diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 9b219e77a8a4de9e0b6f290f854cf7c98d5715d5..9a53a8c6c09040808626d7f9863ab49838ac4129 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,15 +9,14 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
     "%matplotlib inline\n",
     "import matplotlib.pyplot as plt\n",
     "import pandas as pd\n",
-    "import isoweek\n",
-    "import os"
+    "import isoweek"
    ]
   },
   {
@@ -29,7 +28,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 2,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -45,7 +44,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -81,9 +80,1038 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
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+       "  <thead>\n",
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+       "      <th></th>\n",
+       "      <th>0</th>\n",
+       "      <th>202038</th>\n",
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+       "      <th>25578</th>\n",
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+       "      <td>9918</td>\n",
+       "      <td>6842.0</td>\n",
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+       "      <td>10.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>4</td>\n",
+       "      <td>202034</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6084</td>\n",
+       "      <td>3090.0</td>\n",
+       "      <td>9078.0</td>\n",
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+       "      <td>France</td>\n",
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+       "    <tr>\n",
+       "      <th>4</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>6106</td>\n",
+       "      <td>3411.0</td>\n",
+       "      <td>8801.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>202032</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5918</td>\n",
+       "      <td>3330.0</td>\n",
+       "      <td>8506.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>202031</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4351</td>\n",
+       "      <td>2269.0</td>\n",
+       "      <td>6433.0</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>7</th>\n",
+       "      <td>8</td>\n",
+       "      <td>202030</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8179</td>\n",
+       "      <td>5442.0</td>\n",
+       "      <td>10916.0</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>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>202029</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8687</td>\n",
+       "      <td>5860.0</td>\n",
+       "      <td>11514.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>202028</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8340</td>\n",
+       "      <td>5701.0</td>\n",
+       "      <td>10979.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>11</td>\n",
+       "      <td>202027</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4066</td>\n",
+       "      <td>2406.0</td>\n",
+       "      <td>5726.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>202026</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4039</td>\n",
+       "      <td>2389.0</td>\n",
+       "      <td>5689.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>13</td>\n",
+       "      <td>202025</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2853</td>\n",
+       "      <td>1488.0</td>\n",
+       "      <td>4218.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>14</td>\n",
+       "      <td>202024</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3058</td>\n",
+       "      <td>1690.0</td>\n",
+       "      <td>4426.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>15</td>\n",
+       "      <td>202023</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4168</td>\n",
+       "      <td>2468.0</td>\n",
+       "      <td>5868.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>16</td>\n",
+       "      <td>202022</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3580</td>\n",
+       "      <td>1947.0</td>\n",
+       "      <td>5213.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>17</td>\n",
+       "      <td>202021</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6114</td>\n",
+       "      <td>4026.0</td>\n",
+       "      <td>8202.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>18</td>\n",
+       "      <td>202020</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9315</td>\n",
+       "      <td>6775.0</td>\n",
+       "      <td>11855.0</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>18</th>\n",
+       "      <td>19</td>\n",
+       "      <td>202019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11679</td>\n",
+       "      <td>8722.0</td>\n",
+       "      <td>14636.0</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>19</th>\n",
+       "      <td>20</td>\n",
+       "      <td>202018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16398</td>\n",
+       "      <td>12851.0</td>\n",
+       "      <td>19945.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>21</td>\n",
+       "      <td>202017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18082</td>\n",
+       "      <td>14454.0</td>\n",
+       "      <td>21710.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>22</td>\n",
+       "      <td>202016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24165</td>\n",
+       "      <td>19893.0</td>\n",
