diff --git a/module2/exo5/exo5_fr.ipynb b/module2/exo5/exo5_fr.ipynb index 26ad6d94fa840f788a57621b06dc6af83a848391..4f195a8cab2379d3eab402f487dcc64a873283bb 100644 --- a/module2/exo5/exo5_fr.ipynb +++ b/module2/exo5/exo5_fr.ipynb @@ -261,30 +261,30 @@ "" ], "text/plain": [ - " Date Count Temperature Pressure Malfunction\n", - "0 4/12/81 6 66 50 0\n", - "1 11/12/81 6 70 50 1\n", - "2 3/22/82 6 69 50 0\n", - "3 11/11/82 6 68 50 0\n", - "4 4/04/83 6 67 50 0\n", - "5 6/18/82 6 72 50 0\n", - "6 8/30/83 6 73 100 0\n", - "7 11/28/83 6 70 100 0\n", - "8 2/03/84 6 57 200 1\n", - "9 4/06/84 6 63 200 1\n", - "10 8/30/84 6 70 200 1\n", - "11 10/05/84 6 78 200 0\n", - "12 11/08/84 6 67 200 0\n", - "13 1/24/85 6 53 200 2\n", - "14 4/12/85 6 67 200 0\n", - "15 4/29/85 6 75 200 0\n", - "16 6/17/85 6 70 200 0\n", - "17 7/29/85 6 81 200 0\n", - "18 8/27/85 6 76 200 0\n", - "19 10/03/85 6 79 200 0\n", - "20 10/30/85 6 75 200 2\n", - "21 11/26/85 6 76 200 0\n", - "22 1/12/86 6 58 200 1" + " Date Count Temperature Pressure Malfunction\n", + "0 4/12/81 6 66 50 0\n", + "1 11/12/81 6 70 50 1\n", + "2 3/22/82 6 69 50 0\n", + "3 11/11/82 6 68 50 0\n", + "4 4/04/83 6 67 50 0\n", + "5 6/18/82 6 72 50 0\n", + "6 8/30/83 6 73 100 0\n", + "7 11/28/83 6 70 100 0\n", + "8 2/03/84 6 57 200 1\n", + "9 4/06/84 6 63 200 1\n", + "10 8/30/84 6 70 200 1\n", + "11 10/05/84 6 78 200 0\n", + "12 11/08/84 6 67 200 0\n", + "13 1/24/85 6 53 200 2\n", + "14 4/12/85 6 67 200 0\n", + "15 4/29/85 6 75 200 0\n", + "16 6/17/85 6 70 200 0\n", + "17 7/29/85 6 81 200 0\n", + "18 8/27/85 6 76 200 0\n", + "19 10/03/85 6 79 200 0\n", + "20 10/30/85 6 75 200 2\n", + "21 11/26/85 6 76 200 0\n", + "22 1/12/86 6 58 200 1" ] }, "execution_count": 1, @@ -309,6 +309,29 @@ "nombre de dysfonctionnements relevés. " ] }, + { + "cell_type": "code", + "execution_count": 6, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Mean temp : 53.00\n" + ] + } + ], + "source": [ + "# colonne à analyser\n", + "colonne = 'Temperature'\n", + "\n", + "# Calculer la moyenne (en ignorant l'en-tête automatiquement)\n", + "min_temp = data[colonne].min()\n", + "\n", + "print(f\"Mean temp : {min_temp:.2f}\")" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -448,12 +471,12 @@ }, { "cell_type": "code", - "execution_count": 3, + "execution_count": 10, "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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" ] @@ -500,7 +523,7 @@ }, { "cell_type": "code", - "execution_count": 4, + "execution_count": 12, "metadata": {}, "outputs": [ { @@ -509,7 +532,7 @@ "\n", "\n", "\n", - " \n", + " \n", "\n", "\n", " \n", @@ -521,16 +544,16 @@ " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
Generalized Linear Model Regression Results
Dep. Variable: Frequency No. Observations: 7Dep. Variable: Success No. Observations: 7
Model: GLM Df Residuals: 5Link Function: logit Scale: 1.0000
Method: IRLS Log-Likelihood: -2.5250Method: IRLS Log-Likelihood: nan
Date: Sat, 13 Apr 2019 Deviance: 0.22231Date: Tue, 14 Oct 2025 Deviance: 1976.9
Time: 19:11:24 Pearson chi2: 0.236Time: 14:58:13 Pearson chi2: 4.41e+17
No. Iterations: 4 Covariance Type: nonrobustNo. Iterations: 2 Covariance Type: nonrobust
\n", "\n", @@ -538,10 +561,10 @@ " \n", "\n", "\n", - " \n", + " \n", "\n", "\n", - " \n", + " \n", "\n", "
coef std err z P>|z| [0.025 0.975]
