From 469a11f2d44218d3b5761617d19f13c12a88ede7 Mon Sep 17 00:00:00 2001
From: 07a8c8b83b9eba7b92e128ef4a744bfa
 <07a8c8b83b9eba7b92e128ef4a744bfa@app-learninglab.inria.fr>
Date: Tue, 13 Dec 2022 09:15:31 +0000
Subject: [PATCH] Version LR MOOC

---
 .../C:\\Documents\\data_etat_grippal.csv"     | 1989 ++++++++++
 ...\\Admin\\Documents\\data_etat_grippal.csv" | 1989 ++++++++++
 ...icharlu\\Documents\\data_etat_grippal.csv" | 1989 ++++++++++
 ...Th\303\250se Lucas\\data_etat_grippal.csv" | 1989 ++++++++++
 module3/exo1/analyse-syndrome-grippal.ipynb   | 3210 ++++++++++++++++-
 5 files changed, 11129 insertions(+), 37 deletions(-)
 create mode 100644 "module3/exo1/C:\\Documents\\data_etat_grippal.csv"
 create mode 100644 "module3/exo1/C:\\Users\\Admin\\Documents\\data_etat_grippal.csv"
 create mode 100644 "module3/exo1/C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv"
 create mode 100644 "module3/exo1/\\isfich1\\R17-group\\Projets\\VMA_DSTC_SSE\\VMA01 Etude 100%\\VMA01 003 Thermique\\Etude Thermique & Safety\\DIOP_batterie\\Th\303\250se Lucas\\data_etat_grippal.csv"

diff --git "a/module3/exo1/C:\\Documents\\data_etat_grippal.csv" "b/module3/exo1/C:\\Documents\\data_etat_grippal.csv"
new file mode 100644
index 0000000..8f615b7
--- /dev/null
+++ "b/module3/exo1/C:\\Documents\\data_etat_grippal.csv"
@@ -0,0 +1,1989 @@
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diff --git "a/module3/exo1/C:\\Users\\Admin\\Documents\\data_etat_grippal.csv" "b/module3/exo1/C:\\Users\\Admin\\Documents\\data_etat_grippal.csv"
new file mode 100644
index 0000000..8f615b7
--- /dev/null
+++ "b/module3/exo1/C:\\Users\\Admin\\Documents\\data_etat_grippal.csv"
@@ -0,0 +1,1989 @@
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diff --git "a/module3/exo1/C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv" "b/module3/exo1/C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv"
new file mode 100644
index 0000000..398b6bf
--- /dev/null
+++ "b/module3/exo1/C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv"
@@ -0,0 +1,1989 @@
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diff --git "a/module3/exo1/\\isfich1\\R17-group\\Projets\\VMA_DSTC_SSE\\VMA01 Etude 100%\\VMA01 003 Thermique\\Etude Thermique & Safety\\DIOP_batterie\\Th\303\250se Lucas\\data_etat_grippal.csv" "b/module3/exo1/\\isfich1\\R17-group\\Projets\\VMA_DSTC_SSE\\VMA01 Etude 100%\\VMA01 003 Thermique\\Etude Thermique & Safety\\DIOP_batterie\\Th\303\250se Lucas\\data_etat_grippal.csv"
new file mode 100644
index 0000000..8f615b7
--- /dev/null
+++ "b/module3/exo1/\\isfich1\\R17-group\\Projets\\VMA_DSTC_SSE\\VMA01 Etude 100%\\VMA01 003 Thermique\\Etude Thermique & Safety\\DIOP_batterie\\Th\303\250se Lucas\\data_etat_grippal.csv"	
@@ -0,0 +1,1989 @@
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+1434,199523,3,13820,9801.0,17839.0,24,17.0,31.0,FR,France
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+1436,199521,3,11931,8655.0,15207.0,21,15.0,27.0,FR,France
+1437,199520,3,18846,14311.0,23381.0,33,25.0,41.0,FR,France
+1438,199519,3,26261,21488.0,31034.0,45,37.0,53.0,FR,France
+1439,199518,3,39231,33258.0,45204.0,68,58.0,78.0,FR,France
+1440,199517,3,88640,79343.0,97937.0,153,137.0,169.0,FR,France
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+1442,199515,3,181007,169110.0,192904.0,313,292.0,334.0,FR,France
+1443,199514,3,248704,235144.0,262264.0,431,408.0,454.0,FR,France
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+1449,199508,3,38008,32225.0,43791.0,66,56.0,76.0,FR,France
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+1467,199442,3,14406,10653.0,18159.0,25,18.0,32.0,FR,France
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+1470,199439,3,15878,11643.0,20113.0,28,21.0,35.0,FR,France
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+1472,199437,3,5949,3561.0,8337.0,10,6.0,14.0,FR,France
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+1863,198712,3,59625,50653.0,68597.0,107,91.0,123.0,FR,France
+1864,198711,3,53561,45035.0,62087.0,96,81.0,111.0,FR,France
+1865,198710,3,93067,80519.0,105615.0,167,144.0,190.0,FR,France
+1866,198709,3,147006,133519.0,160493.0,264,240.0,288.0,FR,France
+1867,198708,3,217779,202179.0,233379.0,391,363.0,419.0,FR,France
+1868,198707,3,288180,270718.0,305642.0,518,487.0,549.0,FR,France
+1869,198706,3,296702,279051.0,314353.0,533,501.0,565.0,FR,France
+1870,198705,3,236046,219483.0,252609.0,424,394.0,454.0,FR,France
+1871,198704,3,158333,143625.0,173041.0,285,259.0,311.0,FR,France
+1872,198703,3,103841,91699.0,115983.0,187,165.0,209.0,FR,France
+1873,198702,3,74213,64014.0,84412.0,133,115.0,151.0,FR,France
+1874,198701,3,69745,59207.0,80283.0,125,106.0,144.0,FR,France
+1875,198652,3,76263,64958.0,87568.0,138,118.0,158.0,FR,France
+1876,198651,3,72920,63047.0,82793.0,132,114.0,150.0,FR,France
+1877,198650,3,73413,64019.0,82807.0,133,116.0,150.0,FR,France
+1878,198649,3,56296,48229.0,64363.0,102,87.0,117.0,FR,France
+1879,198648,3,46031,38578.0,53484.0,83,70.0,96.0,FR,France
+1880,198647,3,36740,29710.0,43770.0,66,53.0,79.0,FR,France
+1881,198646,3,32134,25327.0,38941.0,58,46.0,70.0,FR,France
+1882,198645,3,38964,31382.0,46546.0,70,56.0,84.0,FR,France
+1883,198644,3,28646,22048.0,35244.0,52,40.0,64.0,FR,France
+1884,198643,3,27532,20842.0,34222.0,50,38.0,62.0,FR,France
+1885,198642,3,31815,25124.0,38506.0,57,45.0,69.0,FR,France
+1886,198641,3,32864,25939.0,39789.0,59,47.0,71.0,FR,France
+1887,198640,3,33516,26776.0,40256.0,60,48.0,72.0,FR,France
+1888,198639,3,28665,22477.0,34853.0,52,41.0,63.0,FR,France
+1889,198638,3,26615,20479.0,32751.0,48,37.0,59.0,FR,France
+1890,198637,3,15998,10802.0,21194.0,29,20.0,38.0,FR,France
+1891,198636,3,9182,4982.0,13382.0,17,9.0,25.0,FR,France
+1892,198635,3,10587,4470.0,16704.0,19,8.0,30.0,FR,France
+1893,198634,3,5762,858.0,10666.0,10,1.0,19.0,FR,France
+1894,198633,3,3115,554.0,5676.0,6,1.0,11.0,FR,France
+1895,198632,3,1027,0.0,2311.0,2,0.0,4.0,FR,France
+1896,198631,3,2247,0.0,4574.0,4,0.0,8.0,FR,France
+1897,198630,3,2346,141.0,4551.0,4,0.0,8.0,FR,France
+1898,198629,3,3654,931.0,6377.0,7,2.0,12.0,FR,France
+1899,198628,3,2327,0.0,5318.0,4,0.0,9.0,FR,France
+1900,198627,3,7529,3353.0,11705.0,14,6.0,22.0,FR,France
+1901,198626,3,8778,5106.0,12450.0,16,9.0,23.0,FR,France
+1902,198625,3,11075,6804.0,15346.0,20,12.0,28.0,FR,France
+1903,198624,3,11160,7252.0,15068.0,20,13.0,27.0,FR,France
+1904,198623,3,14372,9896.0,18848.0,26,18.0,34.0,FR,France
+1905,198622,3,9717,5594.0,13840.0,18,11.0,25.0,FR,France
+1906,198621,3,14460,9575.0,19345.0,26,17.0,35.0,FR,France
+1907,198620,3,17133,12106.0,22160.0,31,22.0,40.0,FR,France
+1908,198619,3,22177,16008.0,28346.0,40,29.0,51.0,FR,France
+1909,198618,3,31736,24115.0,39357.0,57,43.0,71.0,FR,France
+1910,198617,3,34874,27440.0,42308.0,63,50.0,76.0,FR,France
+1911,198616,3,41196,32894.0,49498.0,74,59.0,89.0,FR,France
+1912,198615,3,42659,33537.0,51781.0,77,61.0,93.0,FR,France
+1913,198614,3,49792,39728.0,59856.0,90,72.0,108.0,FR,France
+1914,198613,3,87249,63562.0,110936.0,157,114.0,200.0,FR,France
+1915,198612,3,124777,97237.0,152317.0,225,175.0,275.0,FR,France
+1916,198611,3,168146,151035.0,185257.0,303,272.0,334.0,FR,France
+1917,198610,3,257305,231225.0,283385.0,464,417.0,511.0,FR,France
+1918,198609,3,321140,296644.0,345636.0,580,536.0,624.0,FR,France
+1919,198608,3,448786,419219.0,478353.0,810,757.0,863.0,FR,France
+1920,198607,3,490723,460150.0,521296.0,886,831.0,941.0,FR,France
+1921,198606,3,439300,411764.0,466836.0,793,743.0,843.0,FR,France
+1922,198605,3,364727,339868.0,389586.0,658,613.0,703.0,FR,France
+1923,198604,3,348509,322464.0,374554.0,629,582.0,676.0,FR,France
+1924,198603,3,271539,248654.0,294424.0,490,449.0,531.0,FR,France
+1925,198602,3,178138,159344.0,196932.0,322,288.0,356.0,FR,France
+1926,198601,3,112614,96539.0,128689.0,203,174.0,232.0,FR,France
+1927,198552,3,86452,72250.0,100654.0,157,131.0,183.0,FR,France
+1928,198551,3,114666,99538.0,129794.0,208,181.0,235.0,FR,France
+1929,198550,3,86031,73604.0,98458.0,156,133.0,179.0,FR,France
+1930,198549,3,65931,55326.0,76536.0,120,101.0,139.0,FR,France
+1931,198548,3,68291,57581.0,79001.0,124,105.0,143.0,FR,France
+1932,198547,3,66177,55221.0,77133.0,120,100.0,140.0,FR,France
+1933,198546,3,70534,58788.0,82280.0,128,107.0,149.0,FR,France
+1934,198545,3,57514,47167.0,67861.0,104,85.0,123.0,FR,France
+1935,198544,3,67356,55744.0,78968.0,122,101.0,143.0,FR,France
+1936,198543,3,87402,74208.0,100596.0,158,134.0,182.0,FR,France
+1937,198542,3,76218,64604.0,87832.0,138,117.0,159.0,FR,France
+1938,198541,3,45712,36755.0,54669.0,83,67.0,99.0,FR,France
+1939,198540,3,49739,40335.0,59143.0,90,73.0,107.0,FR,France
+1940,198539,3,39819,31234.0,48404.0,72,56.0,88.0,FR,France
+1941,198538,3,27605,20614.0,34596.0,50,37.0,63.0,FR,France
+1942,198537,3,22219,15626.0,28812.0,40,28.0,52.0,FR,France
