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Fichier .html du travail évalué par les pairs

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<body>
<div id="content">
<h1 class="title">Travail évalué par les pairs</h1>
<div id="table-of-contents">
<h2>Table des matières</h2>
<div id="text-table-of-contents">
<ul>
<li><a href="#org370174a">1. Préparation des données</a>
<ul>
<li><a href="#org4b76bb0">1.1. Téléchargement des données</a></li>
<li><a href="#org65ccfb1">1.2. Trie des données</a></li>
<li><a href="#org0c0546f">1.3. Passage Python -&gt; R</a></li>
</ul>
</li>
<li><a href="#org143ba40">2. Analyse</a></li>
</ul>
</div>
</div>
<div id="outline-container-org370174a" class="outline-2">
<h2 id="org370174a"><span class="section-number-2">1</span> Préparation des données</h2>
<div class="outline-text-2" id="text-1">
<p>
Voici le lien qui correspond aux données traitées dans ce
document. Elles ont été téléchargées le 10 Juin 2020 à 21:51
</p>
<p>
<a href="https://raw.githubusercontent.com/CSSEGISandData/COVID-19/master/csse_covid_19_data/csse_covid_19_time_series/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</a>
</p>
</div>
<div id="outline-container-org4b76bb0" class="outline-3">
<h3 id="org4b76bb0"><span class="section-number-3">1.1</span> Téléchargement des données</h3>
<div class="outline-text-3" id="text-1-1">
<p>
Nous vérifions si le fichier existe. Si ce n'est pas le cas nous le
téléchargeons.
</p>
<div class="org-src-container">
<pre class="src src-python"><span style="color: #BA36A5;">donnees_file</span> =<span style="color: #008000;">'cas-confirmes-covid19.csv'</span>
<span style="color: #0000FF;">import</span> os
<span style="color: #0000FF;">import</span> urllib.request
<span style="color: #0000FF;">if</span> <span style="color: #0000FF;">not</span> os.path.exists(donnees_file):
urllib.request.urlretrieve(donnees_url,donnees_file)
</pre>
</div>
<p>
Nous commençons le traitement par l'extraction des données.
Ensuite nous découpons le contenu du fichier en lignes, en éliminant les espaces qui pourraient se trouver autour des mots.
Nous conservons toutes les lignes qui sont découpées en colonnes en utilisant le séparateur ','.
</p>
<div class="org-src-container">
<pre class="src src-python"><span style="color: #BA36A5;">donnees</span> = <span style="color: #006FE0;">open</span>(donnees_file, <span style="color: #008000;">'rb'</span>).read()
<span style="color: #BA36A5;">lines</span> = donnees.decode(<span style="color: #008000;">'latin-1'</span>).strip().split(<span style="color: #008000;">'\n'</span>)
<span style="color: #BA36A5;">donnees_lines</span> = lines[0:]
<span style="color: #BA36A5;">table</span> = [line.split(<span style="color: #008000;">','</span>) <span style="color: #0000FF;">for</span> line <span style="color: #0000FF;">in</span> donnees_lines]
</pre>
</div>
</div>
</div>
<div id="outline-container-org65ccfb1" class="outline-3">
<h3 id="org65ccfb1"><span class="section-number-3">1.2</span> Trie des données</h3>
<div class="outline-text-3" id="text-1-2">
<p>
Nous affichons le début du tableau afin d'avoir un aperçu des données
</p>
<div class="org-src-container">
<pre class="src src-python">table[:10]
</pre>
</div>
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<td class="org-right">4/3/20</td>
<td class="org-right">4/4/20</td>
<td class="org-right">4/5/20</td>
<td class="org-right">4/6/20</td>
<td class="org-right">4/7/20</td>
<td class="org-right">4/8/20</td>
<td class="org-right">4/9/20</td>
<td class="org-right">4/10/20</td>
<td class="org-right">4/11/20</td>
<td class="org-right">4/12/20</td>
<td class="org-right">4/13/20</td>
<td class="org-right">4/14/20</td>
<td class="org-right">4/15/20</td>
<td class="org-right">4/16/20</td>
<td class="org-right">4/17/20</td>
<td class="org-right">4/18/20</td>
<td class="org-right">4/19/20</td>
<td class="org-right">4/20/20</td>
<td class="org-right">4/21/20</td>
<td class="org-right">4/22/20</td>
<td class="org-right">4/23/20</td>
<td class="org-right">4/24/20</td>
<td class="org-right">4/25/20</td>
<td class="org-right">4/26/20</td>
<td class="org-right">4/27/20</td>
<td class="org-right">4/28/20</td>
<td class="org-right">4/29/20</td>
<td class="org-right">4/30/20</td>
<td class="org-right">5/1/20</td>
<td class="org-right">5/2/20</td>
<td class="org-right">5/3/20</td>
<td class="org-right">5/4/20</td>
<td class="org-right">5/5/20</td>
<td class="org-right">5/6/20</td>
<td class="org-right">5/7/20</td>
<td class="org-right">5/8/20</td>
<td class="org-right">5/9/20</td>
<td class="org-right">5/10/20</td>
<td class="org-right">5/11/20</td>
<td class="org-right">5/12/20</td>
<td class="org-right">5/13/20</td>
<td class="org-right">5/14/20</td>
<td class="org-right">5/15/20</td>
<td class="org-right">5/16/20</td>
<td class="org-right">5/17/20</td>
<td class="org-right">5/18/20</td>
<td class="org-right">5/19/20</td>
<td class="org-right">5/20/20</td>
<td class="org-right">5/21/20</td>
<td class="org-right">5/22/20</td>
<td class="org-right">5/23/20</td>
<td class="org-right">5/24/20</td>
<td class="org-right">5/25/20</td>
<td class="org-right">5/26/20</td>
<td class="org-right">5/27/20</td>
<td class="org-right">5/28/20</td>
<td class="org-right">5/29/20</td>
<td class="org-right">5/30/20</td>
<td class="org-right">5/31/20</td>
<td class="org-right">6/1/20</td>
<td class="org-right">6/2/20</td>
<td class="org-right">6/3/20</td>
