From 19d7d398ae73b5d42384dccd6dd07cd930da1635 Mon Sep 17 00:00:00 2001 From: Arthur DANJOU Date: Mon, 13 Oct 2025 18:10:31 +0200 Subject: [PATCH] Implement code changes to enhance functionality and improve performance --- .../TP_3/1_inputs/base_retraitee.csv | 14237 ++++++++++++++++ .../TP_3/2025_TP_3_M2_ISF.ipynb | 1933 +++ 2 files changed, 16170 insertions(+) create mode 100644 M2/Machine Learning/TP_3/1_inputs/base_retraitee.csv create mode 100644 M2/Machine Learning/TP_3/2025_TP_3_M2_ISF.ipynb diff --git a/M2/Machine Learning/TP_3/1_inputs/base_retraitee.csv b/M2/Machine Learning/TP_3/1_inputs/base_retraitee.csv new file mode 100644 index 0000000..6ce0dc4 --- /dev/null +++ b/M2/Machine Learning/TP_3/1_inputs/base_retraitee.csv @@ -0,0 +1,14237 @@ +ANNEE_CTR,CONTRAT_ANCIENNETE,FREQUENCE_PAIEMENT_COTISATION,GROUPE_KM,ZONE_RISQUE,AGE_ASSURE_PRINCIPAL,GENRE,DEUXIEME_CONDUCTEUR,ANCIENNETE_PERMIS,ANNEE_CONSTRUCTION,ENERGIE,EQUIPEMENT_SECURITE,VALEUR_DU_BIEN,NB,CHARGE,EXPO 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"f7c08ae5", + "metadata": {}, + "source": [ + "## Préambule" + ] + }, + { + "cell_type": "markdown", + "id": "ec7ecb4b", + "metadata": {}, + "source": [ + "Les objectifs de cette séance (3h) sont :\n", + "* Préparation des bases de modélisation (sampling)\n", + "* Mettre en application un modèle supervisé simple.\n", + "* Construire un modèle de Machine Learning (cross-validation et hyperparamétrage) pour résoudre un problème de régression\n", + "* Analyser les performances du modèle" + ] + }, + { + "cell_type": "markdown", + "id": "4e99c600", + "metadata": {}, + "source": [ + "## Préparation du workspace" + ] + }, + { + "cell_type": "markdown", + "id": "c1b01045", + "metadata": {}, + "source": [ + "### Import de librairies " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "97d58527", + "metadata": {}, + "outputs": [], + "source": [ + "# Données\n", + "import numpy as np\n", + "import pandas as pd\n", + "\n", + "#Graphiques\n", + "import seaborn as sns\n", + "\n", + "sns.set()\n", + "import plotly.express as px\n", + "import plotly.graph_objects as gp\n", + "import sklearn.preprocessing as preproc\n", + "\n", + "#Statistiques\n", + "from scipy.stats import chi2_contingency\n", + "from sklearn import metrics\n", + "\n", + "# Machine Learning\n", + "from sklearn.cluster import KMeans\n", + "from sklearn.ensemble import RandomForestRegressor\n", + "from sklearn.model_selection import KFold, train_test_split\n", + "from sklearn.tree import DecisionTreeClassifier, DecisionTreeRegressor" + ] + }, + { + "cell_type": "markdown", + "id": "06153286", + "metadata": {}, + "source": [ + "### Définition des fonctions " + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c67db932", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "985e4e97", + "metadata": {}, + "source": [ + "### Constantes" + ] + }, + { + "cell_type": "code", + "execution_count": 24, + "id": "c9597b48", + "metadata": {}, + "outputs": [], + "source": [ + "input_path = \"./1_inputs\"\n", + "output_path = \"./2_outputs\"" + ] + }, + { + "cell_type": "markdown", + "id": "b2b035d2", + "metadata": {}, + "source": [ + "### Import des données" + ] + }, + { + "cell_type": "code", + "execution_count": 25, + "id": "8051b5f4", + "metadata": {}, + "outputs": [], + "source": [ + "path =input_path + '/base_retraitee.csv'\n", + "data_retraitee = pd.read_csv(path,sep=\",\",decimal=\".\")" + ] + }, + { + "cell_type": "markdown", + "id": "a2578ba1", + "metadata": {}, + "source": [ + "## Algorithme supervisé : CART " + ] + }, + { + "cell_type": "markdown", + "id": "aaa0b27d", + "metadata": {}, + "source": [ + "Dans cette partie l'objectif est de construire un modèle simple (algorithme CART) afin de voir les différentes étapes nécessaire au lancement d'un modèle\n", + "Nous modéliserons directement le coût des sinistres. " + ] + }, + { + "cell_type": "markdown", + "id": "a0458a05", + "metadata": {}, + "source": [ + "### Construction du modèle" + ] + }, + { + "cell_type": "markdown", + "id": "b3715c37", + "metadata": {}, + "source": [ + "La première étape est de calculer les côut moyen de chaque sinistre (target ou variable réponse). Cette variable sera la