diff --git a/module3/exo3/Untitled1.ipynb b/module3/exo3/Untitled1.ipynb
index 7fec51502cbc3200b3d0ffc6bbba1fe85e197f3d..4ac0811faa2ca00196b8d3d96b0739772cb3d90d 100644
--- a/module3/exo3/Untitled1.ipynb
+++ b/module3/exo3/Untitled1.ipynb
@@ -1,6 +1,4118 @@
 {
- "cells": [],
- "metadata": {},
+ "cells": [
+  {
+   "cell_type": "code",
+   "execution_count": 1,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "%matplotlib inline\n",
+    "import matplotlib.pyplot as plt\n",
+    "import pandas as pd\n",
+    "import isoweek"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 2,
+   "metadata": {},
+   "outputs": [],
+   "source": [
+    "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 3,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202217</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37076</td>\n",
+       "      <td>31272.0</td>\n",
+       "      <td>42880.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202216</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50002</td>\n",
+       "      <td>42881.0</td>\n",
+       "      <td>57123.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202215</td>\n",
+       "      <td>3</td>\n",
+       "      <td>100806</td>\n",
+       "      <td>90824.0</td>\n",
+       "      <td>110788.0</td>\n",
+       "      <td>152</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>167.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202214</td>\n",
+       "      <td>3</td>\n",
+       "      <td>155441</td>\n",
+       "      <td>143891.0</td>\n",
+       "      <td>166991.0</td>\n",
+       "      <td>234</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>251.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202213</td>\n",
+       "      <td>3</td>\n",
+       "      <td>191914</td>\n",
+       "      <td>179558.0</td>\n",
+       "      <td>204270.0</td>\n",
+       "      <td>289</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202212</td>\n",
+       "      <td>3</td>\n",
+       "      <td>166224</td>\n",
+       "      <td>155035.0</td>\n",
+       "      <td>177413.0</td>\n",
+       "      <td>251</td>\n",
+       "      <td>234.0</td>\n",
+       "      <td>268.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202211</td>\n",
+       "      <td>3</td>\n",
+       "      <td>122849</td>\n",
+       "      <td>113306.0</td>\n",
+       "      <td>132392.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87904</td>\n",
+       "      <td>79741.0</td>\n",
+       "      <td>96067.0</td>\n",
+       "      <td>133</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202209</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50182</td>\n",
+       "      <td>43958.0</td>\n",
+       "      <td>56406.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202208</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30963</td>\n",
+       "      <td>25942.0</td>\n",
+       "      <td>35984.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202207</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34882</td>\n",
+       "      <td>29446.0</td>\n",
+       "      <td>40318.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46623</td>\n",
+       "      <td>40398.0</td>\n",
+       "      <td>52848.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202205</td>\n",
+       "      <td>3</td>\n",
+       "      <td>62970</td>\n",
+       "      <td>56043.0</td>\n",
+       "      <td>69897.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202204</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72209</td>\n",
+       "      <td>64804.0</td>\n",
+       "      <td>79614.0</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>14</th>\n",
+       "      <td>202203</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74613</td>\n",
+       "      <td>67144.0</td>\n",
+       "      <td>82082.0</td>\n",
+       "      <td>113</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202202</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55920</td>\n",
+       "      <td>49511.0</td>\n",
+       "      <td>62329.0</td>\n",
+       "      <td>84</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>57629</td>\n",
+       "      <td>50699.0</td>\n",
+       "      <td>64559.0</td>\n",
+       "      <td>87</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202152</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54349</td>\n",
+       "      <td>47029.0</td>\n",
+       "      <td>61669.0</td>\n",
+       "      <td>82</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202151</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41698</td>\n",
+       "      <td>35359.0</td>\n",
+       "      <td>48037.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202150</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38117</td>\n",
+       "      <td>32497.0</td>\n",
+       "      <td>43737.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202149</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40168</td>\n",
+       "      <td>34716.0</td>\n",
+       "      <td>45620.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202148</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41842</td>\n",
+       "      <td>36364.0</td>\n",
+       "      <td>47320.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202147</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36598</td>\n",
+       "      <td>31338.0</td>\n",
+       "      <td>41858.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30059</td>\n",
+       "      <td>25302.0</td>\n",
+       "      <td>34816.0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20364</td>\n",
+       "      <td>16564.0</td>\n",
+       "      <td>24164.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18999</td>\n",
+       "      <td>15042.0</td>\n",
+       "      <td>22956.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27040</td>\n",
+       "      <td>21935.0</td>\n",
+       "      <td>32145.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28343</td>\n",
+       "      <td>23382.0</td>\n",
+       "      <td>33304.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25043</td>\n",
+       "      <td>20586.0</td>\n",
+       "      <td>29500.0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26286</td>\n",
+       "      <td>21842.0</td>\n",
+       "      <td>30730.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1927</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1928</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1929</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1930</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1931</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1932</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1933</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1934</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1935</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1936</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1937</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1938</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1939</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1940</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1941</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1942</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1943</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1944</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1945</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1946</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1947</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1948</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1949</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1950</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1951</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1952</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1953</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1954</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1955</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1956</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1957 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202217          3   37076   31272.0   42880.0      56        47.0   \n",
+       "1     202216          3   50002   42881.0   57123.0      75        64.0   \n",
+       "2     202215          3  100806   90824.0  110788.0     152       137.0   \n",
+       "3     202214          3  155441  143891.0  166991.0     234       217.0   \n",
+       "4     202213          3  191914  179558.0  204270.0     289       270.0   \n",
+       "5     202212          3  166224  155035.0  177413.0     251       234.0   \n",
+       "6     202211          3  122849  113306.0  132392.0     185       171.0   \n",
+       "7     202210          3   87904   79741.0   96067.0     133       121.0   \n",
+       "8     202209          3   50182   43958.0   56406.0      76        67.0   \n",
+       "9     202208          3   30963   25942.0   35984.0      47        39.0   \n",
+       "10    202207          3   34882   29446.0   40318.0      53        45.0   \n",
+       "11    202206          3   46623   40398.0   52848.0      70        61.0   \n",
+       "12    202205          3   62970   56043.0   69897.0      95        85.0   \n",
+       "13    202204          3   72209   64804.0   79614.0     109        98.0   \n",
+       "14    202203          3   74613   67144.0   82082.0     113       102.0   \n",
+       "15    202202          3   55920   49511.0   62329.0      84        74.0   \n",
+       "16    202201          3   57629   50699.0   64559.0      87        77.0   \n",
+       "17    202152          3   54349   47029.0   61669.0      82        71.0   \n",
+       "18    202151          3   41698   35359.0   48037.0      63        53.0   \n",
+       "19    202150          3   38117   32497.0   43737.0      58        49.0   \n",
+       "20    202149          3   40168   34716.0   45620.0      61        53.0   \n",
+       "21    202148          3   41842   36364.0   47320.0      63        55.0   \n",
+       "22    202147          3   36598   31338.0   41858.0      55        47.0   \n",
+       "23    202146          3   30059   25302.0   34816.0      46        39.0   \n",
+       "24    202145          3   20364   16564.0   24164.0      31        25.0   \n",
+       "25    202144          3   18999   15042.0   22956.0      29        23.0   \n",
+       "26    202143          3   27040   21935.0   32145.0      41        33.0   \n",
+       "27    202142          3   28343   23382.0   33304.0      43        35.0   \n",