<td class="org-right">6/4/20</td>
<td class="org-right">6/5/20</td>
<td class="org-right">6/6/20</td>
<td class="org-right">6/7/20</td>
<td class="org-right">6/8/20</td>
<td class="org-left">6/9/20\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Afghanistan</td>
<td class="org-right">33.0</td>
<td class="org-right">65.0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">4</td>
<td class="org-right">4</td>
<td class="org-right">5</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">11</td>
<td class="org-right">16</td>
<td class="org-right">21</td>
<td class="org-right">22</td>
<td class="org-right">22</td>
<td class="org-right">22</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">40</td>
<td class="org-right">40</td>
<td class="org-right">74</td>
<td class="org-right">84</td>
<td class="org-right">94</td>
<td class="org-right">110</td>
<td class="org-right">110</td>
<td class="org-right">120</td>
<td class="org-right">170</td>
<td class="org-right">174</td>
<td class="org-right">237</td>
<td class="org-right">273</td>
<td class="org-right">281</td>
<td class="org-right">299</td>
<td class="org-right">349</td>
<td class="org-right">367</td>
<td class="org-right">423</td>
<td class="org-right">444</td>
<td class="org-right">484</td>
<td class="org-right">521</td>
<td class="org-right">555</td>
<td class="org-right">607</td>
<td class="org-right">665</td>
<td class="org-right">714</td>
<td class="org-right">784</td>
<td class="org-right">840</td>
<td class="org-right">906</td>
<td class="org-right">933</td>
<td class="org-right">996</td>
<td class="org-right">1026</td>
<td class="org-right">1092</td>
<td class="org-right">1176</td>
<td class="org-right">1279</td>
<td class="org-right">1351</td>
<td class="org-right">1463</td>
<td class="org-right">1531</td>
<td class="org-right">1703</td>
<td class="org-right">1828</td>
<td class="org-right">1939</td>
<td class="org-right">2171</td>
<td class="org-right">2335</td>
<td class="org-right">2469</td>
<td class="org-right">2704</td>
<td class="org-right">2894</td>
<td class="org-right">3224</td>
<td class="org-right">3392</td>
<td class="org-right">3563</td>
<td class="org-right">3778</td>
<td class="org-right">4033</td>
<td class="org-right">4402</td>
<td class="org-right">4687</td>
<td class="org-right">4963</td>
<td class="org-right">5226</td>
<td class="org-right">5639</td>
<td class="org-right">6053</td>
<td class="org-right">6402</td>
<td class="org-right">6664</td>
<td class="org-right">7072</td>
<td class="org-right">7653</td>
<td class="org-right">8145</td>
<td class="org-right">8676</td>
<td class="org-right">9216</td>
<td class="org-right">9998</td>
<td class="org-right">10582</td>
<td class="org-right">11173</td>
<td class="org-right">11831</td>
<td class="org-right">12456</td>
<td class="org-right">13036</td>
<td class="org-right">13659</td>
<td class="org-right">14525</td>
<td class="org-right">15205</td>
<td class="org-right">15750</td>
<td class="org-right">16509</td>
<td class="org-right">17267</td>
<td class="org-right">18054</td>
<td class="org-right">18969</td>
<td class="org-right">19551</td>
<td class="org-right">20342</td>
<td class="org-right">20917</td>
<td class="org-left">21459\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Albania</td>
<td class="org-right">41.1533</td>
<td class="org-right">20.1683</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">2</td>
<td class="org-right">10</td>
<td class="org-right">12</td>
<td class="org-right">23</td>
<td class="org-right">33</td>
<td class="org-right">38</td>
<td class="org-right">42</td>
<td class="org-right">51</td>
<td class="org-right">55</td>
<td class="org-right">59</td>
<td class="org-right">64</td>
<td class="org-right">70</td>
<td class="org-right">76</td>
<td class="org-right">89</td>
<td class="org-right">104</td>
<td class="org-right">123</td>
<td class="org-right">146</td>
<td class="org-right">174</td>
<td class="org-right">186</td>
<td class="org-right">197</td>
<td class="org-right">212</td>
<td class="org-right">223</td>
<td class="org-right">243</td>
<td class="org-right">259</td>
<td class="org-right">277</td>
<td class="org-right">304</td>
<td class="org-right">333</td>
<td class="org-right">361</td>
<td class="org-right">377</td>
<td class="org-right">383</td>
<td class="org-right">400</td>
<td class="org-right">409</td>
<td class="org-right">416</td>
<td class="org-right">433</td>
<td class="org-right">446</td>
<td class="org-right">467</td>
<td class="org-right">475</td>
<td class="org-right">494</td>
<td class="org-right">518</td>
<td class="org-right">539</td>
<td class="org-right">548</td>
<td class="org-right">562</td>
<td class="org-right">584</td>
<td class="org-right">609</td>
<td class="org-right">634</td>
<td class="org-right">663</td>
<td class="org-right">678</td>
<td class="org-right">712</td>
<td class="org-right">726</td>
<td class="org-right">736</td>
<td class="org-right">750</td>
<td class="org-right">766</td>
<td class="org-right">773</td>
<td class="org-right">782</td>
<td class="org-right">789</td>
<td class="org-right">795</td>
<td class="org-right">803</td>
<td class="org-right">820</td>
<td class="org-right">832</td>
<td class="org-right">842</td>
<td class="org-right">850</td>
<td class="org-right">856</td>
<td class="org-right">868</td>
<td class="org-right">872</td>
<td class="org-right">876</td>
