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Commit e51f4f57 authored by 6f892419cc99326ee525ed439d8ff5df's avatar 6f892419cc99326ee525ed439d8ff5df
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module3/exo2/exercice.ipynb
View file @ e51f4f57
...@@ -14,7 +14,7 @@ ...@@ -14,7 +14,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 9, "execution_count": 2,
"metadata": {}, "metadata": {},
"outputs": [], "outputs": [],
"source": [ "source": [
...@@ -23,7 +23,7 @@ ...@@ -23,7 +23,7 @@
}, },
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": 10, "execution_count": 3,
"metadata": {}, "metadata": {},
"outputs": [ "outputs": [
{ {
...@@ -62,32 +62,45 @@ ...@@ -62,32 +62,45 @@
" <tbody>\n", " <tbody>\n",
" <tr>\n", " <tr>\n",
" <th>0</th>\n", " <th>0</th>\n",
" <td>202107</td>\n", " <td>202108</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>15273</td>\n", " <td>13464</td>\n",
" <td>11019</td>\n", " <td>9633</td>\n",
" <td>19527</td>\n", " <td>17295</td>\n",
" <td>23</td>\n", " <td>20</td>\n",
" <td>17</td>\n", " <td>14</td>\n",
" <td>29</td>\n", " <td>26</td>\n",
" <td>FR</td>\n", " <td>FR</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1</th>\n", " <th>1</th>\n",
" <td>202106</td>\n", " <td>202107</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>13642</td>\n", " <td>13633</td>\n",
" <td>9914</td>\n", " <td>10325</td>\n",
" <td>17370</td>\n", " <td>16941</td>\n",
" <td>21</td>\n", " <td>21</td>\n",
" <td>15</td>\n", " <td>16</td>\n",
" <td>27</td>\n", " <td>26</td>\n",
" <td>FR</td>\n", " <td>FR</td>\n",
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>2</th>\n", " <th>2</th>\n",
" <td>202106</td>\n",
" <td>7</td>\n",
" <td>13383</td>\n",
" <td>9793</td>\n",
" <td>16973</td>\n",
" <td>20</td>\n",
" <td>15</td>\n",
" <td>25</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>3</th>\n",
" <td>202105</td>\n", " <td>202105</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>12210</td>\n", " <td>12210</td>\n",
...@@ -100,7 +113,7 @@ ...@@ -100,7 +113,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>3</th>\n", " <th>4</th>\n",
" <td>202104</td>\n", " <td>202104</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>12026</td>\n", " <td>12026</td>\n",
...@@ -113,7 +126,7 @@ ...@@ -113,7 +126,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>4</th>\n", " <th>5</th>\n",
" <td>202103</td>\n", " <td>202103</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>8913</td>\n", " <td>8913</td>\n",
...@@ -126,7 +139,7 @@ ...@@ -126,7 +139,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>5</th>\n", " <th>6</th>\n",
" <td>202102</td>\n", " <td>202102</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>7795</td>\n", " <td>7795</td>\n",
...@@ -139,7 +152,7 @@ ...@@ -139,7 +152,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>6</th>\n", " <th>7</th>\n",
" <td>202101</td>\n", " <td>202101</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>10525</td>\n", " <td>10525</td>\n",
...@@ -152,7 +165,7 @@ ...@@ -152,7 +165,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>7</th>\n", " <th>8</th>\n",
" <td>202053</td>\n", " <td>202053</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>11978</td>\n", " <td>11978</td>\n",
...@@ -165,7 +178,7 @@ ...@@ -165,7 +178,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>8</th>\n", " <th>9</th>\n",
" <td>202052</td>\n", " <td>202052</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>12012</td>\n", " <td>12012</td>\n",
...@@ -178,7 +191,7 @@ ...@@ -178,7 +191,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>9</th>\n", " <th>10</th>\n",
" <td>202051</td>\n", " <td>202051</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>10564</td>\n", " <td>10564</td>\n",
