diff --git a/module2/exo5/exo5_fr.ipynb b/module2/exo5/exo5_fr.ipynb
index 26ad6d94fa840f788a57621b06dc6af83a848391..00894067f0c51f8db5a62bf8df1f6ba29eb0dc21 100644
--- a/module2/exo5/exo5_fr.ipynb
+++ b/module2/exo5/exo5_fr.ipynb
@@ -705,7 +705,7 @@
"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
- "version": "3.7.3"
+ "version": "3.6.4"
}
},
"nbformat": 4,
diff --git a/module3/exo1/analyse-syndrome-grippal.ipynb b/module3/exo1/analyse-syndrome-grippal.ipynb
index 59d72b5b58a3ae26346460dd39e62a39c55243d7..d3bdd868fd6aeae75ab0adfbf8d886d297739b59 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": [
@@ -28,15 +28,27 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 10,
+ "metadata": {},
"outputs": [],
"source": [
"data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\""
]
},
+ {
+ "cell_type": "code",
+ "execution_count": 11,
+ "metadata": {},
+ "outputs": [],
+ "source": [
+ "data_file = \"syndrome-grippal.csv\"\n",
+ "\n",
+ "import os\n",
+ "import urllib.request\n",
+ "if not os.path.exists(data_file):\n",
+ " urllib.request.urlretrieve(data_url, data_file)"
+ ]
+ },
{
"cell_type": "markdown",
"metadata": {},
@@ -61,9 +73,976 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 12,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
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2115 rows × 10 columns
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+ "
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+ ],
+ "text/plain": [
+ " week indicator inc inc_low inc_up inc100 inc100_low \\\n",
+ "0 202519 3 18602 13410.0 23794.0 28 20.0 \n",
+ "1 202518 3 17893 13718.0 22068.0 27 21.0 \n",
+ "2 202517 3 22150 17291.0 27009.0 33 26.0 \n",
+ "3 202516 3 28564 22550.0 34578.0 43 34.0 \n",
+ "4 202515 3 35721 29592.0 41850.0 53 44.0 \n",
+ "5 202514 3 37579 31232.0 43926.0 56 47.0 \n",
+ "6 202513 3 39673 33686.0 45660.0 59 50.0 \n",
+ "7 202512 3 52543 45627.0 59459.0 78 68.0 \n",
+ "8 202511 3 59469 52154.0 66784.0 89 78.0 \n",
+ "9 202510 3 60334 53048.0 67620.0 90 79.0 \n",
+ "10 202509 3 84531 74994.0 94068.0 126 112.0 \n",
+ "11 202508 3 136020 124824.0 147216.0 203 186.0 \n",
+ "12 202507 3 208952 195988.0 221916.0 312 293.0 \n",
+ "13 202506 3 273519 258159.0 288879.0 408 385.0 \n",
+ "14 202505 3 334395 318416.0 350374.0 499 475.0 \n",
+ "15 202504 3 350043 332885.0 367201.0 522 496.0 \n",
+ "16 202503 3 252772 238917.0 266627.0 377 356.0 \n",
+ "17 202502 3 257247 242991.0 271503.0 384 363.0 \n",
+ "18 202501 3 231549 214627.0 248471.0 345 320.0 \n",
+ "19 202452 3 201726 185870.0 217582.0 302 278.0 \n",
+ "20 202451 3 201697 187843.0 215551.0 302 281.0 \n",
+ "21 202450 3 136694 126369.0 147019.0 205 190.0 \n",
+ "22 202449 3 108487 99037.0 117937.0 163 149.0 \n",
+ "23 202448 3 87381 78687.0 96075.0 131 118.0 \n",
+ "24 202447 3 76286 67626.0 84946.0 114 101.0 \n",
+ "25 202446 3 56399 49006.0 63792.0 85 74.0 \n",
+ "26 202445 3 47347 40843.0 53851.0 71 61.0 \n",
+ "27 202444 3 36039 30122.0 41956.0 54 45.0 \n",
+ "28 202443 3 46572 39928.0 53216.0 70 60.0 \n",