variable à prédire en fonction des variables explicatives." + ] + }, + { + "cell_type": "code", + "execution_count": 26, + "id": "c427a4b8", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "ANNEE_CTR", + "rawType": "int64", + "type": "integer" + }, + { + "name": "CONTRAT_ANCIENNETE", + "rawType": "object", + "type": "string" + }, + { + "name": "FREQUENCE_PAIEMENT_COTISATION", + "rawType": "object", + "type": "string" + }, + { + "name": "GROUPE_KM", + "rawType": "object", + "type": "string" + }, + { + "name": "ZONE_RISQUE", + "rawType": "object", + "type": "string" + }, + { + "name": "AGE_ASSURE_PRINCIPAL", + "rawType": "int64", + "type": "integer" + }, + { + "name": "GENRE", + "rawType": "object", + "type": "string" + }, + { + "name": "DEUXIEME_CONDUCTEUR", + "rawType": "bool", + "type": "boolean" + }, + { + "name": "ANCIENNETE_PERMIS", + "rawType": "int64", + "type": "integer" + }, + { + "name": "ANNEE_CONSTRUCTION", + "rawType": "float64", + "type": "float" + }, + { + "name": "ENERGIE", + "rawType": "object", + "type": "string" + }, + { + "name": "EQUIPEMENT_SECURITE", + "rawType": "object", + "type": "string" + }, + { + "name": "VALEUR_DU_BIEN", + "rawType": "object", + "type": "string" + }, + { + "name": "CM", + "rawType": "float64", + "type": "float" + } + ], + "ref": "e76df045-0c83-40e9-a027-c48f278ec1d6", + "rows": [ + [ + "10", + "2019", + "(0,1]", + "MENSUEL", + "[0;20000[", + "C", + "40", + "M", + "False", + "37", + "2017.0", + "ESSENCE", + "VRAI", + "[15000;20000[", + "1072.98" + ], + [ + "34", + "2020", + "(-1,0]", + "MENSUEL", + "[20000;40000[", + "C", + "27", + "M", + "True", + "13", + "2018.0", + "AUTRE", + "FAUX", + "[35000;99999[", + "3750.0" + ], + [ + "36", + "2019", + "(-1,0]", + "MENSUEL", + "[20000;40000[", + "L", + "19", + "M", + "False", + "2", + "2017.0", + "ESSENCE", + "VRAI", + "[0;10000[", + "1838.49" + ], + [ + "78", + "2019", + "(-1,0]", + "MENSUEL", + "[20000;40000[", + "B", + "40", + "M", + "False", + "45", + "2018.0", + "DIESEL", + "FAUX", + "[15000;20000[", + "4892.74" + ], + [ + "89", + "2018", + "(1,2]", + "MENSUEL", + "[20000;40000[", + "C", + "20", + "M", + "False", + "11", + "2014.0", + "ESSENCE", + "FAUX", + "[25000;35000[", + "166.73" + ] + ], + "shape": { + "columns": 14, + "rows": 5 + } + }, + "text/html": [ + "
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75%2020.000000NaNNaNNaNNaN53.000000NaNNaN53.0000002017.000000NaNNaNNaN4193.797500
max2021.000000NaNNaNNaNNaN94.000000NaNNaN70.0000002021.000000NaNNaNNaN83421.850000
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" + ], + "text/plain": [ + " ANNEE_CTR CONTRAT_ANCIENNETE FREQUENCE_PAIEMENT_COTISATION \\\n", + "count 824.000000 824 824 \n", + "unique NaN 5 3 \n", + "top NaN (0,1] MENSUEL \n", + "freq NaN 297 398 \n", + "mean 2018.384709 NaN NaN \n", + "std 1.515833 NaN NaN \n", + "min 2016.000000 NaN NaN \n", + "25% 2017.000000 NaN NaN \n", + "50% 2018.000000 NaN NaN \n", + "75% 2020.000000 NaN NaN \n", + "max 2021.000000 NaN NaN \n", + "\n", + " GROUPE_KM ZONE_RISQUE AGE_ASSURE_PRINCIPAL GENRE DEUXIEME_CONDUCTEUR \\\n", + "count 824 824 824.000000 824 824 \n", + "unique 4 14 NaN 2 2 \n", + "top [0;20000[ C NaN M False \n", + "freq 391 269 NaN 483 663 \n", + "mean NaN NaN 44.383495 NaN NaN \n", + "std NaN NaN 13.808217 NaN NaN \n", + "min NaN NaN 19.000000 NaN NaN \n", + "25% NaN NaN 34.000000 NaN NaN \n", + "50% NaN NaN 43.000000 NaN NaN \n", + "75% NaN NaN 53.000000 NaN NaN \n", + "max NaN NaN 94.000000 NaN NaN \n", + "\n", + " ANCIENNETE_PERMIS ANNEE_CONSTRUCTION ENERGIE EQUIPEMENT_SECURITE \\\n", + "count 824.000000 824.000000 824 824 \n", + "unique NaN NaN 3 2 \n", + "top NaN NaN ESSENCE FAUX \n", + "freq NaN NaN 413 517 \n", + "mean 35.688107 2015.212379 NaN NaN \n", + "std 19.370621 3.163782 NaN NaN \n", + "min 1.000000 1998.000000 NaN NaN \n", + "25% 18.000000 2014.000000 NaN NaN \n", + "50% 35.000000 2016.000000 NaN NaN \n", + "75% 53.000000 2017.000000 NaN NaN \n", + "max 70.000000 2021.000000 NaN NaN \n", + "\n", + " VALEUR_DU_BIEN CM \n", + "count 824 824.000000 \n", + "unique 6 NaN \n", + "top [10000;15000[ NaN \n", + "freq 213 NaN \n", + "mean NaN 4246.016978 \n", + "std NaN 6869.616917 \n", + "min NaN 7.500000 \n", + "25% NaN 1159.961250 \n", + "50% NaN 2541.650000 \n", + "75% NaN 4193.797500 \n", + "max NaN 83421.850000 " + ] + }, + "execution_count": 27, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "data_model.describe(include='all')" + ] + }, + { + "cell_type": "markdown", + "id": "92d6156a", + "metadata": {}, + "source": [ + "#### Etude des corrélations parmi les variables explicatives" + ] + }, + { + "cell_type": "markdown", + "id": "d7327570", + "metadata": {}, + "source": [ + "**Question :** Selon vous, pourquoi faut-il s'intéresser à la corrélation des variables ? " + ] + }, + { + "cell_type": "markdown", + "id": "475e141b", + "metadata": {}, + "source": [ + "*Réponse*: Pour avoir un modèle qui fit mieux + déterminer un potentiel effet de causalité entre features et target + sélectionner certaines variables." + ] + }, + { + "cell_type": "code", + "execution_count": 28, + "id": "1b156435", + "metadata": {}, + "outputs": [], + "source": [ + "data_set = data_model.drop(\"CM\", axis=1)" + ] + }, + { + "cell_type": "code", + "execution_count": 29, + "id": "0ef0fcc0", + "metadata": {}, + "outputs": [], + "source": [ + "#Séparation en variables qualitatives ou catégorielles\n", + "variables_na = []\n", + "variables_numeriques = []\n", + "variables_01 = []\n", + "variables_categorielles = []\n", + "for colu in data_set.columns:\n", + " if True in data_set[colu].isna().unique() :\n", + " variables_na.append(data_set[colu])\n", + " else :\n", + " if str(data_set[colu].dtypes) in [\"int32\",\"int64\",\"float64\"]:\n", + " if len(data_set[colu].unique())==2 :\n", + " variables_categorielles.append(data_set[colu])\n", + " else :\n", + " variables_numeriques.append(data_set[colu])\n", + " else :\n", + " if len(data_set[colu].unique())==2 :\n", + " variables_categorielles.append(data_set[colu])\n", + " else :\n", + " variables_categorielles.append(data_set[colu])" + ] + }, + { + "cell_type": "markdown", + "id": "e82fcade", + "metadata": {}, + "source": [ + "##### Corrélation des variables catégorielles :" + ] + }, + { + "cell_type": "code", + "execution_count": 16, + "id": "e130aae5", + "metadata": {}, + "outputs": [], + "source": [ + "vars_categorielles = pd.DataFrame(variables_categorielles).transpose()" + ] + }, + { + "cell_type": "code", + "execution_count": 31, + "id": "c39e2ad0", + "metadata": {}, + "outputs": [ + { + "data": { + "application/vnd.microsoft.datawrangler.viewer.v0+json": { + "columns": [ + { + "name": "index", + "rawType": "int64", + "type": "integer" + }, + { + "name": "CONTRAT_ANCIENNETE", + "rawType": "object", + "type": "string" + }, + { + "name": "FREQUENCE_PAIEMENT_COTISATION", + "rawType": "object", + "type": "string" + }, + { + "name": "GROUPE_KM", + "rawType": "object", + "type": "string" + }, + { + "name": "ZONE_RISQUE", + "rawType": "object", + "type": "string" + }, + { + "name": "GENRE", + "rawType": "object", + "type": "string" + }, + { + "name": "DEUXIEME_CONDUCTEUR", + "rawType": "object", + "type": "unknown" + }, + { + "name": "ENERGIE", + "rawType": "object", + "type": "string" + }, + { + "name": "EQUIPEMENT_SECURITE", + "rawType": "object", + "type": "string" + }, + { + "name": "VALEUR_DU_BIEN", + "rawType": "object", + "type": "string" + } + ], + "ref": "089d2df2-1504-4d62-9804-f974629bdaaa", + "rows": [ + [ + "10", + "(0,1]", + "MENSUEL", + "[0;20000[", + "C", + "M", + "False", + "ESSENCE", + "VRAI", + "[15000;20000[" + ], + [ + "34", + "(-1,0]", + "MENSUEL", + "[20000;40000[", + "C", + "M", + "True", + "AUTRE", + "FAUX", + "[35000;99999[" + ], + [ + "36", + "(-1,0]", + "MENSUEL", + "[20000;40000[", + "L", + "M", + "False", + "ESSENCE", + "VRAI", + "[0;10000[" + ], + [ + "78", + "(-1,0]", + "MENSUEL", + "[20000;40000[", + "B", + "M", + "False", + "DIESEL", + "FAUX", + "[15000;20000[" + ], + [ + "89", + "(1,2]", + "MENSUEL", + "[20000;40000[", + "C", + "M", + "False", + "ESSENCE", + "FAUX", + "[25000;35000[" + ] + ], + "shape": { + "columns": 9, + "rows": 5 + } + }, + "text/html": [ + "
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CONTRAT_ANCIENNETEFREQUENCE_PAIEMENT_COTISATIONGROUPE_KMZONE_RISQUEGENREDEUXIEME_CONDUCTEURENERGIEEQUIPEMENT_SECURITEVALEUR_DU_BIEN