...@@ -191,7 +204,7 @@ ...@@ -191,7 +204,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>10</th>\n", " <th>11</th>\n",
" <td>202050</td>\n", " <td>202050</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>7063</td>\n", " <td>7063</td>\n",
...@@ -204,7 +217,7 @@ ...@@ -204,7 +217,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>11</th>\n", " <th>12</th>\n",
" <td>202049</td>\n", " <td>202049</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>5026</td>\n", " <td>5026</td>\n",
...@@ -217,7 +230,7 @@ ...@@ -217,7 +230,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>12</th>\n", " <th>13</th>\n",
" <td>202048</td>\n", " <td>202048</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>6683</td>\n", " <td>6683</td>\n",
...@@ -230,7 +243,7 @@ ...@@ -230,7 +243,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>13</th>\n", " <th>14</th>\n",
" <td>202047</td>\n", " <td>202047</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>4999</td>\n", " <td>4999</td>\n",
...@@ -243,7 +256,7 @@ ...@@ -243,7 +256,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>14</th>\n", " <th>15</th>\n",
" <td>202046</td>\n", " <td>202046</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>3752</td>\n", " <td>3752</td>\n",
...@@ -256,7 +269,7 @@ ...@@ -256,7 +269,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>15</th>\n", " <th>16</th>\n",
" <td>202045</td>\n", " <td>202045</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>3696</td>\n", " <td>3696</td>\n",
...@@ -269,7 +282,7 @@ ...@@ -269,7 +282,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>16</th>\n", " <th>17</th>\n",
" <td>202044</td>\n", " <td>202044</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>4391</td>\n", " <td>4391</td>\n",
...@@ -282,7 +295,7 @@ ...@@ -282,7 +295,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>17</th>\n", " <th>18</th>\n",
" <td>202043</td>\n", " <td>202043</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>4376</td>\n", " <td>4376</td>\n",
...@@ -295,7 +308,7 @@ ...@@ -295,7 +308,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>18</th>\n", " <th>19</th>\n",
" <td>202042</td>\n", " <td>202042</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>4000</td>\n", " <td>4000</td>\n",
...@@ -308,7 +321,7 @@ ...@@ -308,7 +321,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>19</th>\n", " <th>20</th>\n",
" <td>202041</td>\n", " <td>202041</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>3961</td>\n", " <td>3961</td>\n",
...@@ -321,7 +334,7 @@ ...@@ -321,7 +334,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>20</th>\n", " <th>21</th>\n",
" <td>202040</td>\n", " <td>202040</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>2078</td>\n", " <td>2078</td>\n",
...@@ -334,7 +347,7 @@ ...@@ -334,7 +347,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>21</th>\n", " <th>22</th>\n",
" <td>202039</td>\n", " <td>202039</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>1049</td>\n", " <td>1049</td>\n",
...@@ -347,7 +360,7 @@ ...@@ -347,7 +360,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>22</th>\n", " <th>23</th>\n",
" <td>202038</td>\n", " <td>202038</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>2253</td>\n", " <td>2253</td>\n",
...@@ -360,7 +373,7 @@ ...@@ -360,7 +373,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>23</th>\n", " <th>24</th>\n",
" <td>202037</td>\n", " <td>202037</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>1584</td>\n", " <td>1584</td>\n",
...@@ -373,7 +386,7 @@ ...@@ -373,7 +386,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>24</th>\n", " <th>25</th>\n",
" <td>202036</td>\n", " <td>202036</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>919</td>\n", " <td>919</td>\n",
...@@ -386,7 +399,7 @@ ...@@ -386,7 +399,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>25</th>\n", " <th>26</th>\n",
