From c509679cec95ee0ee343c45e8ee11b1968c2c9ff Mon Sep 17 00:00:00 2001 From: MoritzSiem Date: Fri, 6 Jun 2025 14:50:37 +0200 Subject: [PATCH] Add files via upload --- naive_bayes.ipynb | 342 ++++++++++++++++++++++++++++++++++------------ 1 file changed, 257 insertions(+), 85 deletions(-) diff --git a/naive_bayes.ipynb b/naive_bayes.ipynb index 60c1a44..4311978 100644 --- a/naive_bayes.ipynb +++ b/naive_bayes.ipynb @@ -251,7 +251,7 @@ }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -497,15 +497,130 @@ "\n", "from sklearn.preprocessing import StandardScaler\n", "\n", - "# Initialisation du scaler\n", + "# Initialisation dof the scaler\n", "scaler = StandardScaler()\n", + "scaler_orig = StandardScaler()\n", "\n", - "# Entraînement du scaler sur le jeu transformé\n", + "# Standardisation of the transformed data\n", "X_scaled = scaler.fit_transform(X_transformed)\n", "X_scaled = pd.DataFrame(X_scaled, columns=X_transformed.columns, index=X_transformed.index)\n", "X_scaled.describe().T[['mean', 'std']]" ] }, + { + "cell_type": "markdown", + "id": "0cdf1fb2", + "metadata": {}, + "source": [ + "We will also create standardised data without a logarithmic transformation to look at the impact of the logarithmic transformation on the model performance." + ] + }, + { + "cell_type": "code", + "execution_count": 7, + "id": "4ca93d3a", + "metadata": {}, + "outputs": [ + { + "data": { + "text/html": [ + "
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meanstd
Age1.493059e-161.004338
BMI-6.121779e-161.004338
Glucose1.990745e-161.004338
Insulin3.158393e-171.004338
HOMA1.990745e-161.004338
Leptin1.339924e-161.004338
Adiponectin2.201304e-171.004338
Resistin2.737274e-161.004338
MCP.1-1.282499e-161.004338
\n", + "
" + ], + "text/plain": [ + " mean std\n", + "Age 1.493059e-16 1.004338\n", + "BMI -6.121779e-16 1.004338\n", + "Glucose 1.990745e-16 1.004338\n", + "Insulin 3.158393e-17 1.004338\n", + "HOMA 1.990745e-16 1.004338\n", + "Leptin 1.339924e-16 1.004338\n", + "Adiponectin 2.201304e-17 1.004338\n", + "Resistin 2.737274e-16 1.004338\n", + "MCP.1 -1.282499e-16 1.004338" + ] + }, + "execution_count": 7, + "metadata": {}, + "output_type": "execute_result" + } + ], + "source": [ + "# Standardisation of the original data\n", + "X_scaled_orig = scaler_orig.fit_transform(X)\n", + "X_scaled_orig = pd.DataFrame(X_scaled_orig, columns=X.columns, index=X_transformed.index)\n", + "X_scaled_orig.describe().T[['mean', 'std']]" + ] + }, { "cell_type": "markdown", "id": "3e525eb2", @@ -542,7 +657,7 @@ }, { "cell_type": "code", - "execution_count": null, + "execution_count": 8, "id": "d58417ad", "metadata": {}, "outputs": [ @@ -550,8 +665,8 @@ "name": "stdout", "output_type": "stream", "text": [ - "Train : (81, 9) (81,)\n", - "Test : (35, 9) (35,)\n" + "Train : (92, 9) (92,)\n", + "Test : (24, 9) (24,)\n" ] } ], @@ -559,14 +674,14 @@ "from sklearn.model_selection import train_test_split\n", "\n", "# Stratified split to conserve the distribution of the variables\n", - "X_train, X_test, y_train, y_test = train_test_split(\n", + "X_transf_train, X_transf_test, y_transf_train, y_transf_test = train_test_split(\n", " X_scaled, y,\n", " test_size=0.2,\n", " random_state=42,\n", " stratify=y)\n", "\n", - "print(\"Train :\", X_train.shape, y_train.shape)\n", - "print(\"Test :\", X_test.shape, y_test.shape)\n" + "print(\"Train :\", X_transf_train.shape, y_transf_train.shape)\n", + "print(\"Test :\", X_transf_test.shape, y_transf_test.shape)\n" ] }, { @@ -582,74 +697,17 @@ "This is a standard 80/20 split" ] }, - { - "cell_type": "markdown", - "id": "13a5621f", - "metadata": {}, - "source": [ - "## Cross-Validation" - ] - }, - { - "cell_type": "code", - "execution_count": null, - "id": "3d50659c", - "metadata": {}, - "outputs": [], - "source": [ - "from sklearn.model_selection import cross_val_score\n", - "from sklearn.naive_bayes import GaussianNB\n", - "\n", - "general_classifier = GaussianNB()\n", - "general_classifier.fit(X_train, y_train)\n", - "# 