10(0,1]MENSUEL[0;20000[CMFalseESSENCEVRAI[15000;20000[
34(-1,0]MENSUEL[20000;40000[CMTrueAUTREFAUX[35000;99999[
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" + ], + "text/plain": [ + " CONTRAT_ANCIENNETE FREQUENCE_PAIEMENT_COTISATION GROUPE_KM \\\n", + "10 (0,1] MENSUEL [0;20000[ \n", + "34 (-1,0] MENSUEL [20000;40000[ \n", + "36 (-1,0] MENSUEL [20000;40000[ \n", + "78 (-1,0] MENSUEL [20000;40000[ \n", + "89 (1,2] MENSUEL [20000;40000[ \n", + "\n", + " ZONE_RISQUE GENRE DEUXIEME_CONDUCTEUR ENERGIE EQUIPEMENT_SECURITE \\\n", + "10 C M False ESSENCE VRAI \n", + "34 C M True AUTRE FAUX \n", + "36 L M False ESSENCE VRAI \n", + "78 B M False DIESEL FAUX \n", + "89 C M False ESSENCE FAUX \n", + "\n", + " VALEUR_DU_BIEN \n", + "10 [15000;20000[ \n", + "34 [35000;99999[ \n", + "36 [0;10000[ \n", + "78 [15000;20000[ \n", + "89 [25000;35000[ " + ] + }, + "execution_count": 31, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "vars_categorielles.head()" + ] + }, + { + "cell_type": "markdown", + "id": "8f615121", + "metadata": {}, + "source": [ + "##### Corrélation des variables numériques :" + ] + }, + { + "cell_type": "code", + "execution_count": 22, + "id": "a16215ab", + "metadata": {}, + "outputs": [], + "source": [ + "vars_numeriques = pd.DataFrame(variables_numeriques).transpose()" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "532ca6c4", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Matrice de corrélation des variables numériques:\n", + " ANNEE_CTR AGE_ASSURE_PRINCIPAL ANCIENNETE_PERMIS \\\n", + "ANNEE_CTR 1.000000 0.026613 0.040797 \n", + "AGE_ASSURE_PRINCIPAL 0.026613 1.000000 0.540899 \n", + "ANCIENNETE_PERMIS 0.040797 0.540899 1.000000 \n", + "ANNEE_CONSTRUCTION 0.387562 -0.031655 0.033320 \n", + "\n", + " ANNEE_CONSTRUCTION \n", + "ANNEE_CTR 0.387562 \n", + "AGE_ASSURE_PRINCIPAL -0.031655 \n", + "ANCIENNETE_PERMIS 0.033320 \n", + "ANNEE_CONSTRUCTION 1.000000 \n" + ] + }, + { + "ename": "ValueError", + "evalue": "\n Invalid value of type 'builtins.str' received for the 'colorscale' property of imshow\n Received value: 'coolwarm'\n\n The 'colorscale' property is a colorscale and may be\n specified as:\n - A list of colors that will be spaced evenly to create the colorscale.\n Many predefined colorscale lists are included in the sequential, diverging,\n and cyclical modules in the plotly.colors package.\n - A list of 2-element lists where the first element is the\n normalized color level value (starting at 0 and ending at 1),\n and the second item is a valid color string.\n (e.g. [[0, 'green'], [0.5, 'red'], [1.0, 'rgb(0, 0, 255)']])\n - One of the following named colorscales:\n ['aggrnyl', 'agsunset', 'algae', 'amp', 'armyrose', 'balance',\n 'blackbody', 'bluered', 'blues', 'blugrn', 'bluyl', 'brbg',\n 'brwnyl', 'bugn', 'bupu', 'burg', 'burgyl', 'cividis', 'curl',\n 'darkmint', 'deep', 'delta', 'dense', 'earth', 'edge', 'electric',\n 'emrld', 'fall', 'geyser', 'gnbu', 'gray', 'greens', 'greys',\n 'haline', 'hot', 'hsv', 'ice', 'icefire', 'inferno', 'jet',\n 'magenta', 'magma', 'matter', 'mint', 'mrybm', 'mygbm', 'oranges',\n 'orrd', 'oryel', 'oxy', 'peach', 'phase', 'picnic', 'pinkyl',\n 'piyg', 'plasma', 'plotly3', 'portland', 'prgn', 'pubu', 'pubugn',\n 'puor', 'purd', 'purp', 'purples', 'purpor', 'rainbow', 'rdbu',\n 'rdgy', 'rdpu', 'rdylbu', 'rdylgn', 'redor', 'reds', 'solar',\n 'spectral', 'speed', 'sunset', 'sunsetdark', 'teal', 'tealgrn',\n 'tealrose', 'tempo', 'temps', 'thermal', 'tropic', 'turbid',\n 'turbo', 'twilight', 'viridis', 'ylgn', 'ylgnbu', 'ylorbr',\n 'ylorrd'].\n Appending '_r' to a named colorscale reverses it.\n", + "output_type": "error", + "traceback": [ + "\u001b[31m---------------------------------------------------------------------------\u001b[39m", + "\u001b[31mValueError\u001b[39m Traceback (most recent call last)", + "\u001b[36mCell\u001b[39m\u001b[36m \u001b[39m\u001b[32mIn[32]\u001b[39m\u001b[32m, line 6\u001b[39m\n\u001b[32m 3\u001b[39m \u001b[38;5;28mprint\u001b[39m(\u001b[33m\"\u001b[39m\u001b[33mMatrice de corrélation des variables numériques:\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 4\u001b[39m \u001b[38;5;28mprint\u001b[39m(correlation_matrix)\n\u001b[32m----> \u001b[39m\u001b[32m6\u001b[39m fig = \u001b[43mpx\u001b[49m\u001b[43m.