debut de l'exercice module 3

parent ab7a0ace
{
"cells": [
{
"cell_type": "code",
"execution_count": 1,
"metadata": {},
"outputs": [],
"source": [
"%matplotlib inline\n",
"import matplotlib.pyplot as plt\n",
"import pandas as pd\n",
"import isoweek"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Les données de l'incidence du syndrome grippal sont disponibles du site Web du [Réseau Sentinelles](https://www.sentiweb.fr/france/fr/?page=table). Nous les récupérons sous forme d'un fichier en format CSV dont chaque ligne correspond à une semaine de la période demandée. Nous téléchargeons toujours le jeu de données complet, qui commence en 1984 et se termine avec une semaine récente.(Donées téléchargées le 28/11/2021)"
]
},
{
"cell_type": "code",
"execution_count": 2,
"metadata": {},
"outputs": [],
"source": [
"data_url = \"incidence-PAY-3.csv\""
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Voici l'explication des colonnes données [sur le site d'origine](https://ns.sentiweb.fr/incidence/csv-schema-v1.json):\n",
"\n",
"| Nom de colonne | Libellé de colonne |\n",
"|----------------|-----------------------------------------------------------------------------------------------------------------------------------|\n",
"| week | Semaine calendaire (ISO 8601) |\n",
"| indicator | Code de l'indicateur de surveillance |\n",
"| inc | Estimation de l'incidence de consultations en nombre de cas |\n",
"| inc_low | Estimation de la borne inférieure de l'IC95% du nombre de cas de consultation |\n",
"| inc_up | Estimation de la borne supérieure de l'IC95% du nombre de cas de consultation |\n",
"| inc100 | Estimation du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
"| inc100_low | Estimation de la borne inférieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
"| inc100_up | Estimation de la borne supérieure de l'IC95% du taux d'incidence du nombre de cas de consultation (en cas pour 100,000 habitants) |\n",
"| geo_insee | Code de la zone géographique concernée (Code INSEE) http://www.insee.fr/fr/methodes/nomenclatures/cog/ |\n",
"| geo_name | Libellé de la zone géographique (ce libellé peut être modifié sans préavis) |\n",
"\n",
"La première ligne du fichier CSV est un commentaire, que nous ignorons en précisant `skiprows=1`."
]
},
{
"cell_type": "code",
"execution_count": 3,
"metadata": {},
"outputs": [
{
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" <td>24564.0</td>\n",
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" <td>202144</td>\n",
" <td>3</td>\n",
" <td>19017</td>\n",
" <td>15056.0</td>\n",
" <td>22978.0</td>\n",
" <td>29</td>\n",
" <td>23.0</td>\n",
" <td>35.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <th>3</th>\n",
" <td>202143</td>\n",
" <td>3</td>\n",
" <td>27040</td>\n",
" <td>21935.0</td>\n",
" <td>32145.0</td>\n",
" <td>41</td>\n",
" <td>33.0</td>\n",
" <td>49.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>4</th>\n",
" <td>202142</td>\n",
" <td>3</td>\n",
" <td>28343</td>\n",
" <td>23382.0</td>\n",
" <td>33304.0</td>\n",
" <td>43</td>\n",
" <td>35.0</td>\n",
" <td>51.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>5</th>\n",
" <td>202141</td>\n",
" <td>3</td>\n",
" <td>25043</td>\n",
" <td>20586.0</td>\n",
" <td>29500.0</td>\n",
" <td>38</td>\n",
" <td>31.0</td>\n",
" <td>45.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>6</th>\n",
" <td>202140</td>\n",
" <td>3</td>\n",
" <td>26286</td>\n",
" <td>21842.0</td>\n",
" <td>30730.0</td>\n",
" <td>40</td>\n",
" <td>33.0</td>\n",
" <td>47.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>7</th>\n",
" <td>202139</td>\n",
" <td>3</td>\n",
" <td>22155</td>\n",
" <td>18014.0</td>\n",
" <td>26296.0</td>\n",
" <td>34</td>\n",
" <td>28.0</td>\n",
" <td>40.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>8</th>\n",
" <td>202138</td>\n",
" <td>3</td>\n",
" <td>15614</td>\n",
" <td>12310.0</td>\n",
" <td>18918.0</td>\n",
" <td>24</td>\n",
" <td>19.0</td>\n",
" <td>29.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>9</th>\n",
" <td>202137</td>\n",
" <td>3</td>\n",
" <td>13673</td>\n",
" <td>10404.0</td>\n",
" <td>16942.0</td>\n",
" <td>21</td>\n",
" <td>16.0</td>\n",
" <td>26.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>10</th>\n",
" <td>202136</td>\n",
" <td>3</td>\n",
" <td>10289</td>\n",
" <td>7505.0</td>\n",
" <td>13073.0</td>\n",
" <td>16</td>\n",
" <td>12.0</td>\n",
" <td>20.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>11</th>\n",
" <td>202135</td>\n",
" <td>3</td>\n",
" <td>12609</td>\n",
" <td>9282.0</td>\n",
" <td>15936.0</td>\n",
" <td>19</td>\n",
" <td>14.0</td>\n",
" <td>24.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>12</th>\n",
" <td>202134</td>\n",
" <td>3</td>\n",
" <td>13015</td>\n",
" <td>9485.0</td>\n",
" <td>16545.0</td>\n",
" <td>20</td>\n",
" <td>15.0</td>\n",
" <td>25.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>13</th>\n",
" <td>202133</td>\n",
" <td>3</td>\n",
" <td>10392</td>\n",
" <td>7042.0</td>\n",
" <td>13742.0</td>\n",
" <td>16</td>\n",
" <td>11.0</td>\n",