+       "      <td>28437.0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>23</td>\n",
+       "      <td>202015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41049</td>\n",
+       "      <td>35377.0</td>\n",
+       "      <td>46721.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>24</td>\n",
+       "      <td>202014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>71666</td>\n",
+       "      <td>64531.0</td>\n",
+       "      <td>78801.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>25</td>\n",
+       "      <td>202013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107742</td>\n",
+       "      <td>99187.0</td>\n",
+       "      <td>116297.0</td>\n",
+       "      <td>164</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>26</td>\n",
+       "      <td>202012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107283</td>\n",
+       "      <td>98610.0</td>\n",
+       "      <td>115956.0</td>\n",
+       "      <td>163</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>202011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101704</td>\n",
+       "      <td>93652.0</td>\n",
+       "      <td>109756.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>166.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>202010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>104977</td>\n",
+       "      <td>96650.0</td>\n",
+       "      <td>113304.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>29</td>\n",
+       "      <td>202009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>110696</td>\n",
+       "      <td>102066.0</td>\n",
+       "      <td>119326.0</td>\n",
+       "      <td>168</td>\n",
+       "      <td>155.0</td>\n",
+       "      <td>181.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>30</td>\n",
+       "      <td>202008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>143753</td>\n",
+       "      <td>133984.0</td>\n",
+       "      <td>153522.0</td>\n",
+       "      <td>218</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>233.0</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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1842</th>\n",
+       "      <td>1843</td>\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>1843</th>\n",
+       "      <td>1844</td>\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>1844</th>\n",
+       "      <td>1845</td>\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>1845</th>\n",
+       "      <td>1846</td>\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>1846</th>\n",
+       "      <td>1847</td>\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>1847</th>\n",
+       "      <td>1848</td>\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>1848</th>\n",
+       "      <td>1849</td>\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>1849</th>\n",
+       "      <td>1850</td>\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>1850</th>\n",
+       "      <td>1851</td>\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>1851</th>\n",
+       "      <td>1852</td>\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>1852</th>\n",
+       "      <td>1853</td>\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>1853</th>\n",
+       "      <td>1854</td>\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>1854</th>\n",
+       "      <td>1855</td>\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>1855</th>\n",
+       "      <td>1856</td>\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>1856</th>\n",
+       "      <td>1857</td>\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>1857</th>\n",
+       "      <td>1858</td>\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>1858</th>\n",
+       "      <td>1859</td>\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>1859</th>\n",
+       "      <td>1860</td>\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>1860</th>\n",
+       "      <td>1861</td>\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>1861</th>\n",
+       "      <td>1862</td>\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>1862</th>\n",
+       "      <td>1863</td>\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>1863</th>\n",
+       "      <td>1864</td>\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>1864</th>\n",
+       "      <td>1865</td>\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>1865</th>\n",
+       "      <td>1866</td>\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>1866</th>\n",
+       "      <td>1867</td>\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>1867</th>\n",
+       "      <td>1868</td>\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>1868</th>\n",
+       "      <td>1869</td>\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>1869</th>\n",
+       "      <td>1870</td>\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>1870</th>\n",
+       "      <td>1871</td>\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>1871</th>\n",
+       "      <td>1872</td>\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>1872 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0  202038  3   25578   21135.0   30021.0    39    32.0    46.0  FR  \\\n",
+       "0        1  202037  3   18485   14649.0   22321.0    28    22.0    34.0  FR   \n",
+       "1        2  202036  3   10390    7646.0   13134.0    16    12.0    20.0  FR   \n",
+       "2        3  202035  3    9918    6842.0   12994.0    15    10.0    20.0  FR   \n",