+       "28    202141          3   25043   20586.0   29500.0      38        31.0   \n",
+       "29    202140          3   26286   21842.0   30730.0      40        33.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1927  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1928  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1929  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1930  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1931  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1932  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1933  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1934  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1935  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1936  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1937  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1938  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1939  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1940  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1941  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1942  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1943  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1944  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1945  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1946  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1947  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1948  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1949  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1950  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1951  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1952  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1953  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1954  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1955  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1956  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          65.0        FR   France  \n",
+       "1          86.0        FR   France  \n",
+       "2         167.0        FR   France  \n",
+       "3         251.0        FR   France  \n",
+       "4         308.0        FR   France  \n",
+       "5         268.0        FR   France  \n",
+       "6         199.0        FR   France  \n",
+       "7         145.0        FR   France  \n",
+       "8          85.0        FR   France  \n",
+       "9          55.0        FR   France  \n",
+       "10         61.0        FR   France  \n",
+       "11         79.0        FR   France  \n",
+       "12        105.0        FR   France  \n",
+       "13        120.0        FR   France  \n",
+       "14        124.0        FR   France  \n",
+       "15         94.0        FR   France  \n",
+       "16         97.0        FR   France  \n",
+       "17         93.0        FR   France  \n",
+       "18         73.0        FR   France  \n",
+       "19         67.0        FR   France  \n",
+       "20         69.0        FR   France  \n",
+       "21         71.0        FR   France  \n",
+       "22         63.0        FR   France  \n",
+       "23         53.0        FR   France  \n",
+       "24         37.0        FR   France  \n",
+       "25         35.0        FR   France  \n",
+       "26         49.0        FR   France  \n",
+       "27         51.0        FR   France  \n",
+       "28         45.0        FR   France  \n",
+       "29         47.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1927       59.0        FR   France  \n",
+       "1928       64.0        FR   France  \n",
+       "1929       97.0        FR   France  \n",
+       "1930       93.0        FR   France  \n",
+       "1931       80.0        FR   France  \n",
+       "1932      116.0        FR   France  \n",
+       "1933      149.0        FR   France  \n",
+       "1934      281.0        FR   France  \n",
+       "1935      395.0        FR   France  \n",
+       "1936      485.0        FR   France  \n",
+       "1937      544.0        FR   France  \n",
+       "1938      689.0        FR   France  \n",
+       "1939      722.0        FR   France  \n",
+       "1940      762.0        FR   France  \n",
+       "1941      926.0        FR   France  \n",
+       "1942     1113.0        FR   France  \n",
+       "1943     1236.0        FR   France  \n",
+       "1944      832.0        FR   France  \n",
+       "1945      459.0        FR   France  \n",
+       "1946      207.0        FR   France  \n",
+       "1947      190.0        FR   France  \n",
+       "1948      198.0        FR   France  \n",
+       "1949      224.0        FR   France  \n",
+       "1950      266.0        FR   France  \n",
+       "1951      219.0        FR   France  \n",
+       "1952      176.0        FR   France  \n",
+       "1953      163.0        FR   France  \n",
+       "1954      195.0        FR   France  \n",
+       "1955      308.0        FR   France  \n",
+       "1956      213.0        FR   France  \n",
+       "\n",
+       "[1957 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    " raw_data = pd.read_csv(data_url, encoding = 'iso-8859-1', skiprows=1)\n",
+    "raw_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 4,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1720</th>\n",
+       "      <td>198919</td>\n",
+       "      <td>3</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>0</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>NaN</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator  inc  inc_low  inc_up  inc100  inc100_low  inc100_up  \\\n",
+       "1720  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1720        FR   France  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "raw_data[raw_data.isnull().any(axis=1)]"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 5,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202217</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37076</td>\n",
+       "      <td>31272.0</td>\n",
+       "      <td>42880.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202216</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50002</td>\n",
+       "      <td>42881.0</td>\n",
+       "      <td>57123.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202215</td>\n",
+       "      <td>3</td>\n",
+       "      <td>100806</td>\n",
+       "      <td>90824.0</td>\n",
+       "      <td>110788.0</td>\n",
+       "      <td>152</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>167.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202214</td>\n",
+       "      <td>3</td>\n",
+       "      <td>155441</td>\n",
+       "      <td>143891.0</td>\n",
+       "      <td>166991.0</td>\n",
+       "      <td>234</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>251.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202213</td>\n",
+       "      <td>3</td>\n",
+       "      <td>191914</td>\n",
+       "      <td>179558.0</td>\n",
+       "      <td>204270.0</td>\n",
+       "      <td>289</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202212</td>\n",
+       "      <td>3</td>\n",
+       "      <td>166224</td>\n",
+       "      <td>155035.0</td>\n",
+       "      <td>177413.0</td>\n",
+       "      <td>251</td>\n",
+       "      <td>234.0</td>\n",
+       "      <td>268.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202211</td>\n",
+       "      <td>3</td>\n",
+       "      <td>122849</td>\n",
+       "      <td>113306.0</td>\n",
+       "      <td>132392.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87904</td>\n",
+       "      <td>79741.0</td>\n",
+       "      <td>96067.0</td>\n",
+       "      <td>133</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202209</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50182</td>\n",
+       "      <td>43958.0</td>\n",
+       "      <td>56406.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202208</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30963</td>\n",
+       "      <td>25942.0</td>\n",
+       "      <td>35984.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202207</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34882</td>\n",
+       "      <td>29446.0</td>\n",
+       "      <td>40318.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46623</td>\n",
+       "      <td>40398.0</td>\n",
+       "      <td>52848.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202205</td>\n",
+       "      <td>3</td>\n",
+       "      <td>62970</td>\n",
+       "      <td>56043.0</td>\n",
+       "      <td>69897.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202204</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72209</td>\n",
+       "      <td>64804.0</td>\n",
+       "      <td>79614.0</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>14</th>\n",
+       "      <td>202203</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74613</td>\n",
+       "      <td>67144.0</td>\n",
+       "      <td>82082.0</td>\n",
+       "      <td>113</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202202</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55920</td>\n",
+       "      <td>49511.0</td>\n",
+       "      <td>62329.0</td>\n",
+       "      <td>84</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>57629</td>\n",
+       "      <td>50699.0</td>\n",
+       "      <td>64559.0</td>\n",
+       "      <td>87</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202152</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54349</td>\n",
+       "      <td>47029.0</td>\n",
+       "      <td>61669.0</td>\n",
+       "      <td>82</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202151</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41698</td>\n",
+       "      <td>35359.0</td>\n",
+       "      <td>48037.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202150</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38117</td>\n",
+       "      <td>32497.0</td>\n",
+       "      <td>43737.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202149</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40168</td>\n",
+       "      <td>34716.0</td>\n",
+       "      <td>45620.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202148</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41842</td>\n",
+       "      <td>36364.0</td>\n",
+       "      <td>47320.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202147</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36598</td>\n",
+       "      <td>31338.0</td>\n",
+       "      <td>41858.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30059</td>\n",
+       "      <td>25302.0</td>\n",
