diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5b58a3ae26346460dd39e62a39c55243d7..b85bae75d35b83f1bacbdb1d45b6a01abba0e542 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\""
@@ -61,11 +59,987 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 3,
"metadata": {},
"outputs": [],
"source": [
- "raw_data = pd.read_csv(data_url, skiprows=1)\n",
+ "data_file = \"syndrome-grippal.csv\""
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 4,
+ "metadata": {},
+ "outputs": [
+ {
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+ " \n",
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+ "
1884 rows × 10 columns
\n",
+ "
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+ ],
+ "text/plain": [
+ " week indicator inc inc_low inc_up inc100 inc100_low \\\n",
+ "0 202049 3 13273 10162.0 16384.0 20 15.0 \n",
+ "1 202048 3 13804 10641.0 16967.0 21 16.0 \n",
+ "2 202047 3 19085 15285.0 22885.0 29 23.0 \n",
+ "3 202046 3 24801 20503.0 29099.0 38 31.0 \n",
+ "4 202045 3 42516 36857.0 48175.0 65 56.0 \n",
+ "5 202044 3 44567 38521.0 50613.0 68 59.0 \n",
+ "6 202043 3 43737 37523.0 49951.0 66 57.0 \n",
+ "7 202042 3 35145 29812.0 40478.0 53 45.0 \n",
+ "8 202041 3 27877 23206.0 32548.0 42 35.0 \n",
+ "9 202040 3 20443 16381.0 24505.0 31 25.0 \n",
+ "10 202039 3 19810 15900.0 23720.0 30 24.0 \n",
+ "11 202038 3 25562 21142.0 29982.0 39 32.0 \n",
+ "12 202037 3 18485 14649.0 22321.0 28 22.0 \n",
+ "13 202036 3 10390 7646.0 13134.0 16 12.0 \n",
+ "14 202035 3 9918 6842.0 12994.0 15 10.0 \n",
+ "15 202034 3 6084 3090.0 9078.0 9 4.0 \n",
+ "16 202033 3 6106 3411.0 8801.0 9 5.0 \n",
+ "17 202032 3 5918 3330.0 8506.0 9 5.0 \n",
+ "18 202031 3 4351 2269.0 6433.0 7 4.0 \n",
+ "19 202030 3 8179 5442.0 10916.0 12 8.0 \n",
+ "20 202029 3 8687 5860.0 11514.0 13 9.0 \n",
+ "21 202028 3 8340 5701.0 10979.0 13 9.0 \n",
+ "22 202027 3 4066 2406.0 5726.0 6 3.0 \n",
+ "23 202026 3 4039 2389.0 5689.0 6 3.0 \n",
+ "24 202025 3 2853 1488.0 4218.0 4 2.0 \n",
+ "25 202024 3 3058 1690.0 4426.0 5 3.0 \n",
+ "26 202023 3 4168 2468.0 5868.0 6 3.0 \n",
+ "27 202022 3 3580 1947.0 5213.0 5 3.0 \n",
+ "28 202021 3 6114 4026.0 8202.0 9 6.0 \n",
+ "29 202020 3 9315 6775.0 11855.0 14 10.0 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "1854 198521 3 26096 19621.0 32571.0 47 35.0 \n",
+ "1855 198520 3 27896 20885.0 34907.0 51 38.0 \n",
+ "1856 198519 3 43154 32821.0 53487.0 78 59.0 \n",
+ "1857 198518 3 40555 29935.0 51175.0 74 55.0 \n",
+ "1858 198517 3 34053 24366.0 43740.0 62 44.0 \n",
+ "1859 198516 3 50362 36451.0 64273.0 91 66.0 \n",
+ "1860 198515 3 63881 45538.0 82224.0 116 83.0 \n",
+ "1861 198514 3 134545 114400.0 154690.0 244 207.0 \n",
+ "1862 198513 3 197206 176080.0 218332.0 357 319.0 \n",
+ "1863 198512 3 245240 223304.0 267176.0 445 405.0 \n",
+ "1864 198511 3 276205 252399.0 300011.0 501 458.0 \n",
+ "1865 198510 3 353231 326279.0 380183.0 640 591.0 \n",
+ "1866 198509 3 369895 341109.0 398681.0 670 618.0 \n",
+ "1867 198508 3 389886 359529.0 420243.0 707 652.0 \n",
+ "1868 198507 3 471852 432599.0 511105.0 855 784.0 \n",
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+ "1882 198445 3 135223 101414.0 169032.0 246 184.0 \n",
+ "1883 198444 3 68422 20056.0 116788.0 125 37.0 \n",
+ "\n",
+ " inc100_up geo_insee geo_name \n",
+ "0 25.0 FR France \n",
+ "1 26.0 FR France \n",
+ "2 35.0 FR France \n",
+ "3 45.0 FR France \n",
+ "4 74.0 FR France \n",
+ "5 77.0 FR France \n",
+ "6 75.0 FR France \n",
+ "7 61.0 FR France \n",
+ "8 49.0 FR France \n",
+ "9 37.0 FR France \n",
+ "10 36.0 FR France \n",
+ "11 46.0 FR France \n",
+ "12 34.0 FR France \n",
+ "13 20.0 FR France \n",