Intercept -1.3895 7.828 -0.178 0.859 -16.732 13.953Intercept 2.683e+16 2.15e+08 1.25e+08 0.000 2.68e+16 2.68e+16
Temperature 0.0014 0.122 0.012 0.991 -0.238 0.240Temperature -9.664e+12 3.36e+06 -2.88e+06 0.000 -9.66e+12 -9.66e+12
" ], @@ -550,24 +573,24 @@ "\"\"\"\n", " Generalized Linear Model Regression Results \n", "==============================================================================\n", - "Dep. Variable: Frequency No. Observations: 7\n", + "Dep. Variable: Success No. Observations: 7\n", "Model: GLM Df Residuals: 5\n", "Model Family: Binomial Df Model: 1\n", "Link Function: logit Scale: 1.0000\n", - "Method: IRLS Log-Likelihood: -2.5250\n", - "Date: Sat, 13 Apr 2019 Deviance: 0.22231\n", - "Time: 19:11:24 Pearson chi2: 0.236\n", - "No. Iterations: 4 Covariance Type: nonrobust\n", + "Method: IRLS Log-Likelihood: nan\n", + "Date: Tue, 14 Oct 2025 Deviance: 1976.9\n", + "Time: 14:58:13 Pearson chi2: 4.41e+17\n", + "No. Iterations: 2 Covariance Type: nonrobust\n", "===============================================================================\n", " coef std err z P>|z| [0.025 0.975]\n", "-------------------------------------------------------------------------------\n", - "Intercept -1.3895 7.828 -0.178 0.859 -16.732 13.953\n", - "Temperature 0.0014 0.122 0.012 0.991 -0.238 0.240\n", + "Intercept 2.683e+16 2.15e+08 1.25e+08 0.000 2.68e+16 2.68e+16\n", + "Temperature -9.664e+12 3.36e+06 -2.88e+06 0.000 -9.66e+12 -9.66e+12\n", "===============================================================================\n", "\"\"\"" ] }, - "execution_count": 4, + "execution_count": 12, "metadata": {}, "output_type": "execute_result" } @@ -705,7 +728,7 @@ "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..7c55e110516d209de2aba6c2042532030882e6d2 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": 2, "metadata": {}, "outputs": [], "source": [ @@ -28,15 +28,92 @@ }, { "cell_type": "code", - "execution_count": null, - "metadata": { - "collapsed": true - }, + "execution_count": 1, + "metadata": {}, + "outputs": [], + "source": [ + "# before MTE changes\n", + "#data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" + ] + }, + { + "cell_type": "code", + "execution_count": 18, + "metadata": {}, "outputs": [], "source": [ "data_url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"" ] }, + { + "cell_type": "code", + "execution_count": 21, + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Fichier local 'incidence_grippal.csv' déjà présent. Lecture directe...\n", + "Aperçu des données :\n", + " # {\"source\":\"ré \\\n", + "0 week,indicator,inc,inc_low,inc_up,inc100,inc10... \n", + "1 202541,3,93620,82948,104292,140,124,156,FR,France \n", + "2 202540,3,79213,71213,87213,118,106,130,FR,France \n", + "3 202539,3,72930,64872,80988,109,97,121,FR,France \n", + "4 202538,3,61435,54131,68739,92,81,103,FR,France \n", + "\n", + " seau Sentinelles, INSERM, Sorbonne Université \\\n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n", + "\n", + " , https:\\/\\/www.sentiweb.fr\",\"meta\":{\"period\":[198444,202541],\"geo\":[\"PAY\",0],\"geo_ref\":\"insee\",\"indicator\":\"3\",\"type\":\"all\",\"conf_int\":true,\"compact\":false,\"age_group\":false,\"span\":\"all\"},\"date\":\"2025-10-15T21:27:28+02:00\",\"bundle\":\"1760556448\"} \n", + "0 NaN \n", + "1 NaN \n", + "2 NaN \n", + "3 NaN \n", + "4 NaN \n" + ] + } + ], + "source": [ + "# ajout par MTE avec les consignes de l'exercice\n", + "\n", + "import os\n", + "import pandas as pd\n", + "\n", + "# URL d'origine (par exemple celle du Réseau Sentinelles)\n", + "url = \"http://www.sentiweb.fr/datasets/incidence-PAY-3.csv\"\n", + "\n", + "# Nom du fichier local\n", + "local_file = \"incidence_grippal.csv\"\n", + "\n", + "# Étape 1 : Si le fichier n'existe pas, on télécharge les données\n", + "if not os.path.exists(local_file):\n", + " print(\"Fichier local introuvable. Téléchargement en cours...\")\n", + " try:\n", + " df = pd.read_csv(url, sep=';') # ajuster le séparateur selon le format réel\n", + " df.to_csv(local_file, index=False)\n", + " print(f\"Données téléchargées et sauvegardées dans '{local_file}'.\")\n", + " except Exception as e:\n", + " print(\"Erreur lors du téléchargement :\", e)\n", + " raise\n", + "else:\n", + " print(f\"Fichier local '{local_file}' déjà présent. Lecture directe...\")\n", + "\n", + "# Étape 2 : Lecture du fichier local\n", + "df = pd.read_csv(local_file)\n", + "\n", + "# Affichage de vérification\n", + "print(\"Aperçu des données :\")\n", + "print(df.head())\n", + "\n", + "data_url = local_file\n" + ] + }, { "cell_type": "markdown", "metadata": {}, @@ -61,9 +138,542 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 22, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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............
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+ "[2137 rows x 3 columns]" + ] + }, + "execution_count": 22, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "raw_data = pd.read_csv(data_url, skiprows=1)\n", "raw_data" @@ -78,9 +688,73 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 5, "metadata": {}, - "outputs": [], + "outputs": [ + { + "data": { + "text/html": [ + "
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weekindicatorincinc_lowinc_upinc100inc100_lowinc100_upgeo_inseegeo_name
19001989193-NaNNaN-NaNNaNFRFrance
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220253937293064872.080988.010997.0121.0FRFrance
320253836143554131.068739.09281.0103.0FRFrance
420253734637339689.053057.06959.079.0FRFrance
520253632558120702.030460.03831.045.0FRFrance
620253532271717480.027954.03426.042.0FRFrance
720253432142916177.026681.03224.040.0FRFrance
820253331676612022.021510.02518.032.0FRFrance
920253231990014303.025497.03022.038.0FRFrance
1020253131847012625.024315.02819.037.0FRFrance
1120253031916614283.024049.02922.036.0FRFrance
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1320252832328518131.028439.03527.043.0FRFrance
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1720252432315418577.027731.03528.042.0FRFrance
1820252332439119307.029475.03628.044.0FRFrance
1920252231875514333.023177.02821.035.0FRFrance
2020252132376018671.028849.03527.043.0FRFrance
2120252032026515814.024716.03023.037.0FRFrance
2220251931626412394.020134.02418.030.0FRFrance
2320251831811513975.022255.02721.033.0FRFrance
2420251732215017291.027009.03326.040.0FRFrance
2520251632856422550.034578.04334.052.0FRFrance
2620251533572129592.041850.05344.062.0FRFrance
2720251433757931232.043926.05647.065.0FRFrance
2820251333967333686.045660.05950.068.0FRFrance
2920251235254345627.059459.07868.088.0FRFrance
.................................