+1943,198536,3,27986,18992.0,36980.0,51,35.0,67.0,FR,France
+1944,198535,3,30215,18546.0,41884.0,55,34.0,76.0,FR,France
+1945,198534,3,40389,24786.0,55992.0,73,45.0,101.0,FR,France
+1946,198533,3,22611,8819.0,36403.0,41,16.0,66.0,FR,France
+1947,198532,3,7488,1851.0,13125.0,14,4.0,24.0,FR,France
+1948,198531,3,16958,8479.0,25437.0,31,16.0,46.0,FR,France
+1949,198530,3,11598,5507.0,17689.0,21,10.0,32.0,FR,France
+1950,198529,3,13054,6474.0,19634.0,24,12.0,36.0,FR,France
+1951,198528,3,14588,7659.0,21517.0,26,13.0,39.0,FR,France
+1952,198527,3,19670,11761.0,27579.0,36,22.0,50.0,FR,France
+1953,198526,3,18609,12637.0,24581.0,34,23.0,45.0,FR,France
+1954,198525,3,19362,12454.0,26270.0,35,22.0,48.0,FR,France
+1955,198524,3,19855,13577.0,26133.0,36,25.0,47.0,FR,France
+1956,198523,3,19373,10010.0,28736.0,35,18.0,52.0,FR,France
+1957,198522,3,24099,17190.0,31008.0,44,31.0,57.0,FR,France
+1958,198521,3,26096,19621.0,32571.0,47,35.0,59.0,FR,France
+1959,198520,3,27896,20885.0,34907.0,51,38.0,64.0,FR,France
+1960,198519,3,43154,32821.0,53487.0,78,59.0,97.0,FR,France
+1961,198518,3,40555,29935.0,51175.0,74,55.0,93.0,FR,France
+1962,198517,3,34053,24366.0,43740.0,62,44.0,80.0,FR,France
+1963,198516,3,50362,36451.0,64273.0,91,66.0,116.0,FR,France
+1964,198515,3,63881,45538.0,82224.0,116,83.0,149.0,FR,France
+1965,198514,3,134545,114400.0,154690.0,244,207.0,281.0,FR,France
+1966,198513,3,197206,176080.0,218332.0,357,319.0,395.0,FR,France
+1967,198512,3,245240,223304.0,267176.0,445,405.0,485.0,FR,France
+1968,198511,3,276205,252399.0,300011.0,501,458.0,544.0,FR,France
+1969,198510,3,353231,326279.0,380183.0,640,591.0,689.0,FR,France
+1970,198509,3,369895,341109.0,398681.0,670,618.0,722.0,FR,France
+1971,198508,3,389886,359529.0,420243.0,707,652.0,762.0,FR,France
+1972,198507,3,471852,432599.0,511105.0,855,784.0,926.0,FR,France
+1973,198506,3,565825,518011.0,613639.0,1026,939.0,1113.0,FR,France
+1974,198505,3,637302,592795.0,681809.0,1155,1074.0,1236.0,FR,France
+1975,198504,3,424937,390794.0,459080.0,770,708.0,832.0,FR,France
+1976,198503,3,213901,174689.0,253113.0,388,317.0,459.0,FR,France
+1977,198502,3,97586,80949.0,114223.0,177,147.0,207.0,FR,France
+1978,198501,3,85489,65918.0,105060.0,155,120.0,190.0,FR,France
+1979,198452,3,84830,60602.0,109058.0,154,110.0,198.0,FR,France
+1980,198451,3,101726,80242.0,123210.0,185,146.0,224.0,FR,France
+1981,198450,3,123680,101401.0,145959.0,225,184.0,266.0,FR,France
+1982,198449,3,101073,81684.0,120462.0,184,149.0,219.0,FR,France
+1983,198448,3,78620,60634.0,96606.0,143,110.0,176.0,FR,France
+1984,198447,3,72029,54274.0,89784.0,131,99.0,163.0,FR,France
+1985,198446,3,87330,67686.0,106974.0,159,123.0,195.0,FR,France
+1986,198445,3,135223,101414.0,169032.0,246,184.0,308.0,FR,France
+1987,198444,3,68422,20056.0,116788.0,125,37.0,213.0,FR,France
diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5..f62ae50 100644
--- a/module3/exo1/analyse-syndrome-grippal.ipynb
+++ b/module3/exo1/analyse-syndrome-grippal.ipynb
@@ -9,7 +9,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 1,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -28,10 +28,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 2,
+   "metadata": {},
    "outputs": [],
    "source": [
     "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
@@ -61,9 +59,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 3,
    "metadata": {},
-   "outputs": [],
+   "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>202248</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123297</td>\n",
+       "      <td>113136.0</td>\n",
+       "      <td>133458.0</td>\n",
+       "      <td>186</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>201.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202247</td>\n",
+       "      <td>3</td>\n",
+       "      <td>96544</td>\n",
+       "      <td>87333.0</td>\n",
+       "      <td>105755.0</td>\n",
+       "      <td>146</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67735</td>\n",
+       "      <td>60075.0</td>\n",
+       "      <td>75395.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202245</td>\n",
+       "      <td>3</td>\n",
+       "      <td>45306</td>\n",
+       "      <td>38909.0</td>\n",
+       "      <td>51703.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202244</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34713</td>\n",
+       "      <td>28880.0</td>\n",
+       "      <td>40546.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202243</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44769</td>\n",
+       "      <td>36884.0</td>\n",
+       "      <td>52654.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202242</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47462</td>\n",
+       "      <td>40773.0</td>\n",
+       "      <td>54151.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202241</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48583</td>\n",
+       "      <td>42388.0</td>\n",
+       "      <td>54778.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202240</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41927</td>\n",
+       "      <td>36115.0</td>\n",
+       "      <td>47739.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202239</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39902</td>\n",
+       "      <td>34168.0</td>\n",
+       "      <td>45636.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202238</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28781</td>\n",
+       "      <td>23733.0</td>\n",
+       "      <td>33829.0</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>11</th>\n",
+       "      <td>202237</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21395</td>\n",
+       "      <td>17076.0</td>\n",
+       "      <td>25714.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202236</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14120</td>\n",
+       "      <td>10487.0</td>\n",
+       "      <td>17753.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202235</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9283</td>\n",
+       "      <td>6485.0</td>\n",
+       "      <td>12081.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202234</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7498</td>\n",
+       "      <td>4731.0</td>\n",
+       "      <td>10265.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202233</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7586</td>\n",
+       "      <td>4442.0</td>\n",
+       "      <td>10730.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202232</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>7749.0</td>\n",
+       "      <td>16695.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202231</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13257</td>\n",
+       "      <td>8905.0</td>\n",
+       "      <td>17609.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202230</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15006</td>\n",
+       "      <td>10738.0</td>\n",
+       "      <td>19274.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202229</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20801</td>\n",
+       "      <td>15829.0</td>\n",
+       "      <td>25773.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202228</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23387</td>\n",
+       "      <td>17970.0</td>\n",
+       "      <td>28804.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202227</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36015</td>\n",
+       "      <td>29709.0</td>\n",
+       "      <td>42321.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202226</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29421</td>\n",
+       "      <td>24314.0</td>\n",
+       "      <td>34528.0</td>\n",
+       "      <td>44</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22887</td>\n",
+       "      <td>18582.0</td>\n",
+       "      <td>27192.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202224</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19294</td>\n",
+       "      <td>15406.0</td>\n",
+       "      <td>23182.0</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>25</th>\n",
+       "      <td>202223</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17159</td>\n",
+       "      <td>13450.0</td>\n",
+       "      <td>20868.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202222</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14239</td>\n",
+       "      <td>10930.0</td>\n",
+       "      <td>17548.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202221</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>8686.0</td>\n",
+       "      <td>14922.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202220</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17355</td>\n",