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+ "18 10.0 FR France \n",
+ "19 16.0 FR France \n",
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+ "21 17.0 FR France \n",
+ "22 9.0 FR France \n",
+ "23 9.0 FR France \n",
+ "24 6.0 FR France \n",
+ "25 7.0 FR France \n",
+ "26 9.0 FR France \n",
+ "27 7.0 FR France \n",
+ "28 12.0 FR France \n",
+ "29 18.0 FR France \n",
+ "... ... ... ... \n",
+ "1854 59.0 FR France \n",
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+ "1859 116.0 FR France \n",
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+ "1863 485.0 FR France \n",
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+ "1881 195.0 FR France \n",
+ "1882 308.0 FR France \n",
+ "1883 213.0 FR France \n",
+ "\n",
+ "[1884 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 4,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
+ "source": [
+ "raw_data = pd.read_csv(data_file, skiprows=1)\n",
"raw_data"
]
},
@@ -78,9 +1052,73 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 5,
"metadata": {},
- "outputs": [],
+ "outputs": [
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+ "data": {
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+ " inc_up | \n",
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@@ -94,9 +1132,976 @@
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+ " 74 | \n",
+ " 55.0 | \n",
+ " 93.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1858 | \n",
+ " 198517 | \n",
+ " 3 | \n",
+ " 34053 | \n",
+ " 24366.0 | \n",
+ " 43740.0 | \n",
+ " 62 | \n",
+ " 44.0 | \n",
+ " 80.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1859 | \n",
+ " 198516 | \n",
+ " 3 | \n",
+ " 50362 | \n",
+ " 36451.0 | \n",
+ " 64273.0 | \n",
+ " 91 | \n",
+ " 66.0 | \n",
+ " 116.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1860 | \n",
+ " 198515 | \n",
+ " 3 | \n",
+ " 63881 | \n",
+ " 45538.0 | \n",
+ " 82224.0 | \n",
+ " 116 | \n",
+ " 83.0 | \n",
+ " 149.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1861 | \n",
+ " 198514 | \n",
+ " 3 | \n",
+ " 134545 | \n",
+ " 114400.0 | \n",
+ " 154690.0 | \n",
+ " 244 | \n",
+ " 207.0 | \n",
+ " 281.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1862 | \n",
+ " 198513 | \n",
+ " 3 | \n",
+ " 197206 | \n",
+ " 176080.0 | \n",
+ " 218332.0 | \n",
+ " 357 | \n",
+ " 319.0 | \n",
+ " 395.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1863 | \n",
+ " 198512 | \n",
+ " 3 | \n",
+ " 245240 | \n",
+ " 223304.0 | \n",
+ " 267176.0 | \n",
+ " 445 | \n",
+ " 405.0 | \n",
+ " 485.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1864 | \n",
+ " 198511 | \n",
+ " 3 | \n",
+ " 276205 | \n",
+ " 252399.0 | \n",
+ " 300011.0 | \n",
+ " 501 | \n",
+ " 458.0 | \n",
+ " 544.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1865 | \n",
+ " 198510 | \n",
+ " 3 | \n",
+ " 353231 | \n",
+ " 326279.0 | \n",
+ " 380183.0 | \n",
+ " 640 | \n",
+ " 591.0 | \n",
+ " 689.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1866 | \n",
+ " 198509 | \n",
+ " 3 | \n",
+ " 369895 | \n",
+ " 341109.0 | \n",
+ " 398681.0 | \n",
+ " 670 | \n",
+ " 618.0 | \n",
+ " 722.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1867 | \n",
+ " 198508 | \n",
+ " 3 | \n",
+ " 389886 | \n",
+ " 359529.0 | \n",
+ " 420243.0 | \n",
+ " 707 | \n",
+ " 652.0 | \n",
+ " 762.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1868 | \n",
+ " 198507 | \n",
+ " 3 | \n",
+ " 471852 | \n",
+ " 432599.0 | \n",
+ " 511105.0 | \n",
+ " 855 | \n",
+ " 784.0 | \n",
+ " 926.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1869 | \n",
+ " 198506 | \n",
+ " 3 | \n",
+ " 565825 | \n",
+ " 518011.0 | \n",
+ " 613639.0 | \n",
+ " 1026 | \n",
+ " 939.0 | \n",