+       "      <td>34816.0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20364</td>\n",
+       "      <td>16564.0</td>\n",
+       "      <td>24164.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18999</td>\n",
+       "      <td>15042.0</td>\n",
+       "      <td>22956.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27040</td>\n",
+       "      <td>21935.0</td>\n",
+       "      <td>32145.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28343</td>\n",
+       "      <td>23382.0</td>\n",
+       "      <td>33304.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25043</td>\n",
+       "      <td>20586.0</td>\n",
+       "      <td>29500.0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26286</td>\n",
+       "      <td>21842.0</td>\n",
+       "      <td>30730.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1927</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1928</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1929</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1930</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1931</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1932</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1933</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1934</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1935</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1936</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1937</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1938</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1939</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1940</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1941</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1942</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1943</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1944</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1945</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1946</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1947</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1948</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1949</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1950</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1951</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1952</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1953</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1954</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1955</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1956</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1956 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202217          3   37076   31272.0   42880.0      56        47.0   \n",
+       "1     202216          3   50002   42881.0   57123.0      75        64.0   \n",
+       "2     202215          3  100806   90824.0  110788.0     152       137.0   \n",
+       "3     202214          3  155441  143891.0  166991.0     234       217.0   \n",
+       "4     202213          3  191914  179558.0  204270.0     289       270.0   \n",
+       "5     202212          3  166224  155035.0  177413.0     251       234.0   \n",
+       "6     202211          3  122849  113306.0  132392.0     185       171.0   \n",
+       "7     202210          3   87904   79741.0   96067.0     133       121.0   \n",
+       "8     202209          3   50182   43958.0   56406.0      76        67.0   \n",
+       "9     202208          3   30963   25942.0   35984.0      47        39.0   \n",
+       "10    202207          3   34882   29446.0   40318.0      53        45.0   \n",
+       "11    202206          3   46623   40398.0   52848.0      70        61.0   \n",
+       "12    202205          3   62970   56043.0   69897.0      95        85.0   \n",
+       "13    202204          3   72209   64804.0   79614.0     109        98.0   \n",
+       "14    202203          3   74613   67144.0   82082.0     113       102.0   \n",
+       "15    202202          3   55920   49511.0   62329.0      84        74.0   \n",
+       "16    202201          3   57629   50699.0   64559.0      87        77.0   \n",
+       "17    202152          3   54349   47029.0   61669.0      82        71.0   \n",
+       "18    202151          3   41698   35359.0   48037.0      63        53.0   \n",
+       "19    202150          3   38117   32497.0   43737.0      58        49.0   \n",
+       "20    202149          3   40168   34716.0   45620.0      61        53.0   \n",
+       "21    202148          3   41842   36364.0   47320.0      63        55.0   \n",
+       "22    202147          3   36598   31338.0   41858.0      55        47.0   \n",
+       "23    202146          3   30059   25302.0   34816.0      46        39.0   \n",
+       "24    202145          3   20364   16564.0   24164.0      31        25.0   \n",
+       "25    202144          3   18999   15042.0   22956.0      29        23.0   \n",
+       "26    202143          3   27040   21935.0   32145.0      41        33.0   \n",
+       "27    202142          3   28343   23382.0   33304.0      43        35.0   \n",
+       "28    202141          3   25043   20586.0   29500.0      38        31.0   \n",
+       "29    202140          3   26286   21842.0   30730.0      40        33.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1927  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1928  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1929  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1930  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1931  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1932  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1933  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1934  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1935  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1936  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1937  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1938  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1939  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1940  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1941  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1942  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1943  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1944  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1945  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1946  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1947  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1948  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1949  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1950  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1951  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1952  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1953  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1954  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1955  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1956  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0          65.0        FR   France  \n",
+       "1          86.0        FR   France  \n",
+       "2         167.0        FR   France  \n",
+       "3         251.0        FR   France  \n",
+       "4         308.0        FR   France  \n",
+       "5         268.0        FR   France  \n",
+       "6         199.0        FR   France  \n",
+       "7         145.0        FR   France  \n",
+       "8          85.0        FR   France  \n",
+       "9          55.0        FR   France  \n",
+       "10         61.0        FR   France  \n",
+       "11         79.0        FR   France  \n",
+       "12        105.0        FR   France  \n",
+       "13        120.0        FR   France  \n",
+       "14        124.0        FR   France  \n",
+       "15         94.0        FR   France  \n",
+       "16         97.0        FR   France  \n",
+       "17         93.0        FR   France  \n",
+       "18         73.0        FR   France  \n",
+       "19         67.0        FR   France  \n",
+       "20         69.0        FR   France  \n",
+       "21         71.0        FR   France  \n",
+       "22         63.0        FR   France  \n",
+       "23         53.0        FR   France  \n",
+       "24         37.0        FR   France  \n",
+       "25         35.0        FR   France  \n",
+       "26         49.0        FR   France  \n",
+       "27         51.0        FR   France  \n",
+       "28         45.0        FR   France  \n",
+       "29         47.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1927       59.0        FR   France  \n",
+       "1928       64.0        FR   France  \n",
+       "1929       97.0        FR   France  \n",
+       "1930       93.0        FR   France  \n",
+       "1931       80.0        FR   France  \n",
+       "1932      116.0        FR   France  \n",
+       "1933      149.0        FR   France  \n",
+       "1934      281.0        FR   France  \n",
+       "1935      395.0        FR   France  \n",
+       "1936      485.0        FR   France  \n",
+       "1937      544.0        FR   France  \n",
+       "1938      689.0        FR   France  \n",
+       "1939      722.0        FR   France  \n",
+       "1940      762.0        FR   France  \n",
+       "1941      926.0        FR   France  \n",
+       "1942     1113.0        FR   France  \n",
+       "1943     1236.0        FR   France  \n",
+       "1944      832.0        FR   France  \n",
+       "1945      459.0        FR   France  \n",
+       "1946      207.0        FR   France  \n",
+       "1947      190.0        FR   France  \n",
+       "1948      198.0        FR   France  \n",
+       "1949      224.0        FR   France  \n",
+       "1950      266.0        FR   France  \n",
+       "1951      219.0        FR   France  \n",
+       "1952      176.0        FR   France  \n",
+       "1953      163.0        FR   France  \n",
+       "1954      195.0        FR   France  \n",
+       "1955      308.0        FR   France  \n",
+       "1956      213.0        FR   France  \n",
+       "\n",
+       "[1956 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "data = raw_data.dropna().copy()\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 7,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "      <th>period</th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>0</th>\n",
+       "      <td>202217</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37076</td>\n",
+       "      <td>31272.0</td>\n",