+       "      <td>13600.0</td>\n",
+       "      <td>21110.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202219</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17178</td>\n",
+       "      <td>13462.0</td>\n",
+       "      <td>20894.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</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>1958</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>1959</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>1960</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>1961</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>1962</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>1963</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>1964</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>1965</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>1966</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>1967</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>1968</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>1969</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>1970</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>1971</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>1972</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>1973</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>1974</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>1975</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>1976</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>1977</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>1978</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>1979</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>1980</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>1981</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>1982</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>1983</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</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>1985</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>1986</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>1987</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>1988 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202248          3  123297  113136.0  133458.0     186       171.0   \n",
+       "1     202247          3   96544   87333.0  105755.0     146       132.0   \n",
+       "2     202246          3   67735   60075.0   75395.0     102        90.0   \n",
+       "3     202245          3   45306   38909.0   51703.0      68        58.0   \n",
+       "4     202244          3   34713   28880.0   40546.0      52        43.0   \n",
+       "5     202243          3   44769   36884.0   52654.0      68        56.0   \n",
+       "6     202242          3   47462   40773.0   54151.0      72        62.0   \n",
+       "7     202241          3   48583   42388.0   54778.0      73        64.0   \n",
+       "8     202240          3   41927   36115.0   47739.0      63        54.0   \n",
+       "9     202239          3   39902   34168.0   45636.0      60        51.0   \n",
+       "10    202238          3   28781   23733.0   33829.0      43        35.0   \n",
+       "11    202237          3   21395   17076.0   25714.0      32        25.0   \n",
+       "12    202236          3   14120   10487.0   17753.0      21        16.0   \n",
+       "13    202235          3    9283    6485.0   12081.0      14        10.0   \n",
+       "14    202234          3    7498    4731.0   10265.0      11         7.0   \n",
+       "15    202233          3    7586    4442.0   10730.0      11         6.0   \n",
+       "16    202232          3   12222    7749.0   16695.0      18        11.0   \n",
+       "17    202231          3   13257    8905.0   17609.0      20        13.0   \n",
+       "18    202230          3   15006   10738.0   19274.0      23        17.0   \n",
+       "19    202229          3   20801   15829.0   25773.0      31        24.0   \n",
+       "20    202228          3   23387   17970.0   28804.0      35        27.0   \n",
+       "21    202227          3   36015   29709.0   42321.0      54        44.0   \n",
+       "22    202226          3   29421   24314.0   34528.0      44        36.0   \n",
+       "23    202225          3   22887   18582.0   27192.0      35        29.0   \n",
+       "24    202224          3   19294   15406.0   23182.0      29        23.0   \n",
+       "25    202223          3   17159   13450.0   20868.0      26        20.0   \n",
+       "26    202222          3   14239   10930.0   17548.0      21        16.0   \n",
+       "27    202221          3   11804    8686.0   14922.0      18        13.0   \n",
+       "28    202220          3   17355   13600.0   21110.0      26        20.0   \n",
+       "29    202219          3   17178   13462.0   20894.0      26        20.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1958  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1959  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1960  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1961  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1962  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1963  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1964  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1965  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1966  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1967  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1968  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1969  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1970  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1971  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1972  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1973  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1974  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1975  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1976  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1977  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1978  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1979  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1980  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1981  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1982  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1983  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1984  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1985  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1986  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1987  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         201.0        FR   France  \n",
+       "1         160.0        FR   France  \n",
+       "2         114.0        FR   France  \n",
+       "3          78.0        FR   France  \n",
+       "4          61.0        FR   France  \n",
+       "5          80.0        FR   France  \n",
+       "6          82.0        FR   France  \n",
+       "7          82.0        FR   France  \n",
+       "8          72.0        FR   France  \n",
+       "9          69.0        FR   France  \n",
+       "10         51.0        FR   France  \n",
+       "11         39.0        FR   France  \n",
+       "12         26.0        FR   France  \n",
+       "13         18.0        FR   France  \n",
+       "14         15.0        FR   France  \n",
+       "15         16.0        FR   France  \n",
+       "16         25.0        FR   France  \n",
+       "17         27.0        FR   France  \n",
+       "18         29.0        FR   France  \n",
+       "19         38.0        FR   France  \n",
+       "20         43.0        FR   France  \n",
+       "21         64.0        FR   France  \n",
+       "22         52.0        FR   France  \n",
+       "23         41.0        FR   France  \n",
+       "24         35.0        FR   France  \n",
+       "25         32.0        FR   France  \n",
+       "26         26.0        FR   France  \n",
+       "27         23.0        FR   France  \n",
+       "28         32.0        FR   France  \n",
+       "29         32.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1958       59.0        FR   France  \n",
+       "1959       64.0        FR   France  \n",
+       "1960       97.0        FR   France  \n",
+       "1961       93.0        FR   France  \n",
+       "1962       80.0        FR   France  \n",
+       "1963      116.0        FR   France  \n",
+       "1964      149.0        FR   France  \n",
+       "1965      281.0        FR   France  \n",
+       "1966      395.0        FR   France  \n",
+       "1967      485.0        FR   France  \n",
+       "1968      544.0        FR   France  \n",
+       "1969      689.0        FR   France  \n",