" <td>21.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>14</th>\n",
" <td>202132</td>\n",
" <td>3</td>\n",
" <td>15586</td>\n",
" <td>11009.0</td>\n",
" <td>20163.0</td>\n",
" <td>24</td>\n",
" <td>17.0</td>\n",
" <td>31.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>15</th>\n",
" <td>202131</td>\n",
" <td>3</td>\n",
" <td>18855</td>\n",
" <td>13664.0</td>\n",
" <td>24046.0</td>\n",
" <td>29</td>\n",
" <td>21.0</td>\n",
" <td>37.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>16</th>\n",
" <td>202130</td>\n",
" <td>3</td>\n",
" <td>13991</td>\n",
" <td>9695.0</td>\n",
" <td>18287.0</td>\n",
" <td>21</td>\n",
" <td>14.0</td>\n",
" <td>28.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>17</th>\n",
" <td>202129</td>\n",
" <td>3</td>\n",
" <td>13626</td>\n",
" <td>9618.0</td>\n",
" <td>17634.0</td>\n",
" <td>21</td>\n",
" <td>15.0</td>\n",
" <td>27.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>202128</td>\n",
" <td>3</td>\n",
" <td>8636</td>\n",
" <td>5430.0</td>\n",
" <td>11842.0</td>\n",
" <td>13</td>\n",
" <td>8.0</td>\n",
" <td>18.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>202127</td>\n",
" <td>3</td>\n",
" <td>10693</td>\n",
" <td>6838.0</td>\n",
" <td>14548.0</td>\n",
" <td>16</td>\n",
" <td>10.0</td>\n",
" <td>22.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>20</th>\n",
" <td>202126</td>\n",
" <td>3</td>\n",
" <td>7086</td>\n",
" <td>4109.0</td>\n",
" <td>10063.0</td>\n",
" <td>11</td>\n",
" <td>6.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>202125</td>\n",
" <td>3</td>\n",
" <td>7942</td>\n",
" <td>5540.0</td>\n",
" <td>10344.0</td>\n",
" <td>12</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>202124</td>\n",
" <td>3</td>\n",
" <td>4855</td>\n",
" <td>3011.0</td>\n",
" <td>6699.0</td>\n",
" <td>7</td>\n",
" <td>4.0</td>\n",
" <td>10.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>202123</td>\n",
" <td>3</td>\n",
" <td>6710</td>\n",
" <td>4455.0</td>\n",
" <td>8965.0</td>\n",
" <td>10</td>\n",
" <td>7.0</td>\n",
" <td>13.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
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" <tr>\n",
" <th>24</th>\n",
" <td>202122</td>\n",
" <td>3</td>\n",
" <td>7879</td>\n",
" <td>5495.0</td>\n",
" <td>10263.0</td>\n",
" <td>12</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>202121</td>\n",
" <td>3</td>\n",
" <td>7827</td>\n",
" <td>5403.0</td>\n",
" <td>10251.0</td>\n",
" <td>12</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>202120</td>\n",
" <td>3</td>\n",
" <td>10278</td>\n",
" <td>7540.0</td>\n",
" <td>13016.0</td>\n",
" <td>16</td>\n",
" <td>12.0</td>\n",
" <td>20.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>202119</td>\n",
" <td>3</td>\n",
" <td>9539</td>\n",
" <td>6860.0</td>\n",
" <td>12218.0</td>\n",
" <td>14</td>\n",
" <td>10.0</td>\n",
" <td>18.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>202118</td>\n",
" <td>3</td>\n",
" <td>12135</td>\n",
" <td>9165.0</td>\n",
" <td>15105.0</td>\n",
" <td>18</td>\n",
" <td>14.0</td>\n",
" <td>22.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>202117</td>\n",
" <td>3</td>\n",
" <td>12058</td>\n",
" <td>8891.0</td>\n",
" <td>15225.0</td>\n",
" <td>18</td>\n",
" <td>13.0</td>\n",
" <td>23.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1904</th>\n",
" <td>198521</td>\n",
" <td>3</td>\n",
" <td>26096</td>\n",
" <td>19621.0</td>\n",
" <td>32571.0</td>\n",
" <td>47</td>\n",
" <td>35.0</td>\n",
" <td>59.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1905</th>\n",
" <td>198520</td>\n",
" <td>3</td>\n",
" <td>27896</td>\n",
" <td>20885.0</td>\n",
" <td>34907.0</td>\n",
" <td>51</td>\n",
" <td>38.0</td>\n",
" <td>64.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1906</th>\n",
" <td>198519</td>\n",
" <td>3</td>\n",
" <td>43154</td>\n",
" <td>32821.0</td>\n",
" <td>53487.0</td>\n",
" <td>78</td>\n",
" <td>59.0</td>\n",
" <td>97.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1907</th>\n",
" <td>198518</td>\n",
" <td>3</td>\n",
" <td>40555</td>\n",
" <td>29935.0</td>\n",
" <td>51175.0</td>\n",
" <td>74</td>\n",
" <td>55.0</td>\n",
" <td>93.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1908</th>\n",
" <td>198517</td>\n",
" <td>3</td>\n",
" <td>34053</td>\n",
" <td>24366.0</td>\n",
" <td>43740.0</td>\n",
" <td>62</td>\n",
" <td>44.0</td>\n",
" <td>80.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1909</th>\n",
" <td>198516</td>\n",
" <td>3</td>\n",
" <td>50362</td>\n",
" <td>36451.0</td>\n",
" <td>64273.0</td>\n",
" <td>91</td>\n",
" <td>66.0</td>\n",
" <td>116.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1910</th>\n",
" <td>198515</td>\n",
" <td>3</td>\n",
" <td>63881</td>\n",
" <td>45538.0</td>\n",
" <td>82224.0</td>\n",
" <td>116</td>\n",
" <td>83.0</td>\n",
" <td>149.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1911</th>\n",
" <td>198514</td>\n",
" <td>3</td>\n",
" <td>134545</td>\n",
" <td>114400.0</td>\n",
" <td>154690.0</td>\n",
" <td>244</td>\n",
" <td>207.0</td>\n",