+       "      <td>42880.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-04-25/2022-05-01</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202216</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50002</td>\n",
+       "      <td>42881.0</td>\n",
+       "      <td>57123.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-04-18/2022-04-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202215</td>\n",
+       "      <td>3</td>\n",
+       "      <td>100806</td>\n",
+       "      <td>90824.0</td>\n",
+       "      <td>110788.0</td>\n",
+       "      <td>152</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>167.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-04-11/2022-04-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202214</td>\n",
+       "      <td>3</td>\n",
+       "      <td>155441</td>\n",
+       "      <td>143891.0</td>\n",
+       "      <td>166991.0</td>\n",
+       "      <td>234</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>251.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-04-04/2022-04-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202213</td>\n",
+       "      <td>3</td>\n",
+       "      <td>191914</td>\n",
+       "      <td>179558.0</td>\n",
+       "      <td>204270.0</td>\n",
+       "      <td>289</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-03-28/2022-04-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202212</td>\n",
+       "      <td>3</td>\n",
+       "      <td>166224</td>\n",
+       "      <td>155035.0</td>\n",
+       "      <td>177413.0</td>\n",
+       "      <td>251</td>\n",
+       "      <td>234.0</td>\n",
+       "      <td>268.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-03-21/2022-03-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202211</td>\n",
+       "      <td>3</td>\n",
+       "      <td>122849</td>\n",
+       "      <td>113306.0</td>\n",
+       "      <td>132392.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-03-14/2022-03-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87904</td>\n",
+       "      <td>79741.0</td>\n",
+       "      <td>96067.0</td>\n",
+       "      <td>133</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-03-07/2022-03-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202209</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50182</td>\n",
+       "      <td>43958.0</td>\n",
+       "      <td>56406.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-02-28/2022-03-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202208</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30963</td>\n",
+       "      <td>25942.0</td>\n",
+       "      <td>35984.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-02-21/2022-02-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202207</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34882</td>\n",
+       "      <td>29446.0</td>\n",
+       "      <td>40318.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-02-14/2022-02-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>11</th>\n",
+       "      <td>202206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46623</td>\n",
+       "      <td>40398.0</td>\n",
+       "      <td>52848.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-02-07/2022-02-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202205</td>\n",
+       "      <td>3</td>\n",
+       "      <td>62970</td>\n",
+       "      <td>56043.0</td>\n",
+       "      <td>69897.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-01-31/2022-02-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202204</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72209</td>\n",
+       "      <td>64804.0</td>\n",
+       "      <td>79614.0</td>\n",
+       "      <td>109</td>\n",
+       "      <td>98.0</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-01-24/2022-01-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202203</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74613</td>\n",
+       "      <td>67144.0</td>\n",
+       "      <td>82082.0</td>\n",
+       "      <td>113</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-01-17/2022-01-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202202</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55920</td>\n",
+       "      <td>49511.0</td>\n",
+       "      <td>62329.0</td>\n",
+       "      <td>84</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-01-10/2022-01-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>57629</td>\n",
+       "      <td>50699.0</td>\n",
+       "      <td>64559.0</td>\n",
+       "      <td>87</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2022-01-03/2022-01-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202152</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54349</td>\n",
+       "      <td>47029.0</td>\n",
+       "      <td>61669.0</td>\n",
+       "      <td>82</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-12-27/2022-01-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202151</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41698</td>\n",
+       "      <td>35359.0</td>\n",
+       "      <td>48037.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-12-20/2021-12-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202150</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38117</td>\n",
+       "      <td>32497.0</td>\n",
+       "      <td>43737.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-12-13/2021-12-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202149</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40168</td>\n",
+       "      <td>34716.0</td>\n",
+       "      <td>45620.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-12-06/2021-12-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202148</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41842</td>\n",
+       "      <td>36364.0</td>\n",
+       "      <td>47320.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-29/2021-12-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202147</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36598</td>\n",
+       "      <td>31338.0</td>\n",
+       "      <td>41858.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-22/2021-11-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30059</td>\n",
+       "      <td>25302.0</td>\n",
+       "      <td>34816.0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-15/2021-11-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20364</td>\n",
+       "      <td>16564.0</td>\n",
+       "      <td>24164.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-08/2021-11-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>25</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18999</td>\n",
+       "      <td>15042.0</td>\n",
+       "      <td>22956.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-11-01/2021-11-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27040</td>\n",
+       "      <td>21935.0</td>\n",
+       "      <td>32145.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-25/2021-10-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28343</td>\n",
+       "      <td>23382.0</td>\n",
+       "      <td>33304.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-18/2021-10-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25043</td>\n",
+       "      <td>20586.0</td>\n",
+       "      <td>29500.0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-11/2021-10-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26286</td>\n",
+       "      <td>21842.0</td>\n",
+       "      <td>30730.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>2021-10-04/2021-10-10</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>1927</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-05-20/1985-05-26</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1928</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-05-13/1985-05-19</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1929</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-05-06/1985-05-12</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1930</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-04-29/1985-05-05</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1931</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-04-22/1985-04-28</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1932</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-04-15/1985-04-21</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1933</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-04-08/1985-04-14</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1934</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-04-01/1985-04-07</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1935</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-03-25/1985-03-31</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1936</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-03-18/1985-03-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1937</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-03-11/1985-03-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1938</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-03-04/1985-03-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1939</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-02-25/1985-03-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1940</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-02-18/1985-02-24</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1941</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-02-11/1985-02-17</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1942</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-02-04/1985-02-10</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1943</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-01-28/1985-02-03</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1944</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-01-21/1985-01-27</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1945</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-01-14/1985-01-20</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1946</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1985-01-07/1985-01-13</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1947</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-12-31/1985-01-06</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1948</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-12-24/1984-12-30</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1949</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-12-17/1984-12-23</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1950</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-12-10/1984-12-16</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1951</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-12-03/1984-12-09</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1952</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-11-26/1984-12-02</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1953</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-11-19/1984-11-25</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1954</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-11-12/1984-11-18</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1955</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-11-05/1984-11-11</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1956</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "      <td>1984-10-29/1984-11-04</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1956 rows × 11 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202217          3   37076   31272.0   42880.0      56        47.0   \n",