" <td>202035</td>\n", " <td>202035</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>828</td>\n", " <td>828</td>\n",
...@@ -399,7 +412,7 @@ ...@@ -399,7 +412,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>26</th>\n", " <th>27</th>\n",
" <td>202034</td>\n", " <td>202034</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>2272</td>\n", " <td>2272</td>\n",
...@@ -412,7 +425,7 @@ ...@@ -412,7 +425,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>27</th>\n", " <th>28</th>\n",
" <td>202033</td>\n", " <td>202033</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>1284</td>\n", " <td>1284</td>\n",
...@@ -425,7 +438,7 @@ ...@@ -425,7 +438,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>28</th>\n", " <th>29</th>\n",
" <td>202032</td>\n", " <td>202032</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>2650</td>\n", " <td>2650</td>\n",
...@@ -438,19 +451,6 @@ ...@@ -438,19 +451,6 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>29</th>\n",
" <td>202031</td>\n",
" <td>7</td>\n",
" <td>1303</td>\n",
" <td>100</td>\n",
" <td>2506</td>\n",
" <td>2</td>\n",
" <td>0</td>\n",
" <td>4</td>\n",
" <td>FR</td>\n",
" <td>France</td>\n",
" </tr>\n",
" <tr>\n",
" <th>...</th>\n", " <th>...</th>\n",
" <td>...</td>\n", " <td>...</td>\n",
" <td>...</td>\n", " <td>...</td>\n",
...@@ -464,7 +464,7 @@ ...@@ -464,7 +464,7 @@
" <td>...</td>\n", " <td>...</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1547</th>\n", " <th>1548</th>\n",
" <td>199126</td>\n", " <td>199126</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>17608</td>\n", " <td>17608</td>\n",
...@@ -477,7 +477,7 @@ ...@@ -477,7 +477,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1548</th>\n", " <th>1549</th>\n",
" <td>199125</td>\n", " <td>199125</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>16169</td>\n", " <td>16169</td>\n",
...@@ -490,7 +490,7 @@ ...@@ -490,7 +490,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1549</th>\n", " <th>1550</th>\n",
" <td>199124</td>\n", " <td>199124</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>16171</td>\n", " <td>16171</td>\n",
...@@ -503,7 +503,7 @@ ...@@ -503,7 +503,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1550</th>\n", " <th>1551</th>\n",
" <td>199123</td>\n", " <td>199123</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>11947</td>\n", " <td>11947</td>\n",
...@@ -516,7 +516,7 @@ ...@@ -516,7 +516,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1551</th>\n", " <th>1552</th>\n",
" <td>199122</td>\n", " <td>199122</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>15452</td>\n", " <td>15452</td>\n",
...@@ -529,7 +529,7 @@ ...@@ -529,7 +529,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1552</th>\n", " <th>1553</th>\n",
" <td>199121</td>\n", " <td>199121</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>14903</td>\n", " <td>14903</td>\n",
...@@ -542,7 +542,7 @@ ...@@ -542,7 +542,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1553</th>\n", " <th>1554</th>\n",
" <td>199120</td>\n", " <td>199120</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>19053</td>\n", " <td>19053</td>\n",
...@@ -555,7 +555,7 @@ ...@@ -555,7 +555,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1554</th>\n", " <th>1555</th>\n",
" <td>199119</td>\n", " <td>199119</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>16739</td>\n", " <td>16739</td>\n",
...@@ -568,7 +568,7 @@ ...@@ -568,7 +568,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1555</th>\n", " <th>1556</th>\n",
" <td>199118</td>\n", " <td>199118</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>21385</td>\n", " <td>21385</td>\n",
...@@ -581,7 +581,7 @@ ...@@ -581,7 +581,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1556</th>\n", " <th>1557</th>\n",