+       "1970      722.0        FR   France  \n",
+       "1971      762.0        FR   France  \n",
+       "1972      926.0        FR   France  \n",
+       "1973     1113.0        FR   France  \n",
+       "1974     1236.0        FR   France  \n",
+       "1975      832.0        FR   France  \n",
+       "1976      459.0        FR   France  \n",
+       "1977      207.0        FR   France  \n",
+       "1978      190.0        FR   France  \n",
+       "1979      198.0        FR   France  \n",
+       "1980      224.0        FR   France  \n",
+       "1981      266.0        FR   France  \n",
+       "1982      219.0        FR   France  \n",
+       "1983      176.0        FR   France  \n",
+       "1984      163.0        FR   France  \n",
+       "1985      195.0        FR   France  \n",
+       "1986      308.0        FR   France  \n",
+       "1987      213.0        FR   France  \n",
+       "\n",
+       "[1988 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 3,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data = pd.read_csv(data_url, skiprows=1)\n",
     "raw_data"
@@ -78,9 +1043,73 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 4,
    "metadata": {},
-   "outputs": [],
+   "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>1751</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",
+       "1751  198919          3    0      NaN     NaN       0         NaN        NaN   \n",
+       "\n",
+       "     geo_insee geo_name  \n",
+       "1751        FR   France  "
+      ]
+     },
+     "execution_count": 4,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "raw_data[raw_data.isnull().any(axis=1)]"
    ]
@@ -94,9 +1123,976 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 5,
    "metadata": {},
-   "outputs": [],
+   "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>202248</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123297</td>\n",
+       "      <td>113136.0</td>\n",
+       "      <td>133458.0</td>\n",
+       "      <td>186</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>201.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202247</td>\n",
+       "      <td>3</td>\n",
+       "      <td>96544</td>\n",
+       "      <td>87333.0</td>\n",
+       "      <td>105755.0</td>\n",
+       "      <td>146</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67735</td>\n",
+       "      <td>60075.0</td>\n",
+       "      <td>75395.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202245</td>\n",
+       "      <td>3</td>\n",
+       "      <td>45306</td>\n",
+       "      <td>38909.0</td>\n",
+       "      <td>51703.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202244</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34713</td>\n",
+       "      <td>28880.0</td>\n",
+       "      <td>40546.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202243</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44769</td>\n",
+       "      <td>36884.0</td>\n",
+       "      <td>52654.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202242</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47462</td>\n",
+       "      <td>40773.0</td>\n",
+       "      <td>54151.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202241</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48583</td>\n",
+       "      <td>42388.0</td>\n",
+       "      <td>54778.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202240</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41927</td>\n",
+       "      <td>36115.0</td>\n",
+       "      <td>47739.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202239</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39902</td>\n",
+       "      <td>34168.0</td>\n",
+       "      <td>45636.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202238</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28781</td>\n",
+       "      <td>23733.0</td>\n",
+       "      <td>33829.0</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>11</th>\n",
+       "      <td>202237</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21395</td>\n",
+       "      <td>17076.0</td>\n",
+       "      <td>25714.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202236</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14120</td>\n",
+       "      <td>10487.0</td>\n",
+       "      <td>17753.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202235</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9283</td>\n",
+       "      <td>6485.0</td>\n",
+       "      <td>12081.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202234</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7498</td>\n",
+       "      <td>4731.0</td>\n",
+       "      <td>10265.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202233</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7586</td>\n",
+       "      <td>4442.0</td>\n",
+       "      <td>10730.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202232</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>7749.0</td>\n",
+       "      <td>16695.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202231</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13257</td>\n",
+       "      <td>8905.0</td>\n",
+       "      <td>17609.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202230</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15006</td>\n",
+       "      <td>10738.0</td>\n",
+       "      <td>19274.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202229</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20801</td>\n",
+       "      <td>15829.0</td>\n",
+       "      <td>25773.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202228</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23387</td>\n",
+       "      <td>17970.0</td>\n",
+       "      <td>28804.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202227</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36015</td>\n",
+       "      <td>29709.0</td>\n",
+       "      <td>42321.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202226</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29421</td>\n",
+       "      <td>24314.0</td>\n",
+       "      <td>34528.0</td>\n",
+       "      <td>44</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22887</td>\n",
+       "      <td>18582.0</td>\n",
+       "      <td>27192.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202224</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19294</td>\n",
+       "      <td>15406.0</td>\n",
+       "      <td>23182.0</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>25</th>\n",
+       "      <td>202223</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17159</td>\n",
+       "      <td>13450.0</td>\n",
+       "      <td>20868.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202222</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14239</td>\n",
+       "      <td>10930.0</td>\n",
+       "      <td>17548.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202221</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>8686.0</td>\n",
+       "      <td>14922.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202220</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17355</td>\n",
+       "      <td>13600.0</td>\n",
+       "      <td>21110.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202219</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17178</td>\n",
+       "      <td>13462.0</td>\n",
+       "      <td>20894.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</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>1958</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>1959</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>1960</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>1961</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>1962</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>1963</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>1964</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>1965</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>1966</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>1967</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>1968</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>1969</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>1970</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>1971</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>1972</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>1973</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>1974</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>1975</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>1976</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>1977</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>1978</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>1979</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>1980</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>1981</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>1982</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>1983</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</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>1985</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>1986</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>1987</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>1987 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202248          3  123297  113136.0  133458.0     186       171.0   \n",