+       "1     202216          3   50002   42881.0   57123.0      75        64.0   \n",
+       "2     202215          3  100806   90824.0  110788.0     152       137.0   \n",
+       "3     202214          3  155441  143891.0  166991.0     234       217.0   \n",
+       "4     202213          3  191914  179558.0  204270.0     289       270.0   \n",
+       "5     202212          3  166224  155035.0  177413.0     251       234.0   \n",
+       "6     202211          3  122849  113306.0  132392.0     185       171.0   \n",
+       "7     202210          3   87904   79741.0   96067.0     133       121.0   \n",
+       "8     202209          3   50182   43958.0   56406.0      76        67.0   \n",
+       "9     202208          3   30963   25942.0   35984.0      47        39.0   \n",
+       "10    202207          3   34882   29446.0   40318.0      53        45.0   \n",
+       "11    202206          3   46623   40398.0   52848.0      70        61.0   \n",
+       "12    202205          3   62970   56043.0   69897.0      95        85.0   \n",
+       "13    202204          3   72209   64804.0   79614.0     109        98.0   \n",
+       "14    202203          3   74613   67144.0   82082.0     113       102.0   \n",
+       "15    202202          3   55920   49511.0   62329.0      84        74.0   \n",
+       "16    202201          3   57629   50699.0   64559.0      87        77.0   \n",
+       "17    202152          3   54349   47029.0   61669.0      82        71.0   \n",
+       "18    202151          3   41698   35359.0   48037.0      63        53.0   \n",
+       "19    202150          3   38117   32497.0   43737.0      58        49.0   \n",
+       "20    202149          3   40168   34716.0   45620.0      61        53.0   \n",
+       "21    202148          3   41842   36364.0   47320.0      63        55.0   \n",
+       "22    202147          3   36598   31338.0   41858.0      55        47.0   \n",
+       "23    202146          3   30059   25302.0   34816.0      46        39.0   \n",
+       "24    202145          3   20364   16564.0   24164.0      31        25.0   \n",
+       "25    202144          3   18999   15042.0   22956.0      29        23.0   \n",
+       "26    202143          3   27040   21935.0   32145.0      41        33.0   \n",
+       "27    202142          3   28343   23382.0   33304.0      43        35.0   \n",
+       "28    202141          3   25043   20586.0   29500.0      38        31.0   \n",
+       "29    202140          3   26286   21842.0   30730.0      40        33.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1927  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1928  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1929  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1930  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1931  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1932  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1933  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1934  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1935  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1936  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1937  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1938  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1939  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1940  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1941  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1942  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1943  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1944  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1945  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1946  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1947  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1948  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1949  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1950  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1951  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1952  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1953  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1954  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1955  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1956  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name                period  \n",
+       "0          65.0        FR   France 2022-04-25/2022-05-01  \n",
+       "1          86.0        FR   France 2022-04-18/2022-04-24  \n",
+       "2         167.0        FR   France 2022-04-11/2022-04-17  \n",
+       "3         251.0        FR   France 2022-04-04/2022-04-10  \n",
+       "4         308.0        FR   France 2022-03-28/2022-04-03  \n",
+       "5         268.0        FR   France 2022-03-21/2022-03-27  \n",
+       "6         199.0        FR   France 2022-03-14/2022-03-20  \n",
+       "7         145.0        FR   France 2022-03-07/2022-03-13  \n",
+       "8          85.0        FR   France 2022-02-28/2022-03-06  \n",
+       "9          55.0        FR   France 2022-02-21/2022-02-27  \n",
+       "10         61.0        FR   France 2022-02-14/2022-02-20  \n",
+       "11         79.0        FR   France 2022-02-07/2022-02-13  \n",
+       "12        105.0        FR   France 2022-01-31/2022-02-06  \n",
+       "13        120.0        FR   France 2022-01-24/2022-01-30  \n",
+       "14        124.0        FR   France 2022-01-17/2022-01-23  \n",
+       "15         94.0        FR   France 2022-01-10/2022-01-16  \n",
+       "16         97.0        FR   France 2022-01-03/2022-01-09  \n",
+       "17         93.0        FR   France 2021-12-27/2022-01-02  \n",
+       "18         73.0        FR   France 2021-12-20/2021-12-26  \n",
+       "19         67.0        FR   France 2021-12-13/2021-12-19  \n",
+       "20         69.0        FR   France 2021-12-06/2021-12-12  \n",
+       "21         71.0        FR   France 2021-11-29/2021-12-05  \n",
+       "22         63.0        FR   France 2021-11-22/2021-11-28  \n",
+       "23         53.0        FR   France 2021-11-15/2021-11-21  \n",
+       "24         37.0        FR   France 2021-11-08/2021-11-14  \n",
+       "25         35.0        FR   France 2021-11-01/2021-11-07  \n",
+       "26         49.0        FR   France 2021-10-25/2021-10-31  \n",
+       "27         51.0        FR   France 2021-10-18/2021-10-24  \n",
+       "28         45.0        FR   France 2021-10-11/2021-10-17  \n",
+       "29         47.0        FR   France 2021-10-04/2021-10-10  \n",
+       "...         ...       ...      ...                   ...  \n",
+       "1927       59.0        FR   France 1985-05-20/1985-05-26  \n",
+       "1928       64.0        FR   France 1985-05-13/1985-05-19  \n",
+       "1929       97.0        FR   France 1985-05-06/1985-05-12  \n",
+       "1930       93.0        FR   France 1985-04-29/1985-05-05  \n",
+       "1931       80.0        FR   France 1985-04-22/1985-04-28  \n",
+       "1932      116.0        FR   France 1985-04-15/1985-04-21  \n",
+       "1933      149.0        FR   France 1985-04-08/1985-04-14  \n",
+       "1934      281.0        FR   France 1985-04-01/1985-04-07  \n",
+       "1935      395.0        FR   France 1985-03-25/1985-03-31  \n",
+       "1936      485.0        FR   France 1985-03-18/1985-03-24  \n",
+       "1937      544.0        FR   France 1985-03-11/1985-03-17  \n",
+       "1938      689.0        FR   France 1985-03-04/1985-03-10  \n",
+       "1939      722.0        FR   France 1985-02-25/1985-03-03  \n",
+       "1940      762.0        FR   France 1985-02-18/1985-02-24  \n",
+       "1941      926.0        FR   France 1985-02-11/1985-02-17  \n",
+       "1942     1113.0        FR   France 1985-02-04/1985-02-10  \n",
+       "1943     1236.0        FR   France 1985-01-28/1985-02-03  \n",
+       "1944      832.0        FR   France 1985-01-21/1985-01-27  \n",
+       "1945      459.0        FR   France 1985-01-14/1985-01-20  \n",
+       "1946      207.0        FR   France 1985-01-07/1985-01-13  \n",
+       "1947      190.0        FR   France 1984-12-31/1985-01-06  \n",
+       "1948      198.0        FR   France 1984-12-24/1984-12-30  \n",
+       "1949      224.0        FR   France 1984-12-17/1984-12-23  \n",
+       "1950      266.0        FR   France 1984-12-10/1984-12-16  \n",
+       "1951      219.0        FR   France 1984-12-03/1984-12-09  \n",
+       "1952      176.0        FR   France 1984-11-26/1984-12-02  \n",
+       "1953      163.0        FR   France 1984-11-19/1984-11-25  \n",
+       "1954      195.0        FR   France 1984-11-12/1984-11-18  \n",
+       "1955      308.0        FR   France 1984-11-05/1984-11-11  \n",
+       "1956      213.0        FR   France 1984-10-29/1984-11-04  \n",
+       "\n",
+       "[1956 rows x 11 columns]"
+      ]
+     },
+     "execution_count": 7,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    " def convert_week(year_and_week_int):\n",
+    "    year_and_week_str = str(year_and_week_int)\n",
+    "    year = int(year_and_week_str[:4])\n",
+    "    week = int(year_and_week_str[4:])\n",
+    "    w = isoweek.Week(year, week)\n",
+    "    return pd.Period(w.day(0), 'W')\n",
+    "\n",
+    "data['period'] = [convert_week(yw) for yw in data['week']]\n",
+    "data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 9,
+   "metadata": {},
+   "outputs": [
+    {
+     "data": {
+      "text/html": [
+       "<div>\n",
+       "<style scoped>\n",
+       "    .dataframe tbody tr th:only-of-type {\n",
+       "        vertical-align: middle;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe tbody tr th {\n",