+ " 1113.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1870 | \n",
+ " 198505 | \n",
+ " 3 | \n",
+ " 637302 | \n",
+ " 592795.0 | \n",
+ " 681809.0 | \n",
+ " 1155 | \n",
+ " 1074.0 | \n",
+ " 1236.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1871 | \n",
+ " 198504 | \n",
+ " 3 | \n",
+ " 424937 | \n",
+ " 390794.0 | \n",
+ " 459080.0 | \n",
+ " 770 | \n",
+ " 708.0 | \n",
+ " 832.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1872 | \n",
+ " 198503 | \n",
+ " 3 | \n",
+ " 213901 | \n",
+ " 174689.0 | \n",
+ " 253113.0 | \n",
+ " 388 | \n",
+ " 317.0 | \n",
+ " 459.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1873 | \n",
+ " 198502 | \n",
+ " 3 | \n",
+ " 97586 | \n",
+ " 80949.0 | \n",
+ " 114223.0 | \n",
+ " 177 | \n",
+ " 147.0 | \n",
+ " 207.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1874 | \n",
+ " 198501 | \n",
+ " 3 | \n",
+ " 85489 | \n",
+ " 65918.0 | \n",
+ " 105060.0 | \n",
+ " 155 | \n",
+ " 120.0 | \n",
+ " 190.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1875 | \n",
+ " 198452 | \n",
+ " 3 | \n",
+ " 84830 | \n",
+ " 60602.0 | \n",
+ " 109058.0 | \n",
+ " 154 | \n",
+ " 110.0 | \n",
+ " 198.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1876 | \n",
+ " 198451 | \n",
+ " 3 | \n",
+ " 101726 | \n",
+ " 80242.0 | \n",
+ " 123210.0 | \n",
+ " 185 | \n",
+ " 146.0 | \n",
+ " 224.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1877 | \n",
+ " 198450 | \n",
+ " 3 | \n",
+ " 123680 | \n",
+ " 101401.0 | \n",
+ " 145959.0 | \n",
+ " 225 | \n",
+ " 184.0 | \n",
+ " 266.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1878 | \n",
+ " 198449 | \n",
+ " 3 | \n",
+ " 101073 | \n",
+ " 81684.0 | \n",
+ " 120462.0 | \n",
+ " 184 | \n",
+ " 149.0 | \n",
+ " 219.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1879 | \n",
+ " 198448 | \n",
+ " 3 | \n",
+ " 78620 | \n",
+ " 60634.0 | \n",
+ " 96606.0 | \n",
+ " 143 | \n",
+ " 110.0 | \n",
+ " 176.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1880 | \n",
+ " 198447 | \n",
+ " 3 | \n",
+ " 72029 | \n",
+ " 54274.0 | \n",
+ " 89784.0 | \n",
+ " 131 | \n",
+ " 99.0 | \n",
+ " 163.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1881 | \n",
+ " 198446 | \n",
+ " 3 | \n",
+ " 87330 | \n",
+ " 67686.0 | \n",
+ " 106974.0 | \n",
+ " 159 | \n",
+ " 123.0 | \n",
+ " 195.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1882 | \n",
+ " 198445 | \n",
+ " 3 | \n",
+ " 135223 | \n",
+ " 101414.0 | \n",
+ " 169032.0 | \n",
+ " 246 | \n",
+ " 184.0 | \n",
+ " 308.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 1883 | \n",
+ " 198444 | \n",
+ " 3 | \n",
+ " 68422 | \n",
+ " 20056.0 | \n",
+ " 116788.0 | \n",
+ " 125 | \n",
+ " 37.0 | \n",
+ " 213.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ "
\n",
+ "
1883 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " week indicator inc inc_low inc_up inc100 inc100_low \\\n",
+ "0 202049 3 13273 10162.0 16384.0 20 15.0 \n",
+ "1 202048 3 13804 10641.0 16967.0 21 16.0 \n",
+ "2 202047 3 19085 15285.0 22885.0 29 23.0 \n",
+ "3 202046 3 24801 20503.0 29099.0 38 31.0 \n",
+ "4 202045 3 42516 36857.0 48175.0 65 56.0 \n",
+ "5 202044 3 44567 38521.0 50613.0 68 59.0 \n",
+ "6 202043 3 43737 37523.0 49951.0 66 57.0 \n",
+ "7 202042 3 35145 29812.0 40478.0 53 45.0 \n",
+ "8 202041 3 27877 23206.0 32548.0 42 35.0 \n",
+ "9 202040 3 20443 16381.0 24505.0 31 25.0 \n",
+ "10 202039 3 19810 15900.0 23720.0 30 24.0 \n",
+ "11 202038 3 25562 21142.0 29982.0 39 32.0 \n",
+ "12 202037 3 18485 14649.0 22321.0 28 22.0 \n",
+ "13 202036 3 10390 7646.0 13134.0 16 12.0 \n",
+ "14 202035 3 9918 6842.0 12994.0 15 10.0 \n",
+ "15 202034 3 6084 3090.0 9078.0 9 4.0 \n",