" <td>199117</td>\n", " <td>199117</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>13462</td>\n", " <td>13462</td>\n",
...@@ -594,7 +594,7 @@ ...@@ -594,7 +594,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1557</th>\n", " <th>1558</th>\n",
" <td>199116</td>\n", " <td>199116</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>14857</td>\n", " <td>14857</td>\n",
...@@ -607,7 +607,7 @@ ...@@ -607,7 +607,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1558</th>\n", " <th>1559</th>\n",
" <td>199115</td>\n", " <td>199115</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>13975</td>\n", " <td>13975</td>\n",
...@@ -620,7 +620,7 @@ ...@@ -620,7 +620,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1559</th>\n", " <th>1560</th>\n",
" <td>199114</td>\n", " <td>199114</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>12265</td>\n", " <td>12265</td>\n",
...@@ -633,7 +633,7 @@ ...@@ -633,7 +633,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1560</th>\n", " <th>1561</th>\n",
" <td>199113</td>\n", " <td>199113</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>9567</td>\n", " <td>9567</td>\n",
...@@ -646,7 +646,7 @@ ...@@ -646,7 +646,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1561</th>\n", " <th>1562</th>\n",
" <td>199112</td>\n", " <td>199112</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>10864</td>\n", " <td>10864</td>\n",
...@@ -659,7 +659,7 @@ ...@@ -659,7 +659,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1562</th>\n", " <th>1563</th>\n",
" <td>199111</td>\n", " <td>199111</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>15574</td>\n", " <td>15574</td>\n",
...@@ -672,7 +672,7 @@ ...@@ -672,7 +672,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1563</th>\n", " <th>1564</th>\n",
" <td>199110</td>\n", " <td>199110</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>16643</td>\n", " <td>16643</td>\n",
...@@ -685,7 +685,7 @@ ...@@ -685,7 +685,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1564</th>\n", " <th>1565</th>\n",
" <td>199109</td>\n", " <td>199109</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>13741</td>\n", " <td>13741</td>\n",
...@@ -698,7 +698,7 @@ ...@@ -698,7 +698,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1565</th>\n", " <th>1566</th>\n",
" <td>199108</td>\n", " <td>199108</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>13289</td>\n", " <td>13289</td>\n",
...@@ -711,7 +711,7 @@ ...@@ -711,7 +711,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1566</th>\n", " <th>1567</th>\n",
" <td>199107</td>\n", " <td>199107</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>12337</td>\n", " <td>12337</td>\n",
...@@ -724,7 +724,7 @@ ...@@ -724,7 +724,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1567</th>\n", " <th>1568</th>\n",
" <td>199106</td>\n", " <td>199106</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>10877</td>\n", " <td>10877</td>\n",
...@@ -737,7 +737,7 @@ ...@@ -737,7 +737,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1568</th>\n", " <th>1569</th>\n",
" <td>199105</td>\n", " <td>199105</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>10442</td>\n", " <td>10442</td>\n",
...@@ -750,7 +750,7 @@ ...@@ -750,7 +750,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1569</th>\n", " <th>1570</th>\n",
" <td>199104</td>\n", " <td>199104</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>7913</td>\n", " <td>7913</td>\n",
...@@ -763,7 +763,7 @@ ...@@ -763,7 +763,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1570</th>\n", " <th>1571</th>\n",
" <td>199103</td>\n", " <td>199103</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>15387</td>\n", " <td>15387</td>\n",
...@@ -776,7 +776,7 @@ ...@@ -776,7 +776,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1571</th>\n", " <th>1572</th>\n",