+       "        vertical-align: top;\n",
+       "    }\n",
+       "\n",
+       "    .dataframe thead th {\n",
+       "        text-align: right;\n",
+       "    }\n",
+       "</style>\n",
+       "<table border=\"1\" class=\"dataframe\">\n",
+       "  <thead>\n",
+       "    <tr style=\"text-align: right;\">\n",
+       "      <th></th>\n",
+       "      <th>week</th>\n",
+       "      <th>indicator</th>\n",
+       "      <th>inc</th>\n",
+       "      <th>inc_low</th>\n",
+       "      <th>inc_up</th>\n",
+       "      <th>inc100</th>\n",
+       "      <th>inc100_low</th>\n",
+       "      <th>inc100_up</th>\n",
+       "      <th>geo_insee</th>\n",
+       "      <th>geo_name</th>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>period</th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "      <th></th>\n",
+       "    </tr>\n",
+       "  </thead>\n",
+       "  <tbody>\n",
+       "    <tr>\n",
+       "      <th>1984-10-29/1984-11-04</th>\n",
+       "      <td>198444</td>\n",
+       "      <td>3</td>\n",
+       "      <td>68422</td>\n",
+       "      <td>20056.0</td>\n",
+       "      <td>116788.0</td>\n",
+       "      <td>125</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>213.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-11-05/1984-11-11</th>\n",
+       "      <td>198445</td>\n",
+       "      <td>3</td>\n",
+       "      <td>135223</td>\n",
+       "      <td>101414.0</td>\n",
+       "      <td>169032.0</td>\n",
+       "      <td>246</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-11-12/1984-11-18</th>\n",
+       "      <td>198446</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87330</td>\n",
+       "      <td>67686.0</td>\n",
+       "      <td>106974.0</td>\n",
+       "      <td>159</td>\n",
+       "      <td>123.0</td>\n",
+       "      <td>195.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-11-19/1984-11-25</th>\n",
+       "      <td>198447</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72029</td>\n",
+       "      <td>54274.0</td>\n",
+       "      <td>89784.0</td>\n",
+       "      <td>131</td>\n",
+       "      <td>99.0</td>\n",
+       "      <td>163.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-11-26/1984-12-02</th>\n",
+       "      <td>198448</td>\n",
+       "      <td>3</td>\n",
+       "      <td>78620</td>\n",
+       "      <td>60634.0</td>\n",
+       "      <td>96606.0</td>\n",
+       "      <td>143</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>176.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-12-03/1984-12-09</th>\n",
+       "      <td>198449</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101073</td>\n",
+       "      <td>81684.0</td>\n",
+       "      <td>120462.0</td>\n",
+       "      <td>184</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>219.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-12-10/1984-12-16</th>\n",
+       "      <td>198450</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123680</td>\n",
+       "      <td>101401.0</td>\n",
+       "      <td>145959.0</td>\n",
+       "      <td>225</td>\n",
+       "      <td>184.0</td>\n",
+       "      <td>266.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-12-17/1984-12-23</th>\n",
+       "      <td>198451</td>\n",
+       "      <td>3</td>\n",
+       "      <td>101726</td>\n",
+       "      <td>80242.0</td>\n",
+       "      <td>123210.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>146.0</td>\n",
+       "      <td>224.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-12-24/1984-12-30</th>\n",
+       "      <td>198452</td>\n",
+       "      <td>3</td>\n",
+       "      <td>84830</td>\n",
+       "      <td>60602.0</td>\n",
+       "      <td>109058.0</td>\n",
+       "      <td>154</td>\n",
+       "      <td>110.0</td>\n",
+       "      <td>198.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1984-12-31/1985-01-06</th>\n",
+       "      <td>198501</td>\n",
+       "      <td>3</td>\n",
+       "      <td>85489</td>\n",
+       "      <td>65918.0</td>\n",
+       "      <td>105060.0</td>\n",
+       "      <td>155</td>\n",
+       "      <td>120.0</td>\n",
+       "      <td>190.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-01-07/1985-01-13</th>\n",
+       "      <td>198502</td>\n",
+       "      <td>3</td>\n",
+       "      <td>97586</td>\n",
+       "      <td>80949.0</td>\n",
+       "      <td>114223.0</td>\n",
+       "      <td>177</td>\n",
+       "      <td>147.0</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-01-14/1985-01-20</th>\n",
+       "      <td>198503</td>\n",
+       "      <td>3</td>\n",
+       "      <td>213901</td>\n",
+       "      <td>174689.0</td>\n",
+       "      <td>253113.0</td>\n",
+       "      <td>388</td>\n",
+       "      <td>317.0</td>\n",
+       "      <td>459.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-01-21/1985-01-27</th>\n",
+       "      <td>198504</td>\n",
+       "      <td>3</td>\n",
+       "      <td>424937</td>\n",
+       "      <td>390794.0</td>\n",
+       "      <td>459080.0</td>\n",
+       "      <td>770</td>\n",
+       "      <td>708.0</td>\n",
+       "      <td>832.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-01-28/1985-02-03</th>\n",
+       "      <td>198505</td>\n",
+       "      <td>3</td>\n",
+       "      <td>637302</td>\n",
+       "      <td>592795.0</td>\n",
+       "      <td>681809.0</td>\n",
+       "      <td>1155</td>\n",
+       "      <td>1074.0</td>\n",
+       "      <td>1236.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-02-04/1985-02-10</th>\n",
+       "      <td>198506</td>\n",
+       "      <td>3</td>\n",
+       "      <td>565825</td>\n",
+       "      <td>518011.0</td>\n",
+       "      <td>613639.0</td>\n",
+       "      <td>1026</td>\n",
+       "      <td>939.0</td>\n",
+       "      <td>1113.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-02-11/1985-02-17</th>\n",
+       "      <td>198507</td>\n",
+       "      <td>3</td>\n",
+       "      <td>471852</td>\n",
+       "      <td>432599.0</td>\n",
+       "      <td>511105.0</td>\n",
+       "      <td>855</td>\n",
+       "      <td>784.0</td>\n",
+       "      <td>926.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-02-18/1985-02-24</th>\n",
+       "      <td>198508</td>\n",
+       "      <td>3</td>\n",
+       "      <td>389886</td>\n",
+       "      <td>359529.0</td>\n",
+       "      <td>420243.0</td>\n",
+       "      <td>707</td>\n",
+       "      <td>652.0</td>\n",
+       "      <td>762.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-02-25/1985-03-03</th>\n",
+       "      <td>198509</td>\n",
+       "      <td>3</td>\n",
+       "      <td>369895</td>\n",
+       "      <td>341109.0</td>\n",
+       "      <td>398681.0</td>\n",
+       "      <td>670</td>\n",
+       "      <td>618.0</td>\n",
+       "      <td>722.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-03-04/1985-03-10</th>\n",
+       "      <td>198510</td>\n",
+       "      <td>3</td>\n",
+       "      <td>353231</td>\n",
+       "      <td>326279.0</td>\n",
+       "      <td>380183.0</td>\n",
+       "      <td>640</td>\n",
+       "      <td>591.0</td>\n",
+       "      <td>689.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-03-11/1985-03-17</th>\n",
+       "      <td>198511</td>\n",
+       "      <td>3</td>\n",
+       "      <td>276205</td>\n",
+       "      <td>252399.0</td>\n",
+       "      <td>300011.0</td>\n",
+       "      <td>501</td>\n",
+       "      <td>458.0</td>\n",
+       "      <td>544.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-03-18/1985-03-24</th>\n",
+       "      <td>198512</td>\n",
+       "      <td>3</td>\n",
+       "      <td>245240</td>\n",
+       "      <td>223304.0</td>\n",
+       "      <td>267176.0</td>\n",
+       "      <td>445</td>\n",
+       "      <td>405.0</td>\n",
+       "      <td>485.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-03-25/1985-03-31</th>\n",
+       "      <td>198513</td>\n",
+       "      <td>3</td>\n",
+       "      <td>197206</td>\n",
+       "      <td>176080.0</td>\n",
+       "      <td>218332.0</td>\n",
+       "      <td>357</td>\n",
+       "      <td>319.0</td>\n",
+       "      <td>395.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-04-01/1985-04-07</th>\n",
+       "      <td>198514</td>\n",
+       "      <td>3</td>\n",
+       "      <td>134545</td>\n",
+       "      <td>114400.0</td>\n",
+       "      <td>154690.0</td>\n",
+       "      <td>244</td>\n",
+       "      <td>207.0</td>\n",
+       "      <td>281.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-04-08/1985-04-14</th>\n",
+       "      <td>198515</td>\n",
+       "      <td>3</td>\n",
+       "      <td>63881</td>\n",
+       "      <td>45538.0</td>\n",
+       "      <td>82224.0</td>\n",
+       "      <td>116</td>\n",
+       "      <td>83.0</td>\n",
+       "      <td>149.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-04-15/1985-04-21</th>\n",
+       "      <td>198516</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50362</td>\n",
+       "      <td>36451.0</td>\n",
+       "      <td>64273.0</td>\n",
+       "      <td>91</td>\n",
+       "      <td>66.0</td>\n",
+       "      <td>116.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-04-22/1985-04-28</th>\n",
+       "      <td>198517</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34053</td>\n",
+       "      <td>24366.0</td>\n",
+       "      <td>43740.0</td>\n",
+       "      <td>62</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-04-29/1985-05-05</th>\n",
+       "      <td>198518</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40555</td>\n",
+       "      <td>29935.0</td>\n",
+       "      <td>51175.0</td>\n",
+       "      <td>74</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-05-06/1985-05-12</th>\n",
+       "      <td>198519</td>\n",
+       "      <td>3</td>\n",
+       "      <td>43154</td>\n",
+       "      <td>32821.0</td>\n",
+       "      <td>53487.0</td>\n",
+       "      <td>78</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-05-13/1985-05-19</th>\n",
+       "      <td>198520</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27896</td>\n",
+       "      <td>20885.0</td>\n",
+       "      <td>34907.0</td>\n",
+       "      <td>51</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1985-05-20/1985-05-26</th>\n",
+       "      <td>198521</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26096</td>\n",
+       "      <td>19621.0</td>\n",