+ "16 202033 3 6106 3411.0 8801.0 9 5.0 \n",
+ "17 202032 3 5918 3330.0 8506.0 9 5.0 \n",
+ "18 202031 3 4351 2269.0 6433.0 7 4.0 \n",
+ "19 202030 3 8179 5442.0 10916.0 12 8.0 \n",
+ "20 202029 3 8687 5860.0 11514.0 13 9.0 \n",
+ "21 202028 3 8340 5701.0 10979.0 13 9.0 \n",
+ "22 202027 3 4066 2406.0 5726.0 6 3.0 \n",
+ "23 202026 3 4039 2389.0 5689.0 6 3.0 \n",
+ "24 202025 3 2853 1488.0 4218.0 4 2.0 \n",
+ "25 202024 3 3058 1690.0 4426.0 5 3.0 \n",
+ "26 202023 3 4168 2468.0 5868.0 6 3.0 \n",
+ "27 202022 3 3580 1947.0 5213.0 5 3.0 \n",
+ "28 202021 3 6114 4026.0 8202.0 9 6.0 \n",
+ "29 202020 3 9315 6775.0 11855.0 14 10.0 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "1854 198521 3 26096 19621.0 32571.0 47 35.0 \n",
+ "1855 198520 3 27896 20885.0 34907.0 51 38.0 \n",
+ "1856 198519 3 43154 32821.0 53487.0 78 59.0 \n",
+ "1857 198518 3 40555 29935.0 51175.0 74 55.0 \n",
+ "1858 198517 3 34053 24366.0 43740.0 62 44.0 \n",
+ "1859 198516 3 50362 36451.0 64273.0 91 66.0 \n",
+ "1860 198515 3 63881 45538.0 82224.0 116 83.0 \n",
+ "1861 198514 3 134545 114400.0 154690.0 244 207.0 \n",
+ "1862 198513 3 197206 176080.0 218332.0 357 319.0 \n",
+ "1863 198512 3 245240 223304.0 267176.0 445 405.0 \n",
+ "1864 198511 3 276205 252399.0 300011.0 501 458.0 \n",
+ "1865 198510 3 353231 326279.0 380183.0 640 591.0 \n",
+ "1866 198509 3 369895 341109.0 398681.0 670 618.0 \n",
+ "1867 198508 3 389886 359529.0 420243.0 707 652.0 \n",
+ "1868 198507 3 471852 432599.0 511105.0 855 784.0 \n",
+ "1869 198506 3 565825 518011.0 613639.0 1026 939.0 \n",
+ "1870 198505 3 637302 592795.0 681809.0 1155 1074.0 \n",
+ "1871 198504 3 424937 390794.0 459080.0 770 708.0 \n",
+ "1872 198503 3 213901 174689.0 253113.0 388 317.0 \n",
+ "1873 198502 3 97586 80949.0 114223.0 177 147.0 \n",
+ "1874 198501 3 85489 65918.0 105060.0 155 120.0 \n",
+ "1875 198452 3 84830 60602.0 109058.0 154 110.0 \n",
+ "1876 198451 3 101726 80242.0 123210.0 185 146.0 \n",
+ "1877 198450 3 123680 101401.0 145959.0 225 184.0 \n",
+ "1878 198449 3 101073 81684.0 120462.0 184 149.0 \n",
+ "1879 198448 3 78620 60634.0 96606.0 143 110.0 \n",
+ "1880 198447 3 72029 54274.0 89784.0 131 99.0 \n",
+ "1881 198446 3 87330 67686.0 106974.0 159 123.0 \n",
+ "1882 198445 3 135223 101414.0 169032.0 246 184.0 \n",
+ "1883 198444 3 68422 20056.0 116788.0 125 37.0 \n",
+ "\n",
+ " inc100_up geo_insee geo_name \n",
+ "0 25.0 FR France \n",
+ "1 26.0 FR France \n",
+ "2 35.0 FR France \n",
+ "3 45.0 FR France \n",
+ "4 74.0 FR France \n",
+ "5 77.0 FR France \n",
+ "6 75.0 FR France \n",
+ "7 61.0 FR France \n",
+ "8 49.0 FR France \n",
+ "9 37.0 FR France \n",
+ "10 36.0 FR France \n",
+ "11 46.0 FR France \n",
+ "12 34.0 FR France \n",
+ "13 20.0 FR France \n",
+ "14 20.0 FR France \n",
+ "15 14.0 FR France \n",
+ "16 13.0 FR France \n",
+ "17 13.0 FR France \n",
+ "18 10.0 FR France \n",
+ "19 16.0 FR France \n",
+ "20 17.0 FR France \n",
+ "21 17.0 FR France \n",
+ "22 9.0 FR France \n",
+ "23 9.0 FR France \n",
+ "24 6.0 FR France \n",
+ "25 7.0 FR France \n",
+ "26 9.0 FR France \n",
+ "27 7.0 FR France \n",
+ "28 12.0 FR France \n",
+ "29 18.0 FR France \n",
+ "... ... ... ... \n",
+ "1854 59.0 FR France \n",
+ "1855 64.0 FR France \n",
+ "1856 97.0 FR France \n",
+ "1857 93.0 FR France \n",
+ "1858 80.0 FR France \n",
+ "1859 116.0 FR France \n",
+ "1860 149.0 FR France \n",
+ "1861 281.0 FR France \n",
+ "1862 395.0 FR France \n",
+ "1863 485.0 FR France \n",
+ "1864 544.0 FR France \n",
+ "1865 689.0 FR France \n",
+ "1866 722.0 FR France \n",
+ "1867 762.0 FR France \n",
+ "1868 926.0 FR France \n",
+ "1869 1113.0 FR France \n",