+       "3        4  202034  3    6084    3090.0    9078.0     9     4.0    14.0  FR   \n",
+       "4        5  202033  3    6106    3411.0    8801.0     9     5.0    13.0  FR   \n",
+       "5        6  202032  3    5918    3330.0    8506.0     9     5.0    13.0  FR   \n",
+       "6        7  202031  3    4351    2269.0    6433.0     7     4.0    10.0  FR   \n",
+       "7        8  202030  3    8179    5442.0   10916.0    12     8.0    16.0  FR   \n",
+       "8        9  202029  3    8687    5860.0   11514.0    13     9.0    17.0  FR   \n",
+       "9       10  202028  3    8340    5701.0   10979.0    13     9.0    17.0  FR   \n",
+       "10      11  202027  3    4066    2406.0    5726.0     6     3.0     9.0  FR   \n",
+       "11      12  202026  3    4039    2389.0    5689.0     6     3.0     9.0  FR   \n",
+       "12      13  202025  3    2853    1488.0    4218.0     4     2.0     6.0  FR   \n",
+       "13      14  202024  3    3058    1690.0    4426.0     5     3.0     7.0  FR   \n",
+       "14      15  202023  3    4168    2468.0    5868.0     6     3.0     9.0  FR   \n",
+       "15      16  202022  3    3580    1947.0    5213.0     5     3.0     7.0  FR   \n",
+       "16      17  202021  3    6114    4026.0    8202.0     9     6.0    12.0  FR   \n",
+       "17      18  202020  3    9315    6775.0   11855.0    14    10.0    18.0  FR   \n",
+       "18      19  202019  3   11679    8722.0   14636.0    18    14.0    22.0  FR   \n",
+       "19      20  202018  3   16398   12851.0   19945.0    25    20.0    30.0  FR   \n",
+       "20      21  202017  3   18082   14454.0   21710.0    27    21.0    33.0  FR   \n",
+       "21      22  202016  3   24165   19893.0   28437.0    37    31.0    43.0  FR   \n",
+       "22      23  202015  3   41049   35377.0   46721.0    62    53.0    71.0  FR   \n",
+       "23      24  202014  3   71666   64531.0   78801.0   109    98.0   120.0  FR   \n",
+       "24      25  202013  3  107742   99187.0  116297.0   164   151.0   177.0  FR   \n",
+       "25      26  202012  3  107283   98610.0  115956.0   163   150.0   176.0  FR   \n",
+       "26      27  202011  3  101704   93652.0  109756.0   154   142.0   166.0  FR   \n",
+       "27      28  202010  3  104977   96650.0  113304.0   159   146.0   172.0  FR   \n",
+       "28      29  202009  3  110696  102066.0  119326.0   168   155.0   181.0  FR   \n",
+       "29      30  202008  3  143753  133984.0  153522.0   218   203.0   233.0  FR   \n",
+       "...    ...     ... ..     ...       ...       ...   ...     ...     ...  ..   \n",
+       "1842  1843  198521  3   26096   19621.0   32571.0    47    35.0    59.0  FR   \n",
+       "1843  1844  198520  3   27896   20885.0   34907.0    51    38.0    64.0  FR   \n",
+       "1844  1845  198519  3   43154   32821.0   53487.0    78    59.0    97.0  FR   \n",
+       "1845  1846  198518  3   40555   29935.0   51175.0    74    55.0    93.0  FR   \n",
+       "1846  1847  198517  3   34053   24366.0   43740.0    62    44.0    80.0  FR   \n",
+       "1847  1848  198516  3   50362   36451.0   64273.0    91    66.0   116.0  FR   \n",
+       "1848  1849  198515  3   63881   45538.0   82224.0   116    83.0   149.0  FR   \n",
+       "1849  1850  198514  3  134545  114400.0  154690.0   244   207.0   281.0  FR   \n",
+       "1850  1851  198513  3  197206  176080.0  218332.0   357   319.0   395.0  FR   \n",
+       "1851  1852  198512  3  245240  223304.0  267176.0   445   405.0   485.0  FR   \n",
+       "1852  1853  198511  3  276205  252399.0  300011.0   501   458.0   544.0  FR   \n",
+       "1853  1854  198510  3  353231  326279.0  380183.0   640   591.0   689.0  FR   \n",
+       "1854  1855  198509  3  369895  341109.0  398681.0   670   618.0   722.0  FR   \n",
+       "1855  1856  198508  3  389886  359529.0  420243.0   707   652.0   762.0  FR   \n",
+       "1856  1857  198507  3  471852  432599.0  511105.0   855   784.0   926.0  FR   \n",
+       "1857  1858  198506  3  565825  518011.0  613639.0  1026   939.0  1113.0  FR   \n",
+       "1858  1859  198505  3  637302  592795.0  681809.0  1155  1074.0  1236.0  FR   \n",
+       "1859  1860  198504  3  424937  390794.0  459080.0   770   708.0   832.0  FR   \n",
+       "1860  1861  198503  3  213901  174689.0  253113.0   388   317.0   459.0  FR   \n",
+       "1861  1862  198502  3   97586   80949.0  114223.0   177   147.0   207.0  FR   \n",
+       "1862  1863  198501  3   85489   65918.0  105060.0   155   120.0   190.0  FR   \n",
+       "1863  1864  198452  3   84830   60602.0  109058.0   154   110.0   198.0  FR   \n",
+       "1864  1865  198451  3  101726   80242.0  123210.0   185   146.0   224.0  FR   \n",
+       "1865  1866  198450  3  123680  101401.0  145959.0   225   184.0   266.0  FR   \n",
+       "1866  1867  198449  3  101073   81684.0  120462.0   184   149.0   219.0  FR   \n",
+       "1867  1868  198448  3   78620   60634.0   96606.0   143   110.0   176.0  FR   \n",
+       "1868  1869  198447  3   72029   54274.0   89784.0   131    99.0   163.0  FR   \n",
+       "1869  1870  198446  3   87330   67686.0  106974.0   159   123.0   195.0  FR   \n",
+       "1870  1871  198445  3  135223  101414.0  169032.0   246   184.0   308.0  FR   \n",
+       "1871  1872  198444  3   68422   20056.0  116788.0   125    37.0   213.0  FR   \n",
+       "\n",
+       "      France  \n",
+       "0     France  \n",
+       "1     France  \n",
+       "2     France  \n",
+       "3     France  \n",