+       "      <td>32571.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>59.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>...</th>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "      <td>...</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-04/2021-10-10</th>\n",
+       "      <td>202140</td>\n",
+       "      <td>3</td>\n",
+       "      <td>26286</td>\n",
+       "      <td>21842.0</td>\n",
+       "      <td>30730.0</td>\n",
+       "      <td>40</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-11/2021-10-17</th>\n",
+       "      <td>202141</td>\n",
+       "      <td>3</td>\n",
+       "      <td>25043</td>\n",
+       "      <td>20586.0</td>\n",
+       "      <td>29500.0</td>\n",
+       "      <td>38</td>\n",
+       "      <td>31.0</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-18/2021-10-24</th>\n",
+       "      <td>202142</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28343</td>\n",
+       "      <td>23382.0</td>\n",
+       "      <td>33304.0</td>\n",
+       "      <td>43</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-10-25/2021-10-31</th>\n",
+       "      <td>202143</td>\n",
+       "      <td>3</td>\n",
+       "      <td>27040</td>\n",
+       "      <td>21935.0</td>\n",
+       "      <td>32145.0</td>\n",
+       "      <td>41</td>\n",
+       "      <td>33.0</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-01/2021-11-07</th>\n",
+       "      <td>202144</td>\n",
+       "      <td>3</td>\n",
+       "      <td>18999</td>\n",
+       "      <td>15042.0</td>\n",
+       "      <td>22956.0</td>\n",
+       "      <td>29</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>35.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-08/2021-11-14</th>\n",
+       "      <td>202145</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20364</td>\n",
+       "      <td>16564.0</td>\n",
+       "      <td>24164.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>37.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-15/2021-11-21</th>\n",
+       "      <td>202146</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30059</td>\n",
+       "      <td>25302.0</td>\n",
+       "      <td>34816.0</td>\n",
+       "      <td>46</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-22/2021-11-28</th>\n",
+       "      <td>202147</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36598</td>\n",
+       "      <td>31338.0</td>\n",
+       "      <td>41858.0</td>\n",
+       "      <td>55</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>63.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-11-29/2021-12-05</th>\n",
+       "      <td>202148</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41842</td>\n",
+       "      <td>36364.0</td>\n",
+       "      <td>47320.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-12-06/2021-12-12</th>\n",
+       "      <td>202149</td>\n",
+       "      <td>3</td>\n",
+       "      <td>40168</td>\n",
+       "      <td>34716.0</td>\n",
+       "      <td>45620.0</td>\n",
+       "      <td>61</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-12-13/2021-12-19</th>\n",
+       "      <td>202150</td>\n",
+       "      <td>3</td>\n",
+       "      <td>38117</td>\n",
+       "      <td>32497.0</td>\n",
+       "      <td>43737.0</td>\n",
+       "      <td>58</td>\n",
+       "      <td>49.0</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-12-20/2021-12-26</th>\n",
+       "      <td>202151</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41698</td>\n",
+       "      <td>35359.0</td>\n",
+       "      <td>48037.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>53.0</td>\n",
+       "      <td>73.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2021-12-27/2022-01-02</th>\n",
+       "      <td>202152</td>\n",
+       "      <td>3</td>\n",
+       "      <td>54349</td>\n",
+       "      <td>47029.0</td>\n",
+       "      <td>61669.0</td>\n",
+       "      <td>82</td>\n",
+       "      <td>71.0</td>\n",
+       "      <td>93.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-01-03/2022-01-09</th>\n",
+       "      <td>202201</td>\n",
+       "      <td>3</td>\n",
+       "      <td>57629</td>\n",
+       "      <td>50699.0</td>\n",
+       "      <td>64559.0</td>\n",
+       "      <td>87</td>\n",
+       "      <td>77.0</td>\n",
+       "      <td>97.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-01-10/2022-01-16</th>\n",
+       "      <td>202202</td>\n",
+       "      <td>3</td>\n",
+       "      <td>55920</td>\n",
+       "      <td>49511.0</td>\n",
+       "      <td>62329.0</td>\n",
+       "      <td>84</td>\n",
+       "      <td>74.0</td>\n",
+       "      <td>94.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-01-17/2022-01-23</th>\n",
+       "      <td>202203</td>\n",
+       "      <td>3</td>\n",
+       "      <td>74613</td>\n",
+       "      <td>67144.0</td>\n",
+       "      <td>82082.0</td>\n",
+       "      <td>113</td>\n",
+       "      <td>102.0</td>\n",
+       "      <td>124.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-01-24/2022-01-30</th>\n",
+       "      <td>202204</td>\n",
+       "      <td>3</td>\n",
+       "      <td>72209</td>\n",
+       "      <td>64804.0</td>\n",
+       "      <td>79614.0</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>2022-01-31/2022-02-06</th>\n",
+       "      <td>202205</td>\n",
+       "      <td>3</td>\n",
+       "      <td>62970</td>\n",
+       "      <td>56043.0</td>\n",
+       "      <td>69897.0</td>\n",
+       "      <td>95</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>105.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-02-07/2022-02-13</th>\n",
+       "      <td>202206</td>\n",
+       "      <td>3</td>\n",
+       "      <td>46623</td>\n",
+       "      <td>40398.0</td>\n",
+       "      <td>52848.0</td>\n",
+       "      <td>70</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>79.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-02-14/2022-02-20</th>\n",
+       "      <td>202207</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34882</td>\n",
+       "      <td>29446.0</td>\n",
+       "      <td>40318.0</td>\n",
+       "      <td>53</td>\n",
+       "      <td>45.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-02-21/2022-02-27</th>\n",
+       "      <td>202208</td>\n",
+       "      <td>3</td>\n",
+       "      <td>30963</td>\n",
+       "      <td>25942.0</td>\n",
+       "      <td>35984.0</td>\n",
+       "      <td>47</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>55.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-02-28/2022-03-06</th>\n",
+       "      <td>202209</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50182</td>\n",
+       "      <td>43958.0</td>\n",
+       "      <td>56406.0</td>\n",
+       "      <td>76</td>\n",
+       "      <td>67.0</td>\n",
+       "      <td>85.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-03-07/2022-03-13</th>\n",
+       "      <td>202210</td>\n",
+       "      <td>3</td>\n",
+       "      <td>87904</td>\n",
+       "      <td>79741.0</td>\n",
+       "      <td>96067.0</td>\n",
+       "      <td>133</td>\n",
+       "      <td>121.0</td>\n",
+       "      <td>145.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-03-14/2022-03-20</th>\n",
+       "      <td>202211</td>\n",
+       "      <td>3</td>\n",
+       "      <td>122849</td>\n",
+       "      <td>113306.0</td>\n",
+       "      <td>132392.0</td>\n",
+       "      <td>185</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>199.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-03-21/2022-03-27</th>\n",
+       "      <td>202212</td>\n",
+       "      <td>3</td>\n",
+       "      <td>166224</td>\n",
+       "      <td>155035.0</td>\n",
+       "      <td>177413.0</td>\n",
+       "      <td>251</td>\n",
+       "      <td>234.0</td>\n",
+       "      <td>268.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-03-28/2022-04-03</th>\n",
+       "      <td>202213</td>\n",
+       "      <td>3</td>\n",
+       "      <td>191914</td>\n",
+       "      <td>179558.0</td>\n",
+       "      <td>204270.0</td>\n",
+       "      <td>289</td>\n",
+       "      <td>270.0</td>\n",
+       "      <td>308.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-04-04/2022-04-10</th>\n",
+       "      <td>202214</td>\n",
+       "      <td>3</td>\n",
+       "      <td>155441</td>\n",
+       "      <td>143891.0</td>\n",
+       "      <td>166991.0</td>\n",
+       "      <td>234</td>\n",
+       "      <td>217.0</td>\n",
+       "      <td>251.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-04-11/2022-04-17</th>\n",
+       "      <td>202215</td>\n",
+       "      <td>3</td>\n",
+       "      <td>100806</td>\n",
+       "      <td>90824.0</td>\n",
+       "      <td>110788.0</td>\n",
+       "      <td>152</td>\n",
+       "      <td>137.0</td>\n",
+       "      <td>167.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-04-18/2022-04-24</th>\n",
+       "      <td>202216</td>\n",
+       "      <td>3</td>\n",
+       "      <td>50002</td>\n",
+       "      <td>42881.0</td>\n",
+       "      <td>57123.0</td>\n",
+       "      <td>75</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>86.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2022-04-25/2022-05-01</th>\n",
+       "      <td>202217</td>\n",
+       "      <td>3</td>\n",
+       "      <td>37076</td>\n",
+       "      <td>31272.0</td>\n",
+       "      <td>42880.0</td>\n",
+       "      <td>56</td>\n",
+       "      <td>47.0</td>\n",
+       "      <td>65.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "  </tbody>\n",
+       "</table>\n",
+       "<p>1956 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "                         week  indicator     inc   inc_low    inc_up  inc100  \\\n",
+       "period                                                                         \n",
+       "1984-10-29/1984-11-04  198444          3   68422   20056.0  116788.0     125   \n",
+       "1984-11-05/1984-11-11  198445          3  135223  101414.0  169032.0     246   \n",
+       "1984-11-12/1984-11-18  198446          3   87330   67686.0  106974.0     159   \n",
+       "1984-11-19/1984-11-25  198447          3   72029   54274.0   89784.0     131   \n",
+       "1984-11-26/1984-12-02  198448          3   78620   60634.0   96606.0     143   \n",
+       "1984-12-03/1984-12-09  198449          3  101073   81684.0  120462.0     184   \n",
+       "1984-12-10/1984-12-16  198450          3  123680  101401.0  145959.0     225   \n",
+       "1984-12-17/1984-12-23  198451          3  101726   80242.0  123210.0     185   \n",