" <td>199102</td>\n", " <td>199102</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>16277</td>\n", " <td>16277</td>\n",
...@@ -789,7 +789,7 @@ ...@@ -789,7 +789,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1572</th>\n", " <th>1573</th>\n",
" <td>199101</td>\n", " <td>199101</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>15565</td>\n", " <td>15565</td>\n",
...@@ -802,7 +802,7 @@ ...@@ -802,7 +802,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1573</th>\n", " <th>1574</th>\n",
" <td>199052</td>\n", " <td>199052</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>19375</td>\n", " <td>19375</td>\n",
...@@ -815,7 +815,7 @@ ...@@ -815,7 +815,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1574</th>\n", " <th>1575</th>\n",
" <td>199051</td>\n", " <td>199051</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>19080</td>\n", " <td>19080</td>\n",
...@@ -828,7 +828,7 @@ ...@@ -828,7 +828,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1575</th>\n", " <th>1576</th>\n",
" <td>199050</td>\n", " <td>199050</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>11079</td>\n", " <td>11079</td>\n",
...@@ -841,7 +841,7 @@ ...@@ -841,7 +841,7 @@
" <td>France</td>\n", " <td>France</td>\n",
" </tr>\n", " </tr>\n",
" <tr>\n", " <tr>\n",
" <th>1576</th>\n", " <th>1577</th>\n",
" <td>199049</td>\n", " <td>199049</td>\n",
" <td>7</td>\n", " <td>7</td>\n",
" <td>1143</td>\n", " <td>1143</td>\n",
...@@ -855,140 +855,140 @@ ...@@ -855,140 +855,140 @@
" </tr>\n", " </tr>\n",
" </tbody>\n", " </tbody>\n",
"</table>\n", "</table>\n",
"<p>1577 rows × 10 columns</p>\n", "<p>1578 rows × 10 columns</p>\n",
"</div>" "</div>"
], ],
"text/plain": [ "text/plain": [
" week indicator inc inc_low inc_up inc100 inc100_low \\\n", " week indicator inc inc_low inc_up inc100 inc100_low \\\n",
"0 202107 7 15273 11019 19527 23 17 \n", "0 202108 7 13464 9633 17295 20 14 \n",
"1 202106 7 13642 9914 17370 21 15 \n", "1 202107 7 13633 10325 16941 21 16 \n",
"2 202105 7 12210 8988 15432 18 13 \n", "2 202106 7 13383 9793 16973 20 15 \n",
"3 202104 7 12026 8826 15226 18 13 \n", "3 202105 7 12210 8988 15432 18 13 \n",
"4 202103 7 8913 6375 11451 13 9 \n", "4 202104 7 12026 8826 15226 18 13 \n",
"5 202102 7 7795 5430 10160 12 8 \n", "5 202103 7 8913 6375 11451 13 9 \n",
"6 202101 7 10525 7750 13300 16 12 \n", "6 202102 7 7795 5430 10160 12 8 \n",
"7 202053 7 11978 8406 15550 18 13 \n", "7 202101 7 10525 7750 13300 16 12 \n",
"8 202052 7 12012 8285 15739 18 12 \n", "8 202053 7 11978 8406 15550 18 13 \n",
"9 202051 7 10564 7574 13554 16 11 \n", "9 202052 7 12012 8285 15739 18 12 \n",
"10 202050 7 7063 4744 9382 11 7 \n", "10 202051 7 10564 7574 13554 16 11 \n",
"11 202049 7 5026 3145 6907 8 5 \n", "11 202050 7 7063 4744 9382 11 7 \n",
"12 202048 7 6683 4312 9054 10 6 \n", "12 202049 7 5026 3145 6907 8 5 \n",
"13 202047 7 4999 2963 7035 8 5 \n", "13 202048 7 6683 4312 9054 10 6 \n",
"14 202046 7 3752 1963 5541 6 3 \n", "14 202047 7 4999 2963 7035 8 5 \n",
"15 202045 7 3696 2016 5376 6 3 \n", "15 202046 7 3752 1963 5541 6 3 \n",
"16 202044 7 4391 2375 6407 7 4 \n", "16 202045 7 3696 2016 5376 6 3 \n",
"17 202043 7 4376 2505 6247 7 4 \n", "17 202044 7 4391 2375 6407 7 4 \n",
"18 202042 7 4000 1979 6021 6 3 \n", "18 202043 7 4376 2505 6247 7 4 \n",
"19 202041 7 3961 2099 5823 6 3 \n", "19 202042 7 4000 1979 6021 6 3 \n",
"20 202040 7 2078 675 3481 3 1 \n", "20 202041 7 3961 2099 5823 6 3 \n",
"21 202039 7 1049 237 1861 2 1 \n", "21 202040 7 2078 675 3481 3 1 \n",
"22 202038 7 2253 782 3724 3 1 \n", "22 202039 7 1049 237 1861 2 1 \n",
"23 202037 7 1584 405 2763 2 0 \n", "23 202038 7 2253 782 3724 3 1 \n",
"24 202036 7 919 100 1738 1 0 \n", "24 202037 7 1584 405 2763 2 0 \n",
