 0 0 \n",
"238 102.495496 0 0 0 0 0 0 \n",
"239 17.228331 0 0 0 0 0 0 \n",
"240 35.233200 0 0 0 0 0 0 \n",
"241 -15.180400 0 0 0 0 0 0 \n",
"242 -3.996166 0 0 0 0 0 0 \n",
"243 -62.782998 0 0 0 0 0 0 \n",
"244 -124.845700 0 0 0 0 0 0 \n",
"245 -135.000000 0 0 0 0 0 0 \n",
"246 20.902977 0 0 0 0 0 0 \n",
"247 95.956000 0 0 0 0 0 0 \n",
"248 -63.068600 0 0 0 0 0 0 \n",
"249 -64.640000 0 0 0 0 0 0 \n",
"250 -71.797900 0 0 0 0 0 0 \n",
"251 0.000000 0 0 0 0 0 0 \n",
"252 24.684900 0 0 0 0 0 0 \n",
"253 29.918900 0 0 0 0 0 0 \n",
"254 -11.779889 0 0 0 0 0 0 \n",
"255 -68.238500 0 0 0 0 0 0 \n",
"256 34.301525 0 0 0 0 0 0 \n",
"257 -59.523600 0 0 0 0 0 0 \n",
"258 -56.315900 0 0 0 0 0 0 \n",
"259 31.307000 0 0 0 0 0 0 \n",
"260 -12.885800 0 0 0 0 0 0 \n",
"261 6.613081 0 0 0 0 0 0 \n",
"262 48.516388 0 0 0 0 0 0 \n",
"263 43.333300 0 0 0 0 0 0 \n",
"264 71.276093 0 0 0 0 0 0 \n",
"265 28.233608 0 0 0 0 0 0 \n",
"\n", "\n",
" 65.0 0 0.1 0.2 0.3 0.4 0.5 ... 7653 8145 8676 \\\n", " ... 5/19/20 5/20/20 5/21/20 5/22/20 5/23/20 5/24/20 5/25/20 \\\n",
"0 20.168300 0 0 0 0 0 0 ... 949 964 969 \n", "0 ... 7653 8145 8676 9216 9998 10582 11173 \n",
"1 1.659600 0 0 0 0 0 0 ... 7377 7542 7728 \n", "1 ... 949 964 969 981 989 998 1004 \n",
"2 1.521800 0 0 0 0 0 0 ... 761 762 762 \n", "2 ... 7377 7542 7728 7918 8113 8306 8503 \n",
"3 17.873900 0 0 0 0 0 0 ... 52 52 58 \n", "3 ... 761 762 762 762 762 762 763 \n",
"4 -61.796400 0 0 0 0 0 0 ... 25 25 25 \n", "4 ... 52 52 58 60 61 69 70 \n",
"5 -63.616700 0 0 0 0 0 0 ... 8809 9283 9931 \n", "5 ... 25 25 25 25 25 25 25 \n",
"6 45.038200 0 0 0 0 0 0 ... 5041 5271 5606 \n", "6 ... 8809 9283 9931 10649 11353 12076 12628 \n",
"7 149.012400 0 0 0 0 0 0 ... 107 107 107 \n", "7 ... 5041 5271 5606 5928 6302 6661 7113 \n",
"8 151.209300 0 0 0 0 3 4 ... 3081 3082 3084 \n", "8 ... 107 107 107 107 107 107 107 \n",
"9 130.845600 0 0 0 0 0 0 ... 29 29 29 \n", "9 ... 3081 3082 3084 3086 3087 3090 3092 \n",
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"19 90.356300 0 0 0 0 0 0 ... 25121 26738 28511 \n", "19 ... 7532 7888 8174 8414 8802 9138 9171 \n",
"20 -59.543200 0 0 0 0 0 0 ... 90 90 90 \n", "20 ... 25121 26738 28511 30205 32078 33610 35585 \n",
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"23 2.315800 0 0 0 0 0 0 ... 130 130 135 \n", "23 ... 55791 55983 56235 56511 56810 57092 57342 \n",
"24 90.433600 0 0 0 0 0 0 ... 21 21 21 \n", "24 ... 130 130 135 135 135 191 191 \n",
"25 -63.588700 0 0 0 0 0 0 ... 4481 4919 5187 \n", "25 ... 21 21 21 21 24 24 27 \n",
"26 17.679100 0 0 0 0 0 0 ... 2321 2338 2350 \n", "26 ... 4481 4919 5187 5579 5915 6263 6660 \n",
"27 -51.925300 0 0 0 0 0 0 ... 271885 291579 310087 \n", "27 ... 2321 2338 2350 2372 2391 2401 2406 \n",
"28 114.727700 0 0 0 0 0 0 ... 141 141 141 \n", "28 ... 271885 291579 310087 330890 347398 363211 374898 \n",
"29 25.485800 0 0 0 0 0 0 ... 2259 2292 2331 \n", "29 ... 141 141 141 141 141 141 141 \n",