+       "1     202247          3   96544   87333.0  105755.0     146       132.0   \n",
+       "2     202246          3   67735   60075.0   75395.0     102        90.0   \n",
+       "3     202245          3   45306   38909.0   51703.0      68        58.0   \n",
+       "4     202244          3   34713   28880.0   40546.0      52        43.0   \n",
+       "5     202243          3   44769   36884.0   52654.0      68        56.0   \n",
+       "6     202242          3   47462   40773.0   54151.0      72        62.0   \n",
+       "7     202241          3   48583   42388.0   54778.0      73        64.0   \n",
+       "8     202240          3   41927   36115.0   47739.0      63        54.0   \n",
+       "9     202239          3   39902   34168.0   45636.0      60        51.0   \n",
+       "10    202238          3   28781   23733.0   33829.0      43        35.0   \n",
+       "11    202237          3   21395   17076.0   25714.0      32        25.0   \n",
+       "12    202236          3   14120   10487.0   17753.0      21        16.0   \n",
+       "13    202235          3    9283    6485.0   12081.0      14        10.0   \n",
+       "14    202234          3    7498    4731.0   10265.0      11         7.0   \n",
+       "15    202233          3    7586    4442.0   10730.0      11         6.0   \n",
+       "16    202232          3   12222    7749.0   16695.0      18        11.0   \n",
+       "17    202231          3   13257    8905.0   17609.0      20        13.0   \n",
+       "18    202230          3   15006   10738.0   19274.0      23        17.0   \n",
+       "19    202229          3   20801   15829.0   25773.0      31        24.0   \n",
+       "20    202228          3   23387   17970.0   28804.0      35        27.0   \n",
+       "21    202227          3   36015   29709.0   42321.0      54        44.0   \n",
+       "22    202226          3   29421   24314.0   34528.0      44        36.0   \n",
+       "23    202225          3   22887   18582.0   27192.0      35        29.0   \n",
+       "24    202224          3   19294   15406.0   23182.0      29        23.0   \n",
+       "25    202223          3   17159   13450.0   20868.0      26        20.0   \n",
+       "26    202222          3   14239   10930.0   17548.0      21        16.0   \n",
+       "27    202221          3   11804    8686.0   14922.0      18        13.0   \n",
+       "28    202220          3   17355   13600.0   21110.0      26        20.0   \n",
+       "29    202219          3   17178   13462.0   20894.0      26        20.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1958  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1959  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1960  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1961  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1962  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1963  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1964  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1965  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1966  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1967  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1968  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1969  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1970  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1971  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1972  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1973  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1974  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1975  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1976  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1977  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1978  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1979  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1980  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1981  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1982  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1983  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1984  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1985  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1986  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1987  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         201.0        FR   France  \n",
+       "1         160.0        FR   France  \n",
+       "2         114.0        FR   France  \n",
+       "3          78.0        FR   France  \n",
+       "4          61.0        FR   France  \n",
+       "5          80.0        FR   France  \n",
+       "6          82.0        FR   France  \n",
+       "7          82.0        FR   France  \n",
+       "8          72.0        FR   France  \n",
+       "9          69.0        FR   France  \n",
+       "10         51.0        FR   France  \n",
+       "11         39.0        FR   France  \n",
+       "12         26.0        FR   France  \n",
+       "13         18.0        FR   France  \n",
+       "14         15.0        FR   France  \n",
+       "15         16.0        FR   France  \n",
+       "16         25.0        FR   France  \n",
+       "17         27.0        FR   France  \n",
+       "18         29.0        FR   France  \n",
+       "19         38.0        FR   France  \n",
+       "20         43.0        FR   France  \n",
+       "21         64.0        FR   France  \n",
+       "22         52.0        FR   France  \n",
+       "23         41.0        FR   France  \n",
+       "24         35.0        FR   France  \n",
+       "25         32.0        FR   France  \n",
+       "26         26.0        FR   France  \n",
+       "27         23.0        FR   France  \n",
+       "28         32.0        FR   France  \n",
+       "29         32.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1958       59.0        FR   France  \n",
+       "1959       64.0        FR   France  \n",
+       "1960       97.0        FR   France  \n",
+       "1961       93.0        FR   France  \n",
+       "1962       80.0        FR   France  \n",
+       "1963      116.0        FR   France  \n",
+       "1964      149.0        FR   France  \n",
+       "1965      281.0        FR   France  \n",
+       "1966      395.0        FR   France  \n",
+       "1967      485.0        FR   France  \n",
+       "1968      544.0        FR   France  \n",
+       "1969      689.0        FR   France  \n",
+       "1970      722.0        FR   France  \n",
+       "1971      762.0        FR   France  \n",
+       "1972      926.0        FR   France  \n",
+       "1973     1113.0        FR   France  \n",
+       "1974     1236.0        FR   France  \n",
+       "1975      832.0        FR   France  \n",
+       "1976      459.0        FR   France  \n",
+       "1977      207.0        FR   France  \n",
+       "1978      190.0        FR   France  \n",
+       "1979      198.0        FR   France  \n",
+       "1980      224.0        FR   France  \n",
+       "1981      266.0        FR   France  \n",
+       "1982      219.0        FR   France  \n",
+       "1983      176.0        FR   France  \n",
+       "1984      163.0        FR   France  \n",
+       "1985      195.0        FR   France  \n",
+       "1986      308.0        FR   France  \n",
+       "1987      213.0        FR   France  \n",
+       "\n",
+       "[1987 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 5,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "data = raw_data.dropna().copy()\n",
     "data"
@@ -122,7 +2118,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 6,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -152,10 +2148,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 7,
+   "metadata": {},
    "outputs": [],
    "source": [
     "sorted_data = data.set_index('period').sort_index()"
@@ -179,9 +2173,17 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 8,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "1989-05-01/1989-05-07 1989-05-15/1989-05-21\n"
+     ]
+    }
+   ],