+ "29 202442 3 67785 60009.0 75561.0 102 90.0 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "2085 198521 3 26096 19621.0 32571.0 47 35.0 \n",
+ "2086 198520 3 27896 20885.0 34907.0 51 38.0 \n",
+ "2087 198519 3 43154 32821.0 53487.0 78 59.0 \n",
+ "2088 198518 3 40555 29935.0 51175.0 74 55.0 \n",
+ "2089 198517 3 34053 24366.0 43740.0 62 44.0 \n",
+ "2090 198516 3 50362 36451.0 64273.0 91 66.0 \n",
+ "2091 198515 3 63881 45538.0 82224.0 116 83.0 \n",
+ "2092 198514 3 134545 114400.0 154690.0 244 207.0 \n",
+ "2093 198513 3 197206 176080.0 218332.0 357 319.0 \n",
+ "2094 198512 3 245240 223304.0 267176.0 445 405.0 \n",
+ "2095 198511 3 276205 252399.0 300011.0 501 458.0 \n",
+ "2096 198510 3 353231 326279.0 380183.0 640 591.0 \n",
+ "2097 198509 3 369895 341109.0 398681.0 670 618.0 \n",
+ "2098 198508 3 389886 359529.0 420243.0 707 652.0 \n",
+ "2099 198507 3 471852 432599.0 511105.0 855 784.0 \n",
+ "2100 198506 3 565825 518011.0 613639.0 1026 939.0 \n",
+ "2101 198505 3 637302 592795.0 681809.0 1155 1074.0 \n",
+ "2102 198504 3 424937 390794.0 459080.0 770 708.0 \n",
+ "2103 198503 3 213901 174689.0 253113.0 388 317.0 \n",
+ "2104 198502 3 97586 80949.0 114223.0 177 147.0 \n",
+ "2105 198501 3 85489 65918.0 105060.0 155 120.0 \n",
+ "2106 198452 3 84830 60602.0 109058.0 154 110.0 \n",
+ "2107 198451 3 101726 80242.0 123210.0 185 146.0 \n",
+ "2108 198450 3 123680 101401.0 145959.0 225 184.0 \n",
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+ "2111 198447 3 72029 54274.0 89784.0 131 99.0 \n",
+ "2112 198446 3 87330 67686.0 106974.0 159 123.0 \n",
+ "2113 198445 3 135223 101414.0 169032.0 246 184.0 \n",
+ "2114 198444 3 68422 20056.0 116788.0 125 37.0 \n",
+ "\n",
+ " inc100_up geo_insee geo_name \n",
+ "0 36.0 FR France \n",
+ "1 33.0 FR France \n",
+ "2 40.0 FR France \n",
+ "3 52.0 FR France \n",
+ "4 62.0 FR France \n",
+ "5 65.0 FR France \n",
+ "6 68.0 FR France \n",
+ "7 88.0 FR France \n",
+ "8 100.0 FR France \n",
+ "9 101.0 FR France \n",
+ "10 140.0 FR France \n",
+ "11 220.0 FR France \n",
+ "12 331.0 FR France \n",
+ "13 431.0 FR France \n",
+ "14 523.0 FR France \n",
+ "15 548.0 FR France \n",
+ "16 398.0 FR France \n",
+ "17 405.0 FR France \n",
+ "18 370.0 FR France \n",
+ "19 326.0 FR France \n",
+ "20 323.0 FR France \n",
+ "21 220.0 FR France \n",
+ "22 177.0 FR France \n",
+ "23 144.0 FR France \n",
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+ "26 81.0 FR France \n",
+ "27 63.0 FR France \n",
+ "28 80.0 FR France \n",
+ "29 114.0 FR France \n",
+ "... ... ... ... \n",
+ "2085 59.0 FR France \n",
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+ "2113 308.0 FR France \n",
+ "2114 213.0 FR France \n",
+ "\n",
+ "[2115 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 12,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"raw_data = pd.read_csv(data_url, skiprows=1)\n",
"raw_data"
@@ -78,9 +1057,73 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 13,
"metadata": {},
- "outputs": [],
+ "outputs": [