" <td>281.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1912</th>\n",
" <td>198513</td>\n",
" <td>3</td>\n",
" <td>197206</td>\n",
" <td>176080.0</td>\n",
" <td>218332.0</td>\n",
" <td>357</td>\n",
" <td>319.0</td>\n",
" <td>395.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1913</th>\n",
" <td>198512</td>\n",
" <td>3</td>\n",
" <td>245240</td>\n",
" <td>223304.0</td>\n",
" <td>267176.0</td>\n",
" <td>445</td>\n",
" <td>405.0</td>\n",
" <td>485.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1914</th>\n",
" <td>198511</td>\n",
" <td>3</td>\n",
" <td>276205</td>\n",
" <td>252399.0</td>\n",
" <td>300011.0</td>\n",
" <td>501</td>\n",
" <td>458.0</td>\n",
" <td>544.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1915</th>\n",
" <td>198510</td>\n",
" <td>3</td>\n",
" <td>353231</td>\n",
" <td>326279.0</td>\n",
" <td>380183.0</td>\n",
" <td>640</td>\n",
" <td>591.0</td>\n",
" <td>689.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1916</th>\n",
" <td>198509</td>\n",
" <td>3</td>\n",
" <td>369895</td>\n",
" <td>341109.0</td>\n",
" <td>398681.0</td>\n",
" <td>670</td>\n",
" <td>618.0</td>\n",
" <td>722.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1917</th>\n",
" <td>198508</td>\n",
" <td>3</td>\n",
" <td>389886</td>\n",
" <td>359529.0</td>\n",
" <td>420243.0</td>\n",
" <td>707</td>\n",
" <td>652.0</td>\n",
" <td>762.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1918</th>\n",
" <td>198507</td>\n",
" <td>3</td>\n",
" <td>471852</td>\n",
" <td>432599.0</td>\n",
" <td>511105.0</td>\n",
" <td>855</td>\n",
" <td>784.0</td>\n",
" <td>926.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1919</th>\n",
" <td>198506</td>\n",
" <td>3</td>\n",
" <td>565825</td>\n",
" <td>518011.0</td>\n",
" <td>613639.0</td>\n",
" <td>1026</td>\n",
" <td>939.0</td>\n",
" <td>1113.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1920</th>\n",
" <td>198505</td>\n",
" <td>3</td>\n",
" <td>637302</td>\n",
" <td>592795.0</td>\n",
" <td>681809.0</td>\n",
" <td>1155</td>\n",
" <td>1074.0</td>\n",
" <td>1236.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1921</th>\n",
" <td>198504</td>\n",
" <td>3</td>\n",
" <td>424937</td>\n",
" <td>390794.0</td>\n",
" <td>459080.0</td>\n",
" <td>770</td>\n",
" <td>708.0</td>\n",
" <td>832.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1922</th>\n",
" <td>198503</td>\n",
" <td>3</td>\n",
" <td>213901</td>\n",
" <td>174689.0</td>\n",
" <td>253113.0</td>\n",
" <td>388</td>\n",
" <td>317.0</td>\n",
" <td>459.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1923</th>\n",
" <td>198502</td>\n",
" <td>3</td>\n",
" <td>97586</td>\n",
" <td>80949.0</td>\n",
" <td>114223.0</td>\n",
" <td>177</td>\n",
" <td>147.0</td>\n",
" <td>207.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1924</th>\n",
" <td>198501</td>\n",
" <td>3</td>\n",
" <td>85489</td>\n",
" <td>65918.0</td>\n",
" <td>105060.0</td>\n",
" <td>155</td>\n",
" <td>120.0</td>\n",
" <td>190.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1925</th>\n",
" <td>198452</td>\n",
" <td>3</td>\n",
" <td>84830</td>\n",
" <td>60602.0</td>\n",
" <td>109058.0</td>\n",
" <td>154</td>\n",
" <td>110.0</td>\n",
" <td>198.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1926</th>\n",
" <td>198451</td>\n",
" <td>3</td>\n",
" <td>101726</td>\n",
" <td>80242.0</td>\n",
" <td>123210.0</td>\n",
" <td>185</td>\n",
" <td>146.0</td>\n",
" <td>224.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1927</th>\n",
" <td>198450</td>\n",
" <td>3</td>\n",
" <td>123680</td>\n",
" <td>101401.0</td>\n",
" <td>145959.0</td>\n",
" <td>225</td>\n",
" <td>184.0</td>\n",
" <td>266.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1928</th>\n",
" <td>198449</td>\n",
" <td>3</td>\n",
" <td>101073</td>\n",
" <td>81684.0</td>\n",
" <td>120462.0</td>\n",
" <td>184</td>\n",
" <td>149.0</td>\n",
" <td>219.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1929</th>\n",
" <td>198448</td>\n",
" <td>3</td>\n",
" <td>78620</td>\n",
" <td>60634.0</td>\n",
" <td>96606.0</td>\n",
" <td>143</td>\n",
" <td>110.0</td>\n",
" <td>176.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1930</th>\n",
" <td>198447</td>\n",
" <td>3</td>\n",
" <td>72029</td>\n",
" <td>54274.0</td>\n",
" <td>89784.0</td>\n",
" <td>131</td>\n",
" <td>99.0</td>\n",
" <td>163.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1931</th>\n",
" <td>198446</td>\n",
" <td>3</td>\n",
" <td>87330</td>\n",
" <td>67686.0</td>\n",
" <td>106974.0</td>\n",
" <td>159</td>\n",
" <td>123.0</td>\n",
" <td>195.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1932</th>\n",
" <td>198445</td>\n",
" <td>3</td>\n",
" <td>135223</td>\n",
" <td>101414.0</td>\n",
" <td>169032.0</td>\n",
" <td>246</td>\n",
" <td>184.0</td>\n",
" <td>308.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1933</th>\n",
" <td>198444</td>\n",
" <td>3</td>\n",
" <td>68422</td>\n",
" <td>20056.0</td>\n",
" <td>116788.0</td>\n",
" <td>125</td>\n",
" <td>37.0</td>\n",
" <td>213.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1934 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" week indicator inc inc_low inc_up inc100 inc100_low \\\n",