    "source": [
     "periods = sorted_data.index\n",
     "for p1, p2 in zip(periods[:-1], periods[1:]):\n",
@@ -199,9 +2201,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 9,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7febc0cc83c8>"
+      ]
+     },
+     "execution_count": 9,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sorted_data['inc'].plot()"
    ]
@@ -215,9 +2240,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 10,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7febbeb9a2b0>"
+      ]
+     },
+     "execution_count": 10,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "sorted_data['inc'][-200:].plot()"
    ]
@@ -252,10 +2300,8 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "execution_count": 11,
+   "metadata": {},
    "outputs": [],
    "source": [
     "first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -274,7 +2320,7 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 12,
    "metadata": {},
    "outputs": [],
    "source": [
@@ -298,9 +2344,32 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 13,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7febbeb3ada0>"
+      ]
+     },
+     "execution_count": 13,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "yearly_incidence.plot(style='*')"
    ]
@@ -314,9 +2383,56 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 14,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "2021     743449\n",
+       "2014    1600941\n",
+       "1991    1659249\n",
+       "1995    1840410\n",
+       "2020    2010315\n",
+       "2012    2175217\n",
+       "2003    2234584\n",
+       "2019    2254386\n",
+       "2006    2307352\n",
+       "2017    2321583\n",
+       "2001    2529279\n",
+       "1992    2574578\n",
+       "1993    2703886\n",
+       "2018    2705325\n",
+       "1988    2765617\n",
+       "2007    2780164\n",
+       "1987    2855570\n",
+       "2016    2856393\n",
+       "2011    2857040\n",
+       "2008    2973918\n",
+       "1998    3034904\n",
+       "2002    3125418\n",
+       "2009    3444020\n",
+       "1994    3514763\n",
+       "1996    3539413\n",
+       "2004    3567744\n",
+       "1997    3620066\n",
+       "2015    3654892\n",
+       "2000    3826372\n",
+       "2005    3835025\n",
+       "1999    3908112\n",
+       "2010    4111392\n",
+       "2013    4182691\n",
+       "1986    5115251\n",
+       "1990    5235827\n",
+       "1989    5466192\n",
+       "dtype: int64"
+      ]
+     },
+     "execution_count": 14,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
    "source": [
     "yearly_incidence.sort_values()"
    ]
@@ -331,19 +2447,1039 @@
   },
   {
    "cell_type": "code",
-   "execution_count": null,
+   "execution_count": 15,
    "metadata": {},
-   "outputs": [],
+   "outputs": [
+    {
+     "data": {
+      "text/plain": [
+       "<matplotlib.axes._subplots.AxesSubplot at 0x7febbea96198>"
+      ]
+     },
+     "execution_count": 15,
+     "metadata": {},
+     "output_type": "execute_result"
+    },
+    {
+     "data": {
+      "image/png": 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Qk4FrM3NpRBwKnBMRI8A48JyI2CUz74mIHwIvpRyL+XngNcAHIuJeYC1wffN6HwU+n5l3zV5VM2vG4jIiDqds0n0bWJ3lEMU/B67LzEsj4nrKGZ7PBtYAL4qI+Zl5W0T8HLg7Ih4JfBA4KSL2ply96HbKZiKZOQFMzHqRW2D9g10/2Aft6Lk17oh4bER8hzIm/daIeGUz6QFgfbP2fBVlE+cI4B4ePJQH4H7KptA+lLXqHzevdRlwW2beCGWtuodD+yjgk5Q93M8C3tnM8gBwbUTMy8zrKX3wJMpY3U2UY1Oh7AWfQ3l/L6T0w4nAYcCq7KHjUVtFxJym/mdQNl0Hrf55Tf2jDOD7D+UEuUHvg7Z0e6wG2BU4ouX+scD7m9tPoXwb7g+8irJ5tKCZdhxlPHty2mXN4ztThknmt7zmIcCO3a51mvp3AV7Lg1sHOwB/C7yumb4X8KOmhuMpY3cLW/pqFeWK1sdStij2oIzhf7W1ZuBPul3rFt7/Uyj/XMspO5QGpv6mbbsBqylXlwI4c8Dq36X5H76EclLMwPXB1v51dY07Is4CrgO+GhHDzcPPoRxbTZZTTr8PnEY5BnM/yjHXUMayD6YcDfIZ4LcR8VnKTsefAf83VpWZV2fmfZ2vaOtExD7AxcAo8FnKzpQXU7YkNgFk5m8pO09Pp4zj7c2DhzJ+i3K8+n2ZeTHwCcoZnx+i7D2/f3JZ2YNrGM3xtpdQ/sk+Bjybsn/icMqaVV/X32Ie5VyDx0TEfMpnfA70f/0RsQNl39RxwHsy8yXNpEMm5+n3PtgmXf6mHaVs5nwcWN489gbKeNbkPAcANzS3zwHe3jLtSuCQ5vZOlEOBDu/2t+FW1D8PeErL/aWUnS2vAr7f8vgjgJua26+jnKK7V/P8rwCPbJl3/my0fTv2wZ4tt/+O8s954qDU37T5VcB7gLcAr6accn3lANV/EXDiZo8dD1wxKH2w1X3W5Tds8hCd43lwqGNP4E5g55b5rqR8A+8JfJGyafQflG/UnbrdiQ+h/pj8a+4f2tIPt1OOP52c95uTIQ/8I+UIm9uBv+92HduhH3an7Ie4BXh7c/92YLif629530+mDJe9GDiveey2fq+/pbZjKSfAnEs52OCtlCHQO4C9B6EPtvavq0MlmfnH5uZ/ArtFxEGZeSdlXPvUllmvAnZrpp1GGQ75d2BZlj3NVcpGy0NnUNY+oIzPnQkQ5fdTfglMHrL4NsqWyYLMfNcsNbdjMvN3lCGxp1J2Kr+UMtx1ahR9WX/Le38MZajoEmDfiHgzZYf7MhiI9/9iytFet1MOz3si8FeUz8Br+/kzsK165irvEfFhynj1G5ujKv6GEuB7UU6sOaYl6PtOROxLGZ87LTOvjfKjWMsoH+IFwA+yF8/g2s4i4mDKl/b3KOOYB1IO4erL+iNiiDJMshOl3r+gnDByFmVN/HH0cf2TJg/nbW4fRPnsX045Jb2vPwPbopeC+2DKUSLPpHyA76Gcfn4v8NHMvKaLzeu4KL+P8gzgTZQxzxspm4bHAz/Ncghk34uI/ShfYC/LzNsj4iTgmsy8ustN64goF/P4V8pOtPMph7GdlZnPbqb3df1TifLLfB8Hjs/MOwaxD2bSS8F9AuWQuHuAd1D2MPfPXuAZRMTlwKMpv0J2E/C2zPxRVxs1SyJiD8oX9sspO6NXAR/KzPu3+MQ+1Jww8mJgLDNv7nZ7ZktE7ET5rfzJoZKPAB/O8vPL2kxPBHdEPIly+vkFlJ0zVf2U6kPVHBJ1NmWc73M1j9tvi4iYSxke+QOl/oF6/6GcfAQ8kL3wD9klEXEq5TDQzw7iZ2Br9ERwS5La13OnvEuStszglqTKGNySVBmDW5IqY3BLUmUMbkmqjMEtSZX5Xx9bbOEbOB5tAAAAAElFTkSuQmCC\n",
+      "text/plain": [
+       "<Figure size 432x288 with 1 Axes>"
+      ]
+     },
+     "metadata": {
+      "needs_background": "light"
+     },
+     "output_type": "display_data"
+    }
+   ],
    "source": [
     "yearly_incidence.hist(xrot=20)"
    ]
   },
+  {
+   "cell_type": "code",
+   "execution_count": 29,
+   "metadata": {},
+   "outputs": [
+    {
+     "name": "stdout",
+     "output_type": "stream",
+     "text": [
+      "The file is already in the directory\n"
+     ]
+    }
+   ],
+   "source": [
+    "import os\n",
+    "path=r\"C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv\"\n",
+    "isExist = os.path.exists(path)\n",
+    "if not isExist:  # on regarde si le fichier data_etat_grippal.csv n'existe pas déjà dans le dossier Documents\n",
+    "    raw_data.to_csv(r\"C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv\",index=False) # La création du fichier csv s'effectue ici\n",
+    "else:\n",
+    "    print('The file is already in the directory') # s'il existe déjà on précise à l'utilisateur qu'on a tenté de créer le fichier mais qu'il existait déjà"
+   ]
+  },
+  {
+   "cell_type": "code",
+   "execution_count": 27,
+   "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>202248</td>\n",
+       "      <td>3</td>\n",
+       "      <td>123297</td>\n",
+       "      <td>113136.0</td>\n",
+       "      <td>133458.0</td>\n",
+       "      <td>186</td>\n",
+       "      <td>171.0</td>\n",
+       "      <td>201.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>1</th>\n",
+       "      <td>202247</td>\n",
+       "      <td>3</td>\n",
+       "      <td>96544</td>\n",
+       "      <td>87333.0</td>\n",
+       "      <td>105755.0</td>\n",
+       "      <td>146</td>\n",
+       "      <td>132.0</td>\n",
+       "      <td>160.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>2</th>\n",
+       "      <td>202246</td>\n",
+       "      <td>3</td>\n",
+       "      <td>67735</td>\n",
+       "      <td>60075.0</td>\n",
+       "      <td>75395.0</td>\n",
+       "      <td>102</td>\n",
+       "      <td>90.0</td>\n",
+       "      <td>114.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>3</th>\n",
+       "      <td>202245</td>\n",
+       "      <td>3</td>\n",
+       "      <td>45306</td>\n",
+       "      <td>38909.0</td>\n",
+       "      <td>51703.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>58.0</td>\n",
+       "      <td>78.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>4</th>\n",
+       "      <td>202244</td>\n",
+       "      <td>3</td>\n",
+       "      <td>34713</td>\n",
+       "      <td>28880.0</td>\n",
+       "      <td>40546.0</td>\n",
+       "      <td>52</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>61.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>5</th>\n",
+       "      <td>202243</td>\n",
+       "      <td>3</td>\n",
+       "      <td>44769</td>\n",
+       "      <td>36884.0</td>\n",
+       "      <td>52654.0</td>\n",
+       "      <td>68</td>\n",
+       "      <td>56.0</td>\n",
+       "      <td>80.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>6</th>\n",
+       "      <td>202242</td>\n",
+       "      <td>3</td>\n",
+       "      <td>47462</td>\n",
+       "      <td>40773.0</td>\n",
+       "      <td>54151.0</td>\n",
+       "      <td>72</td>\n",
+       "      <td>62.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>7</th>\n",
+       "      <td>202241</td>\n",
+       "      <td>3</td>\n",
+       "      <td>48583</td>\n",
+       "      <td>42388.0</td>\n",
+       "      <td>54778.0</td>\n",
+       "      <td>73</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>82.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>8</th>\n",
+       "      <td>202240</td>\n",