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@@ -94,9 +1137,976 @@
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+ " ... | \n",
+ "
\n",
+ " \n",
+ " 2085 | \n",
+ " 198521 | \n",
+ " 3 | \n",
+ " 26096 | \n",
+ " 19621.0 | \n",
+ " 32571.0 | \n",
+ " 47 | \n",
+ " 35.0 | \n",
+ " 59.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 2086 | \n",
+ " 198520 | \n",
+ " 3 | \n",
+ " 27896 | \n",
+ " 20885.0 | \n",
+ " 34907.0 | \n",
+ " 51 | \n",
+ " 38.0 | \n",
+ " 64.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 2087 | \n",
+ " 198519 | \n",
+ " 3 | \n",
+ " 43154 | \n",
+ " 32821.0 | \n",
+ " 53487.0 | \n",
+ " 78 | \n",
+ " 59.0 | \n",
+ " 97.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 2088 | \n",
+ " 198518 | \n",
+ " 3 | \n",
+ " 40555 | \n",
+ " 29935.0 | \n",
+ " 51175.0 | \n",
+ " 74 | \n",
+ " 55.0 | \n",
+ " 93.0 | \n",
+ " FR | \n",
+ " France | \n",
+ "
\n",
+ " \n",
+ " 2089 | \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",
+ " 2090 | \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",
+ " 2091 | \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",
+ " 2092 | \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",
+ " 2093 | \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",
+ " 2094 | \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",
+ " 2095 | \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",
+ " 2096 | \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",
+ " 2097 | \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",
+ " 2098 | \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",
+ " 2099 | \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",
+ " 2100 | \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",
+ " 2101 | \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",
+ " 2102 | \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",
+ " 2103 | \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",
+ " 2104 | \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",
+ " 2105 | \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",
+ " 2106 | \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",
+ " 2107 | \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",
+ " 2108 | \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",
+ " 2109 | \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",
+ " 2110 | \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",
+ " 2111 | \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",
+ " 2112 | \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",
+ " 2113 | \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",
+ " 2114 | \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",
+ "
2114 rows × 10 columns
\n",
+ "
"
+ ],
+ "text/plain": [
+ " week indicator inc inc_low inc_up inc100 inc100_low \\\n",
+ "0 202519 3 18602 13410.0 23794.0 28 20.0 \n",
+ "1 202518 3 17893 13718.0 22068.0 27 21.0 \n",
+ "2 202517 3 22150 17291.0 27009.0 33 26.0 \n",
+ "3 202516 3 28564 22550.0 34578.0 43 34.0 \n",
+ "4 202515 3 35721 29592.0 41850.0 53 44.0 \n",