<td class="org-right">880</td>
<td class="org-right">898</td>
<td class="org-right">916</td>
<td class="org-right">933</td>
<td class="org-right">946</td>
<td class="org-right">948</td>
<td class="org-right">949</td>
<td class="org-right">964</td>
<td class="org-right">969</td>
<td class="org-right">981</td>
<td class="org-right">989</td>
<td class="org-right">998</td>
<td class="org-right">1004</td>
<td class="org-right">1029</td>
<td class="org-right">1050</td>
<td class="org-right">1076</td>
<td class="org-right">1099</td>
<td class="org-right">1122</td>
<td class="org-right">1137</td>
<td class="org-right">1143</td>
<td class="org-right">1164</td>
<td class="org-right">1184</td>
<td class="org-right">1197</td>
<td class="org-right">1212</td>
<td class="org-right">1232</td>
<td class="org-right">1246</td>
<td class="org-right">1263</td>
<td class="org-left">1299\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Algeria</td>
<td class="org-right">28.0339</td>
<td class="org-right">1.6596</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">3</td>
<td class="org-right">5</td>
<td class="org-right">12</td>
<td class="org-right">12</td>
<td class="org-right">17</td>
<td class="org-right">17</td>
<td class="org-right">19</td>
<td class="org-right">20</td>
<td class="org-right">20</td>
<td class="org-right">20</td>
<td class="org-right">24</td>
<td class="org-right">26</td>
<td class="org-right">37</td>
<td class="org-right">48</td>
<td class="org-right">54</td>
<td class="org-right">60</td>
<td class="org-right">74</td>
<td class="org-right">87</td>
<td class="org-right">90</td>
<td class="org-right">139</td>
<td class="org-right">201</td>
<td class="org-right">230</td>
<td class="org-right">264</td>
<td class="org-right">302</td>
<td class="org-right">367</td>
<td class="org-right">409</td>
<td class="org-right">454</td>
<td class="org-right">511</td>
<td class="org-right">584</td>
<td class="org-right">716</td>
<td class="org-right">847</td>
<td class="org-right">986</td>
<td class="org-right">1171</td>
<td class="org-right">1251</td>
<td class="org-right">1320</td>
<td class="org-right">1423</td>
<td class="org-right">1468</td>
<td class="org-right">1572</td>
<td class="org-right">1666</td>
<td class="org-right">1761</td>
<td class="org-right">1825</td>
<td class="org-right">1914</td>
<td class="org-right">1983</td>
<td class="org-right">2070</td>
<td class="org-right">2160</td>
<td class="org-right">2268</td>
<td class="org-right">2418</td>
<td class="org-right">2534</td>
<td class="org-right">2629</td>
<td class="org-right">2718</td>
<td class="org-right">2811</td>
<td class="org-right">2910</td>
<td class="org-right">3007</td>
<td class="org-right">3127</td>
<td class="org-right">3256</td>
<td class="org-right">3382</td>
<td class="org-right">3517</td>
<td class="org-right">3649</td>
<td class="org-right">3848</td>
<td class="org-right">4006</td>
<td class="org-right">4154</td>
<td class="org-right">4295</td>
<td class="org-right">4474</td>
<td class="org-right">4648</td>
<td class="org-right">4838</td>
<td class="org-right">4997</td>
<td class="org-right">5182</td>
<td class="org-right">5369</td>
<td class="org-right">5558</td>
<td class="org-right">5723</td>
<td class="org-right">5891</td>
<td class="org-right">6067</td>
<td class="org-right">6253</td>
<td class="org-right">6442</td>
<td class="org-right">6629</td>
<td class="org-right">6821</td>
<td class="org-right">7019</td>
<td class="org-right">7201</td>
<td class="org-right">7377</td>
<td class="org-right">7542</td>
<td class="org-right">7728</td>
<td class="org-right">7918</td>
<td class="org-right">8113</td>
<td class="org-right">8306</td>
<td class="org-right">8503</td>
<td class="org-right">8697</td>
<td class="org-right">8857</td>
<td class="org-right">8997</td>
<td class="org-right">9134</td>
<td class="org-right">9267</td>
<td class="org-right">9394</td>
<td class="org-right">9513</td>
<td class="org-right">9626</td>
<td class="org-right">9733</td>
<td class="org-right">9831</td>
<td class="org-right">9935</td>
<td class="org-right">10050</td>
<td class="org-right">10154</td>
<td class="org-right">10265</td>
<td class="org-left">10382\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Andorra</td>
<td class="org-right">42.5063</td>
<td class="org-right">1.5218</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">2</td>
<td class="org-right">39</td>
<td class="org-right">39</td>
<td class="org-right">53</td>
<td class="org-right">75</td>
<td class="org-right">88</td>
<td class="org-right">113</td>
<td class="org-right">133</td>
<td class="org-right">164</td>
<td class="org-right">188</td>
<td class="org-right">224</td>
<td class="org-right">267</td>
<td class="org-right">308</td>
<td class="org-right">334</td>
<td class="org-right">370</td>
<td class="org-right">376</td>
<td class="org-right">390</td>
<td class="org-right">428</td>
<td class="org-right">439</td>
<td class="org-right">466</td>
<td class="org-right">501</td>
<td class="org-right">525</td>
<td class="org-right">545</td>
<td class="org-right">564</td>
<td class="org-right">583</td>
<td class="org-right">601</td>
<td class="org-right">601</td>
<td class="org-right">638</td>
<td class="org-right">646</td>
<td class="org-right">659</td>
<td class="org-right">673</td>
<td class="org-right">673</td>
<td class="org-right">696</td>
<td class="org-right">704</td>