+ "1870 1236.0 FR France \n",
+ "1871 832.0 FR France \n",
+ "1872 459.0 FR France \n",
+ "1873 207.0 FR France \n",
+ "1874 190.0 FR France \n",
+ "1875 198.0 FR France \n",
+ "1876 224.0 FR France \n",
+ "1877 266.0 FR France \n",
+ "1878 219.0 FR France \n",
+ "1879 176.0 FR France \n",
+ "1880 163.0 FR France \n",
+ "1881 195.0 FR France \n",
+ "1882 308.0 FR France \n",
+ "1883 213.0 FR France \n",
+ "\n",
+ "[1883 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 6,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"data = raw_data.dropna().copy()\n",
"data"
@@ -122,7 +2127,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 7,
"metadata": {},
"outputs": [],
"source": [
@@ -152,10 +2157,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 8,
+ "metadata": {},
"outputs": [],
"source": [
"sorted_data = data.set_index('period').sort_index()"
@@ -179,9 +2182,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 9,
"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 +2210,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 10,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 10,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sorted_data['inc'].plot()"
]
@@ -215,9 +2249,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 11,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 11,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"sorted_data['inc'][-200:].plot()"
]
@@ -252,10 +2309,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 12,
+ "metadata": {},
"outputs": [],
"source": [
"first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -274,7 +2329,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
"outputs": [],
"source": [
@@ -298,9 +2353,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 14,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"yearly_incidence.plot(style='*')"
]
@@ -314,9 +2392,54 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2014 1600941\n",
+ "1991 1659249\n",
+ "1995 1840410\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": 15,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"yearly_incidence.sort_values()"
]
@@ -331,9 +2454,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 16,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 16,
+ "metadata": {},
+ "output_type": "execute_result"
+ },
+ {
+ "data": {
+ "image/png": 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\n",
+ "text/plain": [
+ ""
+ ]
+ },
+ "metadata": {
+ "needs_background": "light"
+ },
+ "output_type": "display_data"
+ }
+ ],
"source": [
"yearly_incidence.hist(xrot=20)"
]
@@ -364,7 +2510,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.6.1"
+ "version": "3.6.4"
}
},
"nbformat": 4,
diff --git a/module3/exo1/syndrome-grippal.csv b/module3/exo1/syndrome-grippal.csv
new file mode 100644
index 0000000000000000000000000000000000000000..3c1f2484c782df5b87f1a026531138be967a451e
--- /dev/null
+++ b/module3/exo1/syndrome-grippal.csv
@@ -0,0 +1,1886 @@
+# @source="réseau Sentinelles, INSERM, Sorbonne Université, http://www.sentiweb.fr", @meta={"period":[198444,202049],"geo":["PAY","1"],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false}, @date=2020-12-16T09:34:28+01:00
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202049,3,13273,10162,16384,20,15,25,FR,France
+202048,3,13804,10641,16967,21,16,26,FR,France
+202047,3,19085,15285,22885,29,23,35,FR,France
+202046,3,24801,20503,29099,38,31,45,FR,France
+202045,3,42516,36857,48175,65,56,74,FR,France
+202044,3,44567,38521,50613,68,59,77,FR,France
+202043,3,43737,37523,49951,66,57,75,FR,France
+202042,3,35145,29812,40478,53,45,61,FR,France
+202041,3,27877,23206,32548,42,35,49,FR,France