+ "5 202514 3 37579 31232.0 43926.0 56 47.0 \n",
+ "6 202513 3 39673 33686.0 45660.0 59 50.0 \n",
+ "7 202512 3 52543 45627.0 59459.0 78 68.0 \n",
+ "8 202511 3 59469 52154.0 66784.0 89 78.0 \n",
+ "9 202510 3 60334 53048.0 67620.0 90 79.0 \n",
+ "10 202509 3 84531 74994.0 94068.0 126 112.0 \n",
+ "11 202508 3 136020 124824.0 147216.0 203 186.0 \n",
+ "12 202507 3 208952 195988.0 221916.0 312 293.0 \n",
+ "13 202506 3 273519 258159.0 288879.0 408 385.0 \n",
+ "14 202505 3 334395 318416.0 350374.0 499 475.0 \n",
+ "15 202504 3 350043 332885.0 367201.0 522 496.0 \n",
+ "16 202503 3 252772 238917.0 266627.0 377 356.0 \n",
+ "17 202502 3 257247 242991.0 271503.0 384 363.0 \n",
+ "18 202501 3 231549 214627.0 248471.0 345 320.0 \n",
+ "19 202452 3 201726 185870.0 217582.0 302 278.0 \n",
+ "20 202451 3 201697 187843.0 215551.0 302 281.0 \n",
+ "21 202450 3 136694 126369.0 147019.0 205 190.0 \n",
+ "22 202449 3 108487 99037.0 117937.0 163 149.0 \n",
+ "23 202448 3 87381 78687.0 96075.0 131 118.0 \n",
+ "24 202447 3 76286 67626.0 84946.0 114 101.0 \n",
+ "25 202446 3 56399 49006.0 63792.0 85 74.0 \n",
+ "26 202445 3 47347 40843.0 53851.0 71 61.0 \n",
+ "27 202444 3 36039 30122.0 41956.0 54 45.0 \n",
+ "28 202443 3 46572 39928.0 53216.0 70 60.0 \n",
+ "29 202442 3 67785 60009.0 75561.0 102 90.0 \n",
+ "... ... ... ... ... ... ... ... \n",
+ "2085 198521 3 26096 19621.0 32571.0 47 35.0 \n",
+ "2086 198520 3 27896 20885.0 34907.0 51 38.0 \n",
+ "2087 198519 3 43154 32821.0 53487.0 78 59.0 \n",
+ "2088 198518 3 40555 29935.0 51175.0 74 55.0 \n",
+ "2089 198517 3 34053 24366.0 43740.0 62 44.0 \n",
+ "2090 198516 3 50362 36451.0 64273.0 91 66.0 \n",
+ "2091 198515 3 63881 45538.0 82224.0 116 83.0 \n",
+ "2092 198514 3 134545 114400.0 154690.0 244 207.0 \n",
+ "2093 198513 3 197206 176080.0 218332.0 357 319.0 \n",
+ "2094 198512 3 245240 223304.0 267176.0 445 405.0 \n",
+ "2095 198511 3 276205 252399.0 300011.0 501 458.0 \n",
+ "2096 198510 3 353231 326279.0 380183.0 640 591.0 \n",
+ "2097 198509 3 369895 341109.0 398681.0 670 618.0 \n",
+ "2098 198508 3 389886 359529.0 420243.0 707 652.0 \n",
+ "2099 198507 3 471852 432599.0 511105.0 855 784.0 \n",
+ "2100 198506 3 565825 518011.0 613639.0 1026 939.0 \n",
+ "2101 198505 3 637302 592795.0 681809.0 1155 1074.0 \n",
+ "2102 198504 3 424937 390794.0 459080.0 770 708.0 \n",
+ "2103 198503 3 213901 174689.0 253113.0 388 317.0 \n",
+ "2104 198502 3 97586 80949.0 114223.0 177 147.0 \n",
+ "2105 198501 3 85489 65918.0 105060.0 155 120.0 \n",
+ "2106 198452 3 84830 60602.0 109058.0 154 110.0 \n",
+ "2107 198451 3 101726 80242.0 123210.0 185 146.0 \n",
+ "2108 198450 3 123680 101401.0 145959.0 225 184.0 \n",
+ "2109 198449 3 101073 81684.0 120462.0 184 149.0 \n",
+ "2110 198448 3 78620 60634.0 96606.0 143 110.0 \n",
+ "2111 198447 3 72029 54274.0 89784.0 131 99.0 \n",
+ "2112 198446 3 87330 67686.0 106974.0 159 123.0 \n",
+ "2113 198445 3 135223 101414.0 169032.0 246 184.0 \n",
+ "2114 198444 3 68422 20056.0 116788.0 125 37.0 \n",
+ "\n",
+ " inc100_up geo_insee geo_name \n",