<td class="org-right">713</td>
<td class="org-right">717</td>
<td class="org-right">717</td>
<td class="org-right">723</td>
<td class="org-right">723</td>
<td class="org-right">731</td>
<td class="org-right">738</td>
<td class="org-right">738</td>
<td class="org-right">743</td>
<td class="org-right">743</td>
<td class="org-right">743</td>
<td class="org-right">745</td>
<td class="org-right">745</td>
<td class="org-right">747</td>
<td class="org-right">748</td>
<td class="org-right">750</td>
<td class="org-right">751</td>
<td class="org-right">751</td>
<td class="org-right">752</td>
<td class="org-right">752</td>
<td class="org-right">754</td>
<td class="org-right">755</td>
<td class="org-right">755</td>
<td class="org-right">758</td>
<td class="org-right">760</td>
<td class="org-right">761</td>
<td class="org-right">761</td>
<td class="org-right">761</td>
<td class="org-right">761</td>
<td class="org-right">761</td>
<td class="org-right">761</td>
<td class="org-right">762</td>
<td class="org-right">762</td>
<td class="org-right">762</td>
<td class="org-right">762</td>
<td class="org-right">762</td>
<td class="org-right">763</td>
<td class="org-right">763</td>
<td class="org-right">763</td>
<td class="org-right">763</td>
<td class="org-right">764</td>
<td class="org-right">764</td>
<td class="org-right">764</td>
<td class="org-right">765</td>
<td class="org-right">844</td>
<td class="org-right">851</td>
<td class="org-right">852</td>
<td class="org-right">852</td>
<td class="org-right">852</td>
<td class="org-right">852</td>
<td class="org-right">852</td>
<td class="org-left">852\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Angola</td>
<td class="org-right">-11.2027</td>
<td class="org-right">17.8739</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">2</td>
<td class="org-right">2</td>
<td class="org-right">3</td>
<td class="org-right">3</td>
<td class="org-right">3</td>
<td class="org-right">4</td>
<td class="org-right">4</td>
<td class="org-right">5</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">8</td>
<td class="org-right">8</td>
<td class="org-right">8</td>
<td class="org-right">10</td>
<td class="org-right">14</td>
<td class="org-right">16</td>
<td class="org-right">17</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">26</td>
<td class="org-right">27</td>
<td class="org-right">27</td>
<td class="org-right">27</td>
<td class="org-right">27</td>
<td class="org-right">30</td>
<td class="org-right">35</td>
<td class="org-right">35</td>
<td class="org-right">35</td>
<td class="org-right">36</td>
<td class="org-right">36</td>
<td class="org-right">36</td>
<td class="org-right">43</td>
<td class="org-right">43</td>
<td class="org-right">45</td>
<td class="org-right">45</td>
<td class="org-right">45</td>
<td class="org-right">45</td>
<td class="org-right">48</td>
<td class="org-right">48</td>
<td class="org-right">48</td>
<td class="org-right">48</td>
<td class="org-right">50</td>
<td class="org-right">52</td>
<td class="org-right">52</td>
<td class="org-right">58</td>
<td class="org-right">60</td>
<td class="org-right">61</td>
<td class="org-right">69</td>
<td class="org-right">70</td>
<td class="org-right">70</td>
<td class="org-right">71</td>
<td class="org-right">74</td>
<td class="org-right">81</td>
<td class="org-right">84</td>
<td class="org-right">86</td>
<td class="org-right">86</td>
<td class="org-right">86</td>
<td class="org-right">86</td>
<td class="org-right">86</td>
<td class="org-right">86</td>
<td class="org-right">88</td>
<td class="org-right">91</td>
<td class="org-right">92</td>
<td class="org-left">96\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Antigua and Barbuda</td>
<td class="org-right">17.0608</td>
<td class="org-right">-61.7964</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">3</td>
<td class="org-right">3</td>
<td class="org-right">3</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">7</td>
<td class="org-right">9</td>
<td class="org-right">15</td>
<td class="org-right">15</td>
<td class="org-right">15</td>
<td class="org-right">15</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">21</td>
<td class="org-right">21</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">23</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">24</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">25</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-right">26</td>
<td class="org-left">26\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Argentina</td>
<td class="org-right">-38.4161</td>
<td class="org-right">-63.6167</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">2</td>
<td class="org-right">8</td>
<td class="org-right">12</td>
<td class="org-right">12</td>
<td class="org-right">17</td>
<td class="org-right">19</td>
<td class="org-right">19</td>
<td class="org-right">31</td>
<td class="org-right">34</td>
<td class="org-right">45</td>
<td class="org-right">56</td>
<td class="org-right">68</td>
<td class="org-right">79</td>
<td class="org-right">97</td>
<td class="org-right">128</td>
<td class="org-right">158</td>
<td class="org-right">266</td>
<td class="org-right">301</td>
<td class="org-right">387</td>
<td class="org-right">387</td>
<td class="org-right">502</td>
<td class="org-right">589</td>
<td class="org-right">690</td>
<td class="org-right">745</td>
<td class="org-right">820</td>
<td class="org-right">1054</td>