\u001b[49m\u001b[43mimshow\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 7\u001b[39m \u001b[43m \u001b[49m\u001b[43mcorrelation_matrix\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtext_auto\u001b[49m\u001b[43m=\u001b[49m\u001b[38;5;28;43;01mTrue\u001b[39;49;00m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcolor_continuous_scale\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcoolwarm\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43maspect\u001b[49m\u001b[43m=\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mauto\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\n\u001b[32m 8\u001b[39m \u001b[43m)\u001b[49m\n\u001b[32m 9\u001b[39m fig.update_layout(title=\u001b[33m\"\u001b[39m\u001b[33mMatrice de corrélation des variables numériques\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 10\u001b[39m fig.show()\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Workspace/studies/.venv/lib/python3.13/site-packages/plotly/express/_imshow.py:423\u001b[39m, in \u001b[36mimshow\u001b[39m\u001b[34m(img, zmin, zmax, origin, labels, x, y, animation_frame, facet_col, facet_col_wrap, facet_col_spacing, facet_row_spacing, color_continuous_scale, color_continuous_midpoint, range_color, title, template, width, height, aspect, contrast_rescaling, binary_string, binary_backend, binary_compression_level, binary_format, text_auto)\u001b[39m\n\u001b[32m 420\u001b[39m layout[\u001b[33m\"\u001b[39m\u001b[33myaxis\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mconstrain\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[33m\"\u001b[39m\u001b[33mdomain\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m 421\u001b[39m colorscale_validator = ColorscaleValidator(\u001b[33m\"\u001b[39m\u001b[33mcolorscale\u001b[39m\u001b[33m\"\u001b[39m, \u001b[33m\"\u001b[39m\u001b[33mimshow\u001b[39m\u001b[33m\"\u001b[39m)\n\u001b[32m 422\u001b[39m layout[\u001b[33m\"\u001b[39m\u001b[33mcoloraxis1\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[38;5;28mdict\u001b[39m(\n\u001b[32m--> \u001b[39m\u001b[32m423\u001b[39m colorscale=\u001b[43mcolorscale_validator\u001b[49m\u001b[43m.\u001b[49m\u001b[43mvalidate_coerce\u001b[49m\u001b[43m(\u001b[49m\n\u001b[32m 424\u001b[39m \u001b[43m \u001b[49m\u001b[43margs\u001b[49m\u001b[43m[\u001b[49m\u001b[33;43m\"\u001b[39;49m\u001b[33;43mcolor_continuous_scale\u001b[39;49m\u001b[33;43m\"\u001b[39;49m\u001b[43m]\u001b[49m\n\u001b[32m 425\u001b[39m \u001b[43m \u001b[49m\u001b[43m)\u001b[49m,\n\u001b[32m 426\u001b[39m cmid=color_continuous_midpoint,\n\u001b[32m 427\u001b[39m cmin=zmin,\n\u001b[32m 428\u001b[39m cmax=zmax,\n\u001b[32m 429\u001b[39m )\n\u001b[32m 430\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m labels[\u001b[33m\"\u001b[39m\u001b[33mcolor\u001b[39m\u001b[33m\"\u001b[39m]:\n\u001b[32m 431\u001b[39m layout[\u001b[33m\"\u001b[39m\u001b[33mcoloraxis1\u001b[39m\u001b[33m\"\u001b[39m][\u001b[33m\"\u001b[39m\u001b[33mcolorbar\u001b[39m\u001b[33m\"\u001b[39m] = \u001b[38;5;28mdict\u001b[39m(title_text=labels[\u001b[33m\"\u001b[39m\u001b[33mcolor\u001b[39m\u001b[33m\"\u001b[39m])\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Workspace/studies/.venv/lib/python3.13/site-packages/_plotly_utils/basevalidators.py:1636\u001b[39m, in \u001b[36mColorscaleValidator.validate_coerce\u001b[39m\u001b[34m(self, v)\u001b[39m\n\u001b[32m 1631\u001b[39m v = [\n\u001b[32m 1632\u001b[39m [e[\u001b[32m0\u001b[39m], ColorValidator.perform_validate_coerce(e[\u001b[32m1\u001b[39m])] \u001b[38;5;28;01mfor\u001b[39;00m e \u001b[38;5;129;01min\u001b[39;00m v\n\u001b[32m 1633\u001b[39m ]\n\u001b[32m 1635\u001b[39m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m v_valid:\n\u001b[32m-> \u001b[39m\u001b[32m1636\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[43m.