"0 202146 3 39877 33319.0 46435.0 60 50.0 \n",
"1 202145 3 20687 16810.0 24564.0 31 25.0 \n",
"2 202144 3 19017 15056.0 22978.0 29 23.0 \n",
"3 202143 3 27040 21935.0 32145.0 41 33.0 \n",
"4 202142 3 28343 23382.0 33304.0 43 35.0 \n",
"5 202141 3 25043 20586.0 29500.0 38 31.0 \n",
"6 202140 3 26286 21842.0 30730.0 40 33.0 \n",
"7 202139 3 22155 18014.0 26296.0 34 28.0 \n",
"8 202138 3 15614 12310.0 18918.0 24 19.0 \n",
"9 202137 3 13673 10404.0 16942.0 21 16.0 \n",
"10 202136 3 10289 7505.0 13073.0 16 12.0 \n",
"11 202135 3 12609 9282.0 15936.0 19 14.0 \n",
"12 202134 3 13015 9485.0 16545.0 20 15.0 \n",
"13 202133 3 10392 7042.0 13742.0 16 11.0 \n",
"14 202132 3 15586 11009.0 20163.0 24 17.0 \n",
"15 202131 3 18855 13664.0 24046.0 29 21.0 \n",
"16 202130 3 13991 9695.0 18287.0 21 14.0 \n",
"17 202129 3 13626 9618.0 17634.0 21 15.0 \n",
"18 202128 3 8636 5430.0 11842.0 13 8.0 \n",
"19 202127 3 10693 6838.0 14548.0 16 10.0 \n",
"20 202126 3 7086 4109.0 10063.0 11 6.0 \n",
"21 202125 3 7942 5540.0 10344.0 12 8.0 \n",
"22 202124 3 4855 3011.0 6699.0 7 4.0 \n",
"23 202123 3 6710 4455.0 8965.0 10 7.0 \n",
"24 202122 3 7879 5495.0 10263.0 12 8.0 \n",
"25 202121 3 7827 5403.0 10251.0 12 8.0 \n",
"26 202120 3 10278 7540.0 13016.0 16 12.0 \n",
"27 202119 3 9539 6860.0 12218.0 14 10.0 \n",
"28 202118 3 12135 9165.0 15105.0 18 14.0 \n",
"29 202117 3 12058 8891.0 15225.0 18 13.0 \n",
"... ... ... ... ... ... ... ... \n",
"1904 198521 3 26096 19621.0 32571.0 47 35.0 \n",
"1905 198520 3 27896 20885.0 34907.0 51 38.0 \n",
"1906 198519 3 43154 32821.0 53487.0 78 59.0 \n",
"1907 198518 3 40555 29935.0 51175.0 74 55.0 \n",
"1908 198517 3 34053 24366.0 43740.0 62 44.0 \n",
"1909 198516 3 50362 36451.0 64273.0 91 66.0 \n",
"1910 198515 3 63881 45538.0 82224.0 116 83.0 \n",
"1911 198514 3 134545 114400.0 154690.0 244 207.0 \n",
"1912 198513 3 197206 176080.0 218332.0 357 319.0 \n",
"1913 198512 3 245240 223304.0 267176.0 445 405.0 \n",
"1914 198511 3 276205 252399.0 300011.0 501 458.0 \n",
"1915 198510 3 353231 326279.0 380183.0 640 591.0 \n",
"1916 198509 3 369895 341109.0 398681.0 670 618.0 \n",
"1917 198508 3 389886 359529.0 420243.0 707 652.0 \n",
"1918 198507 3 471852 432599.0 511105.0 855 784.0 \n",
"1919 198506 3 565825 518011.0 613639.0 1026 939.0 \n",
"1920 198505 3 637302 592795.0 681809.0 1155 1074.0 \n",
"1921 198504 3 424937 390794.0 459080.0 770 708.0 \n",
"1922 198503 3 213901 174689.0 253113.0 388 317.0 \n",
"1923 198502 3 97586 80949.0 114223.0 177 147.0 \n",
"1924 198501 3 85489 65918.0 105060.0 155 120.0 \n",
"1925 198452 3 84830 60602.0 109058.0 154 110.0 \n",
"1926 198451 3 101726 80242.0 123210.0 185 146.0 \n",
"1927 198450 3 123680 101401.0 145959.0 225 184.0 \n",
"1928 198449 3 101073 81684.0 120462.0 184 149.0 \n",
"1929 198448 3 78620 60634.0 96606.0 143 110.0 \n",
"1930 198447 3 72029 54274.0 89784.0 131 99.0 \n",
"1931 198446 3 87330 67686.0 106974.0 159 123.0 \n",
"1932 198445 3 135223 101414.0 169032.0 246 184.0 \n",
"1933 198444 3 68422 20056.0 116788.0 125 37.0 \n",
"\n",
" inc100_up geo_insee geo_name \n",
"0 70.0 FR France \n",
"1 37.0 FR France \n",
"2 35.0 FR France \n",
"3 49.0 FR France \n",
"4 51.0 FR France \n",
"5 45.0 FR France \n",
"6 47.0 FR France \n",
"7 40.0 FR France \n",
"8 29.0 FR France \n",
"9 26.0 FR France \n",
"10 20.0 FR France \n",
"11 24.0 FR France \n",
"12 25.0 FR France \n",
"13 21.0 FR France \n",
"14 31.0 FR France \n",
"15 37.0 FR France \n",
"16 28.0 FR France \n",
"17 27.0 FR France \n",
"18 18.0 FR France \n",
"19 22.0 FR France \n",
"20 16.0 FR France \n",
"21 16.0 FR France \n",
"22 10.0 FR France \n",
"23 13.0 FR France \n",
"24 16.0 FR France \n",
"25 16.0 FR France \n",
"26 20.0 FR France \n",
"27 18.0 FR France \n",
"28 22.0 FR France \n",
"29 23.0 FR France \n",
"... ... ... ... \n",
"1904 59.0 FR France \n",
"1905 64.0 FR France \n",
"1906 97.0 FR France \n",
"1907 93.0 FR France \n",
"1908 80.0 FR France \n",
"1909 116.0 FR France \n",
"1910 149.0 FR France \n",
"1911 281.0 FR France \n",
"1912 395.0 FR France \n",
"1913 485.0 FR France \n",
"1914 544.0 FR France \n",
"1915 689.0 FR France \n",
"1916 722.0 FR France \n",
"1917 762.0 FR France \n",
"1918 926.0 FR France \n",
"1919 1113.0 FR France \n",
"1920 1236.0 FR France \n",
"1921 832.0 FR France \n",
"1922 459.0 FR France \n",
"1923 207.0 FR France \n",
"1924 190.0 FR France \n",
"1925 198.0 FR France \n",
"1926 224.0 FR France \n",
"1927 266.0 FR France \n",
"1928 219.0 FR France \n",
"1929 176.0 FR France \n",
"1930 163.0 FR France \n",
"1931 195.0 FR France \n",
"1932 308.0 FR France \n",
"1933 213.0 FR France \n",
"\n",
"[1934 rows x 10 columns]"
]
},
"execution_count": 3,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_data = pd.read_csv(data_url, skiprows=1)\n",
"raw_data"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Y a-t-il des points manquants dans ce jeux de données ? Oui, la semaine 19 de l'année 1989 n'a pas de valeurs associées."