+ "0 36.0 FR France \n",
+ "1 33.0 FR France \n",
+ "2 40.0 FR France \n",
+ "3 52.0 FR France \n",
+ "4 62.0 FR France \n",
+ "5 65.0 FR France \n",
+ "6 68.0 FR France \n",
+ "7 88.0 FR France \n",
+ "8 100.0 FR France \n",
+ "9 101.0 FR France \n",
+ "10 140.0 FR France \n",
+ "11 220.0 FR France \n",
+ "12 331.0 FR France \n",
+ "13 431.0 FR France \n",
+ "14 523.0 FR France \n",
+ "15 548.0 FR France \n",
+ "16 398.0 FR France \n",
+ "17 405.0 FR France \n",
+ "18 370.0 FR France \n",
+ "19 326.0 FR France \n",
+ "20 323.0 FR France \n",
+ "21 220.0 FR France \n",
+ "22 177.0 FR France \n",
+ "23 144.0 FR France \n",
+ "24 127.0 FR France \n",
+ "25 96.0 FR France \n",
+ "26 81.0 FR France \n",
+ "27 63.0 FR France \n",
+ "28 80.0 FR France \n",
+ "29 114.0 FR France \n",
+ "... ... ... ... \n",
+ "2085 59.0 FR France \n",
+ "2086 64.0 FR France \n",
+ "2087 97.0 FR France \n",
+ "2088 93.0 FR France \n",
+ "2089 80.0 FR France \n",
+ "2090 116.0 FR France \n",
+ "2091 149.0 FR France \n",
+ "2092 281.0 FR France \n",
+ "2093 395.0 FR France \n",
+ "2094 485.0 FR France \n",
+ "2095 544.0 FR France \n",
+ "2096 689.0 FR France \n",
+ "2097 722.0 FR France \n",
+ "2098 762.0 FR France \n",
+ "2099 926.0 FR France \n",
+ "2100 1113.0 FR France \n",
+ "2101 1236.0 FR France \n",
+ "2102 832.0 FR France \n",
+ "2103 459.0 FR France \n",
+ "2104 207.0 FR France \n",
+ "2105 190.0 FR France \n",
+ "2106 198.0 FR France \n",
+ "2107 224.0 FR France \n",
+ "2108 266.0 FR France \n",
+ "2109 219.0 FR France \n",
+ "2110 176.0 FR France \n",
+ "2111 163.0 FR France \n",
+ "2112 195.0 FR France \n",
+ "2113 308.0 FR France \n",
+ "2114 213.0 FR France \n",
+ "\n",
+ "[2114 rows x 10 columns]"
+ ]
+ },
+ "execution_count": 14,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
"data = raw_data.dropna().copy()\n",
"data"
@@ -122,7 +2132,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 15,
"metadata": {},
"outputs": [],
"source": [
@@ -152,10 +2162,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 16,
+ "metadata": {},
"outputs": [],
"source": [
"sorted_data = data.set_index('period').sort_index()"
@@ -179,9 +2187,17 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 17,
"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",
@@ -199,11 +2215,54 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 30,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "pandas.core.series.Series"
+ ]
+ },
+ "execution_count": 30,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "sorted_data['inc'].plot()"
+ "type(sorted_data['inc'])"
+ ]
+ },
+ {
+ "cell_type": "code",
+ "execution_count": 31,
+ "metadata": {},
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 31,
+ "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'].astype(float).plot()"
]
},
{
@@ -215,11 +2274,34 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 32,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 32,
+ "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()"
+ "sorted_data['inc'][-200:].astype(float).plot()"
]