<td class="org-right">1054</td>
<td class="org-right">1133</td>
<td class="org-right">1265</td>
<td class="org-right">1451</td>
<td class="org-right">1451</td>
<td class="org-right">1554</td>
<td class="org-right">1628</td>
<td class="org-right">1715</td>
<td class="org-right">1795</td>
<td class="org-right">1975</td>
<td class="org-right">1975</td>
<td class="org-right">2142</td>
<td class="org-right">2208</td>
<td class="org-right">2277</td>
<td class="org-right">2443</td>
<td class="org-right">2571</td>
<td class="org-right">2669</td>
<td class="org-right">2758</td>
<td class="org-right">2839</td>
<td class="org-right">2941</td>
<td class="org-right">3031</td>
<td class="org-right">3144</td>
<td class="org-right">3435</td>
<td class="org-right">3607</td>
<td class="org-right">3780</td>
<td class="org-right">3892</td>
<td class="org-right">4003</td>
<td class="org-right">4127</td>
<td class="org-right">4285</td>
<td class="org-right">4428</td>
<td class="org-right">4532</td>
<td class="org-right">4681</td>
<td class="org-right">4783</td>
<td class="org-right">4887</td>
<td class="org-right">5020</td>
<td class="org-right">5208</td>
<td class="org-right">5371</td>
<td class="org-right">5611</td>
<td class="org-right">5776</td>
<td class="org-right">6034</td>
<td class="org-right">6278</td>
<td class="org-right">6563</td>
<td class="org-right">6879</td>
<td class="org-right">7134</td>
<td class="org-right">7479</td>
<td class="org-right">7805</td>
<td class="org-right">8068</td>
<td class="org-right">8371</td>
<td class="org-right">8809</td>
<td class="org-right">9283</td>
<td class="org-right">9931</td>
<td class="org-right">10649</td>
<td class="org-right">11353</td>
<td class="org-right">12076</td>
<td class="org-right">12628</td>
<td class="org-right">13228</td>
<td class="org-right">13933</td>
<td class="org-right">14702</td>
<td class="org-right">15419</td>
<td class="org-right">16214</td>
<td class="org-right">16851</td>
<td class="org-right">17415</td>
<td class="org-right">18319</td>
<td class="org-right">19268</td>
<td class="org-right">20197</td>
<td class="org-right">21037</td>
<td class="org-right">22020</td>
<td class="org-right">22794</td>
<td class="org-right">23620</td>
<td class="org-left">24761\r</td>
</tr>
<tr>
<td class="org-left">&#xa0;</td>
<td class="org-left">Armenia</td>
<td class="org-right">40.0691</td>
<td class="org-right">45.0382</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">4</td>
<td class="org-right">8</td>
<td class="org-right">18</td>
<td class="org-right">26</td>
<td class="org-right">52</td>
<td class="org-right">78</td>
<td class="org-right">84</td>
<td class="org-right">115</td>
<td class="org-right">136</td>
<td class="org-right">160</td>
<td class="org-right">194</td>
<td class="org-right">235</td>
<td class="org-right">249</td>
<td class="org-right">265</td>
<td class="org-right">290</td>
<td class="org-right">329</td>
<td class="org-right">407</td>
<td class="org-right">424</td>
<td class="org-right">482</td>
<td class="org-right">532</td>
<td class="org-right">571</td>
<td class="org-right">663</td>
<td class="org-right">736</td>
<td class="org-right">770</td>
<td class="org-right">822</td>
<td class="org-right">833</td>
<td class="org-right">853</td>
<td class="org-right">881</td>
<td class="org-right">921</td>
<td class="org-right">937</td>
<td class="org-right">967</td>
<td class="org-right">1013</td>
<td class="org-right">1039</td>
<td class="org-right">1067</td>
<td class="org-right">1111</td>
<td class="org-right">1159</td>
<td class="org-right">1201</td>
<td class="org-right">1248</td>
<td class="org-right">1291</td>
<td class="org-right">1339</td>
<td class="org-right">1401</td>
<td class="org-right">1473</td>
<td class="org-right">1523</td>
<td class="org-right">1596</td>
<td class="org-right">1677</td>
<td class="org-right">1746</td>
<td class="org-right">1808</td>
<td class="org-right">1867</td>
<td class="org-right">1932</td>
<td class="org-right">2066</td>
<td class="org-right">2148</td>
<td class="org-right">2273</td>
<td class="org-right">2386</td>
<td class="org-right">2507</td>
<td class="org-right">2619</td>
<td class="org-right">2782</td>
<td class="org-right">2884</td>
<td class="org-right">3029</td>
<td class="org-right">3175</td>
<td class="org-right">3313</td>
<td class="org-right">3392</td>
<td class="org-right">3538</td>
<td class="org-right">3718</td>
<td class="org-right">3860</td>
<td class="org-right">4044</td>
<td class="org-right">4283</td>
<td class="org-right">4472</td>
<td class="org-right">4823</td>
<td class="org-right">5041</td>
<td class="org-right">5271</td>
<td class="org-right">5606</td>
<td class="org-right">5928</td>
<td class="org-right">6302</td>
<td class="org-right">6661</td>
<td class="org-right">7113</td>
<td class="org-right">7402</td>
<td class="org-right">7774</td>
<td class="org-right">8216</td>
<td class="org-right">8676</td>
<td class="org-right">8927</td>
<td class="org-right">9282</td>
<td class="org-right">9492</td>
<td class="org-right">10009</td>
<td class="org-right">10524</td>
<td class="org-right">11221</td>
<td class="org-right">11817</td>
<td class="org-right">12364</td>
<td class="org-right">13130</td>
<td class="org-right">13325</td>
<td class="org-left">13675\r</td>
</tr>
<tr>
<td class="org-left">Australian Capital Territory</td>
<td class="org-left">Australia</td>
<td class="org-right">-35.4735</td>