+       "4     France  \n",
+       "5     France  \n",
+       "6     France  \n",
+       "7     France  \n",
+       "8     France  \n",
+       "9     France  \n",
+       "10    France  \n",
+       "11    France  \n",
+       "12    France  \n",
+       "13    France  \n",
+       "14    France  \n",
+       "15    France  \n",
+       "16    France  \n",
+       "17    France  \n",
+       "18    France  \n",
+       "19    France  \n",
+       "20    France  \n",
+       "21    France  \n",
+       "22    France  \n",
+       "23    France  \n",
+       "24    France  \n",
+       "25    France  \n",
+       "26    France  \n",
+       "27    France  \n",
+       "28    France  \n",
+       "29    France  \n",
+       "...      ...  \n",
+       "1842  France  \n",
+       "1843  France  \n",
+       "1844  France  \n",
+       "1845  France  \n",
+       "1846  France  \n",
+       "1847  France  \n",
+       "1848  France  \n",
+       "1849  France  \n",
+       "1850  France  \n",
+       "1851  France  \n",
+       "1852  France  \n",
+       "1853  France  \n",
+       "1854  France  \n",
+       "1855  France  \n",
+       "1856  France  \n",
+       "1857  France  \n",
+       "1858  France  \n",
+       "1859  France  \n",
+       "1860  France  \n",
+       "1861  France  \n",
+       "1862  France  \n",
+       "1863  France  \n",
+       "1864  France  \n",
+       "1865  France  \n",
+       "1866  France  \n",
+       "1867  France  \n",
+       "1868  France  \n",
+       "1869  France  \n",
+       "1870  France  \n",
+       "1871  France  \n",
+       "\n",
+       "[1872 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data = pd.read_csv(local, skiprows=1)\n",
     "raw_data"
@@ -98,9 +1126,72 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
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+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
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+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -114,9 +1205,1038 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
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+       "      <td>34.0</td>\n",
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+       "      <td>10390</td>\n",
+       "      <td>7646.0</td>\n",
+       "      <td>13134.0</td>\n",
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+       "      <td>12.0</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
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+       "      <th>2</th>\n",
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+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
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+       "    <tr>\n",
+       "      <th>3</th>\n",
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+       "      <td>14.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
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+       "    <tr>\n",
+       "      <th>4</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>6106</td>\n",
+       "      <td>3411.0</td>\n",
+       "      <td>8801.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>6</td>\n",
+       "      <td>202032</td>\n",
+       "      <td>3</td>\n",
+       "      <td>5918</td>\n",
+       "      <td>3330.0</td>\n",
+       "      <td>8506.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>5.0</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>7</td>\n",
+       "      <td>202031</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4351</td>\n",
+       "      <td>2269.0</td>\n",
+       "      <td>6433.0</td>\n",
+       "      <td>7</td>\n",
+       "      <td>4.0</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
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+       "    <tr>\n",
+       "      <th>7</th>\n",
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+       "      <td>3</td>\n",
+       "      <td>8179</td>\n",
+       "      <td>5442.0</td>\n",
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+       "      <td>8.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
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+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>9</td>\n",
+       "      <td>202029</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8687</td>\n",
+       "      <td>5860.0</td>\n",
+       "      <td>11514.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>10</td>\n",
+       "      <td>202028</td>\n",
+       "      <td>3</td>\n",
+       "      <td>8340</td>\n",
+       "      <td>5701.0</td>\n",
+       "      <td>10979.0</td>\n",
+       "      <td>13</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>11</td>\n",
+       "      <td>202027</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4066</td>\n",
+       "      <td>2406.0</td>\n",
+       "      <td>5726.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>12</td>\n",
+       "      <td>202026</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4039</td>\n",
+       "      <td>2389.0</td>\n",
+       "      <td>5689.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>13</td>\n",
+       "      <td>202025</td>\n",
+       "      <td>3</td>\n",
+       "      <td>2853</td>\n",
+       "      <td>1488.0</td>\n",
+       "      <td>4218.0</td>\n",
+       "      <td>4</td>\n",
+       "      <td>2.0</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>14</td>\n",