"25 202035 7 828 0 1694 1 0 \n", "25 202036 7 919 100 1738 1 0 \n",
"26 202034 7 2272 371 4173 3 0 \n", "26 202035 7 828 0 1694 1 0 \n",
"27 202033 7 1284 177 2391 2 0 \n", "27 202034 7 2272 371 4173 3 0 \n",
"28 202032 7 2650 689 4611 4 1 \n", "28 202033 7 1284 177 2391 2 0 \n",
"29 202031 7 1303 100 2506 2 0 \n", "29 202032 7 2650 689 4611 4 1 \n",
"... ... ... ... ... ... ... ... \n", "... ... ... ... ... ... ... ... \n",
"1547 199126 7 17608 11304 23912 31 20 \n", "1548 199126 7 17608 11304 23912 31 20 \n",
"1548 199125 7 16169 10700 21638 28 18 \n", "1549 199125 7 16169 10700 21638 28 18 \n",
"1549 199124 7 16171 10071 22271 28 17 \n", "1550 199124 7 16171 10071 22271 28 17 \n",
"1550 199123 7 11947 7671 16223 21 13 \n", "1551 199123 7 11947 7671 16223 21 13 \n",
"1551 199122 7 15452 9953 20951 27 17 \n", "1552 199122 7 15452 9953 20951 27 17 \n",
"1552 199121 7 14903 8975 20831 26 16 \n", "1553 199121 7 14903 8975 20831 26 16 \n",
"1553 199120 7 19053 12742 25364 34 23 \n", "1554 199120 7 19053 12742 25364 34 23 \n",
"1554 199119 7 16739 11246 22232 29 19 \n", "1555 199119 7 16739 11246 22232 29 19 \n",
"1555 199118 7 21385 13882 28888 38 25 \n", "1556 199118 7 21385 13882 28888 38 25 \n",
"1556 199117 7 13462 8877 18047 24 16 \n", "1557 199117 7 13462 8877 18047 24 16 \n",
"1557 199116 7 14857 10068 19646 26 18 \n", "1558 199116 7 14857 10068 19646 26 18 \n",
"1558 199115 7 13975 9781 18169 25 18 \n", "1559 199115 7 13975 9781 18169 25 18 \n",
"1559 199114 7 12265 7684 16846 22 14 \n", "1560 199114 7 12265 7684 16846 22 14 \n",
"1560 199113 7 9567 6041 13093 17 11 \n", "1561 199113 7 9567 6041 13093 17 11 \n",
"1561 199112 7 10864 7331 14397 19 13 \n", "1562 199112 7 10864 7331 14397 19 13 \n",
"1562 199111 7 15574 11184 19964 27 19 \n", "1563 199111 7 15574 11184 19964 27 19 \n",
"1563 199110 7 16643 11372 21914 29 20 \n", "1564 199110 7 16643 11372 21914 29 20 \n",
"1564 199109 7 13741 8780 18702 24 15 \n", "1565 199109 7 13741 8780 18702 24 15 \n",
"1565 199108 7 13289 8813 17765 23 15 \n", "1566 199108 7 13289 8813 17765 23 15 \n",
"1566 199107 7 12337 8077 16597 22 15 \n", "1567 199107 7 12337 8077 16597 22 15 \n",
"1567 199106 7 10877 7013 14741 19 12 \n", "1568 199106 7 10877 7013 14741 19 12 \n",
"1568 199105 7 10442 6544 14340 18 11 \n", "1569 199105 7 10442 6544 14340 18 11 \n",
"1569 199104 7 7913 4563 11263 14 8 \n", "1570 199104 7 7913 4563 11263 14 8 \n",
"1570 199103 7 15387 10484 20290 27 18 \n", "1571 199103 7 15387 10484 20290 27 18 \n",
"1571 199102 7 16277 11046 21508 29 20 \n", "1572 199102 7 16277 11046 21508 29 20 \n",
"1572 199101 7 15565 10271 20859 27 18 \n", "1573 199101 7 15565 10271 20859 27 18 \n",
"1573 199052 7 19375 13295 25455 34 23 \n", "1574 199052 7 19375 13295 25455 34 23 \n",
"1574 199051 7 19080 13807 24353 34 25 \n", "1575 199051 7 19080 13807 24353 34 25 \n",
"1575 199050 7 11079 6660 15498 20 12 \n", "1576 199050 7 11079 6660 15498 20 12 \n",
"1576 199049 7 1143 0 2610 2 0 \n", "1577 199049 7 1143 0 2610 2 0 \n",
"\n", "\n",
" inc100_up geo_insee geo_name \n", " inc100_up geo_insee geo_name \n",
"0 29 FR France \n", "0 26 FR France \n",
"1 27 FR France \n", "1 26 FR France \n",
"2 23 FR France \n", "2 25 FR France \n",
"3 23 FR France \n", "3 23 FR France \n",
"4 17 FR France \n", "4 23 FR France \n",
"5 16 FR France \n", "5 17 FR France \n",
"6 20 FR France \n", "6 16 FR France \n",
"7 23 FR France \n", "7 20 FR France \n",
"8 24 FR France \n", "8 23 FR France \n",
"9 21 FR France \n", "9 24 FR France \n",
"10 15 FR France \n", "10 21 FR France \n",
"11 11 FR France \n", "11 15 FR France \n",
"12 14 FR France \n", "12 11 FR France \n",
"13 11 FR France \n", "13 14 FR France \n",
"14 9 FR France \n", "14 11 FR France \n",
"15 9 FR France \n", "15 9 FR France \n",