]
},
{
"cell_type": "code",
"execution_count": 4,
"metadata": {},
"outputs": [
{
"data": {
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" vertical-align: top;\n",
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" .dataframe thead th {\n",
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" }\n",
"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>week</th>\n",
" <th>indicator</th>\n",
" <th>inc</th>\n",
" <th>inc_low</th>\n",
" <th>inc_up</th>\n",
" <th>inc100</th>\n",
" <th>inc100_low</th>\n",
" <th>inc100_up</th>\n",
" <th>geo_insee</th>\n",
" <th>geo_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>1697</th>\n",
" <td>198919</td>\n",
" <td>3</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>0</td>\n",
" <td>NaN</td>\n",
" <td>NaN</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"</div>"
],
"text/plain": [
" week indicator inc inc_low inc_up inc100 inc100_low inc100_up \\\n",
"1697 198919 3 0 NaN NaN 0 NaN NaN \n",
"\n",
" geo_insee geo_name \n",
"1697 FR France "
]
},
"execution_count": 4,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"raw_data[raw_data.isnull().any(axis=1)]"
]
},
{
"cell_type": "markdown",
"metadata": {},
"source": [
"Nous éliminons ce point, ce qui n'a pas d'impact fort sur notre analyse qui est assez simple."
]
},
{
"cell_type": "code",
"execution_count": 5,
"metadata": {},
"outputs": [
{
"data": {
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"</style>\n",
"<table border=\"1\" class=\"dataframe\">\n",
" <thead>\n",
" <tr style=\"text-align: right;\">\n",
" <th></th>\n",
" <th>week</th>\n",
" <th>indicator</th>\n",
" <th>inc</th>\n",
" <th>inc_low</th>\n",
" <th>inc_up</th>\n",
" <th>inc100</th>\n",
" <th>inc100_low</th>\n",
" <th>inc100_up</th>\n",
" <th>geo_insee</th>\n",
" <th>geo_name</th>\n",
" </tr>\n",
" </thead>\n",
" <tbody>\n",
" <tr>\n",
" <th>0</th>\n",
" <td>202146</td>\n",
" <td>3</td>\n",
" <td>39877</td>\n",
" <td>33319.0</td>\n",
" <td>46435.0</td>\n",
" <td>60</td>\n",
" <td>50.0</td>\n",
" <td>70.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1</th>\n",
" <td>202145</td>\n",
" <td>3</td>\n",
" <td>20687</td>\n",
" <td>16810.0</td>\n",
" <td>24564.0</td>\n",
" <td>31</td>\n",
" <td>25.0</td>\n",
" <td>37.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>2</th>\n",
" <td>202144</td>\n",
" <td>3</td>\n",
" <td>19017</td>\n",
" <td>15056.0</td>\n",
" <td>22978.0</td>\n",
" <td>29</td>\n",
" <td>23.0</td>\n",
" <td>35.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>202143</td>\n",
" <td>3</td>\n",
" <td>27040</td>\n",
" <td>21935.0</td>\n",
" <td>32145.0</td>\n",
" <td>41</td>\n",
" <td>33.0</td>\n",
" <td>49.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>4</th>\n",
" <td>202142</td>\n",
" <td>3</td>\n",
" <td>28343</td>\n",
" <td>23382.0</td>\n",
" <td>33304.0</td>\n",
" <td>43</td>\n",
" <td>35.0</td>\n",
" <td>51.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>5</th>\n",
" <td>202141</td>\n",
" <td>3</td>\n",
" <td>25043</td>\n",
" <td>20586.0</td>\n",
" <td>29500.0</td>\n",
" <td>38</td>\n",
" <td>31.0</td>\n",
" <td>45.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>6</th>\n",
" <td>202140</td>\n",
" <td>3</td>\n",
" <td>26286</td>\n",
" <td>21842.0</td>\n",
" <td>30730.0</td>\n",
" <td>40</td>\n",
" <td>33.0</td>\n",
" <td>47.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>7</th>\n",
" <td>202139</td>\n",
" <td>3</td>\n",
" <td>22155</td>\n",
" <td>18014.0</td>\n",
" <td>26296.0</td>\n",
" <td>34</td>\n",
" <td>28.0</td>\n",
" <td>40.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>8</th>\n",
" <td>202138</td>\n",
" <td>3</td>\n",
" <td>15614</td>\n",
" <td>12310.0</td>\n",
" <td>18918.0</td>\n",
" <td>24</td>\n",
" <td>19.0</td>\n",
" <td>29.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>9</th>\n",
" <td>202137</td>\n",
" <td>3</td>\n",
" <td>13673</td>\n",
" <td>10404.0</td>\n",
" <td>16942.0</td>\n",
" <td>21</td>\n",
" <td>16.0</td>\n",
" <td>26.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>10</th>\n",
" <td>202136</td>\n",
" <td>3</td>\n",
" <td>10289</td>\n",
" <td>7505.0</td>\n",
" <td>13073.0</td>\n",
" <td>16</td>\n",
" <td>12.0</td>\n",
" <td>20.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>11</th>\n",
" <td>202135</td>\n",
" <td>3</td>\n",
" <td>12609</td>\n",
" <td>9282.0</td>\n",
" <td>15936.0</td>\n",
" <td>19</td>\n",
" <td>14.0</td>\n",
" <td>24.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>12</th>\n",
" <td>202134</td>\n",
" <td>3</td>\n",
" <td>13015</td>\n",
" <td>9485.0</td>\n",
" <td>16545.0</td>\n",
" <td>20</td>\n",
" <td>15.0</td>\n",
" <td>25.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>13</th>\n",
" <td>202133</td>\n",
" <td>3</td>\n",
" <td>10392</td>\n",
" <td>7042.0</td>\n",
" <td>13742.0</td>\n",
" <td>16</td>\n",
" <td>11.0</td>\n",
" <td>21.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>14</th>\n",
" <td>202132</td>\n",
" <td>3</td>\n",
" <td>15586</td>\n",
" <td>11009.0</td>\n",
" <td>20163.0</td>\n",
" <td>24</td>\n",
" <td>17.0</td>\n",