+       "      <td>202024</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3058</td>\n",
+       "      <td>1690.0</td>\n",
+       "      <td>4426.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>15</td>\n",
+       "      <td>202023</td>\n",
+       "      <td>3</td>\n",
+       "      <td>4168</td>\n",
+       "      <td>2468.0</td>\n",
+       "      <td>5868.0</td>\n",
+       "      <td>6</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>9.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>16</td>\n",
+       "      <td>202022</td>\n",
+       "      <td>3</td>\n",
+       "      <td>3580</td>\n",
+       "      <td>1947.0</td>\n",
+       "      <td>5213.0</td>\n",
+       "      <td>5</td>\n",
+       "      <td>3.0</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>17</td>\n",
+       "      <td>202021</td>\n",
+       "      <td>3</td>\n",
+       "      <td>6114</td>\n",
+       "      <td>4026.0</td>\n",
+       "      <td>8202.0</td>\n",
+       "      <td>9</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>12.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>18</td>\n",
+       "      <td>202020</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9315</td>\n",
+       "      <td>6775.0</td>\n",
+       "      <td>11855.0</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>18</th>\n",
+       "      <td>19</td>\n",
+       "      <td>202019</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11679</td>\n",
+       "      <td>8722.0</td>\n",
+       "      <td>14636.0</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>19</th>\n",
+       "      <td>20</td>\n",
+       "      <td>202018</td>\n",
+       "      <td>3</td>\n",
+       "      <td>16398</td>\n",
+       "      <td>12851.0</td>\n",
+       "      <td>19945.0</td>\n",
+       "      <td>25</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>30.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>21</td>\n",
+       "      <td>202017</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18082</td>\n",
+       "      <td>14454.0</td>\n",
+       "      <td>21710.0</td>\n",
+       "      <td>27</td>\n",
+       "      <td>21.0</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>22</td>\n",
+       "      <td>202016</td>\n",
+       "      <td>3</td>\n",
+       "      <td>24165</td>\n",
+       "      <td>19893.0</td>\n",
+       "      <td>28437.0</td>\n",
+       "      <td>37</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>23</td>\n",
+       "      <td>202015</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41049</td>\n",
+       "      <td>35377.0</td>\n",
+       "      <td>46721.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>24</td>\n",
+       "      <td>202014</td>\n",
+       "      <td>3</td>\n",
+       "      <td>71666</td>\n",
+       "      <td>64531.0</td>\n",
+       "      <td>78801.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>25</td>\n",
+       "      <td>202013</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107742</td>\n",
+       "      <td>99187.0</td>\n",
+       "      <td>116297.0</td>\n",
+       "      <td>164</td>\n",
+       "      <td>151.0</td>\n",
+       "      <td>177.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>26</td>\n",
+       "      <td>202012</td>\n",
+       "      <td>3</td>\n",
+       "      <td>107283</td>\n",
+       "      <td>98610.0</td>\n",
+       "      <td>115956.0</td>\n",
+       "      <td>163</td>\n",
+       "      <td>150.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>27</td>\n",
+       "      <td>202011</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101704</td>\n",
+       "      <td>93652.0</td>\n",
+       "      <td>109756.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>142.0</td>\n",
+       "      <td>166.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>28</td>\n",
+       "      <td>202010</td>\n",
+       "      <td>3</td>\n",
+       "      <td>104977</td>\n",
+       "      <td>96650.0</td>\n",
+       "      <td>113304.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>172.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>29</td>\n",
+       "      <td>202009</td>\n",
+       "      <td>3</td>\n",
+       "      <td>110696</td>\n",
+       "      <td>102066.0</td>\n",
+       "      <td>119326.0</td>\n",
+       "      <td>168</td>\n",
+       "      <td>155.0</td>\n",
+       "      <td>181.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>30</td>\n",
+       "      <td>202008</td>\n",
+       "      <td>3</td>\n",
+       "      <td>143753</td>\n",
+       "      <td>133984.0</td>\n",
+       "      <td>153522.0</td>\n",
+       "      <td>218</td>\n",
+       "      <td>203.0</td>\n",
+       "      <td>233.0</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",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1842</th>\n",
+       "      <td>1843</td>\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>1843</th>\n",
+       "      <td>1844</td>\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>1844</th>\n",
+       "      <td>1845</td>\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>1845</th>\n",
+       "      <td>1846</td>\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>1846</th>\n",
+       "      <td>1847</td>\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>1847</th>\n",
+       "      <td>1848</td>\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>1848</th>\n",