<td class="org-right">149.0124</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">0</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">1</td>
<td class="org-right">2</td>
<td class="org-right">2</td>
<td class="org-right">3</td>
<td class="org-right">4</td>
<td class="org-right">6</td>
<td class="org-right">9</td>
<td class="org-right">19</td>
<td class="org-right">32</td>
<td class="org-right">39</td>
<td class="org-right">39</td>
<td class="org-right">53</td>
<td class="org-right">62</td>
<td class="org-right">71</td>
<td class="org-right">77</td>
<td class="org-right">78</td>
<td class="org-right">80</td>
<td class="org-right">84</td>
<td class="org-right">87</td>
<td class="org-right">91</td>
<td class="org-right">93</td>
<td class="org-right">96</td>
<td class="org-right">96</td>
<td class="org-right">96</td>
<td class="org-right">99</td>
<td class="org-right">100</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">102</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">103</td>
<td class="org-right">104</td>
<td class="org-right">104</td>
<td class="org-right">104</td>
<td class="org-right">104</td>
<td class="org-right">105</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">106</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">107</td>
<td class="org-right">108</td>
<td class="org-right">108</td>
<td class="org-right">108</td>
<td class="org-left">108\r</td>
</tr>
</tbody>
</table>
<p>
Il y a plusieurs lignes qui nous intéressent:
</p>
<ul class="org-ul">
<li>la Belgique (<i>Belgium)</i> -&gt; ligne 24</li>
<li>la Chine (<i>China</i>) hors Hong-Kong -&gt; lignes 50 à 61 puis 63 à 83</li>
<li>Hong-Kong -&gt; ligne 62</li>
<li>La France métropolitaine (<i>France</i>) -&gt; ligne 117</li>
<li>L'Allemagne (ligne 121)</li>
<li>l'Iran (ligne 134)</li>
<li>l'Italie (ligne 138)</li>
<li>le Japon (ligne 140)</li>
<li>la Corée du Sud (ligne 144)</li>
<li>la Hollande sans les colonies (ligne 170)</li>
<li>le Portugal (ligne 185)</li>
<li>l'Espagne (ligne 202)</li>
<li>le Royaume-Unis sans les colonies (ligne 224)</li>
<li>les Etats-Unis (ligne 226)</li>
</ul>
<p>
On choisi les lignes qui nous interessent.
</p>
<div class="org-src-container">
<pre class="src src-python"><span style="color: #BA36A5;">date</span> = table[0]
<span style="color: #0000FF;">del</span> date[:4]
<span style="color: #BA36A5;">belgique</span> = table[24]
<span style="color: #0000FF;">del</span> belgique[:4]
<span style="color: #BA36A5;">chine1</span> = table[50:62]
<span style="color: #BA36A5;">chine2</span> = table[63:83]
<span style="color: #BA36A5;">chine</span> = chine1 + chine2
<span style="color: #BA36A5;">hong_kong</span> = table[62]
<span style="color: #0000FF;">del</span> hong_kong[:4]
<span style="color: #BA36A5;">france_metropolitaine</span> = table[117]
<span style="color: #0000FF;">del</span> france_metropolitaine[:4]
<span style="color: #BA36A5;">allemagne</span> = table[121]
<span style="color: #0000FF;">del</span> allemagne[:4]
<span style="color: #BA36A5;">iran</span> = table[134]
<span style="color: #0000FF;">del</span> iran[:4]
<span style="color: #BA36A5;">italie</span> = table[138]
<span style="color: #0000FF;">del</span> italie[:4]
<span style="color: #BA36A5;">japon</span> = table[140]
<span style="color: #0000FF;">del</span> japon[:4]
<span style="color: #BA36A5;">coree_du_sud</span> = table[144]
<span style="color: #0000FF;">del</span> coree_du_sud[:5]
<span style="color: #BA36A5;">hollande</span> = table[170]
<span style="color: #0000FF;">del</span> hollande[:4]
<span style="color: #BA36A5;">portugal</span> = table[185]
<span style="color: #0000FF;">del</span> portugal[:4]
<span style="color: #BA36A5;">espagne</span> = table[202]
<span style="color: #0000FF;">del</span> espagne[:4]
<span style="color: #BA36A5;">royaume_unis</span> = table[224]
<span style="color: #0000FF;">del</span> royaume_unis[:4]
<span style="color: #BA36A5;">etats_unis</span> = table[226]
<span style="color: #0000FF;">del</span> etats_unis[:4]
</pre>
</div>
<p>
Pour le cas de la Chine, il faut faire la somme des valeurs de
plusieurs provinces sans Hong-Kong. Pour celà, je vais ajouter les valeurs de chaque
ligne correspondant à des provinces chinoises (sauf Hong-Kong)
</p>
<div class="org-src-container">
<pre class="src src-python"><span style="color: #0000FF;">import</span> numpy <span style="color: #0000FF;">as</span> np
<span style="color: #BA36A5;">sum_chine</span> = np.<span style="color: #006FE0;">sum</span>(np.array(chine)[:,4:-1].astype(np.int32),axis=0).tolist()
</pre>
</div>
<p>
Je vais maintenant ajouter les dates et tous les pays dans une liste.
</p>
<div class="org-src-container">
<pre class="src src-python"><span style="color: #BA36A5;">donnees</span> = <span style="color: #006FE0;">list</span>(<span style="color: #006FE0;">zip</span>(date, belgique, hong_kong, france_metropolitaine, allemagne, iran, italie, japon, coree_du_sud, hollande, portugal, espagne, royaume_unis, etats_unis, sum_chine))
</pre>
</div>
</div>
</div>
<div id="outline-container-org0c0546f" class="outline-3">
<h3 id="org0c0546f"><span class="section-number-3">1.3</span> Passage Python -&gt; R</h3>
<div class="outline-text-3" id="text-1-3">
<p>
Nous passons au langage R pour inspecter nos données, parce que l'analyse et la préparation de graphiques sont plus concises en R, sans nécessiter aucune bibliothèque supplémentaire.