" <td>31.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>15</th>\n",
" <td>202131</td>\n",
" <td>3</td>\n",
" <td>18855</td>\n",
" <td>13664.0</td>\n",
" <td>24046.0</td>\n",
" <td>29</td>\n",
" <td>21.0</td>\n",
" <td>37.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>16</th>\n",
" <td>202130</td>\n",
" <td>3</td>\n",
" <td>13991</td>\n",
" <td>9695.0</td>\n",
" <td>18287.0</td>\n",
" <td>21</td>\n",
" <td>14.0</td>\n",
" <td>28.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>17</th>\n",
" <td>202129</td>\n",
" <td>3</td>\n",
" <td>13626</td>\n",
" <td>9618.0</td>\n",
" <td>17634.0</td>\n",
" <td>21</td>\n",
" <td>15.0</td>\n",
" <td>27.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>18</th>\n",
" <td>202128</td>\n",
" <td>3</td>\n",
" <td>8636</td>\n",
" <td>5430.0</td>\n",
" <td>11842.0</td>\n",
" <td>13</td>\n",
" <td>8.0</td>\n",
" <td>18.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>19</th>\n",
" <td>202127</td>\n",
" <td>3</td>\n",
" <td>10693</td>\n",
" <td>6838.0</td>\n",
" <td>14548.0</td>\n",
" <td>16</td>\n",
" <td>10.0</td>\n",
" <td>22.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>20</th>\n",
" <td>202126</td>\n",
" <td>3</td>\n",
" <td>7086</td>\n",
" <td>4109.0</td>\n",
" <td>10063.0</td>\n",
" <td>11</td>\n",
" <td>6.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>21</th>\n",
" <td>202125</td>\n",
" <td>3</td>\n",
" <td>7942</td>\n",
" <td>5540.0</td>\n",
" <td>10344.0</td>\n",
" <td>12</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>22</th>\n",
" <td>202124</td>\n",
" <td>3</td>\n",
" <td>4855</td>\n",
" <td>3011.0</td>\n",
" <td>6699.0</td>\n",
" <td>7</td>\n",
" <td>4.0</td>\n",
" <td>10.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>23</th>\n",
" <td>202123</td>\n",
" <td>3</td>\n",
" <td>6710</td>\n",
" <td>4455.0</td>\n",
" <td>8965.0</td>\n",
" <td>10</td>\n",
" <td>7.0</td>\n",
" <td>13.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>24</th>\n",
" <td>202122</td>\n",
" <td>3</td>\n",
" <td>7879</td>\n",
" <td>5495.0</td>\n",
" <td>10263.0</td>\n",
" <td>12</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>25</th>\n",
" <td>202121</td>\n",
" <td>3</td>\n",
" <td>7827</td>\n",
" <td>5403.0</td>\n",
" <td>10251.0</td>\n",
" <td>12</td>\n",
" <td>8.0</td>\n",
" <td>16.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>26</th>\n",
" <td>202120</td>\n",
" <td>3</td>\n",
" <td>10278</td>\n",
" <td>7540.0</td>\n",
" <td>13016.0</td>\n",
" <td>16</td>\n",
" <td>12.0</td>\n",
" <td>20.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>27</th>\n",
" <td>202119</td>\n",
" <td>3</td>\n",
" <td>9539</td>\n",
" <td>6860.0</td>\n",
" <td>12218.0</td>\n",
" <td>14</td>\n",
" <td>10.0</td>\n",
" <td>18.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>28</th>\n",
" <td>202118</td>\n",
" <td>3</td>\n",
" <td>12135</td>\n",
" <td>9165.0</td>\n",
" <td>15105.0</td>\n",
" <td>18</td>\n",
" <td>14.0</td>\n",
" <td>22.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>29</th>\n",
" <td>202117</td>\n",
" <td>3</td>\n",
" <td>12058</td>\n",
" <td>8891.0</td>\n",
" <td>15225.0</td>\n",
" <td>18</td>\n",
" <td>13.0</td>\n",
" <td>23.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" <td>...</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1904</th>\n",
" <td>198521</td>\n",
" <td>3</td>\n",
" <td>26096</td>\n",
" <td>19621.0</td>\n",
" <td>32571.0</td>\n",
" <td>47</td>\n",
" <td>35.0</td>\n",
" <td>59.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1905</th>\n",
" <td>198520</td>\n",
" <td>3</td>\n",
" <td>27896</td>\n",
" <td>20885.0</td>\n",
" <td>34907.0</td>\n",
" <td>51</td>\n",
" <td>38.0</td>\n",
" <td>64.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1906</th>\n",
" <td>198519</td>\n",
" <td>3</td>\n",
" <td>43154</td>\n",
" <td>32821.0</td>\n",
" <td>53487.0</td>\n",
" <td>78</td>\n",
" <td>59.0</td>\n",
" <td>97.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1907</th>\n",
" <td>198518</td>\n",
" <td>3</td>\n",
" <td>40555</td>\n",
" <td>29935.0</td>\n",
" <td>51175.0</td>\n",
" <td>74</td>\n",
" <td>55.0</td>\n",
" <td>93.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1908</th>\n",
" <td>198517</td>\n",
" <td>3</td>\n",
" <td>34053</td>\n",
" <td>24366.0</td>\n",
" <td>43740.0</td>\n",
" <td>62</td>\n",
" <td>44.0</td>\n",
" <td>80.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1909</th>\n",
" <td>198516</td>\n",
" <td>3</td>\n",
" <td>50362</td>\n",
" <td>36451.0</td>\n",
" <td>64273.0</td>\n",
" <td>91</td>\n",
" <td>66.0</td>\n",
" <td>116.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1910</th>\n",
" <td>198515</td>\n",
" <td>3</td>\n",
" <td>63881</td>\n",
" <td>45538.0</td>\n",
" <td>82224.0</td>\n",
" <td>116</td>\n",
" <td>83.0</td>\n",
" <td>149.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1911</th>\n",
" <td>198514</td>\n",
" <td>3</td>\n",
" <td>134545</td>\n",
" <td>114400.0</td>\n",
" <td>154690.0</td>\n",
" <td>244</td>\n",
" <td>207.0</td>\n",