+       "1984-12-24/1984-12-30  198452          3   84830   60602.0  109058.0     154   \n",
+       "1984-12-31/1985-01-06  198501          3   85489   65918.0  105060.0     155   \n",
+       "1985-01-07/1985-01-13  198502          3   97586   80949.0  114223.0     177   \n",
+       "1985-01-14/1985-01-20  198503          3  213901  174689.0  253113.0     388   \n",
+       "1985-01-21/1985-01-27  198504          3  424937  390794.0  459080.0     770   \n",
+       "1985-01-28/1985-02-03  198505          3  637302  592795.0  681809.0    1155   \n",
+       "1985-02-04/1985-02-10  198506          3  565825  518011.0  613639.0    1026   \n",
+       "1985-02-11/1985-02-17  198507          3  471852  432599.0  511105.0     855   \n",
+       "1985-02-18/1985-02-24  198508          3  389886  359529.0  420243.0     707   \n",
+       "1985-02-25/1985-03-03  198509          3  369895  341109.0  398681.0     670   \n",
+       "1985-03-04/1985-03-10  198510          3  353231  326279.0  380183.0     640   \n",
+       "1985-03-11/1985-03-17  198511          3  276205  252399.0  300011.0     501   \n",
+       "1985-03-18/1985-03-24  198512          3  245240  223304.0  267176.0     445   \n",
+       "1985-03-25/1985-03-31  198513          3  197206  176080.0  218332.0     357   \n",
+       "1985-04-01/1985-04-07  198514          3  134545  114400.0  154690.0     244   \n",
+       "1985-04-08/1985-04-14  198515          3   63881   45538.0   82224.0     116   \n",
+       "1985-04-15/1985-04-21  198516          3   50362   36451.0   64273.0      91   \n",
+       "1985-04-22/1985-04-28  198517          3   34053   24366.0   43740.0      62   \n",
+       "1985-04-29/1985-05-05  198518          3   40555   29935.0   51175.0      74   \n",
+       "1985-05-06/1985-05-12  198519          3   43154   32821.0   53487.0      78   \n",
+       "1985-05-13/1985-05-19  198520          3   27896   20885.0   34907.0      51   \n",
+       "1985-05-20/1985-05-26  198521          3   26096   19621.0   32571.0      47   \n",
+       "...                       ...        ...     ...       ...       ...     ...   \n",
+       "2021-10-04/2021-10-10  202140          3   26286   21842.0   30730.0      40   \n",
+       "2021-10-11/2021-10-17  202141          3   25043   20586.0   29500.0      38   \n",
+       "2021-10-18/2021-10-24  202142          3   28343   23382.0   33304.0      43   \n",
+       "2021-10-25/2021-10-31  202143          3   27040   21935.0   32145.0      41   \n",
+       "2021-11-01/2021-11-07  202144          3   18999   15042.0   22956.0      29   \n",
+       "2021-11-08/2021-11-14  202145          3   20364   16564.0   24164.0      31   \n",
+       "2021-11-15/2021-11-21  202146          3   30059   25302.0   34816.0      46   \n",
+       "2021-11-22/2021-11-28  202147          3   36598   31338.0   41858.0      55   \n",
+       "2021-11-29/2021-12-05  202148          3   41842   36364.0   47320.0      63   \n",
+       "2021-12-06/2021-12-12  202149          3   40168   34716.0   45620.0      61   \n",
+       "2021-12-13/2021-12-19  202150          3   38117   32497.0   43737.0      58   \n",
+       "2021-12-20/2021-12-26  202151          3   41698   35359.0   48037.0      63   \n",
+       "2021-12-27/2022-01-02  202152          3   54349   47029.0   61669.0      82   \n",
+       "2022-01-03/2022-01-09  202201          3   57629   50699.0   64559.0      87   \n",
+       "2022-01-10/2022-01-16  202202          3   55920   49511.0   62329.0      84   \n",
+       "2022-01-17/2022-01-23  202203          3   74613   67144.0   82082.0     113   \n",
+       "2022-01-24/2022-01-30  202204          3   72209   64804.0   79614.0     109   \n",
+       "2022-01-31/2022-02-06  202205          3   62970   56043.0   69897.0      95   \n",
+       "2022-02-07/2022-02-13  202206          3   46623   40398.0   52848.0      70   \n",
+       "2022-02-14/2022-02-20  202207          3   34882   29446.0   40318.0      53   \n",
+       "2022-02-21/2022-02-27  202208          3   30963   25942.0   35984.0      47   \n",
+       "2022-02-28/2022-03-06  202209          3   50182   43958.0   56406.0      76   \n",
+       "2022-03-07/2022-03-13  202210          3   87904   79741.0   96067.0     133   \n",
+       "2022-03-14/2022-03-20  202211          3  122849  113306.0  132392.0     185   \n",
+       "2022-03-21/2022-03-27  202212          3  166224  155035.0  177413.0     251   \n",
+       "2022-03-28/2022-04-03  202213          3  191914  179558.0  204270.0     289   \n",
+       "2022-04-04/2022-04-10  202214          3  155441  143891.0  166991.0     234   \n",
+       "2022-04-11/2022-04-17  202215          3  100806   90824.0  110788.0     152   \n",
+       "2022-04-18/2022-04-24  202216          3   50002   42881.0   57123.0      75   \n",
+       "2022-04-25/2022-05-01  202217          3   37076   31272.0   42880.0      56   \n",
+       "\n",
+       "                       inc100_low  inc100_up geo_insee geo_name  \n",
+       "period                                                           \n",
+       "1984-10-29/1984-11-04        37.0      213.0        FR   France  \n",
+       "1984-11-05/1984-11-11       184.0      308.0        FR   France  \n",
+       "1984-11-12/1984-11-18       123.0      195.0        FR   France  \n",
+       "1984-11-19/1984-11-25        99.0      163.0        FR   France  \n",
+       "1984-11-26/1984-12-02       110.0      176.0        FR   France  \n",
+       "1984-12-03/1984-12-09       149.0      219.0        FR   France  \n",
+       "1984-12-10/1984-12-16       184.0      266.0        FR   France  \n",
+       "1984-12-17/1984-12-23       146.0      224.0        FR   France  \n",
+       "1984-12-24/1984-12-30       110.0      198.0        FR   France  \n",
+       "1984-12-31/1985-01-06       120.0      190.0        FR   France  \n",
+       "1985-01-07/1985-01-13       147.0      207.0        FR   France  \n",
+       "1985-01-14/1985-01-20       317.0      459.0        FR   France  \n",
+       "1985-01-21/1985-01-27       708.0      832.0        FR   France  \n",
+       "1985-01-28/1985-02-03      1074.0     1236.0        FR   France  \n",
+       "1985-02-04/1985-02-10       939.0     1113.0        FR   France  \n",
+       "1985-02-11/1985-02-17       784.0      926.0        FR   France  \n",
+       "1985-02-18/1985-02-24       652.0      762.0        FR   France  \n",
+       "1985-02-25/1985-03-03       618.0      722.0        FR   France  \n",
+       "1985-03-04/1985-03-10       591.0      689.0        FR   France  \n",
+       "1985-03-11/1985-03-17       458.0      544.0        FR   France  \n",
+       "1985-03-18/1985-03-24       405.0      485.0        FR   France  \n",
+       "1985-03-25/1985-03-31       319.0      395.0        FR   France  \n",
+       "1985-04-01/1985-04-07       207.0      281.0        FR   France  \n",
+       "1985-04-08/1985-04-14        83.0      149.0        FR   France  \n",
+       "1985-04-15/1985-04-21        66.0      116.0        FR   France  \n",
+       "1985-04-22/1985-04-28        44.0       80.0        FR   France  \n",
+       "1985-04-29/1985-05-05        55.0       93.0        FR   France  \n",
+       "1985-05-06/1985-05-12        59.0       97.0        FR   France  \n",
+       "1985-05-13/1985-05-19        38.0       64.0        FR   France  \n",
+       "1985-05-20/1985-05-26        35.0       59.0        FR   France  \n",
+       "...                           ...        ...       ...      ...  \n",
+       "2021-10-04/2021-10-10        33.0       47.0        FR   France  \n",
+       "2021-10-11/2021-10-17        31.0       45.0        FR   France  \n",
+       "2021-10-18/2021-10-24        35.0       51.0        FR   France  \n",
+       "2021-10-25/2021-10-31        33.0       49.0        FR   France  \n",
+       "2021-11-01/2021-11-07        23.0       35.0        FR   France  \n",
+       "2021-11-08/2021-11-14        25.0       37.0        FR   France  \n",
+       "2021-11-15/2021-11-21        39.0       53.0        FR   France  \n",
+       "2021-11-22/2021-11-28        47.0       63.0        FR   France  \n",
+       "2021-11-29/2021-12-05        55.0       71.0        FR   France  \n",
+       "2021-12-06/2021-12-12        53.0       69.0        FR   France  \n",
+       "2021-12-13/2021-12-19        49.0       67.0        FR   France  \n",
+       "2021-12-20/2021-12-26        53.0       73.0        FR   France  \n",
+       "2021-12-27/2022-01-02        71.0       93.0        FR   France  \n",
+       "2022-01-03/2022-01-09        77.0       97.0        FR   France  \n",
+       "2022-01-10/2022-01-16        74.0       94.0        FR   France  \n",
+       "2022-01-17/2022-01-23       102.0      124.0        FR   France  \n",
+       "2022-01-24/2022-01-30        98.0      120.0        FR   France  \n",
+       "2022-01-31/2022-02-06        85.0      105.0        FR   France  \n",
+       "2022-02-07/2022-02-13        61.0       79.0        FR   France  \n",
+       "2022-02-14/2022-02-20        45.0       61.0        FR   France  \n",
+       "2022-02-21/2022-02-27        39.0       55.0        FR   France  \n",
+       "2022-02-28/2022-03-06        67.0       85.0        FR   France  \n",
+       "2022-03-07/2022-03-13       121.0      145.0        FR   France  \n",
+       "2022-03-14/2022-03-20       171.0      199.0        FR   France  \n",
+       "2022-03-21/2022-03-27       234.0      268.0        FR   France  \n",
+       "2022-03-28/2022-04-03       270.0      308.0        FR   France  \n",
+       "2022-04-04/2022-04-10       217.0      251.0        FR   France  \n",
+       "2022-04-11/2022-04-17       137.0      167.0        FR   France  \n",
+       "2022-04-18/2022-04-24        64.0       86.0        FR   France  \n",
+       "2022-04-25/2022-05-01        47.0       65.0        FR   France  \n",
+       "\n",
+       "[1956 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "sorted_data = data.set_index('period').sort_index()\n",
+    "sorted_data"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": null,
+   "metadata": {},
+   "outputs": [],
+   "source": []
+  }
+ ],
+ "metadata": {
+  "kernelspec": {
+   "display_name": "Python 3",
+   "language": "python",
+   "name": "python3"
+  },
+  "language_info": {
+   "codemirror_mode": {
+    "name": "ipython",
+    "version": 3
+   },
+   "file_extension": ".py",
+   "mimetype": "text/x-python",
+   "name": "python",
+   "nbconvert_exporter": "python",
+   "pygments_lexer": "ipython3",
+   "version": "3.6.4"
+  }
+ },
  "nbformat": 4,
  "nbformat_minor": 4
 }