".. ... .. ... ... ... ... ... ... ... ... ... \n", ".. ... ... ... ... ... ... ... ... \n",
"235 125.727539 0 0 0 0 0 0 ... 24 24 24 \n", "236 ... 24 24 24 24 24 24 24 \n",
"236 -59.543200 0 0 0 0 0 0 ... 18 18 18 \n", "237 ... 18 18 18 18 18 18 18 \n",
"237 102.495496 0 0 0 0 0 0 ... 19 19 19 \n", "238 ... 19 19 19 19 19 19 19 \n",
"238 17.228331 0 0 0 0 0 0 ... 68 69 71 \n", "239 ... 68 69 71 72 75 75 75 \n",
"239 35.233200 0 0 0 0 0 0 ... 391 398 423 \n", "240 ... 391 398 423 423 423 423 423 \n",
"240 -15.180400 0 0 0 0 0 0 ... 1038 1089 1109 \n", "241 ... 1038 1089 1109 1114 1114 1114 1178 \n",
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"242 -62.782998 0 0 0 0 0 0 ... 15 15 15 \n", "243 ... 15 15 15 15 15 15 15 \n",
"243 -124.845700 0 0 0 0 0 0 ... 5 5 5 \n", "244 ... 5 5 5 5 5 5 5 \n",
"244 -135.000000 0 0 0 0 0 0 ... 11 11 11 \n", "245 ... 11 11 11 11 11 11 11 \n",
"245 20.902977 0 0 0 0 0 0 ... 989 989 1003 \n", "246 ... 989 989 1003 1004 1025 1032 1038 \n",
"246 95.956000 0 0 0 0 0 0 ... 193 199 199 \n", "247 ... 193 199 199 199 201 201 203 \n",
"247 -63.068600 0 0 0 0 0 0 ... 3 3 3 \n", "248 ... 3 3 3 3 3 3 3 \n",
"248 -64.640000 0 0 0 0 0 0 ... 8 8 8 \n", "249 ... 8 8 8 8 8 8 8 \n",
"249 -71.797900 0 0 0 0 0 0 ... 12 12 12 \n", "250 ... 12 12 12 12 12 12 12 \n",
"250 0.000000 0 0 0 0 0 0 ... 9 9 9 \n", "251 ... 9 9 9 9 9 9 9 \n",
"251 24.684900 0 0 0 0 0 0 ... 25 25 29 \n", "252 ... 25 25 29 30 30 35 35 \n",
"252 29.918900 0 0 0 0 0 0 ... 42 42 42 \n", "253 ... 42 42 42 42 42 42 42 \n",
"253 -11.779889 0 0 0 0 0 0 ... 534 570 585 \n", "254 ... 534 570 585 606 621 707 735 \n",
"254 -68.238500 0 0 0 0 0 0 ... 6 6 6 \n", "255 ... 6 6 6 6 6 6 6 \n",
"255 34.301525 0 0 0 0 0 0 ... 70 71 72 \n", "256 ... 70 71 72 82 82 83 101 \n",
"256 -59.523600 0 0 0 0 0 0 ... 13 13 13 \n", "257 ... 13 13 13 13 13 13 13 \n",
"257 -56.315900 0 0 0 0 0 0 ... 1 1 1 \n", "258 ... 1 1 1 1 1 1 1 \n",
"258 31.307000 0 0 0 0 0 0 ... 290 290 481 \n", "259 ... 290 290 481 563 655 655 806 \n",
"259 -12.885800 0 0 0 0 0 0 ... 6 6 6 \n", "260 ... 6 6 6 6 6 9 9 \n",
"260 6.613081 0 0 0 0 0 0 ... 251 251 251 \n", "261 ... 251 251 251 251 251 251 299 \n",
"261 48.516388 0 0 0 0 0 0 ... 167 184 197 \n", "262 ... 167 184 197 209 212 222 233 \n",
"262 43.333300 0 0 0 0 0 0 ... 11 34 34 \n", "263 ... 11 34 34 78 78 87 87 \n",
"263 71.276093 0 0 0 0 0 0 ... 1936 2140 2350 \n", "264 ... 1936 2140 2350 2551 2738 2929 3100 \n",
"264 28.233608 0 0 0 0 0 0 ... 1 1 1 \n", "265 ... 1 1 1 2 2 2 2 \n",
"\n", "\n",
" 9216 9998 10582 11173 11831 12456 13036 \n", " 5/26/20 5/27/20 5/28/20 \n",
"0 981 989 998 1004 1029 1050 1076 \n", "0 11831 12456 13036 \n",
"1 7918 8113 8306 8503 8697 8857 8997 \n", "1 1029 1050 1076 \n",
"2 762 762 762 763 763 763 763 \n", "2 8697 8857 8997 \n",
"3 60 61 69 70 70 71 74 \n", "3 763 763 763 \n",
"4 25 25 25 25 25 25 25 \n", "4 70 71 74 \n",