" <td>281.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1912</th>\n",
" <td>198513</td>\n",
" <td>3</td>\n",
" <td>197206</td>\n",
" <td>176080.0</td>\n",
" <td>218332.0</td>\n",
" <td>357</td>\n",
" <td>319.0</td>\n",
" <td>395.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1913</th>\n",
" <td>198512</td>\n",
" <td>3</td>\n",
" <td>245240</td>\n",
" <td>223304.0</td>\n",
" <td>267176.0</td>\n",
" <td>445</td>\n",
" <td>405.0</td>\n",
" <td>485.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1914</th>\n",
" <td>198511</td>\n",
" <td>3</td>\n",
" <td>276205</td>\n",
" <td>252399.0</td>\n",
" <td>300011.0</td>\n",
" <td>501</td>\n",
" <td>458.0</td>\n",
" <td>544.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1915</th>\n",
" <td>198510</td>\n",
" <td>3</td>\n",
" <td>353231</td>\n",
" <td>326279.0</td>\n",
" <td>380183.0</td>\n",
" <td>640</td>\n",
" <td>591.0</td>\n",
" <td>689.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1916</th>\n",
" <td>198509</td>\n",
" <td>3</td>\n",
" <td>369895</td>\n",
" <td>341109.0</td>\n",
" <td>398681.0</td>\n",
" <td>670</td>\n",
" <td>618.0</td>\n",
" <td>722.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1917</th>\n",
" <td>198508</td>\n",
" <td>3</td>\n",
" <td>389886</td>\n",
" <td>359529.0</td>\n",
" <td>420243.0</td>\n",
" <td>707</td>\n",
" <td>652.0</td>\n",
" <td>762.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1918</th>\n",
" <td>198507</td>\n",
" <td>3</td>\n",
" <td>471852</td>\n",
" <td>432599.0</td>\n",
" <td>511105.0</td>\n",
" <td>855</td>\n",
" <td>784.0</td>\n",
" <td>926.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1919</th>\n",
" <td>198506</td>\n",
" <td>3</td>\n",
" <td>565825</td>\n",
" <td>518011.0</td>\n",
" <td>613639.0</td>\n",
" <td>1026</td>\n",
" <td>939.0</td>\n",
" <td>1113.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1920</th>\n",
" <td>198505</td>\n",
" <td>3</td>\n",
" <td>637302</td>\n",
" <td>592795.0</td>\n",
" <td>681809.0</td>\n",
" <td>1155</td>\n",
" <td>1074.0</td>\n",
" <td>1236.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1921</th>\n",
" <td>198504</td>\n",
" <td>3</td>\n",
" <td>424937</td>\n",
" <td>390794.0</td>\n",
" <td>459080.0</td>\n",
" <td>770</td>\n",
" <td>708.0</td>\n",
" <td>832.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1922</th>\n",
" <td>198503</td>\n",
" <td>3</td>\n",
" <td>213901</td>\n",
" <td>174689.0</td>\n",
" <td>253113.0</td>\n",
" <td>388</td>\n",
" <td>317.0</td>\n",
" <td>459.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1923</th>\n",
" <td>198502</td>\n",
" <td>3</td>\n",
" <td>97586</td>\n",
" <td>80949.0</td>\n",
" <td>114223.0</td>\n",
" <td>177</td>\n",
" <td>147.0</td>\n",
" <td>207.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1924</th>\n",
" <td>198501</td>\n",
" <td>3</td>\n",
" <td>85489</td>\n",
" <td>65918.0</td>\n",
" <td>105060.0</td>\n",
" <td>155</td>\n",
" <td>120.0</td>\n",
" <td>190.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1925</th>\n",
" <td>198452</td>\n",
" <td>3</td>\n",
" <td>84830</td>\n",
" <td>60602.0</td>\n",
" <td>109058.0</td>\n",
" <td>154</td>\n",
" <td>110.0</td>\n",
" <td>198.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1926</th>\n",
" <td>198451</td>\n",
" <td>3</td>\n",
" <td>101726</td>\n",
" <td>80242.0</td>\n",
" <td>123210.0</td>\n",
" <td>185</td>\n",
" <td>146.0</td>\n",
" <td>224.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1927</th>\n",
" <td>198450</td>\n",
" <td>3</td>\n",
" <td>123680</td>\n",
" <td>101401.0</td>\n",
" <td>145959.0</td>\n",
" <td>225</td>\n",
" <td>184.0</td>\n",
" <td>266.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1928</th>\n",
" <td>198449</td>\n",
" <td>3</td>\n",
" <td>101073</td>\n",
" <td>81684.0</td>\n",
" <td>120462.0</td>\n",
" <td>184</td>\n",
" <td>149.0</td>\n",
" <td>219.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1929</th>\n",
" <td>198448</td>\n",
" <td>3</td>\n",
" <td>78620</td>\n",
" <td>60634.0</td>\n",
" <td>96606.0</td>\n",
" <td>143</td>\n",
" <td>110.0</td>\n",
" <td>176.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1930</th>\n",
" <td>198447</td>\n",
" <td>3</td>\n",
" <td>72029</td>\n",
" <td>54274.0</td>\n",
" <td>89784.0</td>\n",
" <td>131</td>\n",
" <td>99.0</td>\n",
" <td>163.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1931</th>\n",
" <td>198446</td>\n",
" <td>3</td>\n",
" <td>87330</td>\n",
" <td>67686.0</td>\n",
" <td>106974.0</td>\n",
" <td>159</td>\n",
" <td>123.0</td>\n",
" <td>195.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1932</th>\n",
" <td>198445</td>\n",
" <td>3</td>\n",
" <td>135223</td>\n",
" <td>101414.0</td>\n",
" <td>169032.0</td>\n",
" <td>246</td>\n",
" <td>184.0</td>\n",
" <td>308.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>1933</th>\n",
" <td>198444</td>\n",
" <td>3</td>\n",
" <td>68422</td>\n",
" <td>20056.0</td>\n",
" <td>116788.0</td>\n",
" <td>125</td>\n",
" <td>37.0</td>\n",
" <td>213.0</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" </tbody>\n",
"</table>\n",
"<p>1933 rows × 10 columns</p>\n",