10 fold corss-validation on the entire (transformed dataset)\n", - "f1_scores = cross_val_score(general_classifier, X_train, y_train, cv=5, scoring='f1')\n", - "acc_scores = cross_val_score(general_classifier, X_train, y_train, cv=5, scoring='accuracy')\n", - "recall_scores = cross_val_score(general_classifier, X_train, y_train, cv=5, scoring=\"recall\")\n", - "\n", - "# Report\n", - "print(\"Cross-validation (5 folds)\")\n", - "print(f\"Average F1-score : {f1_scores.mean():.3f} ± {f1_scores.std():.3f}\")\n", - "print(f\"Average accuracy : {acc_scores.mean():.3f} ± {acc_scores.std():.3f}\")\n", - "print(f\"Average recall : {recall_scores.mean():.3f} ± {recall_scores.std():.3f}\")\n", - "\n", - "# Visualisation des scores par fold\n", - "folds = range(1, len(f1_scores) + 1)\n", - "plt.figure(figsize=(8, 5))\n", - "plt.plot(folds, f1_scores, marker='o', label='F1-score')\n", - "plt.plot(folds, acc_scores, marker='s', label='Accuracy')\n", - "plt.plot(folds, recall_scores, marker=\"v\", label=\"Recall\")\n", - "plt.title(\"Scores by fold (cross-validation)\")\n", - "plt.xlabel(\"Fold\")\n", - "plt.ylabel(\"Score\")\n", - "plt.ylim(0, 1)\n", - "plt.grid(True)\n", - "plt.legend()\n", - "plt.tight_layout()\n", - "plt.show()" - ] - }, - { - "cell_type": "markdown", - "id": "c35db965", - "metadata": {}, - "source": [ - "### Analysis\n", - "\n", - "The high standard deviations shows a certain sensibilty to the folds, that is probably due to the small sample size. This high disparity between the folds also shows on the graph." - ] - }, { "cell_type": "markdown", "id": "b8891271", "metadata": {}, "source": [ - "## Final evaluation on the dataset" + "## Final evaluation on the dataset with transformed data" ] }, { "cell_type": "code", - "execution_count": null, + "execution_count": 9, "id": "d26b8326", "metadata": {}, "outputs": [ @@ -657,25 +715,25 @@ "name": "stdout", "output_type": "stream", "text": [ - "Accuracy : 0.714\n", - "F1-score : 0.688\n", - "Recall : 0.579\n", + "Accuracy : 0.625\n", + "F1-score : 0.571\n", + "Recall : 0.462\n", "\n", - "Classification Report :\n", + "Classification Report with log-transformation:\n", " precision recall f1-score support\n", "\n", - " 0 0.64 0.88 0.74 16\n", - " 1 0.85 0.58 0.69 19\n", + " 0 0.56 0.82 0.67 11\n", + " 1 0.75 0.46 0.57 13\n", "\n", - " accuracy 0.71 35\n", - " macro avg 0.74 0.73 0.71 35\n", - "weighted avg 0.75 0.71 0.71 35\n", + " accuracy 0.62 24\n", + " macro avg 0.66 0.64 0.62 24\n", + "weighted avg 0.66 0.62 0.62 24\n", "\n" ] }, { "data": { - "image/png": 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", + "image/png": 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", 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" ] @@ -688,6 +746,117 @@ "from sklearn.naive_bayes import GaussianNB\n", "from sklearn.metrics import accuracy_score, f1_score, recall_score, classification_report, confusion_matrix\n", "\n", + "#Initialize and train a Naive Bayes classifier\n", + "nb_classifier = GaussianNB()\n", + "nb_classifier.fit(X_transf_train, y_transf_train)\n", + "\n", + "# Make predictions on the test set\n", + "y_pred = nb_classifier.predict(X_transf_test)\n", + "\n", + "# Accuracy\n", + "accuracy = accuracy_score(y_transf_test, y_pred)\n", + "print(f\"Accuracy : {accuracy:.3f}\")\n", + "\n", + "# F1-score\n", + "f1 = f1_score(y_transf_test, y_pred)\n", + "print(f\"F1-score : {f1:.3f}\")\n", + "\n", + "# Recall\n", + "rec = recall_score(y_transf_test, y_pred)\n", + "print(f\"Recall : {rec:.3f}\")\n", + "\n", + "# Complete report\n", + "print(\"\\nClassification Report with log-transformation:\")\n", + "print(classification_report(y_transf_test, y_pred))\n", + "\n", + "## Confusion matrix\n", + "conf = sns.heatmap(confusion_matrix(y_true=y_transf_test, y_pred=y_pred), annot=True, cmap=\"Blues\", xticklabels=[\"Negatives\", \"Positives\"], yticklabels=[\"Negatives\", \"Positives\"])\n", + "conf.set_xlabel(\"Predictions\")\n", + "conf.set_ylabel(\"Test