+       "      <td>3</td>\n",
+       "      <td>41927</td>\n",
+       "      <td>36115.0</td>\n",
+       "      <td>47739.0</td>\n",
+       "      <td>63</td>\n",
+       "      <td>54.0</td>\n",
+       "      <td>72.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>9</th>\n",
+       "      <td>202239</td>\n",
+       "      <td>3</td>\n",
+       "      <td>39902</td>\n",
+       "      <td>34168.0</td>\n",
+       "      <td>45636.0</td>\n",
+       "      <td>60</td>\n",
+       "      <td>51.0</td>\n",
+       "      <td>69.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>10</th>\n",
+       "      <td>202238</td>\n",
+       "      <td>3</td>\n",
+       "      <td>28781</td>\n",
+       "      <td>23733.0</td>\n",
+       "      <td>33829.0</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>11</th>\n",
+       "      <td>202237</td>\n",
+       "      <td>3</td>\n",
+       "      <td>21395</td>\n",
+       "      <td>17076.0</td>\n",
+       "      <td>25714.0</td>\n",
+       "      <td>32</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>39.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>12</th>\n",
+       "      <td>202236</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14120</td>\n",
+       "      <td>10487.0</td>\n",
+       "      <td>17753.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>13</th>\n",
+       "      <td>202235</td>\n",
+       "      <td>3</td>\n",
+       "      <td>9283</td>\n",
+       "      <td>6485.0</td>\n",
+       "      <td>12081.0</td>\n",
+       "      <td>14</td>\n",
+       "      <td>10.0</td>\n",
+       "      <td>18.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>14</th>\n",
+       "      <td>202234</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7498</td>\n",
+       "      <td>4731.0</td>\n",
+       "      <td>10265.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>7.0</td>\n",
+       "      <td>15.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>15</th>\n",
+       "      <td>202233</td>\n",
+       "      <td>3</td>\n",
+       "      <td>7586</td>\n",
+       "      <td>4442.0</td>\n",
+       "      <td>10730.0</td>\n",
+       "      <td>11</td>\n",
+       "      <td>6.0</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>16</th>\n",
+       "      <td>202232</td>\n",
+       "      <td>3</td>\n",
+       "      <td>12222</td>\n",
+       "      <td>7749.0</td>\n",
+       "      <td>16695.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>11.0</td>\n",
+       "      <td>25.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>17</th>\n",
+       "      <td>202231</td>\n",
+       "      <td>3</td>\n",
+       "      <td>13257</td>\n",
+       "      <td>8905.0</td>\n",
+       "      <td>17609.0</td>\n",
+       "      <td>20</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>18</th>\n",
+       "      <td>202230</td>\n",
+       "      <td>3</td>\n",
+       "      <td>15006</td>\n",
+       "      <td>10738.0</td>\n",
+       "      <td>19274.0</td>\n",
+       "      <td>23</td>\n",
+       "      <td>17.0</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>19</th>\n",
+       "      <td>202229</td>\n",
+       "      <td>3</td>\n",
+       "      <td>20801</td>\n",
+       "      <td>15829.0</td>\n",
+       "      <td>25773.0</td>\n",
+       "      <td>31</td>\n",
+       "      <td>24.0</td>\n",
+       "      <td>38.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>20</th>\n",
+       "      <td>202228</td>\n",
+       "      <td>3</td>\n",
+       "      <td>23387</td>\n",
+       "      <td>17970.0</td>\n",
+       "      <td>28804.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>27.0</td>\n",
+       "      <td>43.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>21</th>\n",
+       "      <td>202227</td>\n",
+       "      <td>3</td>\n",
+       "      <td>36015</td>\n",
+       "      <td>29709.0</td>\n",
+       "      <td>42321.0</td>\n",
+       "      <td>54</td>\n",
+       "      <td>44.0</td>\n",
+       "      <td>64.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>22</th>\n",
+       "      <td>202226</td>\n",
+       "      <td>3</td>\n",
+       "      <td>29421</td>\n",
+       "      <td>24314.0</td>\n",
+       "      <td>34528.0</td>\n",
+       "      <td>44</td>\n",
+       "      <td>36.0</td>\n",
+       "      <td>52.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>23</th>\n",
+       "      <td>202225</td>\n",
+       "      <td>3</td>\n",
+       "      <td>22887</td>\n",
+       "      <td>18582.0</td>\n",
+       "      <td>27192.0</td>\n",
+       "      <td>35</td>\n",
+       "      <td>29.0</td>\n",
+       "      <td>41.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>24</th>\n",
+       "      <td>202224</td>\n",
+       "      <td>3</td>\n",
+       "      <td>19294</td>\n",
+       "      <td>15406.0</td>\n",
+       "      <td>23182.0</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>25</th>\n",
+       "      <td>202223</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17159</td>\n",
+       "      <td>13450.0</td>\n",
+       "      <td>20868.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>26</th>\n",
+       "      <td>202222</td>\n",
+       "      <td>3</td>\n",
+       "      <td>14239</td>\n",
+       "      <td>10930.0</td>\n",
+       "      <td>17548.0</td>\n",
+       "      <td>21</td>\n",
+       "      <td>16.0</td>\n",
+       "      <td>26.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>27</th>\n",
+       "      <td>202221</td>\n",
+       "      <td>3</td>\n",
+       "      <td>11804</td>\n",
+       "      <td>8686.0</td>\n",
+       "      <td>14922.0</td>\n",
+       "      <td>18</td>\n",
+       "      <td>13.0</td>\n",
+       "      <td>23.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>28</th>\n",
+       "      <td>202220</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17355</td>\n",
+       "      <td>13600.0</td>\n",
+       "      <td>21110.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</td>\n",
+       "      <td>FR</td>\n",
+       "      <td>France</td>\n",
+       "    </tr>\n",
+       "    <tr>\n",
+       "      <th>29</th>\n",
+       "      <td>202219</td>\n",
+       "      <td>3</td>\n",
+       "      <td>17178</td>\n",
+       "      <td>13462.0</td>\n",
+       "      <td>20894.0</td>\n",
+       "      <td>26</td>\n",
+       "      <td>20.0</td>\n",
+       "      <td>32.0</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>1958</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>1959</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>1960</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>1961</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>1962</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>1963</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>1964</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>1965</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>1966</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>1967</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>1968</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>1969</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>1970</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>1971</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>1972</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>1973</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>1974</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>1975</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>1976</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>1977</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>1978</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>1979</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>1980</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>1981</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>1982</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>1983</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</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>1985</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>1986</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>1987</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>1988 rows × 10 columns</p>\n",
+       "</div>"
+      ],
+      "text/plain": [
+       "        week  indicator     inc   inc_low    inc_up  inc100  inc100_low  \\\n",
+       "0     202248          3  123297  113136.0  133458.0     186       171.0   \n",
+       "1     202247          3   96544   87333.0  105755.0     146       132.0   \n",
+       "2     202246          3   67735   60075.0   75395.0     102        90.0   \n",