+       "      <td>1849</td>\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>1849</th>\n",
+       "      <td>1850</td>\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>1850</th>\n",
+       "      <td>1851</td>\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>1851</th>\n",
+       "      <td>1852</td>\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>1852</th>\n",
+       "      <td>1853</td>\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>1853</th>\n",
+       "      <td>1854</td>\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>1854</th>\n",
+       "      <td>1855</td>\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>1855</th>\n",
+       "      <td>1856</td>\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>1856</th>\n",
+       "      <td>1857</td>\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>1857</th>\n",
+       "      <td>1858</td>\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>1858</th>\n",
+       "      <td>1859</td>\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>1859</th>\n",
+       "      <td>1860</td>\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>1860</th>\n",
+       "      <td>1861</td>\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>1861</th>\n",
+       "      <td>1862</td>\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>1862</th>\n",
+       "      <td>1863</td>\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>1863</th>\n",
+       "      <td>1864</td>\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>1864</th>\n",
+       "      <td>1865</td>\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>1865</th>\n",
+       "      <td>1866</td>\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>1866</th>\n",
+       "      <td>1867</td>\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>1867</th>\n",
+       "      <td>1868</td>\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>1868</th>\n",
+       "      <td>1869</td>\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>1869</th>\n",
+       "      <td>1870</td>\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>1870</th>\n",
+       "      <td>1871</td>\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>1871</th>\n",
+       "      <td>1872</td>\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>1871 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "         0  202038  3   25578   21135.0   30021.0    39    32.0    46.0  FR  \\\n",
+       "0        1  202037  3   18485   14649.0   22321.0    28    22.0    34.0  FR   \n",
+       "1        2  202036  3   10390    7646.0   13134.0    16    12.0    20.0  FR   \n",
+       "2        3  202035  3    9918    6842.0   12994.0    15    10.0    20.0  FR   \n",
+       "3        4  202034  3    6084    3090.0    9078.0     9     4.0    14.0  FR   \n",
+       "4        5  202033  3    6106    3411.0    8801.0     9     5.0    13.0  FR   \n",
+       "5        6  202032  3    5918    3330.0    8506.0     9     5.0    13.0  FR   \n",
+       "6        7  202031  3    4351    2269.0    6433.0     7     4.0    10.0  FR   \n",
+       "7        8  202030  3    8179    5442.0   10916.0    12     8.0    16.0  FR   \n",
+       "8        9  202029  3    8687    5860.0   11514.0    13     9.0    17.0  FR   \n",
+       "9       10  202028  3    8340    5701.0   10979.0    13     9.0    17.0  FR   \n",
+       "10      11  202027  3    4066    2406.0    5726.0     6     3.0     9.0  FR   \n",
+       "11      12  202026  3    4039    2389.0    5689.0     6     3.0     9.0  FR   \n",
+       "12      13  202025  3    2853    1488.0    4218.0     4     2.0     6.0  FR   \n",
+       "13      14  202024  3    3058    1690.0    4426.0     5     3.0     7.0  FR   \n",
+       "14      15  202023  3    4168    2468.0    5868.0     6     3.0     9.0  FR   \n",
+       "15      16  202022  3    3580    1947.0    5213.0     5     3.0     7.0  FR   \n",
+       "16      17  202021  3    6114    4026.0    8202.0     9     6.0    12.0  FR   \n",
+       "17      18  202020  3    9315    6775.0   11855.0    14    10.0    18.0  FR   \n",
+       "18      19  202019  3   11679    8722.0   14636.0    18    14.0    22.0  FR   \n",
+       "19      20  202018  3   16398   12851.0   19945.0    25    20.0    30.0  FR   \n",
+       "20      21  202017  3   18082   14454.0   21710.0    27    21.0    33.0  FR   \n",
+       "21      22  202016  3   24165   19893.0   28437.0    37    31.0    43.0  FR   \n",
+       "22      23  202015  3   41049   35377.0   46721.0    62    53.0    71.0  FR   \n",
+       "23      24  202014  3   71666   64531.0   78801.0   109    98.0   120.0  FR   \n",
+       "24      25  202013  3  107742   99187.0  116297.0   164   151.0   177.0  FR   \n",
+       "25      26  202012  3  107283   98610.0  115956.0   163   150.0   176.0  FR   \n",
+       "26      27  202011  3  101704   93652.0  109756.0   154   142.0   166.0  FR   \n",
+       "27      28  202010  3  104977   96650.0  113304.0   159   146.0   172.0  FR   \n",
+       "28      29  202009  3  110696  102066.0  119326.0   168   155.0   181.0  FR   \n",
+       "29      30  202008  3  143753  133984.0  153522.0   218   203.0   233.0  FR   \n",
+       "...    ...     ... ..     ...       ...       ...   ...     ...     ...  ..   \n",
+       "1842  1843  198521  3   26096   19621.0   32571.0    47    35.0    59.0  FR   \n",
+       "1843  1844  198520  3   27896   20885.0   34907.0    51    38.0    64.0  FR   \n",