"16 10 FR France \n", "16 9 FR France \n",
"17 10 FR France \n", "17 10 FR France \n",
"18 9 FR France \n", "18 10 FR France \n",
"19 9 FR France \n", "19 9 FR France \n",
"20 5 FR France \n", "20 9 FR France \n",
"21 3 FR France \n", "21 5 FR France \n",
"22 5 FR France \n", "22 3 FR France \n",
"23 4 FR France \n", "23 5 FR France \n",
"24 2 FR France \n", "24 4 FR France \n",
"25 2 FR France \n", "25 2 FR France \n",
"26 6 FR France \n", "26 2 FR France \n",
"27 4 FR France \n", "27 6 FR France \n",
"28 7 FR France \n", "28 4 FR France \n",
"29 4 FR France \n", "29 7 FR France \n",
"... ... ... ... \n", "... ... ... ... \n",
"1547 42 FR France \n", "1548 42 FR France \n",
"1548 38 FR France \n", "1549 38 FR France \n",
"1549 39 FR France \n", "1550 39 FR France \n",
"1550 29 FR France \n", "1551 29 FR France \n",
"1551 37 FR France \n", "1552 37 FR France \n",
"1552 36 FR France \n", "1553 36 FR France \n",
"1553 45 FR France \n", "1554 45 FR France \n",
"1554 39 FR France \n", "1555 39 FR France \n",
"1555 51 FR France \n", "1556 51 FR France \n",
"1556 32 FR France \n", "1557 32 FR France \n",
"1557 34 FR France \n", "1558 34 FR France \n",
"1558 32 FR France \n", "1559 32 FR France \n",
"1559 30 FR France \n", "1560 30 FR France \n",
"1560 23 FR France \n", "1561 23 FR France \n",
"1561 25 FR France \n", "1562 25 FR France \n",
"1562 35 FR France \n", "1563 35 FR France \n",
"1563 38 FR France \n", "1564 38 FR France \n",
"1564 33 FR France \n", "1565 33 FR France \n",
"1565 31 FR France \n", "1566 31 FR France \n",
"1566 29 FR France \n", "1567 29 FR France \n",
"1567 26 FR France \n", "1568 26 FR France \n",
"1568 25 FR France \n", "1569 25 FR France \n",
"1569 20 FR France \n", "1570 20 FR France \n",
"1570 36 FR France \n", "1571 36 FR France \n",
"1571 38 FR France \n", "1572 38 FR France \n",
"1572 36 FR France \n", "1573 36 FR France \n",
"1573 45 FR France \n", "1574 45 FR France \n",
"1574 43 FR France \n", "1575 43 FR France \n",
"1575 28 FR France \n", "1576 28 FR France \n",
"1576 5 FR France \n", "1577 5 FR France \n",
"\n", "\n",
"[1577 rows x 10 columns]" "[1578 rows x 10 columns]"
] ]
}, },
"execution_count": 10, "execution_count": 3,
"metadata": {}, "metadata": {},
"output_type": "execute_result" "output_type": "execute_result"
} }
...@@ -2072,6 +2072,57 @@ ...@@ -2072,6 +2072,57 @@
"raw_data" "raw_data"
] ]
}, },
{
"cell_type": "code",
"execution_count": 28,
"metadata": {},
"outputs": [
{
"name": "stdout",
"output_type": "stream",
"text": [
"1991 12615.384615384615\n",
"1992 15915.094339622641\n",
"1993 11412.211538461539\n",
"1994 12700.346153846154\n",
"1995 12588.423076923076\n",
"1996 12157.923076923076\n",
"1997 12005.807692307691\n",
"1998 14812.358490566037\n",
"1999 12423.5\n",
"2000 12434.942307692309\n",
"2001 10834.903846153846\n",
"2002 11337.442307692309\n",
"2003 13056.307692307691\n",
"2004 16052.169811320755\n",
"2005 12585.5\n",
"2006 10728.942307692309\n",
"2007 14963.826923076924\n",
"2008 14211.403846153846\n",
"2009 16527.11320754717\n",
"2010 14739.961538461539\n",
"2011 12346.807692307691\n",
"2012 13018.673076923076\n",
"2013 12659.961538461539\n",
"2014 12473.211538461539\n",
"2015 12259.283018867925\n",
"2016 14038.51923076923\n",
"2017 10703.461538461539\n",
"2018 10796.153846153846\n",
"2019 10401.423076923076\n",
"2020 4339.377358490566\n"
]
}
],
"source": [
"raw_data[\"year\"] = raw_data[\"week\"].astype(str).apply(lambda x: x[:4])\n",
"raw_data[\"year\"] = raw_data[\"year\"].astype(int)\n",
"\n",
"for year in range(1991, 2021):\n",
" print(year, raw_data[raw_data[\"year\"] == year][\"inc\"].mean())\n",
"\n"
]
},
{ {
"cell_type": "code", "cell_type": "code",
"execution_count": null, "execution_count": null,
......
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