"5 10649 11353 12076 12628 13228 13933 14702 \n", "5 25 25 25 \n",
"6 5928 6302 6661 7113 7402 7774 8216 \n", "6 13228 13933 14702 \n",
"7 107 107 107 107 107 107 107 \n", "7 7402 7774 8216 \n",
"8 3086 3087 3090 3092 3089 3090 3092 \n", "8 107 107 107 \n",
"9 29 29 29 29 29 29 29 \n", "9 3089 3090 3092 \n",
"10 1060 1061 1056 1057 1058 1058 1058 \n", "10 29 29 29 \n",
"11 439 439 439 439 440 440 440 \n", "11 1058 1058 1058 \n",
"12 228 228 228 228 228 228 228 \n", "12 440 440 440 \n",
"13 1593 1603 1605 1610 1618 1628 1634 \n", "13 228 228 228 \n",
"14 557 560 560 564 570 570 577 \n", "14 1618 1628 1634 \n",
"15 16436 16486 16503 16539 16557 16591 16628 \n", "15 570 570 577 \n",
"16 3855 3982 4122 4271 4403 4568 4759 \n", "16 16557 16591 16628 \n",
"17 97 100 100 100 100 100 101 \n", "17 4403 4568 4759 \n",
"18 8414 8802 9138 9171 9366 9692 10052 \n", "18 100 100 101 \n",
"19 30205 32078 33610 35585 36751 38292 40321 \n", "19 9366 9692 10052 \n",
"20 90 92 92 92 92 92 92 \n", "20 36751 38292 40321 \n",
"21 34303 35244 36198 37144 38059 38956 39858 \n", "21 92 92 92 \n",
"22 56511 56810 57092 57342 57455 57592 57849 \n", "22 38059 38956 39858 \n",
"23 135 135 191 191 208 210 210 \n", "23 57455 57592 57849 \n",
"24 21 24 24 27 27 28 31 \n", "24 208 210 210 \n",
"25 5579 5915 6263 6660 7136 7768 8387 \n", "25 27 28 31 \n",
"26 2372 2391 2401 2406 2416 2435 2462 \n", "26 7136 7768 8387 \n",
"27 330890 347398 363211 374898 391222 411821 438238 \n", "27 2416 2435 2462 \n",
"28 141 141 141 141 141 141 141 \n", "28 391222 411821 438238 \n",
"29 2372 2408 2427 2433 2443 2460 2477 \n", "29 141 141 141 \n",
".. ... ... ... ... ... ... ... \n", ".. ... ... ... \n",
"235 24 24 24 24 24 24 24 \n", "236 24 24 24 \n",
"236 18 18 18 18 18 18 18 \n", "237 18 18 18 \n",
"237 19 19 19 19 19 19 19 \n", "238 19 19 19 \n",
"238 72 75 75 75 77 99 105 \n", "239 77 99 105 \n",
"239 423 423 423 423 429 434 446 \n", "240 429 434 446 \n",
"240 1114 1114 1114 1178 1178 1195 1195 \n", "241 1178 1195 1195 \n",
"241 969 1015 1030 1059 1077 1116 1194 \n", "242 1077 1116 1194 \n",
"242 15 15 15 15 15 15 15 \n", "243 15 15 15 \n",
"243 5 5 5 5 5 5 5 \n", "244 5 5 5 \n",
"244 11 11 11 11 11 11 11 \n", "245 11 11 11 \n",
"245 1004 1025 1032 1038 1038 1047 1048 \n", "246 1038 1047 1048 \n",
"246 199 201 201 203 206 206 206 \n", "247 206 206 206 \n",
"247 3 3 3 3 3 3 3 \n", "248 3 3 3 \n",
"248 8 8 8 8 8 8 8 \n", "249 8 8 8 \n",
"249 12 12 12 12 12 12 12 \n", "250 12 12 12 \n",
"250 9 9 9 9 9 9 9 \n", "251 9 9 9 \n",
"251 30 30 35 35 35 35 35 \n", "252 35 35 35 \n",
"252 42 42 42 42 42 42 42 \n", "253 42 42 42 \n",
"253 606 621 707 735 754 782 812 \n", "254 754 782 812 \n",
"254 6 6 6 6 6 6 6 \n", "255 6 6 6 \n",
"255 82 82 83 101 101 101 203 \n", "256 101 101 203 \n",
"256 13 13 13 13 13 13 13 \n", "257 13 13 13 \n",
"257 1 1 1 1 1 1 1 \n", "258 1 1 1 \n",
"258 563 655 655 806 806 994 994 \n", "259 806 994 994 \n",