+202040,3,20443,16381,24505,31,25,37,FR,France
+202039,3,19810,15900,23720,30,24,36,FR,France
+202038,3,25562,21142,29982,39,32,46,FR,France
+202037,3,18485,14649,22321,28,22,34,FR,France
+202036,3,10390,7646,13134,16,12,20,FR,France
+202035,3,9918,6842,12994,15,10,20,FR,France
+202034,3,6084,3090,9078,9,4,14,FR,France
+202033,3,6106,3411,8801,9,5,13,FR,France
+202032,3,5918,3330,8506,9,5,13,FR,France
+202031,3,4351,2269,6433,7,4,10,FR,France
+202030,3,8179,5442,10916,12,8,16,FR,France
+202029,3,8687,5860,11514,13,9,17,FR,France
+202028,3,8340,5701,10979,13,9,17,FR,France
+202027,3,4066,2406,5726,6,3,9,FR,France
+202026,3,4039,2389,5689,6,3,9,FR,France
+202025,3,2853,1488,4218,4,2,6,FR,France
+202024,3,3058,1690,4426,5,3,7,FR,France
+202023,3,4168,2468,5868,6,3,9,FR,France
+202022,3,3580,1947,5213,5,3,7,FR,France
+202021,3,6114,4026,8202,9,6,12,FR,France
+202020,3,9315,6775,11855,14,10,18,FR,France
+202019,3,11679,8722,14636,18,14,22,FR,France
+202018,3,16398,12851,19945,25,20,30,FR,France
+202017,3,18082,14454,21710,27,21,33,FR,France
+202016,3,24165,19893,28437,37,31,43,FR,France
+202015,3,41049,35377,46721,62,53,71,FR,France
+202014,3,71666,64531,78801,109,98,120,FR,France
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+200818,3,5315,1770,8860,9,3,15,FR,France
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+200816,3,11876,7054,16698,19,11,27,FR,France
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+200747,3,30716,23351,38081,50,38,62,FR,France
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+200514,3,21988,14834,29142,36,24,48,FR,France
+200513,3,42971,33053,52889,71,55,87,FR,France
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+200317,3,46253,36234,56272,77,60,94,FR,France
+200316,3,50759,39835,61683,85,67,103,FR,France
+200315,3,69269,55778,82760,116,93,139,FR,France
+200314,3,70084,55374,84794,117,92,142,FR,France
+200313,3,70335,56370,84300,118,95,141,FR,France
+200312,3,88582,73568,103596,148,123,173,FR,France
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+200308,3,222638,194269,251007,372,325,419,FR,France
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+200303,3,50983,38264,63702,85,64,106,FR,France
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+200248,3,19799,12868,26730,33,21,45,FR,France
+200247,3,16449,9214,23684,28,16,40,FR,France
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+200226,3,4523,0,12320,8,0,21,FR,France
+200225,3,4765,1076,8454,8,2,14,FR,France
+200224,3,12063,7174,16952,20,12,28,FR,France
+200223,3,15468,9806,21130,26,16,36,FR,France
+200222,3,4854,1696,8012,8,3,13,FR,France
+200221,3,5901,2212,9590,10,4,16,FR,France
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+199621,3,7042,4291,9793,12,7,17,FR,France
+199620,3,10619,7365,13873,18,12,24,FR,France
+199619,3,11898,8065,15731,21,14,28,FR,France
+199618,3,18338,13352,23324,32,23,41,FR,France
+199617,3,24954,19100,30808,43,33,53,FR,France
+199616,3,29313,23868,34758,51,42,60,FR,France
+199615,3,51703,43644,59762,89,75,103,FR,France
+199614,3,44414,36774,52054,77,64,90,FR,France
+199613,3,30622,25062,36182,53,43,63,FR,France
+199612,3,31818,25852,37784,55,45,65,FR,France
+199611,3,24427,19499,29355,42,33,51,FR,France
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+199609,3,19594,15228,23960,34,26,42,FR,France
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+199607,3,23041,18338,27744,40,32,48,FR,France
+199606,3,21810,17153,26467,38,30,46,FR,France
+199605,3,25275,20410,30140,44,36,52,FR,France
+199604,3,43359,36948,49770,75,64,86,FR,France
+199603,3,54691,48016,61366,94,82,106,FR,France
+199602,3,105606,96106,115106,182,166,198,FR,France