},
{
@@ -252,10 +2334,8 @@
},
{
"cell_type": "code",
- "execution_count": null,
- "metadata": {
- "collapsed": true
- },
+ "execution_count": 33,
+ "metadata": {},
"outputs": [],
"source": [
"first_august_week = [pd.Period(pd.Timestamp(y, 8, 1), 'W')\n",
@@ -274,7 +2354,7 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 43,
"metadata": {},
"outputs": [],
"source": [
@@ -286,7 +2366,7 @@
" assert abs(len(one_year)-52) < 2\n",
" yearly_incidence.append(one_year.sum())\n",
" year.append(week2.year)\n",
- "yearly_incidence = pd.Series(data=yearly_incidence, index=year)"
+ "yearly_incidence = pd.Series(data=yearly_incidence, index=year).astype(float)"
]
},
{
@@ -298,9 +2378,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 42,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 42,
+ "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='*')"
]
@@ -314,11 +2417,61 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 40,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ "2007 1.773002e+233\n",
+ "2019 2.048184e+234\n",
+ "2017 3.691210e+235\n",
+ "1994 4.055416e+237\n",
+ "1991 8.811399e+238\n",
+ "2014 2.270471e+239\n",
+ "2021 3.144207e+240\n",
+ "2002 1.899900e+242\n",
+ "1997 3.010145e+242\n",
+ "2020 2.337159e+243\n",
+ "1992 2.464625e+243\n",
+ "2012 2.409259e+244\n",
+ "2004 5.164162e+244\n",
+ "2008 1.965132e+245\n",
+ "2009 3.972438e+245\n",
+ "2011 3.989273e+245\n",
+ "2003 5.455109e+245\n",
+ "2018 3.256267e+246\n",
+ "2015 4.143323e+246\n",
+ "1993 4.233496e+246\n",
+ "1989 8.758703e+246\n",
+ "2000 1.478264e+247\n",
+ "1990 2.721711e+247\n",
+ "2006 3.767157e+247\n",
+ "1996 1.946701e+248\n",
+ "2001 2.159141e+249\n",
+ "2013 2.696638e+249\n",
+ "1999 1.214713e+250\n",
+ "2016 2.845159e+250\n",
+ "1995 5.027479e+250\n",
+ "2005 2.949350e+251\n",
+ "1998 1.386209e+254\n",
+ "2010 3.025523e+254\n",
+ "1988 8.233722e+256\n",
+ "1987 2.247103e+258\n",
+ "2023 1.325712e+259\n",
+ "2022 8.567107e+262\n",
+ "1986 1.695875e+265\n",
+ "2024 1.528615e+273\n",
+ "dtype: float64"
+ ]
+ },
+ "execution_count": 40,
+ "metadata": {},
+ "output_type": "execute_result"
+ }
+ ],
"source": [
- "yearly_incidence.sort_values()"
+ "yearly_incidence.astype(float).sort_values()"
]
},
{
@@ -331,9 +2484,32 @@
},
{
"cell_type": "code",
- "execution_count": null,
+ "execution_count": 39,
"metadata": {},
- "outputs": [],
+ "outputs": [
+ {
+ "data": {
+ "text/plain": [
+ ""
+ ]
+ },
+ "execution_count": 39,
+ "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 +2540,7 @@
"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..ba5011e71041b7217938e66b2570e298faf5eb69
--- /dev/null
+++ b/module3/exo1/syndrome-grippal.csv
@@ -0,0 +1,2117 @@
+# {"source":"réseau Sentinelles, INSERM, Sorbonne Université, https:\/\/www.sentiweb.fr","meta":{"period":[198444,202519],"geo":["PAY",0],"geo_ref":"insee","indicator":"3","type":"all","conf_int":true,"compact":false,"age_group":false,"span":"all"},"date":"2025-05-14T16:34:18+02:00","bundle":"1747233258"}
+week,indicator,inc,inc_low,inc_up,inc100,inc100_low,inc100_up,geo_insee,geo_name