"259 6 6 9 9 9 9 9 \n", "260 9 9 9 \n",
"260 251 251 251 299 441 443 458 \n", "261 441 443 458 \n",
"261 209 212 222 233 249 256 278 \n", "262 249 256 278 \n",
"262 78 78 87 87 87 87 87 \n", "263 87 87 87 \n",
"263 2551 2738 2929 3100 3266 3424 3563 \n", "264 3266 3424 3563 \n",
"264 2 2 2 2 2 2 2 \n", "265 2 2 2 \n",
"\n", "\n",
"[265 rows x 132 columns]" "[266 rows x 132 columns]"
] ]
}, },
"execution_count": 12, "execution_count": 19,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -1794,15 +1859,304 @@ ...@@ -1794,15 +1859,304 @@
"import urllib.request\n", "import urllib.request\n",
"\n", "\n",
"if os.path.exists(localData):\n", "if os.path.exists(localData):\n",
" raw_data = pd.read_csv(localData, skiprows=1)\n", " raw_data = pd.read_csv(localData)\n",
" print(\"Local File Selected\")\n", " print(\"Local File Selected\")\n",
"else :\n", "else :\n",
" urllib.request.urlretrieve(data_url, data_data)\n", " urllib.request.urlretrieve(data_url, data_data)\n",
" raw_data = pd.read_csv(data_url, skiprows=1)\n", " raw_data = pd.read_csv(data_url)\n",
" print(\"Online File Selected\")\n", " print(\"Online File Selected\")\n",
" \n", " \n",
"raw_data" "raw_data"
] ]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Les données ci-dessus sont les données brutes provenant du fichier CSV de gauche à droite elles correspondent à :\n",
"\n",
"| Column's Name | Meaning |\n",
"| ---------------|:------------------------------------------------------------------------------:|\n",
"| ID | unique identity for the row |\n",
"| Province/State | gives data for a specific regions |\n",
"| Country/Region | the country or the region to which the data are corresponding |\n",
"| Lat | latitude |\n",
"| Long | longitude |\n",
"| 1/22/20 | from here it gives the number citizens having the covid19 |"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Les données manquantes corresponde aux pays qui ne sont pas représenté à travers différentes provinces et états les composants.\n",
"Cependant, nous ne sommes pas dépendant de ces données, seul les données relatives au pays suivant nous intéresse. \n",
"\n",
"* Belgique \n",
"* Chine - toutes les provinces sauf Hong-Kong (China), Hong Kong (China, Hong-Kong)\n",
"* France métropolitaine\n",
"* Allemagne\n",
"* Iran\n",
"* Italie\n",
"* Japon\n",
"* Corée du Sud\n",
"* Hollande\n",
"* Portugal \n",
"* Espagne\n",
"* Royaume-Unis\n",
"* États-Unis\n",
"\n",
"## Regroupement des données à inclure dans l'étude\n",
"\n",
"Ici nous utilisons la méthode [*loc*](https://pandas.pydata.org/pandas-docs/stable/reference/api/pandas.DataFrame.loc.html) de pandas pour extraire des données brutes les lignes correspondantes aux pays cités ci-dessus.\n",
"\n",
"Afin de ne pas rendre le *code* illisible le processus est divisé en de multiples étapes. (toutes ces étapes peuvent être regroupé en une expression logique."