\u001b[49m\u001b[43mraise_invalid_val\u001b[49m\u001b[43m(\u001b[49m\u001b[43mv\u001b[49m\u001b[43m)\u001b[49m\n\u001b[32m 1638\u001b[39m \u001b[38;5;28;01mreturn\u001b[39;00m v\n", + "\u001b[36mFile \u001b[39m\u001b[32m~/Workspace/studies/.venv/lib/python3.13/site-packages/_plotly_utils/basevalidators.py:298\u001b[39m, in \u001b[36mBaseValidator.raise_invalid_val\u001b[39m\u001b[34m(self, v, inds)\u001b[39m\n\u001b[32m 295\u001b[39m \u001b[38;5;28;01mfor\u001b[39;00m i \u001b[38;5;129;01min\u001b[39;00m inds:\n\u001b[32m 296\u001b[39m name += \u001b[33m\"\u001b[39m\u001b[33m[\u001b[39m\u001b[33m\"\u001b[39m + \u001b[38;5;28mstr\u001b[39m(i) + \u001b[33m\"\u001b[39m\u001b[33m]\u001b[39m\u001b[33m\"\u001b[39m\n\u001b[32m--> \u001b[39m\u001b[32m298\u001b[39m \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\n\u001b[32m 299\u001b[39m \u001b[38;5;250m \u001b[39m\u001b[33;03m\"\"\"\u001b[39;00m\n\u001b[32m 300\u001b[39m \u001b[33;03m Invalid value of type {typ} received for the '{name}' property of {pname}\u001b[39;00m\n\u001b[32m 301\u001b[39m \u001b[33;03m Received value: {v}\u001b[39;00m\n\u001b[32m 302\u001b[39m \n\u001b[32m 303\u001b[39m \u001b[33;03m{valid_clr_desc}\"\"\"\u001b[39;00m.format(\n\u001b[32m 304\u001b[39m name=name,\n\u001b[32m 305\u001b[39m pname=\u001b[38;5;28mself\u001b[39m.parent_name,\n\u001b[32m 306\u001b[39m typ=type_str(v),\n\u001b[32m 307\u001b[39m v=\u001b[38;5;28mrepr\u001b[39m(v),\n\u001b[32m 308\u001b[39m valid_clr_desc=\u001b[38;5;28mself\u001b[39m.description(),\n\u001b[32m 309\u001b[39m )\n\u001b[32m 310\u001b[39m )\n", + "\u001b[31mValueError\u001b[39m: \n Invalid value of type 'builtins.str' received for the 'colorscale' property of imshow\n Received value: 'coolwarm'\n\n The 'colorscale' property is a colorscale and may be\n specified as:\n - A list of colors that will be spaced evenly to create the colorscale.\n Many predefined colorscale lists are included in the sequential, diverging,\n and cyclical modules in the plotly.colors package.\n - A list of 2-element lists where the first element is the\n normalized color level value (starting at 0 and ending at 1),\n and the second item is a valid color string.\n (e.g. [[0, 'green'], [0.5, 'red'], [1.0, 'rgb(0, 0, 255)']])\n - One of the following named colorscales:\n ['aggrnyl', 'agsunset', 'algae', 'amp', 'armyrose', 'balance',\n 'blackbody', 'bluered', 'blues', 'blugrn', 'bluyl', 'brbg',\n 'brwnyl', 'bugn', 'bupu', 'burg', 'burgyl', 'cividis', 'curl',\n 'darkmint', 'deep', 'delta', 'dense', 'earth', 'edge', 'electric',\n 'emrld', 'fall', 'geyser', 'gnbu', 'gray', 'greens', 'greys',\n 'haline', 'hot', 'hsv', 'ice', 'icefire', 'inferno', 'jet',\n 'magenta', 'magma', 'matter', 'mint', 'mrybm', 'mygbm', 'oranges',\n 'orrd', 'oryel', 'oxy', 'peach', 'phase', 'picnic', 'pinkyl',\n 'piyg', 'plasma', 'plotly3', 'portland', 'prgn', 'pubu', 'pubugn',\n 'puor', 'purd', 'purp', 'purples', 'purpor', 'rainbow', 'rdbu',\n 'rdgy', 'rdpu', 'rdylbu', 'rdylgn', 'redor', 'reds', 'solar',\n 'spectral', 'speed', 'sunset', 'sunsetdark', 'teal', 'tealgrn',\n 'tealrose', 'tempo', 'temps', 'thermal', 'tropic', 'turbid',\n 'turbo', 'twilight', 'viridis', 'ylgn', 'ylgnbu', 'ylorbr',\n 'ylorrd'].\n Appending '_r' to a named colorscale reverses it.\n" + ] + } + ], + "source": [ + "# Calcul des corrélations entre variables numériques\n", + "correlation_matrix = vars_numeriques.corr()\n", + "print(\"Matrice de corrélation des variables numériques:\")\n", + "print(correlation_matrix)\n", + "\n", + "fig = px.imshow(\n", + " correlation_matrix, text_auto=True, color_continuous_scale=\"coolwarm\", aspect=\"auto\"\n", + ")\n", + "fig.update_layout(title=\"Matrice de corrélation des variables numériques\")\n", + "fig.show()" + ] + }, + { + "cell_type": "markdown", + "id": "98c7dba6", + "metadata": {}, + "source": [ + "**Question :** quels sont vos commentaires ?" + ] + }, + { + "cell_type": "markdown", + "id": "212209ec", + "metadata": {}, + "source": [ + "#### Preprocessing" + ] + }, + { + "cell_type": "markdown", + "id": "65aca700", + "metadata": {}, + "source": [ + "Deux étapes sont nécessaires avant de lancer l'apprentissage d'un modèle, c'est ce qu'on connait comme le *Preprocessing* :\n", + "\n", + "* Les modèles proposés par la librairie \"sklearn\" ne gèrent que des variables numériques. Il est donc nécessaire de transformer les variables catégorielles en variables numériques : ce processus s'appelle le *One Hot Encoding*.