+       "3     202245          3   45306   38909.0   51703.0      68        58.0   \n",
+       "4     202244          3   34713   28880.0   40546.0      52        43.0   \n",
+       "5     202243          3   44769   36884.0   52654.0      68        56.0   \n",
+       "6     202242          3   47462   40773.0   54151.0      72        62.0   \n",
+       "7     202241          3   48583   42388.0   54778.0      73        64.0   \n",
+       "8     202240          3   41927   36115.0   47739.0      63        54.0   \n",
+       "9     202239          3   39902   34168.0   45636.0      60        51.0   \n",
+       "10    202238          3   28781   23733.0   33829.0      43        35.0   \n",
+       "11    202237          3   21395   17076.0   25714.0      32        25.0   \n",
+       "12    202236          3   14120   10487.0   17753.0      21        16.0   \n",
+       "13    202235          3    9283    6485.0   12081.0      14        10.0   \n",
+       "14    202234          3    7498    4731.0   10265.0      11         7.0   \n",
+       "15    202233          3    7586    4442.0   10730.0      11         6.0   \n",
+       "16    202232          3   12222    7749.0   16695.0      18        11.0   \n",
+       "17    202231          3   13257    8905.0   17609.0      20        13.0   \n",
+       "18    202230          3   15006   10738.0   19274.0      23        17.0   \n",
+       "19    202229          3   20801   15829.0   25773.0      31        24.0   \n",
+       "20    202228          3   23387   17970.0   28804.0      35        27.0   \n",
+       "21    202227          3   36015   29709.0   42321.0      54        44.0   \n",
+       "22    202226          3   29421   24314.0   34528.0      44        36.0   \n",
+       "23    202225          3   22887   18582.0   27192.0      35        29.0   \n",
+       "24    202224          3   19294   15406.0   23182.0      29        23.0   \n",
+       "25    202223          3   17159   13450.0   20868.0      26        20.0   \n",
+       "26    202222          3   14239   10930.0   17548.0      21        16.0   \n",
+       "27    202221          3   11804    8686.0   14922.0      18        13.0   \n",
+       "28    202220          3   17355   13600.0   21110.0      26        20.0   \n",
+       "29    202219          3   17178   13462.0   20894.0      26        20.0   \n",
+       "...      ...        ...     ...       ...       ...     ...         ...   \n",
+       "1958  198521          3   26096   19621.0   32571.0      47        35.0   \n",
+       "1959  198520          3   27896   20885.0   34907.0      51        38.0   \n",
+       "1960  198519          3   43154   32821.0   53487.0      78        59.0   \n",
+       "1961  198518          3   40555   29935.0   51175.0      74        55.0   \n",
+       "1962  198517          3   34053   24366.0   43740.0      62        44.0   \n",
+       "1963  198516          3   50362   36451.0   64273.0      91        66.0   \n",
+       "1964  198515          3   63881   45538.0   82224.0     116        83.0   \n",
+       "1965  198514          3  134545  114400.0  154690.0     244       207.0   \n",
+       "1966  198513          3  197206  176080.0  218332.0     357       319.0   \n",
+       "1967  198512          3  245240  223304.0  267176.0     445       405.0   \n",
+       "1968  198511          3  276205  252399.0  300011.0     501       458.0   \n",
+       "1969  198510          3  353231  326279.0  380183.0     640       591.0   \n",
+       "1970  198509          3  369895  341109.0  398681.0     670       618.0   \n",
+       "1971  198508          3  389886  359529.0  420243.0     707       652.0   \n",
+       "1972  198507          3  471852  432599.0  511105.0     855       784.0   \n",
+       "1973  198506          3  565825  518011.0  613639.0    1026       939.0   \n",
+       "1974  198505          3  637302  592795.0  681809.0    1155      1074.0   \n",
+       "1975  198504          3  424937  390794.0  459080.0     770       708.0   \n",
+       "1976  198503          3  213901  174689.0  253113.0     388       317.0   \n",
+       "1977  198502          3   97586   80949.0  114223.0     177       147.0   \n",
+       "1978  198501          3   85489   65918.0  105060.0     155       120.0   \n",
+       "1979  198452          3   84830   60602.0  109058.0     154       110.0   \n",
+       "1980  198451          3  101726   80242.0  123210.0     185       146.0   \n",
+       "1981  198450          3  123680  101401.0  145959.0     225       184.0   \n",
+       "1982  198449          3  101073   81684.0  120462.0     184       149.0   \n",
+       "1983  198448          3   78620   60634.0   96606.0     143       110.0   \n",
+       "1984  198447          3   72029   54274.0   89784.0     131        99.0   \n",
+       "1985  198446          3   87330   67686.0  106974.0     159       123.0   \n",
+       "1986  198445          3  135223  101414.0  169032.0     246       184.0   \n",
+       "1987  198444          3   68422   20056.0  116788.0     125        37.0   \n",
+       "\n",
+       "      inc100_up geo_insee geo_name  \n",
+       "0         201.0        FR   France  \n",
+       "1         160.0        FR   France  \n",
+       "2         114.0        FR   France  \n",
+       "3          78.0        FR   France  \n",
+       "4          61.0        FR   France  \n",
+       "5          80.0        FR   France  \n",
+       "6          82.0        FR   France  \n",
+       "7          82.0        FR   France  \n",
+       "8          72.0        FR   France  \n",
+       "9          69.0        FR   France  \n",
+       "10         51.0        FR   France  \n",
+       "11         39.0        FR   France  \n",
+       "12         26.0        FR   France  \n",
+       "13         18.0        FR   France  \n",
+       "14         15.0        FR   France  \n",
+       "15         16.0        FR   France  \n",
+       "16         25.0        FR   France  \n",
+       "17         27.0        FR   France  \n",
+       "18         29.0        FR   France  \n",
+       "19         38.0        FR   France  \n",
+       "20         43.0        FR   France  \n",
+       "21         64.0        FR   France  \n",
+       "22         52.0        FR   France  \n",
+       "23         41.0        FR   France  \n",
+       "24         35.0        FR   France  \n",
+       "25         32.0        FR   France  \n",
+       "26         26.0        FR   France  \n",
+       "27         23.0        FR   France  \n",
+       "28         32.0        FR   France  \n",
+       "29         32.0        FR   France  \n",
+       "...         ...       ...      ...  \n",
+       "1958       59.0        FR   France  \n",
+       "1959       64.0        FR   France  \n",
+       "1960       97.0        FR   France  \n",
+       "1961       93.0        FR   France  \n",
+       "1962       80.0        FR   France  \n",
+       "1963      116.0        FR   France  \n",
+       "1964      149.0        FR   France  \n",
+       "1965      281.0        FR   France  \n",
+       "1966      395.0        FR   France  \n",
+       "1967      485.0        FR   France  \n",
+       "1968      544.0        FR   France  \n",
+       "1969      689.0        FR   France  \n",
+       "1970      722.0        FR   France  \n",
+       "1971      762.0        FR   France  \n",
+       "1972      926.0        FR   France  \n",
+       "1973     1113.0        FR   France  \n",
+       "1974     1236.0        FR   France  \n",
+       "1975      832.0        FR   France  \n",
+       "1976      459.0        FR   France  \n",
+       "1977      207.0        FR   France  \n",
+       "1978      190.0        FR   France  \n",
+       "1979      198.0        FR   France  \n",
+       "1980      224.0        FR   France  \n",
+       "1981      266.0        FR   France  \n",
+       "1982      219.0        FR   France  \n",
+       "1983      176.0        FR   France  \n",
+       "1984      163.0        FR   France  \n",
+       "1985      195.0        FR   France  \n",
+       "1986      308.0        FR   France  \n",
+       "1987      213.0        FR   France  \n",
+       "\n",
+       "[1988 rows x 10 columns]"
+      ]
+     },
+     "execution_count": 27,
+     "metadata": {},
+     "output_type": "execute_result"
+    }
+   ],
+   "source": [
+    "pd.read_csv(r\"C:\\Users\\richarlu\\Documents\\data_etat_grippal.csv\")"
+   ]
+  },
   {
    "cell_type": "code",
    "execution_count": null,
-   "metadata": {
-    "collapsed": true
-   },
+   "metadata": {},
    "outputs": [],
    "source": []
   }
@@ -364,7 +3500,7 @@
    "name": "python",
    "nbconvert_exporter": "python",
    "pygments_lexer": "ipython3",
-   "version": "3.6.1"
+   "version": "3.6.4"
   }
  },
  "nbformat": 4,
-- 
2.18.1