210719852132609619621.032571.04735.059.0FRFrance
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2136 rows × 10 columns

\n", + "
" + ], + "text/plain": [ + " week indicator inc inc_low inc_up inc100 inc100_low \\\n", + "0 202541 3 93620 82948.0 104292.0 140 124.0 \n", + "1 202540 3 79213 71213.0 87213.0 118 106.0 \n", + "2 202539 3 72930 64872.0 80988.0 109 97.0 \n", + "3 202538 3 61435 54131.0 68739.0 92 81.0 \n", + "4 202537 3 46373 39689.0 53057.0 69 59.0 \n", + "5 202536 3 25581 20702.0 30460.0 38 31.0 \n", + "6 202535 3 22717 17480.0 27954.0 34 26.0 \n", + "7 202534 3 21429 16177.0 26681.0 32 24.0 \n", + "8 202533 3 16766 12022.0 21510.0 25 18.0 \n", + "9 202532 3 19900 14303.0 25497.0 30 22.0 \n", + "10 202531 3 18470 12625.0 24315.0 28 19.0 \n", + "11 202530 3 19166 14283.0 24049.0 29 22.0 \n", + "12 202529 3 18673 13815.0 23531.0 28 21.0 \n", + "13 202528 3 23285 18131.0 28439.0 35 27.0 \n", + "14 202527 3 21453 17129.0 25777.0 32 26.0 \n", + "15 202526 3 21945 17422.0 26468.0 33 26.0 \n", + "16 202525 3 23323 18546.0 28100.0 35 28.0 \n", + "17 202524 3 23154 18577.0 27731.0 35 28.0 \n", + "18 202523 3 24391 19307.0 29475.0 36 28.0 \n", + "19 202522 3 18755 14333.0 23177.0 28 21.0 \n", + "20 202521 3 23760 18671.0 28849.0 35 27.0 \n", + "21 202520 3 20265 15814.0 24716.0 30 23.0 \n", + "22 202519 3 16264 12394.0 20134.0 24 18.0 \n", + "23 202518 3 18115 13975.0 22255.0 27 21.0 \n", + "24 202517 3 22150 17291.0 27009.0 33 26.0 \n", + "25 202516 3 28564 22550.0 34578.0 43 34.0 \n", + "26 202515 3 35721 29592.0 41850.0 53 44.0 \n", + "27 202514 3 37579 31232.0 43926.0 56 47.0 \n", + "28 202513 3 39673 33686.0 45660.0 59 50.0 \n", + "29 202512 3 52543 45627.0 59459.0 78 68.0 \n", + "... ... ... ... ... ... ... ... \n", + "2107 198521 3 26096 19621.0 32571.0 47 35.0 \n", + "2108 198520 3 27896 20885.0 34907.0 51 38.0 \n", + "2109 198519 3 43154 32821.0 53487.0 78 59.0 \n", + "2110 198518 3 40555 29935.0 51175.0 74 55.0 \n", + "2111 198517 3 34053 24366.0 43740.0 62 44.0 \n", + "2112 198516 3 50362 36451.0 64273.0 91 66.0 \n", + "2113 198515 3 63881 45538.0 82224.0 116 83.0 \n", + "2114 198514 3 134545 114400.0 154690.0 244 207.0 \n", + "2115 198513 3 197206 176080.0 218332.0 357 319.0 \n", + "2116 198512 3 245240 223304.0 267176.0 445 405.0 \n", + "2117 198511 3 276205 252399.0 300011.0 501 458.0 \n", + "2118 198510 3 353231 326279.0 380183.0 640 591.0 \n", + "2119 198509 3 369895 341109.0 398681.0 670 618.0 \n", + "2120 198508 3 389886 359529.0 420243.0 707 652.0 \n", + "2121 198507 3 471852 432599.0 511105.0 855 784.0 \n", + "2122 198506 3 565825 518011.0 613639.0 1026 939.0 \n", + "2123 198505 3 637302 592795.0 681809.0 1155 1074.0 \n", + "2124 198504 3 424937 390794.0 459080.0 770 708.0 \n", + "2125 198503 3 213901 174689.0 253113.0 388 317.0 \n", + "2126 198502 3 97586 80949.0 114223.0 177 147.0 \n", + "2127 198501 3 85489 65918.0 105060.0 155 120.0 \n", + "2128 198452 3 84830 60602.0 109058.0 154 110.0 \n", + "2129 198451 3 101726 80242.0 123210.0 185 146.0 \n", + "2130 198450 3 123680 101401.0 145959.0 225 184.0 \n", + "2131 198449 3 101073 81684.0 120462.0 184 149.0 \n", + "2132 198448 3 78620 60634.0 96606.0 143 110.0 \n", + "2133 198447 3 72029 54274.0 89784.0 131 99.0 \n", + "2134 198446 3 87330 67686.0 106974.0 159 123.0 \n", + "2135 198445 3 135223 101414.0 169032.0 246 184.0 \n", + "2136 198444 3 68422 20056.0 116788.0 125 37.0 \n", + "\n", + " inc100_up geo_insee geo_name \n", + "0 156.0 FR France \n", + "1 130.0 FR France \n", + "2 121.0 FR France \n", + "3 103.0 FR France \n", + "4 79.0 FR France \n", + "5 45.0 FR France \n", + "6 42.0 FR France \n", + "7 40.0 FR France \n", + "8 32.0 FR France \n", + "9 38.0 FR France \n", + "10 37.0 FR France \n", + "11 36.0 FR France \n", + "12 35.0 FR France \n", + "13 43.0 FR France \n", + "14 38.0 FR France \n", + "15 40.0 FR France \n", + "16 42.0 FR France \n", + "17 42.0 FR France \n", + "18 44.0 FR France \n", + "19 35.0 FR France \n", + "20 43.0 FR France \n", + "21 37.0 FR France \n", + "22 30.0 FR France \n", + "23 33.0 FR France \n", + "24 40.0 FR France \n", + "25 52.0 FR France \n", + "26 62.0 FR France \n", + "27 65.0 FR France \n", + "28 68.0 FR France \n", + "29 88.0 FR France \n", + "... ... ... ... \n", + "2107 59.0 FR France \n", + "2108 64.0 FR France \n", + "2109 97.0 FR France \n", + "2110 93.0 FR France \n", + "2111 80.0 FR France \n", + "2112 116.0 FR France \n", + "2113 149.0 FR France \n", + "2114 281.0 FR France \n", + "2115 395.0 FR France \n", + "2116 485.0 FR France \n", + "2117 544.0 FR France \n", + "2118 689.0 FR France \n", + "2119 722.0 FR France \n", + "2120 762.0 FR France \n", + "2121 926.0 FR France \n", + "2122 1113.0 FR France \n", + "2123 1236.0 FR France \n", + "2124 832.0 FR France \n", + "2125 459.0 FR France \n", + "2126 207.0 FR France \n", + "2127 190.0 FR France \n", + "2128 198.0 FR France \n", + "2129 224.0 FR France \n", + "2130 266.0 FR France \n", + "2131 219.0 FR France \n", + "2132 176.0 FR France \n", + "2133 163.0 FR France \n", + "2134 195.0 FR France \n", + "2135 308.0 FR France \n", + "2136 213.0 FR France \n", + "\n", + "[2136 rows x 10 columns]" + ] + }, + "execution_count": 6, + "metadata": {}, + "output_type": "execute_result" + } + ], "source": [ "data = raw_data.dropna().copy()\n", "data" @@ -122,7 +1763,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 7, "metadata": {}, "outputs": [], "source": [ @@ -152,10 +1793,8 @@ }, { "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 +1818,17 @@ }, { "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 +1846,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 10, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "Empty 'DataFrame': no numeric data to plot", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 2501\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2502\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 2504\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m 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1927\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m 1727\u001b[0m \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m 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364\u001b[0m raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m 'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m 366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot" + ] + } + ], "source": [ "sorted_data['inc'].plot()" ] @@ -215,9 +1879,26 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 11, "metadata": {}, - "outputs": [], + "outputs": [ + { + "ename": "TypeError", + "evalue": "Empty 'DataFrame': no numeric data to plot", + "output_type": "error", + "traceback": [ + "\u001b[0;31m---------------------------------------------------------------------------\u001b[0m", + "\u001b[0;31mTypeError\u001b[0m Traceback (most recent call last)", + "\u001b[0;32m\u001b[0m in \u001b[0;36m\u001b[0;34m\u001b[0m\n\u001b[0;32m----> 1\u001b[0;31m \u001b[0msorted_data\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m'inc'\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m[\u001b[0m\u001b[0;34m-\u001b[0m\u001b[0;36m200\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m]\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mplot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m__call__\u001b[0;34m(self, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 2501\u001b[0m \u001b[0mcolormap\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mcolormap\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mtable\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mtable\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2502\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 2503\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 2504\u001b[0m \u001b[0m__call__\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mplot_series\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m__doc__\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 2505\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mplot_series\u001b[0;34m(data, kind, ax, figsize, use_index, title, grid, legend, style, logx, logy, loglog, xticks, yticks, xlim, ylim, rot, fontsize, colormap, table, yerr, xerr, label, secondary_y, **kwds)\u001b[0m\n\u001b[1;32m 1925\u001b[0m \u001b[0myerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0myerr\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mxerr\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mxerr\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1926\u001b[0m \u001b[0mlabel\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mlabel\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msecondary_y\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msecondary_y\u001b[0m\u001b[0;34m,\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1927\u001b[0;31m **kwds)\n\u001b[0m\u001b[1;32m 1928\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1929\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_plot\u001b[0;34m(data, x, y, subplots, ax, kind, **kwds)\u001b[0m\n\u001b[1;32m 1727\u001b[0m \u001b[0mplot_obj\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mklass\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mdata\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0msubplots\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0msubplots\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0max\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0max\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0mkind\u001b[0m\u001b[0;34m=\u001b[0m\u001b[0mkind\u001b[0m\u001b[0;34m,\u001b[0m \u001b[0;34m**\u001b[0m\u001b[0mkwds\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1728\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m-> 1729\u001b[0;31m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 1730\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdraw\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 1731\u001b[0m \u001b[0;32mreturn\u001b[0m \u001b[0mplot_obj\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mresult\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36mgenerate\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 248\u001b[0m \u001b[0;32mdef\u001b[0m \u001b[0mgenerate\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0mself\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 249\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_args_adjust\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0;32m--> 250\u001b[0;31m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_compute_plot_data\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[0m\u001b[1;32m 251\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_setup_subplots\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 252\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0m_make_plot\u001b[0m\u001b[0;34m(\u001b[0m\u001b[0;34m)\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;32m/opt/conda/lib/python3.6/site-packages/pandas/plotting/_core.py\u001b[0m in \u001b[0;36m_compute_plot_data\u001b[0;34m(self)\u001b[0m\n\u001b[1;32m 363\u001b[0m \u001b[0;32mif\u001b[0m \u001b[0mis_empty\u001b[0m\u001b[0;34m:\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 364\u001b[0m raise TypeError('Empty {0!r}: no numeric data to '\n\u001b[0;32m--> 365\u001b[0;31m 'plot'.format(numeric_data.__class__.__name__))\n\u001b[0m\u001b[1;32m 366\u001b[0m \u001b[0;34m\u001b[0m\u001b[0m\n\u001b[1;32m 367\u001b[0m \u001b[0mself\u001b[0m\u001b[0;34m.\u001b[0m\u001b[0mdata\u001b[0m \u001b[0;34m=\u001b[0m \u001b[0mnumeric_data\u001b[0m\u001b[0;34m\u001b[0m\u001b[0m\n", + "\u001b[0;31mTypeError\u001b[0m: Empty 'DataFrame': no numeric data to plot" + ] + } + ], "source": [ "sorted_data['inc'][-200:].plot()" ] @@ -364,7 +2045,7 @@ "name": "python", "nbconvert_exporter": "python", "pygments_lexer": "ipython3", - "version": "3.6.1" + "version": "3.6.4" } }, "nbformat": 4, diff --git a/module3/exo1/incidence_grippal.csv b/module3/exo1/incidence_grippal.csv new file mode 100644 index 0000000000000000000000000000000000000000..d627d04046da797c5e6620845df9f4d4aba2328e --- /dev/null +++ b/module3/exo1/incidence_grippal.csv @@ -0,0 +1,2139 @@ +"# {""source"":""ré","seau Sentinelles, INSERM, Sorbonne Université",", https:\/\/www.sentiweb.fr"",""meta"":{""period"":[198444,202541],""geo"":[""PAY"",0],""geo_ref"":""insee"",""indicator"":""3"",""type"":""all"",""conf_int"":true,""compact"":false,""age_group"":false,""span"":""all""},""date"":""2025-10-15T21:27:28+02:00"",""bundle"":""1760556448""}" 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