"</div>"
],
"text/plain": [
" week indicator inc inc_low inc_up inc100 inc100_low \\\n",
"0 202146 3 39877 33319.0 46435.0 60 50.0 \n",
"1 202145 3 20687 16810.0 24564.0 31 25.0 \n",
"2 202144 3 19017 15056.0 22978.0 29 23.0 \n",
"3 202143 3 27040 21935.0 32145.0 41 33.0 \n",
"4 202142 3 28343 23382.0 33304.0 43 35.0 \n",
"5 202141 3 25043 20586.0 29500.0 38 31.0 \n",
"6 202140 3 26286 21842.0 30730.0 40 33.0 \n",
"7 202139 3 22155 18014.0 26296.0 34 28.0 \n",
"8 202138 3 15614 12310.0 18918.0 24 19.0 \n",
"9 202137 3 13673 10404.0 16942.0 21 16.0 \n",
"10 202136 3 10289 7505.0 13073.0 16 12.0 \n",
"11 202135 3 12609 9282.0 15936.0 19 14.0 \n",
"12 202134 3 13015 9485.0 16545.0 20 15.0 \n",
"13 202133 3 10392 7042.0 13742.0 16 11.0 \n",
"14 202132 3 15586 11009.0 20163.0 24 17.0 \n",
"15 202131 3 18855 13664.0 24046.0 29 21.0 \n",
"16 202130 3 13991 9695.0 18287.0 21 14.0 \n",
"17 202129 3 13626 9618.0 17634.0 21 15.0 \n",
"18 202128 3 8636 5430.0 11842.0 13 8.0 \n",
"19 202127 3 10693 6838.0 14548.0 16 10.0 \n",
"20 202126 3 7086 4109.0 10063.0 11 6.0 \n",
"21 202125 3 7942 5540.0 10344.0 12 8.0 \n",
"22 202124 3 4855 3011.0 6699.0 7 4.0 \n",
"23 202123 3 6710 4455.0 8965.0 10 7.0 \n",
"24 202122 3 7879 5495.0 10263.0 12 8.0 \n",
"25 202121 3 7827 5403.0 10251.0 12 8.0 \n",
"26 202120 3 10278 7540.0 13016.0 16 12.0 \n",
"27 202119 3 9539 6860.0 12218.0 14 10.0 \n",
"28 202118 3 12135 9165.0 15105.0 18 14.0 \n",
"29 202117 3 12058 8891.0 15225.0 18 13.0 \n",
"... ... ... ... ... ... ... ... \n",
"1904 198521 3 26096 19621.0 32571.0 47 35.0 \n",
"1905 198520 3 27896 20885.0 34907.0 51 38.0 \n",
"1906 198519 3 43154 32821.0 53487.0 78 59.0 \n",
"1907 198518 3 40555 29935.0 51175.0 74 55.0 \n",
"1908 198517 3 34053 24366.0 43740.0 62 44.0 \n",
"1909 198516 3 50362 36451.0 64273.0 91 66.0 \n",
"1910 198515 3 63881 45538.0 82224.0 116 83.0 \n",
"1911 198514 3 134545 114400.0 154690.0 244 207.0 \n",
"1912 198513 3 197206 176080.0 218332.0 357 319.0 \n",
"1913 198512 3 245240 223304.0 267176.0 445 405.0 \n",
"1914 198511 3 276205 252399.0 300011.0 501 458.0 \n",
"1915 198510 3 353231 326279.0 380183.0 640 591.0 \n",
"1916 198509 3 369895 341109.0 398681.0 670 618.0 \n",
"1917 198508 3 389886 359529.0 420243.0 707 652.0 \n",
"1918 198507 3 471852 432599.0 511105.0 855 784.0 \n",
"1919 198506 3 565825 518011.0 613639.0 1026 939.0 \n",
"1920 198505 3 637302 592795.0 681809.0 1155 1074.0 \n",
"1921 198504 3 424937 390794.0 459080.0 770 708.0 \n",
"1922 198503 3 213901 174689.0 253113.0 388 317.0 \n",
"1923 198502 3 97586 80949.0 114223.0 177 147.0 \n",
"1924 198501 3 85489 65918.0 105060.0 155 120.0 \n",
"1925 198452 3 84830 60602.0 109058.0 154 110.0 \n",
"1926 198451 3 101726 80242.0 123210.0 185 146.0 \n",
"1927 198450 3 123680 101401.0 145959.0 225 184.0 \n",
"1928 198449 3 101073 81684.0 120462.0 184 149.0 \n",
"1929 198448 3 78620 60634.0 96606.0 143 110.0 \n",
"1930 198447 3 72029 54274.0 89784.0 131 99.0 \n",
"1931 198446 3 87330 67686.0 106974.0 159 123.0 \n",
"1932 198445 3 135223 101414.0 169032.0 246 184.0 \n",
"1933 198444 3 68422 20056.0 116788.0 125 37.0 \n",
"\n",
" inc100_up geo_insee geo_name \n",
"0 70.0 FR France \n",
"1 37.0 FR France \n",
"2 35.0 FR France \n",
"3 49.0 FR France \n",
"4 51.0 FR France \n",
"5 45.0 FR France \n",
"6 47.0 FR France \n",
"7 40.0 FR France \n",
"8 29.0 FR France \n",
"9 26.0 FR France \n",
"10 20.0 FR France \n",
"11 24.0 FR France \n",
"12 25.0 FR France \n",
"13 21.0 FR France \n",
"14 31.0 FR France \n",
"15 37.0 FR France \n",
"16 28.0 FR France \n",
"17 27.0 FR France \n",
"18 18.0 FR France \n",
"19 22.0 FR France \n",
"20 16.0 FR France \n",
"21 16.0 FR France \n",
"22 10.0 FR France \n",
"23 13.0 FR France \n",
"24 16.0 FR France \n",
"25 16.0 FR France \n",
"26 20.0 FR France \n",
"27 18.0 FR France \n",
"28 22.0 FR France \n",
"29 23.0 FR France \n",
"... ... ... ... \n",
"1904 59.0 FR France \n",
"1905 64.0 FR France \n",
"1906 97.0 FR France \n",
"1907 93.0 FR France \n",
"1908 80.0 FR France \n",
"1909 116.0 FR France \n",
"1910 149.0 FR France \n",
"1911 281.0 FR France \n",
"1912 395.0 FR France \n",
"1913 485.0 FR France \n",
"1914 544.0 FR France \n",
"1915 689.0 FR France \n",
"1916 722.0 FR France \n",
"1917 762.0 FR France \n",
"1918 926.0 FR France \n",
"1919 1113.0 FR France \n",
"1920 1236.0 FR France \n",
"1921 832.0 FR France \n",
"1922 459.0 FR France \n",
"1923 207.0 FR France \n",
"1924 190.0 FR France \n",
"1925 198.0 FR France \n",
"1926 224.0 FR France \n",
"1927 266.0 FR France \n",
"1928 219.0 FR France \n",
"1929 176.0 FR France \n",
"1930 163.0 FR France \n",
"1931 195.0 FR France \n",
"1932 308.0 FR France \n",
"1933 213.0 FR France \n",
"\n",
"[1933 rows x 10 columns]"
]
},
"execution_count": 5,
"metadata": {},
"output_type": "execute_result"
}
],
"source": [
"data = raw_data.dropna().copy()\n",
"data"
]
}
],
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"language": "python",
"name": "python3"
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