+       "1844  1845  198519  3   43154   32821.0   53487.0    78    59.0    97.0  FR   \n",
+       "1845  1846  198518  3   40555   29935.0   51175.0    74    55.0    93.0  FR   \n",
+       "1846  1847  198517  3   34053   24366.0   43740.0    62    44.0    80.0  FR   \n",
+       "1847  1848  198516  3   50362   36451.0   64273.0    91    66.0   116.0  FR   \n",
+       "1848  1849  198515  3   63881   45538.0   82224.0   116    83.0   149.0  FR   \n",
+       "1849  1850  198514  3  134545  114400.0  154690.0   244   207.0   281.0  FR   \n",
+       "1850  1851  198513  3  197206  176080.0  218332.0   357   319.0   395.0  FR   \n",
+       "1851  1852  198512  3  245240  223304.0  267176.0   445   405.0   485.0  FR   \n",
+       "1852  1853  198511  3  276205  252399.0  300011.0   501   458.0   544.0  FR   \n",
+       "1853  1854  198510  3  353231  326279.0  380183.0   640   591.0   689.0  FR   \n",
+       "1854  1855  198509  3  369895  341109.0  398681.0   670   618.0   722.0  FR   \n",
+       "1855  1856  198508  3  389886  359529.0  420243.0   707   652.0   762.0  FR   \n",
+       "1856  1857  198507  3  471852  432599.0  511105.0   855   784.0   926.0  FR   \n",
+       "1857  1858  198506  3  565825  518011.0  613639.0  1026   939.0  1113.0  FR   \n",
+       "1858  1859  198505  3  637302  592795.0  681809.0  1155  1074.0  1236.0  FR   \n",
+       "1859  1860  198504  3  424937  390794.0  459080.0   770   708.0   832.0  FR   \n",
+       "1860  1861  198503  3  213901  174689.0  253113.0   388   317.0   459.0  FR   \n",
+       "1861  1862  198502  3   97586   80949.0  114223.0   177   147.0   207.0  FR   \n",
+       "1862  1863  198501  3   85489   65918.0  105060.0   155   120.0   190.0  FR   \n",
+       "1863  1864  198452  3   84830   60602.0  109058.0   154   110.0   198.0  FR   \n",
+       "1864  1865  198451  3  101726   80242.0  123210.0   185   146.0   224.0  FR   \n",
+       "1865  1866  198450  3  123680  101401.0  145959.0   225   184.0   266.0  FR   \n",
+       "1866  1867  198449  3  101073   81684.0  120462.0   184   149.0   219.0  FR   \n",
+       "1867  1868  198448  3   78620   60634.0   96606.0   143   110.0   176.0  FR   \n",
+       "1868  1869  198447  3   72029   54274.0   89784.0   131    99.0   163.0  FR   \n",
+       "1869  1870  198446  3   87330   67686.0  106974.0   159   123.0   195.0  FR   \n",
+       "1870  1871  198445  3  135223  101414.0  169032.0   246   184.0   308.0  FR   \n",
+       "1871  1872  198444  3   68422   20056.0  116788.0   125    37.0   213.0  FR   \n",
+       "\n",
+       "      France  \n",
+       "0     France  \n",
+       "1     France  \n",
+       "2     France  \n",
+       "3     France  \n",
+       "4     France  \n",
+       "5     France  \n",
+       "6     France  \n",
+       "7     France  \n",
+       "8     France  \n",
+       "9     France  \n",
+       "10    France  \n",
+       "11    France  \n",
+       "12    France  \n",
+       "13    France  \n",
+       "14    France  \n",
+       "15    France  \n",
+       "16    France  \n",
+       "17    France  \n",
+       "18    France  \n",
+       "19    France  \n",
+       "20    France  \n",
+       "21    France  \n",
+       "22    France  \n",
+       "23    France  \n",
+       "24    France  \n",
+       "25    France  \n",
+       "26    France  \n",
+       "27    France  \n",
+       "28    France  \n",
+       "29    France  \n",
+       "...      ...  \n",
+       "1842  France  \n",
+       "1843  France  \n",
+       "1844  France  \n",
+       "1845  France  \n",
+       "1846  France  \n",
+       "1847  France  \n",
+       "1848  France  \n",
+       "1849  France  \n",
+       "1850  France  \n",
+       "1851  France  \n",
+       "1852  France  \n",
+       "1853  France  \n",
+       "1854  France  \n",
+       "1855  France  \n",
+       "1856  France  \n",
+       "1857  France  \n",
+       "1858  France  \n",
+       "1859  France  \n",
+       "1860  France  \n",
+       "1861  France  \n",
+       "1862  France  \n",
+       "1863  France  \n",
+       "1864  France  \n",
+       "1865  France  \n",
+       "1866  France  \n",
+       "1867  France  \n",
+       "1868  France  \n",
+       "1869  France  \n",
+       "1870  France  \n",
+       "1871  France  \n",
+       "\n",
+       "[1871 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 6,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -142,9 +2262,38 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 7,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "ename": "KeyError",
+     "evalue": "'week'",
+     "output_type": "error",
+     "traceback": [
+      "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2524\u001b[0m             \u001b[0;32mtry\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2525\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2526\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'week'",
+      "\nDuring handling of the above exception, another exception occurred:\n",
+      "\u001b[0;31mKeyError\u001b[0m                                  Traceback (most recent call last)",