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+199544,3,13168,9820,16516,23,17,29,FR,France
+199543,3,16188,12389,19987,28,21,35,FR,France
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+199541,3,14980,10851,19109,26,19,33,FR,France
+199540,3,16245,11610,20880,28,20,36,FR,France
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+199538,3,13123,9410,16836,23,17,29,FR,France
+199537,3,4895,2666,7124,8,4,12,FR,France
+199536,3,3659,1574,5744,6,2,10,FR,France
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+199529,3,2148,687,3609,4,1,7,FR,France
+199528,3,3312,1430,5194,6,3,9,FR,France
+199527,3,4853,2683,7023,8,4,12,FR,France
+199526,3,4986,2911,7061,9,5,13,FR,France
+199525,3,4571,2520,6622,8,4,12,FR,France
+199524,3,8058,5054,11062,14,9,19,FR,France
+199523,3,13820,9801,17839,24,17,31,FR,France
+199522,3,14124,9999,18249,24,17,31,FR,France
+199521,3,11931,8655,15207,21,15,27,FR,France
+199520,3,18846,14311,23381,33,25,41,FR,France
+199519,3,26261,21488,31034,45,37,53,FR,France
+199518,3,39231,33258,45204,68,58,78,FR,France
+199517,3,88640,79343,97937,153,137,169,FR,France
+199516,3,140488,129439,151537,243,224,262,FR,France
+199515,3,181007,169110,192904,313,292,334,FR,France
+199514,3,248704,235144,262264,431,408,454,FR,France
+199513,3,209839,197191,222487,363,341,385,FR,France
+199512,3,122434,112497,132371,212,195,229,FR,France
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+199509,3,39696,33259,46133,69,58,80,FR,France
+199508,3,38008,32225,43791,66,56,76,FR,France
+199507,3,30550,25479,35621,53,44,62,FR,France
+199506,3,37351,32007,42695,65,56,74,FR,France
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+199502,3,23480,19249,27711,41,34,48,FR,France
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+199452,3,22036,17495,26577,38,30,46,FR,France
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+199443,3,11254,8002,14506,20,14,26,FR,France
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+199441,3,14073,10341,17805,24,18,30,FR,France
+199440,3,15962,11850,20074,28,21,35,FR,France
+199439,3,15878,11643,20113,28,21,35,FR,France
+199438,3,15366,11100,19632,27,20,34,FR,France
+199437,3,5949,3561,8337,10,6,14,FR,France
+199436,3,2806,1133,4479,5,2,8,FR,France
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+199434,3,3459,1444,5474,6,2,10,FR,France
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+199427,3,713,0,1459,1,0,2,FR,France
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+199424,3,6288,3723,8853,11,7,15,FR,France
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+199422,3,845,0,2449,1,0,4,FR,France
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+199420,3,2217,852,3582,4,2,6,FR,France
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+199418,3,3705,1940,5470,6,3,9,FR,France
+199417,3,2288,1064,3512,4,2,6,FR,France
+199416,3,5156,3176,7136,9,6,12,FR,France
+199415,3,6952,4678,9226,12,8,16,FR,France
+199414,3,4671,2784,6558,8,5,11,FR,France
+199413,3,3343,1641,5045,6,3,9,FR,France
+199412,3,4305,2412,6198,7,4,10,FR,France
+199411,3,5399,3327,7471,9,5,13,FR,France
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+199409,3,5635,3251,8019,10,6,14,FR,France
+199408,3,9539,6652,12426,17,12,22,FR,France
+199407,3,14639,11188,18090,25,19,31,FR,France
+199406,3,17308,13395,21221,30,23,37,FR,France
+199405,3,18489,14290,22688,32,25,39,FR,France
+199404,3,23712,19048,28376,41,33,49,FR,France
+199403,3,29882,24817,34947,52,43,61,FR,France
+199402,3,47402,41415,53389,82,72,92,FR,France
+199401,3,118119,108182,128056,205,188,222,FR,France
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+199349,3,898045,873419,922671,1565,1522,1608,FR,France
