diff --git a/docs/learning.ipynb b/docs/learning.ipynb index 1e4cb46..e27105c 100644 --- a/docs/learning.ipynb +++ b/docs/learning.ipynb @@ -31,6 +31,7 @@ "from sklearn.neighbors import KNeighborsRegressor\n", "from sklearn.decomposition import PCA\n", "from seaborn import heatmap\n", + "from sklearn.ensemble import RandomForestRegressor\n", "\n", "\n", "class Tableau:\n", @@ -231,7 +232,7 @@ "id": "4189c565", "metadata": {}, "source": [ - "Je constate qu'il y a des bouteilles hors de prix et donc l'algorithme de regression linéaire ne prend pas suffisamment en compte ces valeurs là." + "On constate des bouteilles hors de prix et donc l'algorithme de regression linéaire ne prend pas suffisamment en compte ces valeurs là." ] }, { @@ -301,6 +302,14 @@ " dessiner(pipeline, X_test, y_test)" ] }, + { + "cell_type": "markdown", + "id": "6857d2aa", + "metadata": {}, + "source": [ + "On constate aucune différence entre la normalisation, la standardisation et sans prétraitement." + ] + }, { "cell_type": "markdown", "id": "92a737f0", @@ -415,6 +424,14 @@ "dessiner(best_model_lr, X_test, y_test)" ] }, + { + "cell_type": "markdown", + "id": "e5ec320d", + "metadata": {}, + "source": [ + "L'application d'une transformation logarithmique sur les prix ont permis d'obtenir une prédiction bien plus précise." + ] + }, { "cell_type": "markdown", "id": "f42b94f7", @@ -502,7 +519,7 @@ "text/markdown": [ "| Méthode | R² |\n", "| :---: | :---: |\n", - "|AD|0.403930|\n", + "|AD|0.400791|\n", "|Normalisation + AD|0.400791|\n", "|Standardisation + AD|0.400821|\n" ], @@ -517,7 +534,7 @@ "name": "stdout", "output_type": "stream", "text": [ - "best score= 0.4039299160942177 depth= 5 method= AD\n" + "best score= 0.40376125774243815 depth= 4 method= Standardisation + AD\n" ] } ], @@ -560,6 +577,14 @@ "print(\"best score=\", best_score_ad, \" depth=\", best_depth, \" method=\", best_scaler_name)" ] }, + { + "cell_type": "markdown", + "id": "4345eb59", + "metadata": {}, + "source": [ + "Les scores avec KNN sans prétraitement, avec normalisation et standardisation sont satisfaisant, cependant aucune amélioration significative entre les profondeur." + ] + }, { "cell_type": "markdown", "id": "3004e1ca", @@ -725,7 +750,7 @@ "| Méthode | R² |\n", "| :---: | :---: |\n", "|LR|0.452908|\n", - "|AD|0.403930|\n", + "|AD|0.403761|\n", "|KNN|0.412238|\n" ], "text/plain": [ @@ -837,7 +862,15 @@ ")\n", "\n", "M.fit(X_train, y_train)\n", - "M.score(X_test, y_test) # ???" + "M.score(X_test, y_test)" + ] + }, + { + "cell_type": "markdown", + "id": "502baa49", + "metadata": {}, + "source": [ + "On constate que le score avec PCA avec 5 éléments est très inférieur au score obtenu précédemment avec M." ] }, { @@ -860,7 +893,7 @@ }, { "cell_type": "code", - "execution_count": 17, + "execution_count": 14, "id": "c4f6c27f", "metadata": {}, "outputs": [ @@ -870,7 +903,7 @@ "" ] }, - "execution_count": 17, + "execution_count": 14, "metadata": {}, "output_type": "execute_result" }, @@ -886,9 +919,11 @@ } ], "source": [ - "correlation_matrice= dataset.corr()\n", - "plt.figure(figsize=(31, 31))\n", - "heatmap(correlation_matrice, annot=True)" + "correlation_matrix= dataset.corr()\n", + "# taille du heatmap\n", + "n = len(correlation_matrix.columns)\n", + "plt.figure(figsize=(n, n))\n", + "heatmap(correlation_matrix, annot=True)" ] }, { @@ -903,61 +938,202 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 15, "id": "2e512052", "metadata": {}, "outputs": [ { "data": { - "image/png": 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" + " Prix\n", + "Robert 0.208953\n", + "Robinson 0.158168\n", + "Suckling 0.105477\n", + "App_Pauillac 0.095258\n", + "App_Sauternes 0.047033\n", + "App_Graves 0.034793\n", + "App_Margaux 0.033802\n", + "App_Saint-Emilion 0.025754\n", + "App_Saint-Julien 0.003441\n", + "App_Côtes de Bourg -0.003414\n", + "App_Saint-Estèphe -0.004453\n", + "App_Saint-Georges-Saint-Emilion -0.007867\n", + "App_Bordeaux Supérieur -0.009016\n", + "App_Pessac-Léognan -0.010667\n", + "App_Francs Côtes de Bordeaux -0.013484\n", + "App_Vin de France -0.015546\n", + "App_Puisseguin-Saint-Emilion -0.016300\n", + "App_Canon-Fronsac -0.016991\n", + "App_Bordeaux Blancs Secs -0.017457\n", + "App_Montagne-Saint-Emilion -0.019821\n", + "App_Bordeaux -0.022210\n", + "App_Listrac -0.022918\n", + "App_Lalande de Pomerol -0.024407\n", + "App_Barsac -0.025269\n", + "App_Fronsac -0.026336\n", + "App_Médoc -0.028587\n", + "App_Moulis -0.029468\n", + "App_Castillon Côtes de Bordeaux -0.034267\n", + "App_Pomerol -0.040492\n", + "App_Haut-Médoc -0.070383" ] }, + "execution_count": 15, "metadata": {}, - "output_type": "display_data" - }, - { - "name": "stdout", - "output_type": "stream", - "text": [ - "Corrélations avec le Prix :\n", - "Prix 1.000000\n", - "Robert 0.208953\n", - "Robinson 0.158168\n", - "Suckling 0.105477\n", - "App_Pauillac 0.095258\n", - "App_Sauternes 0.047033\n", - "App_Graves 0.034793\n", - "App_Margaux 0.033802\n", - "App_Saint-Emilion 0.025754\n", - "App_Saint-Julien 0.003441\n", - "App_Côtes de Bourg -0.003414\n", - "App_Saint-Estèphe -0.004453\n", - "App_Saint-Georges-Saint-Emilion -0.007867\n", - "App_Bordeaux Supérieur -0.009016\n", - "App_Pessac-Léognan -0.010667\n", - "App_Francs Côtes de Bordeaux -0.013484\n", - "App_Vin de France -0.015546\n", - "App_Puisseguin-Saint-Emilion -0.016300\n", - "App_Canon-Fronsac -0.016991\n", - "App_Bordeaux Blancs Secs -0.017457\n", - "App_Montagne-Saint-Emilion -0.019821\n", - "App_Bordeaux -0.022210\n", - "App_Listrac -0.022918\n", - "App_Lalande de Pomerol -0.024407\n", - "App_Barsac -0.025269\n", - "App_Fronsac -0.026336\n", - "App_Médoc -0.028587\n", - "App_Moulis -0.029468\n", - "App_Castillon Côtes de Bordeaux -0.034267\n", - "App_Pomerol -0.040492\n", - "App_Haut-Médoc -0.070383\n", - "Name: Prix, dtype: float64\n" - ] + "output_type": "execute_result" } ], - "source": [] + "source": [ + "correlation_matrix_price = correlation_matrix[['Prix']].drop(\"Prix\").sort_values(by=\"Prix\", ascending=False)\n", + "correlation_matrix_price" + ] }, { "cell_type": "markdown", @@ -970,11 +1146,42 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 16, "id": "4010aa12", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/plain": [ + "0.24551258031003886" + ] + }, + "execution_count": 16, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "best_score_correlation_5 = correlation_matrix_price[0:5].index.to_list()\n", + "\n", + "X = dataset[best_score_correlation_5].values\n", + "y = y_log\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y, test_size=0.25, random_state=49\n", + ")\n", + "\n", + "M.fit(X_train, y_train)\n", + "M.score(X_test, y_test)" + ] + }, + { + "cell_type": "markdown", + "id": "e9d42a7c", + "metadata": {}, + "source": [ + "On constate que le score avec seulement 5 attributs est très proche au score obtenu précédemment avec l'ensemble des données." + ] }, { "cell_type": "markdown", @@ -997,11 +1204,55 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 17, "id": "1510f763", "metadata": {}, - "outputs": [], - "source": [] + "outputs": [ + { + "data": { + "text/markdown": [ + "| Méthode | R² |\n", + "| :---: | :---: |\n", + "|Random Forest|0.493344|\n", + "|Normalisation + RF|0.493113|\n", + "|Standardisation + RF|0.493782|\n" + ], + "text/plain": [ + "" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ + "# Random Forests\n", + "\n", + "X = dataset.drop(\"Prix\", axis=1).values\n", + "\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X, y_log, test_size=0.25, random_state=49\n", + ")\n", + "\n", + "rf_table = Tableau()\n", + "\n", + "scaler_methods = [None, MinMaxScaler, StandardScaler]\n", + "scaler_names = [\"Random Forest\", \"Normalisation + RF\", \"Standardisation + RF\"]\n", + "\n", + "for name, scaler in zip(scaler_names, scaler_methods):\n", + " rf_model = RandomForestRegressor()\n", + "\n", + " model = (\n", + " rf_model if scaler is None \n", + " else make_pipeline(scaler(), rf_model)\n", + " )\n", + "\n", + " model.fit(X_train, y_train)\n", + " score = model.score(X_test, y_test)\n", + " rf_table.ajoutligne(name, score)\n", + "\n", + "rf_table.dessiner()" + ] } ], "metadata": {