+      "\u001b[0;32m<ipython-input-7-4f9c04a6e476>\u001b[0m in \u001b[0;36m<module>\u001b[0;34m\u001b[0m\n\u001b[1;32m      6\u001b[0m     \u001b[0;32mreturn\u001b[0m \u001b[0mpd\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mPeriod\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mw\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mday\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;36m0\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m'W'\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m      7\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m----> 8\u001b[0;31m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'period'\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0;34m[\u001b[0m\u001b[0mconvert_week\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0myw\u001b[0m\u001b[0;34m)\u001b[0m \u001b[0;32mfor\u001b[0m \u001b[0myw\u001b[0m \u001b[0;32min\u001b[0m \u001b[0mdata\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'week'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m__getitem__\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2137\u001b[0m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_multilevel\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2138\u001b[0m         \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2139\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2140\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2141\u001b[0m     \u001b[0;32mdef\u001b[0m \u001b[0m_getitem_column\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/frame.py\u001b[0m in \u001b[0;36m_getitem_column\u001b[0;34m(self, key)\u001b[0m\n\u001b[1;32m   2144\u001b[0m         \u001b[0;31m# get column\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2145\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mcolumns\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mis_unique\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2146\u001b[0;31m             \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_get_item_cache\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2147\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2148\u001b[0m         \u001b[0;31m# duplicate columns & possible reduce dimensionality\u001b[0m\u001b[0;34m\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/generic.py\u001b[0m in \u001b[0;36m_get_item_cache\u001b[0;34m(self, item)\u001b[0m\n\u001b[1;32m   1840\u001b[0m         \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mcache\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1841\u001b[0m         \u001b[0;32mif\u001b[0m \u001b[0mres\u001b[0m \u001b[0;32mis\u001b[0m \u001b[0;32mNone\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1842\u001b[0;31m             \u001b[0mvalues\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_data\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   1843\u001b[0m             \u001b[0mres\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_box_item_values\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mvalues\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   1844\u001b[0m             \u001b[0mcache\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m]\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mres\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/internals.py\u001b[0m in \u001b[0;36mget\u001b[0;34m(self, item, fastpath)\u001b[0m\n\u001b[1;32m   3841\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3842\u001b[0m             \u001b[0;32mif\u001b[0m \u001b[0;32mnot\u001b[0m \u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 3843\u001b[0;31m                 \u001b[0mloc\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mitem\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   3844\u001b[0m             \u001b[0;32melse\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   3845\u001b[0m                 \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnp\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0marange\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mlen\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0misna\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mitems\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/core/indexes/base.py\u001b[0m in \u001b[0;36mget_loc\u001b[0;34m(self, key, method, tolerance)\u001b[0m\n\u001b[1;32m   2525\u001b[0m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2526\u001b[0m             \u001b[0;32mexcept\u001b[0m \u001b[0mKeyError\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2527\u001b[0;31m                 \u001b[0;32mreturn\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_engine\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_loc\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_maybe_cast_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m   2528\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m   2529\u001b[0m         \u001b[0mindexer\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mget_indexer\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0mkey\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mmethod\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mmethod\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtolerance\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtolerance\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/index.pyx\u001b[0m in \u001b[0;36mpandas._libs.index.IndexEngine.get_loc\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;32mpandas/_libs/hashtable_class_helper.pxi\u001b[0m in \u001b[0;36mpandas._libs.hashtable.PyObjectHashTable.get_item\u001b[0;34m()\u001b[0m\n",
+      "\u001b[0;31mKeyError\u001b[0m: 'week'"
+     ]
+    }
+   ],
    "source": [
     "def convert_week(year_and_week_int):\n",
     "    year_and_week_str = str(year_and_week_int)\n",