+202519,3,18602,13410,23794,28,20,36,FR,France
+202518,3,17893,13718,22068,27,21,33,FR,France
+202517,3,22150,17291,27009,33,26,40,FR,France
+202516,3,28564,22550,34578,43,34,52,FR,France
+202515,3,35721,29592,41850,53,44,62,FR,France
+202514,3,37579,31232,43926,56,47,65,FR,France
+202513,3,39673,33686,45660,59,50,68,FR,France
+202512,3,52543,45627,59459,78,68,88,FR,France
+202511,3,59469,52154,66784,89,78,100,FR,France
+202510,3,60334,53048,67620,90,79,101,FR,France
+202509,3,84531,74994,94068,126,112,140,FR,France
+202508,3,136020,124824,147216,203,186,220,FR,France
+202507,3,208952,195988,221916,312,293,331,FR,France
+202506,3,273519,258159,288879,408,385,431,FR,France
+202505,3,334395,318416,350374,499,475,523,FR,France
+202504,3,350043,332885,367201,522,496,548,FR,France
+202503,3,252772,238917,266627,377,356,398,FR,France
+202502,3,257247,242991,271503,384,363,405,FR,France
+202501,3,231549,214627,248471,345,320,370,FR,France
+202452,3,201726,185870,217582,302,278,326,FR,France
+202451,3,201697,187843,215551,302,281,323,FR,France
+202450,3,136694,126369,147019,205,190,220,FR,France
+202449,3,108487,99037,117937,163,149,177,FR,France
+202448,3,87381,78687,96075,131,118,144,FR,France
+202447,3,76286,67626,84946,114,101,127,FR,France
+202446,3,56399,49006,63792,85,74,96,FR,France
+202445,3,47347,40843,53851,71,61,81,FR,France
+202444,3,36039,30122,41956,54,45,63,FR,France
+202443,3,46572,39928,53216,70,60,80,FR,France
+202442,3,67785,60009,75561,102,90,114,FR,France
+202441,3,79435,71386,87484,119,107,131,FR,France
+202440,3,84965,76555,93375,127,114,140,FR,France
+202439,3,91660,82937,100383,137,124,150,FR,France
+202438,3,91786,82903,100669,138,125,151,FR,France
+202437,3,56460,49319,63601,85,74,96,FR,France
+202436,3,33657,27906,39408,50,41,59,FR,France
+202435,3,27454,22069,32839,41,33,49,FR,France
+202434,3,26717,21003,32431,40,31,49,FR,France
+202433,3,20623,15349,25897,31,23,39,FR,France
+202432,3,23187,17532,28842,35,27,43,FR,France
+202431,3,26035,20267,31803,39,30,48,FR,France
+202430,3,36393,28593,44193,55,43,67,FR,France
+202429,3,39560,32592,46528,59,49,69,FR,France
+202428,3,54342,45781,62903,81,68,94,FR,France
+202427,3,47364,40234,54494,71,60,82,FR,France
+202426,3,44219,36956,51482,66,55,77,FR,France
+202425,3,47204,40300,54108,71,61,81,FR,France
+202424,3,41110,34671,47549,62,52,72,FR,France
+202423,3,35875,30610,41140,54,46,62,FR,France
+202422,3,33772,28274,39270,51,43,59,FR,France
+202421,3,21963,17556,26370,33,26,40,FR,France
+202420,3,20057,15780,24334,30,24,36,FR,France
+202419,3,15375,11274,19476,23,17,29,FR,France
+202418,3,22409,17653,27165,34,27,41,FR,France
+202417,3,27042,21410,32674,41,33,49,FR,France
+202416,3,28882,23305,34459,43,35,51,FR,France
+202415,3,30229,24648,35810,45,37,53,FR,France
+202414,3,31813,26529,37097,48,40,56,FR,France
+202413,3,35090,29607,40573,53,45,61,FR,France
+202412,3,40639,34582,46696,61,52,70,FR,France
+202411,3,50268,43331,57205,75,65,85,FR,France
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