</p>
<p>
Nous utilisons le mécanisme d'échange de données proposé par org-mode, ce qui nécessite un peu de code Python pour transformer les données dans le bon format.
</p>
<div class="org-src-container">
<pre class="src src-python" id="orgd4b9a9c">[(<span style="color: #008000;">'Date'</span>, <span style="color: #008000;">'Belgique'</span>, <span style="color: #008000;">'Hong-Kong'</span>, <span style="color: #008000;">'France'</span>, <span style="color: #008000;">'Allemagne'</span>, <span style="color: #008000;">'Iran'</span>, <span style="color: #008000;">'Italie'</span>, <span style="color: #008000;">'Japon'</span>, <span style="color: #008000;">'Cor&#233;e du Sud'</span>, <span style="color: #008000;">'Hollande'</span>, <span style="color: #008000;">'Portugal'</span>, <span style="color: #008000;">'Espagne'</span>, <span style="color: #008000;">'Royaume-Unis'</span>, <span style="color: #008000;">'Etats-Unis'</span>, <span style="color: #008000;">'Chine'</span>), <span style="color: #D0372D;">None</span>] + [(<span style="color: #006FE0;">str</span>(en_tete), belgique, hong_kong, france_metropolitaine, allemagne, iran, italie, japon, coree_du_sud, hollande, portugal, espagne, royaume_unis, etats_unis, sum_chine) <span style="color: #0000FF;">for</span> en_tete, belgique, hong_kong, france_metropolitaine, allemagne, iran, italie, japon, coree_du_sud, hollande, portugal, espagne, royaume_unis, etats_unis, sum_chine <span style="color: #0000FF;">in</span> donnees]
</pre>
</div>
<p>
En R, les données arrivent sous forme d'un data frame, mais il faut encore convertir les dates, qui arrivent comme chaînes de caractères.
</p>
<div class="org-src-container">
<pre class="src src-R">date_evt_bis=as.Date(donnees$Date, format=<span style="color: #008000;">"%m/%d/%Y"</span>)
</pre>
</div>
</div>
</div>
</div>
<div id="outline-container-org143ba40" class="outline-2">
<h2 id="org143ba40"><span class="section-number-2">2</span> Analyse</h2>
<div class="outline-text-2" id="text-2">
<p>
On peut maintenant faire le graphe du nombre de mort en échelle linéaire.
</p>
<div class="org-src-container">
<pre class="src src-R">plot(date_evt_bis, donnees$Belgique, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'brown'</span>, lwd =2,
ylab=<span style="color: #008000;">'Morts cumul&#233;es'</span>,
xlab=<span style="color: #008000;">'Date'</span>,
ylim=c(0,2500000))
lines(date_evt_bis, donnees$Hong.Kong, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'blue'</span>, lwd =2)
lines(date_evt_bis, donnees$France, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'aquamarine3'</span>, lwd =2)
lines(date_evt_bis, donnees$Allemagne, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkorange'</span>, lwd =2)
lines(date_evt_bis, donnees$Iran, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'gray'</span>, lwd =2)
lines(date_evt_bis, donnees$Italie, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkgreen'</span>, lwd =2)
lines(date_evt_bis, donnees$Japon, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkblue'</span>, lwd =2)
lines(date_evt_bis, donnees$Cor&#233;e.du.Sud, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'deeppink'</span>, lwd =2)
lines(date_evt_bis, donnees$Hollande, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkviolet'</span>, lwd =2)
lines(date_evt_bis, donnees$Portugal, type =<span style="color: #008000;">'l'</span>, col=<span style="color: #008000;">'green'</span>, lwd =2)
lines(date_evt_bis, donnees$Espagne, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'red'</span>, lwd =2)
lines(date_evt_bis, donnees$Royaume.Unis, type =<span style="color: #008000;">'l'</span>,col =<span style="color: #008000;">'darkred'</span>, lwd =2)
lines(date_evt_bis, donnees$Etats.Unis, type =<span style="color: #008000;">'l'</span>, col=<span style="color: #008000;">'yellow2'</span>, lwd =2)
lines(date_evt_bis, donnees$Chine, type =<span style="color: #008000;">'l'</span>, col=<span style="color: #008000;">'black'</span>, lwd =2)
legend(<span style="color: #008000;">'topleft'</span>, inset=0.05 , legend =c(<span style="color: #008000;">'Hong-Kong'</span>, <span style="color: #008000;">'France'</span>, <span style="color: #008000;">'Allemagne'</span>, <span style="color: #008000;">'Iran'</span>, <span style="color: #008000;">'Italie'</span>, <span style="color: #008000;">'Japon'</span>, <span style="color: #008000;">'Cor&#233;e du Sud'</span>, <span style="color: #008000;">'Hollande'</span>, <span style="color: #008000;">'Portugal'</span>, <span style="color: #008000;">'Espagne'</span>, <span style="color: #008000;">'Royaume-Uni'</span>, <span style="color: #008000;">'Etats-Unis'</span>, <span style="color: #008000;">'Chine'</span>), col=c(<span style="color: #008000;">'blue'</span>, <span style="color: #008000;">'aquamarine3'</span>, <span style="color: #008000;">'darkorange'</span>, <span style="color: #008000;">'gray'</span>, <span style="color: #008000;">'darkgreen'</span>, <span style="color: #008000;">'darkblue'</span>, <span style="color: #008000;">'deeppink'</span>, <span style="color: #008000;">'darkviolet'</span>, <span style="color: #008000;">'green'</span>, <span style="color: #008000;">'red'</span>, <span style="color: #008000;">'darkred'</span>, <span style="color: #008000;">'yellow2'</span>, <span style="color: #008000;">'black'</span>), lty=1, lwd=2)