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+199329,3,3714,1668,5760,6,2,10,FR,France
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+199322,3,3432,1849,5015,6,3,9,FR,France
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+199320,3,5137,3157,7117,9,6,12,FR,France
+199319,3,4593,2725,6461,8,5,11,FR,France
+199318,3,5027,3075,6979,9,6,12,FR,France
+199317,3,8111,5138,11084,14,9,19,FR,France
+199316,3,24932,19468,30396,43,33,53,FR,France
+199315,3,22181,17147,27215,39,30,48,FR,France
+199314,3,38266,30865,45667,67,54,80,FR,France
+199313,3,62987,54506,71468,110,95,125,FR,France
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+199301,3,75288,67244,83332,131,117,145,FR,France
+199253,3,56622,49107,64137,99,86,112,FR,France
+199252,3,49588,42568,56608,87,75,99,FR,France
+199251,3,41156,35024,47288,72,61,83,FR,France
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+199244,3,27619,22945,32293,48,40,56,FR,France
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+199241,3,24091,19953,28229,42,35,49,FR,France
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+199239,3,13535,10301,16769,24,18,30,FR,France
+199238,3,9837,7106,12568,17,12,22,FR,France
+199237,3,7480,5130,9830,13,9,17,FR,France
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+199216,3,5460,2934,7986,10,6,14,FR,France
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+199214,3,11346,7536,15156,20,13,27,FR,France
+199213,3,11693,8096,15290,20,14,26,FR,France
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+199211,3,11689,7575,15803,20,13,27,FR,France
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+199141,3,28185,20655,35715,50,37,63,FR,France
+199140,3,26740,16049,37431,47,28,66,FR,France
+199139,3,14373,8734,20012,25,15,35,FR,France
+199138,3,7460,3700,11220,13,6,20,FR,France
+199137,3,2429,434,4424,4,0,8,FR,France
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+199135,3,2372,0,5025,4,0,9,FR,France
+199134,3,2099,0,5104,4,0,9,FR,France
+199133,3,1654,0,4102,3,0,7,FR,France
+199132,3,625,0,2190,1,0,4,FR,France
+199131,3,2464,0,5830,4,0,10,FR,France
+199130,3,2382,0,6857,4,0,12,FR,France
+199129,3,3837,40,7634,7,0,14,FR,France
+199128,3,3297,152,6442,6,0,12,FR,France
+199127,3,3164,934,5394,6,2,10,FR,France
+199126,3,6376,3324,9428,11,6,16,FR,France
+199125,3,8218,4776,11660,14,8,20,FR,France
+199124,3,8223,4660,11786,14,8,20,FR,France
+199123,3,6801,3596,10006,12,6,18,FR,France
+199122,3,6050,2682,9418,11,5,17,FR,France
+199121,3,6391,3385,9397,11,6,16,FR,France
+199120,3,8633,4683,12583,15,8,22,FR,France
+199119,3,7785,3986,11584,14,7,21,FR,France
+199118,3,10856,6457,15255,19,11,27,FR,France
+199117,3,15603,10950,20256,27,19,35,FR,France
+199116,3,15665,11184,20146,28,20,36,FR,France
+199115,3,15062,10715,19409,26,18,34,FR,France
+199114,3,27862,21583,34141,49,38,60,FR,France
+199113,3,32179,25829,38529,57,46,68,FR,France
+199112,3,27873,22312,33434,49,39,59,FR,France
+199111,3,46186,38876,53496,81,68,94,FR,France
+199110,3,88750,77784,99716,156,137,175,FR,France
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+199108,3,216369,198630,234108,381,350,412,FR,France
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+199102,3,29759,22044,37474,52,38,66,FR,France
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+199033,3,0,0,0,0,0,0,FR,France
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+199031,3,881,0,2206,2,0,4,FR,France
+199030,3,425,0,1262,1,0,2,FR,France
+199029,3,1077,0,2643,2,0,5,FR,France
+199028,3,959,0,2252,2,0,4,FR,France
+199027,3,2948,793,5103,5,1,9,FR,France
+199026,3,7236,2651,11821,13,5,21,FR,France
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