data\")\n", + "plt.show()" + ] + }, + { + "cell_type": "markdown", + "id": "0d666c0d", + "metadata": {}, + "source": [ + "We want to maximise the recall, even if it might compromise the accuracy: it is more important to find every sick patient than every healthy one. In our case, the model doesn't mark enough people as sick: only 6 out of the 13 sick patients are identified as such (46%)" + ] + }, + { + "cell_type": "markdown", + "id": "a2f654b0", + "metadata": {}, + "source": [ + "## Final evaluation on the dataset with only standardised data" + ] + }, + { + "cell_type": "code", + "execution_count": 10, + "id": "9696c47f", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Train : (92, 9) (92,)\n", + "Test : (24, 9) (24,)\n" + ] + } + ], + "source": [ + "# Stratified split to conserve the distribution of the variables\n", + "X_train, X_test, y_train, y_test = train_test_split(\n", + " X_scaled_orig, y,\n", + " test_size=0.2,\n", + " random_state=42,\n", + " stratify=y)\n", + "\n", + "print(\"Train :\", X_train.shape, y_train.shape)\n", + "print(\"Test :\", X_test.shape, y_test.shape)" + ] + }, + { + "cell_type": "code", + "execution_count": 11, + "id": "5eb2fd7c", + "metadata": {}, + "outputs": [ + { + "name": "stdout", + "output_type": "stream", + "text": [ + "Accuracy : 0.667\n", + "F1-score : 0.600\n", + "Recall : 0.462\n", + "\n", + "Classification Report without log-transformation :\n", + " precision recall f1-score support\n", + "\n", + " 0 0.59 0.91 0.71 11\n", + " 1 0.86 0.46 0.60 13\n", + "\n", + " accuracy 0.67 24\n", + " macro avg 0.72 0.69 0.66 24\n", + "weighted avg 0.73 0.67 0.65 24\n", + "\n" + ] + }, + { + "data": { + "image/png": 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", + "text/plain": [ + "
" + ] + }, + "metadata": {}, + "output_type": "display_data" + } + ], + "source": [ "#Initialize and train a Naive Bayes classifier\n", "nb_classifier = GaussianNB()\n", "nb_classifier.fit(X_train, y_train)\n", @@ -708,7 +877,7 @@ "print(f\"Recall : {rec:.3f}\")\n", "\n", "# Complete report\n", - "print(\"\\nClassification Report :\")\n", + "print(\"\\nClassification Report without log-transformation :\")\n", "print(classification_report(y_test, y_pred))\n", "\n", "## Confusion matrix\n", @@ -720,10 +889,10 @@ }, { "cell_type": "markdown", - "id": "0d666c0d", + "id": "7f72c4e0", "metadata": {}, "source": [ - "We want to maximise the recall, even if it might compromise the accuracy: it is more important to find every sick patient than every healthy one. In our case, the model doesn't mark enough people as sick: only 11 out of the 19 sick patients are identified as such (58%)" + "So while the recall is just as bad without the log-transformation, the overall f1-score and the precision is better." ] }, { @@ -744,13 +913,13 @@ }, { "cell_type": "code", - "execution_count": 10, + "execution_count": 15, "id": "4845ebda", "metadata": {}, "outputs": [ { "data": { - "image/png": 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+ "image/png": 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", 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" ] @@ -763,13 +932,16 @@ "# Courbe ROC et AUC\n", "from sklearn.metrics import roc_curve, auc\n", "\n", + "fpr_transf, tpr_transf, thresholds = roc_curve(y_transf_test, y_pred)\n", + "roc_auc_transf = auc(fpr_transf, tpr_transf)\n", "fpr, tpr, thresholds = roc_curve(y_test, y_pred)\n", "roc_auc = auc(fpr, tpr)\n", "\n", "plt.figure(figsize=(8, 6))\n", - "plt.plot(fpr, tpr, label=f'AUC = {roc_auc:.2f}', color='blue')\n", + "plt.plot(fpr_transf, tpr_transf, label=f'AUC with log= {roc_auc_transf:.2f}', color='blue')\n", + "plt.scatter(fpr, tpr, label=f'AUC without log = {roc_auc:.2f}', color='green')\n", "plt.plot([0, 1], [0, 1], linestyle='--', color='red')\n", - "plt.title(\"ROC curve\")\n", + "plt.title(\"ROC curve with and without log-transformation\")\n", "plt.xlabel(\"Rate of FP\")\n", "plt.ylabel(\"Rate of TP\")\n", "plt.grid(True)\n",