]
},
{
"cell_type": "code",
"execution_count": 34,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
"<div>\n",
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" }\n",
"\n",
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" 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",
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" <th>5/28/20</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>NaN</td>\n",
" <td>Belgium</td>\n",
" <td>50.8333</td>\n",
" <td>4.0</td>\n",
" <td>0</td>\n",
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" <td>55791</td>\n",
" <td>55983</td>\n",
" <td>56235</td>\n",
" <td>56511</td>\n",
" <td>56810</td>\n",
" <td>57092</td>\n",
" <td>57342</td>\n",
" <td>57455</td>\n",
" <td>57592</td>\n",
" <td>57849</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1 rows × 132 columns</p>\n",
"</div>"
],
"text/plain": [
" Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n",
"23 NaN Belgium 50.8333 4.0 0 0 0 \n",
"\n",
" 1/25/20 1/26/20 1/27/20 ... 5/19/20 5/20/20 5/21/20 5/22/20 \\\n",
"23 0 0 0 ... 55791 55983 56235 56511 \n",
"\n",
" 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 \n",
"23 56810 57092 57342 57455 57592 57849 \n",
"\n",
"[1 rows x 132 columns]"
]
},
"execution_count": 34,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# let's create a new variable to store our new data frame\n",
"# starting with Belgium\n",
"dataCountries = raw_data.loc[(raw_data['Country/Region'] == 'Belgium')]\n",
"\n",
"dataCountries"
]
},
{
"cell_type": "code",
"execution_count": 35,
"metadata": {},
"outputs": [
{
"data": {
"text/html": [
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" vertical-align: top;\n",
" }\n",
"\n",
" .dataframe thead th {\n",
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"</style>\n",
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" <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",
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" <th>5/19/20</th>\n",
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" <th>5/21/20</th>\n",
" <th>5/22/20</th>\n",
" <th>5/23/20</th>\n",
" <th>5/24/20</th>\n",
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" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>NaN</td>\n",
" <td>Belgium</td>\n",
" <td>50.8333</td>\n",
" <td>4.0000</td>\n",
" <td>0</td>\n",
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" <td>57455</td>\n",
" <td>57592</td>\n",
" <td>57849</td>\n",
" </tr>\n",
" <tr>\n",
" <th>116</th>\n",
" <td>NaN</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>2</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>3</td>\n",
" <td>...</td>\n",
" <td>178428</td>\n",
" <td>179069</td>\n",
" <td>179306</td>\n",
" <td>179645</td>\n",
" <td>179964</td>\n",
" <td>179859</td>\n",
" <td>180166</td>\n",
" <td>179887</td>\n",
" <td>180044</td>\n",
" <td>183309</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>2 rows × 132 columns</p>\n",
"</div>"
],
"text/plain": [
" Province/State Country/Region Lat Long 1/22/20 1/23/20 1/24/20 \\\n",
"23 NaN Belgium 50.8333 4.0000 0 0 0 \n",
"116 NaN France 46.2276 2.2137 0 0 2 \n",
"\n",
" 1/25/20 1/26/20 1/27/20 ... 5/19/20 5/20/20 5/21/20 5/22/20 \\\n",
"23 0 0 0 ... 55791 55983 56235 56511 \n",
"116 3 3 3 ... 178428 179069 179306 179645 \n",
"\n",
" 5/23/20 5/24/20 5/25/20 5/26/20 5/27/20 5/28/20 \n",
"23 56810 57092 57342 57455 57592 57849 \n",
"116 179964 179859 180166 179887 180044 183309 \n",
"\n",
"[2 rows x 132 columns]"
]
},
"execution_count": 35,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"# now let's add to dataCountries the rest of the countries needed \n",
"# Here with & Prince/State.isnull we are only including metropolitan France's row and not the specific regions from France detailed in the data.\n",
"\n",
"dataCountries = dataCountries.append(raw_data.loc[(raw_data['Country/Region'] == 'France') & (raw_data['Province/State'].isnull())])\n",
"\n",
"dataCountries"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Les mêmes étapes sont utilisées pour le reste des pays manquants, sauf pour la Chine qui nécessite une opération spécial. (Voir ci-dessous)"
]
} }
], ],
"metadata": { "metadata": {
......
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