\n", + "* Normaliser les données numériques" + ] + }, + { + "cell_type": "markdown", + "id": "95f5cc9f", + "metadata": {}, + "source": [ + "**Exercice :** proposez un bout de code permettant de réaliser le One Hot Encoding des variables catégorielles. Vous pourrez utiliser la fonction \"preproc.OneHotEncoder\" de la librairie sklearn" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b8530717", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "b70abc5c", + "metadata": {}, + "source": [ + "**Exercice :** proposez un bout de code permettant normaliser les variables numériques présentes dans la base. Vous pourrez utiliser la fonction \"preproc.StandardScaler\" de la librairie sklearn" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "4ff3847d", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "62d49546", + "metadata": {}, + "source": [ + "#### Sampling" + ] + }, + { + "cell_type": "markdown", + "id": "64d229f4", + "metadata": {}, + "source": [ + "**Exercice :** proposez un bout de code permettant construire la base d'apprentissage (80% des données) et la base de test (20%)." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6a1c7907", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "84dc7a07", + "metadata": {}, + "source": [ + "#### Fitting" + ] + }, + { + "cell_type": "markdown", + "id": "97c7b783", + "metadata": {}, + "source": [ + "**Exercice :** proposez un bout de code permettant construire le modèle" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bd26339b", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "8d624704", + "metadata": {}, + "source": [ + "**Exercice :** proposez un bout de code permettant d'évaluer les performances du modèle (MAE, MSE et RMSE)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "c4ca2cf9", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "fb2fe98c", + "metadata": {}, + "source": [ + "**Question :** que pensez-vous des performances de ce modèle ?" + ] + }, + { + "cell_type": "markdown", + "id": "7ecba832", + "metadata": {}, + "source": [ + "## Algorithme supervisé : Random Forest " + ] + }, + { + "cell_type": "markdown", + "id": "efcb8987", + "metadata": {}, + "source": [ + "A ce stade, nous avons vu les différentes étapes pour lancer un algorithme de Machine Learning. Néanmoins, ces étapes ne sont pas suffisantes pour construire un modèle performant. \n", + "En effet, afin de construire un modèle performant le Data Scientist doit agir sur l'apprentissage du modèle. Dans ce qui suit nous :\n", + "* Changerons d'algorithme pour utiliser un algorithme plus performant (Random Forest)\n", + "* Raliserons un *grid search* sur les paramètres du modèle\n", + "* Appliquerons l'apprentissage par validation croisée\n" + ] + }, + { + "cell_type": "markdown", + "id": "d6723a2f", + "metadata": {}, + "source": [ + "### Modèle avec Validation Croisée" + ] + }, + { + "cell_type": "markdown", + "id": "3716b09f", + "metadata": {}, + "source": [ + "#### Sampling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "ab1e1367", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "3f5d735e", + "metadata": {}, + "source": [ + "#### Fitting avec Cross-Validation" + ] + }, + { + "cell_type": "markdown", + "id": "bc819f8f", + "metadata": {}, + "source": [ + "**Exercice :** construisez un modèle RF (RandomForestRegressor) en implémentant la technique de validation croisée. Pensez à enregistrer au sein d'une variable/liste les performances (MAE, MSE & RMSE) du modèle au sein de chaque fold." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b515460e", + "metadata": {}, + "outputs": [], + "source": [ + "#Initialisation\n", + "# Nombre de sous-échantillons pour la cross-validation\n", + "num_splits = 5\n", + "\n", + "# Random Forest regressor\n", + "rf_regressor = RandomForestRegressor(n_estimators=100, random_state=42)\n", + "\n", + "# Initialisation du KFold cross-validation splitter\n", + "kf = KFold(n_splits=num_splits)\n", + "\n", + "# Listes pour enregistrer les performances du modèle\n", + "MAE_scores = []\n", + "MSE_scores = []\n", + "RMSE_scores = []" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "eebb394f", + "metadata": {}, + "outputs": [], + "source": [ + "# Entrainement avec