</pre>
</div>
<div class="figure">
<p><img src="Covid19_lin.png" alt="Covid19_lin.png" />
</p>
</div>
<p>
Puis en échelle logarithmique
</p>
<div class="org-src-container">
<pre class="src src-R">plot(date_evt_bis, donnees$Belgique, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'brown'</span>, lwd =2,
ylab=<span style="color: #008000;">'Morts cumul&#233;es'</span>,
xlab=<span style="color: #008000;">'Date'</span>,
log=<span style="color: #008000;">'y'</span>,
ylim=c(1,2500000))
lines(date_evt_bis, donnees$Hong.Kong, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'blue'</span>, lwd =2)
lines(date_evt_bis, donnees$France, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'aquamarine3'</span>, lwd =2)
lines(date_evt_bis, donnees$Allemagne, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkorange'</span>, lwd =2)
lines(date_evt_bis, donnees$Iran, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'gray'</span>, lwd =2)
lines(date_evt_bis, donnees$Italie, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkgreen'</span>, lwd =2)
lines(date_evt_bis, donnees$Japon, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkblue'</span>, lwd =2)
lines(date_evt_bis, donnees$Cor&#233;e.du.Sud, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'deeppink'</span>, lwd =2)
lines(date_evt_bis, donnees$Hollande, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'darkviolet'</span>, lwd =2)
lines(date_evt_bis, donnees$Portugal, type =<span style="color: #008000;">'l'</span>, col=<span style="color: #008000;">'green'</span>, lwd =2)
lines(date_evt_bis, donnees$Espagne, type =<span style="color: #008000;">'l'</span>, col =<span style="color: #008000;">'red'</span>, lwd =2)
lines(date_evt_bis, donnees$Royaume.Unis, type =<span style="color: #008000;">'l'</span>,col =<span style="color: #008000;">'darkred'</span>, lwd =2)
lines(date_evt_bis, donnees$Etats.Unis, type =<span style="color: #008000;">'l'</span>, col=<span style="color: #008000;">'yellow2'</span>, lwd =2)
lines(date_evt_bis, donnees$Chine, type =<span style="color: #008000;">'l'</span>, col=<span style="color: #008000;">'black'</span>, lwd =2)
</pre>
</div>
<div class="figure">
<p><img src="Covid19_log.png" alt="Covid19_log.png" />
</p>
</div>
</div>
</div>
</div>
<div id="postamble" class="status">
<p class="date">Date: 10 Juin 2020</p>
<p class="author">Auteur: Olivia</p>
<p class="date">Created: 2020-06-11 Jeu 00:25</p>
<p class="validation"><a href="http://validator.w3.org/check?uri=referer">Validate</a></p>
</div>
</body>
</html>
module3/exo3/exercice_R_fr.org
View file @ 5528d561
#+Title: Votre titre #+Title: Travail évalué par les pairs
#+AUTHOR: Votre nom #+AUTHOR: Olivia
#+DATE: La date du jour #+DATE: 10 Juin 2020
#+LANGUAGE: fr #+LANGUAGE: fr
# #+PROPERTY: header-args :eval never-export # #+PROPERTY: header-args :eval never-export
...@@ -47,7 +47,7 @@ table = [line.split(',') for line in donnees_lines] ...@@ -47,7 +47,7 @@ table = [line.split(',') for line in donnees_lines]
** Trie des données ** Trie des données
Nous affichons le début du tableau afin d'avoir un aperçu des données Nous affichons le début du tableau afin d'avoir un aperçu des données
#+begin_src python :results value :session #+begin_src python :results value :session :exports both
table[:10] table[:10]
#+end_src #+end_src
...@@ -147,7 +147,7 @@ date_evt_bis=as.Date(donnees$Date, format="%m/%d/%Y") ...@@ -147,7 +147,7 @@ date_evt_bis=as.Date(donnees$Date, format="%m/%d/%Y")
* Analyse * Analyse
On peut maintenant faire le graphe du nombre de mort en échelle linéaire. On peut maintenant faire le graphe du nombre de mort en échelle linéaire.
#+BEGIN_SRC R :results output graphics :file Covid19_lin.png :session #+BEGIN_SRC R :results output graphics :file Covid19_lin.png :session :exports both
plot(date_evt_bis, donnees$Belgique, type ='l', col ='brown', lwd =2, plot(date_evt_bis, donnees$Belgique, type ='l', col ='brown', lwd =2,
ylab='Morts cumulées', ylab='Morts cumulées',
xlab='Date', xlab='Date',
...@@ -172,7 +172,7 @@ legend('topleft', inset=0.05 , legend =c('Hong-Kong', 'France', 'Allemagne', 'Ir ...@@ -172,7 +172,7 @@ legend('topleft', inset=0.05 , legend =c('Hong-Kong', 'France', 'Allemagne', 'Ir
[[file:Covid19_lin.png]] [[file:Covid19_lin.png]]
Puis en échelle logarithmique Puis en échelle logarithmique
#+BEGIN_SRC R :results output graphics :file Covid19_log.png :session #+BEGIN_SRC R :results output graphics :file Covid19_log.png :session :exports both
plot(date_evt_bis, donnees$Belgique, type ='l', col ='brown', lwd =2, plot(date_evt_bis, donnees$Belgique, type ='l', col ='brown', lwd =2,
ylab='Morts cumulées', ylab='Morts cumulées',
xlab='Date', xlab='Date',
......
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