cross-validation\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "b067126c", + "metadata": {}, + "outputs": [], + "source": [ + "# Métriques sur tous les folds\n", + "\n", + "#MAE\n", + "for fold, mae in enumerate(MAE_scores, start=1):\n", + " print(f\"Fold {fold} MAE:\", mae)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6597152c", + "metadata": {}, + "outputs": [], + "source": [ + "#MSE\n", + "for fold, mse in enumerate(MSE_scores, start=1):\n", + " print(f\"Fold {fold} MSE:\", mse)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "63ff1c9d", + "metadata": {}, + "outputs": [], + "source": [ + "#RMSE\n", + "for fold, rmse in enumerate(RMSE_scores, start=1):\n", + " print(f\"Fold {fold} RMSE:\", rmse)" + ] + }, + { + "cell_type": "markdown", + "id": "ec1961c2", + "metadata": {}, + "source": [ + "**Question :** Commentez les résultats." + ] + }, + { + "cell_type": "markdown", + "id": "5a8163ef", + "metadata": {}, + "source": [ + "### Ajout d'un Grid Search pour les hyper paramètres" + ] + }, + { + "cell_type": "markdown", + "id": "5a6adbfe", + "metadata": {}, + "source": [ + "#### Sampling" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d9342ad6", + "metadata": {}, + "outputs": [], + "source": [] + }, + { + "cell_type": "markdown", + "id": "dce52b11", + "metadata": {}, + "source": [ + "#### Fitting avec Cross-Validation et *Grid Search*" + ] + }, + { + "cell_type": "markdown", + "id": "7e3a9dd0", + "metadata": {}, + "source": [ + "**Exercice :** Intégrez la technique de Grid Search pour rechercher les paramètres optimaux du modèle." + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "6d58dbc2", + "metadata": {}, + "outputs": [], + "source": [ + "#Initialisation\n", + "# Nombre de sous-échantillons pour la cross-validation\n", + "num_splits = 5\n", + "\n", + "# Initialisation du KFold cross-validation splitter\n", + "kf = KFold(n_splits=num_splits)\n", + "\n", + "# Listes pour enregistrer les performances du modèle\n", + "MAE_scores = []\n", + "MSE_scores = []\n", + "RMSE_scores = []\n", + "\n", + "# Hyperparamètres à tester\n", + "n_estimators_values = [] #Complétez ici par les paramètres à tester\n", + "max_depth_values = [] #Complétez ici par les paramètres à tester\n", + "min_samples_split_values = [] #Complétez ici par les paramètres à tester\n", + "\n", + "# Liste pour sauveagrder les meilleurs résultats\n", + "best_score = np.inf\n", + "best_params = {}\n", + "\n", + "MAE_best_score = []\n", + "MSE_best_score = []\n", + "RMSE_best_score = []" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "47da5172", + "metadata": {}, + "outputs": [], + "source": [ + "#Complétez ici avec votre code" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "d4936c46", + "metadata": {}, + "outputs": [], + "source": [ + "# Meilleurs résultats\n", + "print(\"Meilleurs paramètres:\", best_params)\n", + "print(\"Meilleure RMSE :\", best_score)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "3215c463", + "metadata": {}, + "outputs": [], + "source": [ + "# Métriques sur tous les folds\n", + "\n", + "#RMSE\n", + "for fold, rmse in enumerate(RMSE_best_score, start=1):\n", + " print(f\"Fold {fold} RMSE:\", rmse)\n" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "bb9a5c9b", + "metadata": {}, + "outputs": [], + "source": [ + "#MAE\n", + "for fold, mse in enumerate(MSE_best_score, start=1):\n", + " print(f\"Fold {fold} MSE:\", mse)" + ] + }, + { + "cell_type": "code", + "execution_count": null, + "id": "0f0768ad", + "metadata": {}, + "outputs": [], + "source": [ + "#MSE\n", + "for fold, mae in enumerate(MAE_best_score, start=1):\n", + " print(f\"Fold {fold} MAE:\", mae)" + ] + }, + { + "cell_type": "markdown", + "id": "802a625f", + "metadata": {}, + "source": [ + "**Question :** Commentez les résultats" + ] + } + ], + "metadata": { + "kernelspec": { + "display_name": "studies", + "language": "python", + "name": "python3" + }, + "language_info": { + "codemirror_mode": { + "name": "ipython", + "version": 3 + }, + "file_extension": ".py", + "mimetype": "text/x-python", + "name": "python", + "nbconvert_exporter": "python", + "pygments_lexer": "ipython3", + "version": "3.13.3" + } + }, + "nbformat": 4, + "nbformat_minor": 5 +}