{ "cells": [ { "cell_type": "markdown", "metadata": {}, "source": [ "# Data Analysis and Preprocessing" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Necessary package imports" ] }, { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "import pandas as pd\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "import seaborn as sns\n", "from sklearn.model_selection import train_test_split, GridSearchCV\n", "from sklearn.preprocessing import StandardScaler\n", "from sklearn.metrics import accuracy_score, precision_score, recall_score, f1_score, classification_report, confusion_matrix\n", "from sklearn.neighbors import KNeighborsClassifier\n", "import graphviz\n", "from sklearn.linear_model import LogisticRegression\n", "from sklearn.ensemble import RandomForestClassifier\n", "from imblearn.over_sampling import SMOTE\n", "from collections import Counter" ] }, { "cell_type": "code", "execution_count": 2, "metadata": {}, "outputs": [ { "data": { "text/html": [ "
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idgenderagehypertensionheart_diseaseever_marriedwork_typeResidence_typeavg_glucose_levelbmismoking_statusstroke
09046Male67.001YesPrivateUrban228.6936.6formerly smoked1
151676Female61.000YesSelf-employedRural202.21NaNnever smoked1
231112Male80.001YesPrivateRural105.9232.5never smoked1
360182Female49.000YesPrivateUrban171.2334.4smokes1
41665Female79.010YesSelf-employedRural174.1224.0never smoked1
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" ], "text/plain": [ " id gender age hypertension heart_disease ever_married \\\n", "0 9046 Male 67.0 0 1 Yes \n", "1 51676 Female 61.0 0 0 Yes \n", "2 31112 Male 80.0 0 1 Yes \n", "3 60182 Female 49.0 0 0 Yes \n", "4 1665 Female 79.0 1 0 Yes \n", "\n", " work_type Residence_type avg_glucose_level bmi smoking_status \\\n", "0 Private Urban 228.69 36.6 formerly smoked \n", "1 Self-employed Rural 202.21 NaN never smoked \n", "2 Private Rural 105.92 32.5 never smoked \n", "3 Private Urban 171.23 34.4 smokes \n", "4 Self-employed Rural 174.12 24.0 never smoked \n", "\n", " stroke \n", "0 1 \n", "1 1 \n", "2 1 \n", "3 1 \n", "4 1 " ] }, "execution_count": 2, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Load the dataset and check that it's loaded in correctly\n", "df = pd.read_csv('healthcare-dataset-stroke-data.csv', index_col=False)\n", "df.head()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Incomplete data" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "id 0\n", "gender 0\n", "age 0\n", "hypertension 0\n", "heart_disease 0\n", "ever_married 0\n", "work_type 0\n", "Residence_type 0\n", "avg_glucose_level 0\n", "bmi 201\n", "smoking_status 0\n", "stroke 0\n", "dtype: int64" ] }, "execution_count": 3, "metadata": {}, "output_type": "execute_result" } ], "source": [ "df.isnull().sum()" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Amount of missing BMI values: 201\n", "Percentage of missing BMI values: 3.93%\n", "Remaining rows in dataset: 4909\n" ] } ], "source": [ "# We see that some of the bmi values are missing. we count the number of missing bmi values to determine if we should replace them with the mean\n", "# or if we can discard the data entries that are incomplete if it is a small percentage\n", "\n", "# Calculate the how many percent of the total bmi values that are missing\n", "missing_bmi_count = df['bmi'].isnull().sum()\n", "missing_bmi_percentage = (missing_bmi_count / len(df)) * 100\n", "\n", "# Display the results\n", "print(f\"Amount of missing BMI values: {missing_bmi_count}\")\n", "print(f\"Percentage of missing BMI values: {missing_bmi_percentage:.2f}%\")\n", "\n", "\n", "# If the percentage of missing values is less than 5% it is removed from the dataset\n", "if missing_bmi_percentage < 5:\n", " df = df.dropna(subset=['bmi'])\n", "else:\n", " # Alternatively, you could impute these values (e.g., with mean or median)\n", " df['bmi'] = df['bmi'].fillna(df['bmi'].mean())\n", "\n", "\n", "# Check that they the rows with missing bmi have been removed\n", "print(f\"Remaining rows in dataset: {len(df)}\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since it's such a small part of the dataset that is incomplete we can remove the entries that are missing the bmi values without losing much information " ] }, { "cell_type": "code", "execution_count": 5, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", " parameters:\n", "gender\n", "age\n", "hypertension\n", "heart_disease\n", "ever_married\n", "work_type\n", "Residence_type\n", "avg_glucose_level\n", "bmi\n", "smoking_status\n" ] } ], "source": [ "# separate the target from the paramaters and remove the id as it should not have any correlation to the target\n", "parameters = df.columns.drop([\"id\", \"stroke\"])\n", "\n", "print (\"\\n parameters:\")\n", "for parameter in parameters:\n", " print(parameter) " ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Examine the data" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stderr", "output_type": "stream", "text": [ "/var/folders/v9/lmnp2xk57p793ms7knv4fxqc0000gn/T/ipykernel_16937/3544268574.py:3: FutureWarning: \n", "\n", "Passing `palette` without assigning `hue` is deprecated and will be removed in v0.14.0. Assign the `x` variable to `hue` and set `legend=False` for the same effect.\n", "\n", " sns.countplot(x=df['stroke'], palette=['blue', 'red'])\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Show the amount of entries of people who have gotten a stroke and the amount of people who have not gotten a stroke\n", "plt.figure(figsize=(6, 5))\n", "sns.countplot(x=df['stroke'], palette=['blue', 'red']) \n", "plt.xlabel(\"Stroke (0 = No, 1 = Yes)\")\n", "plt.ylabel(\"Number of People\")\n", "plt.title(\"Stroke vs. No Stroke Distribution\")\n", "plt.xticks([0, 1], [\"No Stroke\", \"Stroke\"]) \n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### The target class is very imbalanced with a much larger number of instances where individuals have not had a stroke compared to those who have" ] }, { "cell_type": "code", "execution_count": 7, "metadata": {}, "outputs": [ { "data": { "image/png": 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", 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"text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "sns.set(style=\"whitegrid\")\n", "\n", "# Exclude 'id' and 'stroke' from numerical columns as we don't want the target class, the id should be irrelevant\n", "# heart disease and hypertension are better represented as a categorical feature as they can only be 0 or 1\n", "exclude_columns = ['id', 'stroke', 'hypertension', 'heart_disease']\n", "numerical_columns = df.select_dtypes(include=['float64', 'int64']).columns\n", "numerical_columns = [col for col in numerical_columns if col not in exclude_columns]\n", "\n", "# Normalize stroke cases for better visibility\n", "stroke_weight = len(df[df['stroke'] == 0]) / len(df[df['stroke'] == 1])\n", "\n", "plt.figure(figsize=(15, 10))\n", "for i, column in enumerate(numerical_columns, 1):\n", " plt.subplot(3, 3, i)\n", " sns.kdeplot(df[df['stroke'] == 0][column], color='purple', alpha=0.7, label='No Stroke', fill=True)\n", " sns.kdeplot(df[df['stroke'] == 1][column], color='purple', alpha=0.3, label='Stroke', fill=True, linewidth=2, \n", " common_norm=False, bw_adjust=0.8) \n", " plt.title(f'Distribution of {column} by Stroke')\n", " plt.xlabel(column)\n", " plt.yticks([])\n", " plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n", "\n", "categorical_columns = df.select_dtypes(include=['object', 'category']).columns\n", "categorical_columns = [col for col in categorical_columns if col not in exclude_columns]\n", "\n", "# Add heart disease and hypertension to categorical features as they are either 0 or 1\n", "categorical_columns.extend(['heart_disease', 'hypertension'])\n", "\n", "plt.figure(figsize=(15, 10))\n", "for i, column in enumerate(categorical_columns, 1):\n", " plt.subplot(3, 3, i)\n", " \n", " no_stroke_counts = df[df['stroke'] == 0][column].value_counts()\n", " stroke_counts = df[df['stroke'] == 1][column].value_counts() * stroke_weight\n", " \n", " sns.barplot(x=no_stroke_counts.index, y=no_stroke_counts.values, color='purple', alpha=0.7, label=\"No Stroke\")\n", " sns.barplot(x=stroke_counts.index, y=stroke_counts.values, color='purple', alpha=0.3, label=\"Stroke\")\n", "\n", " plt.title(f'Distribution of {column} by Stroke')\n", " plt.xlabel(column)\n", " plt.yticks([])\n", " plt.legend()\n", "\n", "plt.tight_layout()\n", "plt.show()\n" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "##### From these plots we can see that the most important feature to determine the risk of someone getting a stroke is someones age followed by their average glucose level. We can also see that hypertension and heart disease seems to be features of high importance." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Data Preprocessing and Feature Engineering\n", "We can create new features from existing ones to simplify the model and show trends across different values. For example we can introduce a new feature \"age groups\" which transforms age from a numerical variable into a categorical one." ] }, { "cell_type": "code", "execution_count": 8, "metadata": {}, "outputs": [], "source": [ "# Divide the age feature into different age groups\n", "df['age_group'] = pd.cut(df['age'], bins=[0, 30, 50, 70, np.inf], labels=['0-29', '30-49', '50-69', '70+'])\n", "parameters = df.columns.drop('age')\n", "\n", "# use one-hot encoding for the age groups\n", "df = pd.get_dummies(df, columns=['age_group'], drop_first=False)" ] }, { "cell_type": "code", "execution_count": 9, "metadata": {}, "outputs": [], "source": [ "# Encode the categorical features so that they can be used in our model\n", "\n", "df = pd.get_dummies(df, columns=['gender', 'Residence_type', 'work_type', 'ever_married', 'smoking_status'], drop_first=False)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "Since the target class is very imbalanced we can create synthetic data entries to be bale to train our models on more even data thorugh oversampling with Synthetic Minority Oversampling Technique (SMOTE). We also split the data into a training and test set to be able to evaluate our models." ] }, { "cell_type": "code", "execution_count": 10, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "0 False\n", "2 False\n", "3 True\n", "4 False\n", "5 False\n", " ... \n", "5104 False\n", "5106 False\n", "5107 False\n", "5108 False\n", "5109 False\n", "Name: smoking_status_smokes, Length: 4909, dtype: bool\n", "New class balance after SMOTE: Counter({0: 3763, 1: 3763})\n", "7526\n" ] } ], "source": [ "print(df.iloc[:, -1])\n", "X_train, X_test, y_train, y_test = train_test_split(df.drop(['stroke', 'id'], axis=1),df['stroke'], test_size=0.2, random_state=20)\n", "\n", "# oversample the minority class with SMOTE\n", "smote = SMOTE(sampling_strategy='auto', random_state=5)\n", "X_train, y_train = smote.fit_resample(X_train, y_train)\n", "\n", "# Check the new class distribution\n", "print(\"New class balance after SMOTE:\", Counter(y_train))\n", "\n", "print(len(X_train))" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now use the importance score of each feature for the random forest model to determine which features are relevant and which features we can disregard when training our models." ] }, { "cell_type": "code", "execution_count": 11, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "clf = RandomForestClassifier(random_state=21)\n", "clf.fit(X_train, y_train)\n", "\n", "parameters = X_train.columns\n", "feature_scores = pd.Series(clf.feature_importances_, index = parameters).sort_values(ascending = False)\n", "\n", "sns.barplot(x=feature_scores, y=feature_scores.index)\n", "\n", "plt.title(\"Random Forest Feature Importances\")\n", "plt.xlabel('Importance Score')\n", "plt.ylabel('Feature Name')\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the graph above we can see that transforming the age feature into a categorical feature seems to have a different effect than intended. The importance of these new features are all very low which is not in line with what we could see when plotting the trends. So we decide to instead the age group features and move forward using age instead" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can also drop the features that have a low importance score. The threshold of low importance is set at 5 %" ] }, { "cell_type": "code", "execution_count": 12, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "X_train shape: (7526, 5)\n", "X_test shape: (982, 5)\n" ] } ], "source": [ "threshold = 0.05\n", "important_features = feature_scores[feature_scores >= threshold].index.tolist()\n", "\n", "X_train = X_train[important_features]\n", "X_test = X_test[important_features]\n", "\n", "print(\"X_train shape:\", X_train.shape)\n", "print(\"X_test shape:\", X_test.shape)\n" ] }, { "cell_type": "code", "execution_count": 13, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Selected Features: ['age', 'avg_glucose_level', 'age_group_70+', 'ever_married_Yes', 'bmi']\n" ] } ], "source": [ "print(\"Selected Features:\", important_features)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From the importance score we can see that the ever_married_yes feature seems to be important. However I believe this feature could have a high correlation with the age feature meaning that is most likely the reason for it's importance. To examine this we could check the correlation matrix." ] }, { "cell_type": "code", "execution_count": 14, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "# Correlation matrix\n", "plt.figure(figsize=(18, 9))\n", "sns.heatmap(df.corr(), annot=True, cmap=\"coolwarm\", fmt=\".2f\")\n", "plt.title(\"Feature Correlation Matrix\")\n", "plt.show()" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can now scale the data so the models perform as expected" ] }, { "cell_type": "code", "execution_count": 15, "metadata": {}, "outputs": [], "source": [ "# Standardize features\n", "scaler = StandardScaler()\n", "X_train= scaler.fit_transform(X_train)\n", "X_test= scaler.transform(X_test)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Model Implementation\n", "Now that we have reduced our data we can start implementing and evaluating some models. We can do this by creating a function to evaluate differenet models" ] }, { "cell_type": "code", "execution_count": 16, "metadata": {}, "outputs": [], "source": [ "def evaluate_model(model, X_tr, X_te, y_tr, y_te, model_name=\"Model\"):\n", " model.fit(X_tr, y_tr)\n", " \n", " y_pred = model.predict(X_te)\n", " \n", " acc = accuracy_score(y_te, y_pred)\n", " prec = precision_score(y_te, y_pred)\n", " rec = recall_score(y_te, y_pred)\n", " f1 = f1_score(y_te, y_pred)\n", " \n", " print(f\"\\n--- {model_name} ---\")\n", " print(\"Accuracy:\", acc)\n", " print(\"Precision:\", prec)\n", " print(\"Recall:\", rec)\n", " print(\"F1 Score:\", f1)\n", " print(\"\\nClassification Report:\\n\", classification_report(y_te, y_pred))\n", " \n", " cm = confusion_matrix(y_te, y_pred)\n", " plt.figure(figsize=(4,3))\n", " sns.heatmap(cm, annot=True, fmt='d', cmap='Blues')\n", " plt.title(f\"{model_name} - Confusion Matrix\")\n", " plt.xlabel(\"Predicted\")\n", " plt.ylabel(\"Actual\")\n", " plt.show()\n", " \n", " return acc # Return accuracy for model comparison" ] }, { "cell_type": "code", "execution_count": 17, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Logistic Regression ---\n", "Accuracy: 0.7331975560081466\n", "Precision: 0.10256410256410256\n", "Recall: 0.6222222222222222\n", "F1 Score: 0.1761006289308176\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 0.98 0.74 0.84 937\n", " 1 0.10 0.62 0.18 45\n", "\n", " accuracy 0.73 982\n", " macro avg 0.54 0.68 0.51 982\n", "weighted avg 0.94 0.73 0.81 982\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- K-Nearest Neighbors ---\n", "Accuracy: 0.790224032586558\n", "Precision: 0.1073170731707317\n", "Recall: 0.4888888888888889\n", "F1 Score: 0.176\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 0.97 0.80 0.88 937\n", " 1 0.11 0.49 0.18 45\n", "\n", " accuracy 0.79 982\n", " macro avg 0.54 0.65 0.53 982\n", "weighted avg 0.93 0.79 0.85 982\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Random Forest ---\n", "Accuracy: 0.8828920570264766\n", "Precision: 0.09302325581395349\n", "Recall: 0.17777777777777778\n", "F1 Score: 0.12213740458015267\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 0.96 0.92 0.94 937\n", " 1 0.09 0.18 0.12 45\n", "\n", " accuracy 0.88 982\n", " macro avg 0.53 0.55 0.53 982\n", "weighted avg 0.92 0.88 0.90 982\n", "\n" ] }, { "data": { "image/png": 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", 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" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Model Accuracies: {'Logistic Regression': 0.7331975560081466, 'K-Nearest Neighbors': 0.790224032586558, 'Random Forest': 0.8828920570264766}\n" ] } ], "source": [ "log_reg = LogisticRegression(max_iter=1000, random_state=21)\n", "knn = KNeighborsClassifier()\n", "rf = RandomForestClassifier(random_state=21)\n", "\n", "# Evaluate each model on the reduced feature set.\n", "acc_log_reg = evaluate_model(log_reg, X_train, X_test, y_train, y_test, \"Logistic Regression\")\n", "acc_knn = evaluate_model(knn, X_train, X_test, y_train, y_test, \"K-Nearest Neighbors\")\n", "acc_rf = evaluate_model(rf, X_train, X_test, y_train, y_test, \"Random Forest\")\n", "\n", "# Compare accuracies\n", "model_accuracies = {\"Logistic Regression\": acc_log_reg, \"K-Nearest Neighbors\": acc_knn, \"Random Forest\": acc_rf}\n", "print(\"Model Accuracies:\", model_accuracies)" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "From this we can see that the random forest model has the best accuracy but in terms of recall, precision and f1-score it performs terribly whilst the logistic regression model has a lower accuracy but a higher recall. So the best model depends on what the user prioritizes. However I don't see any reason to go ahead with the k nearest neaighbours model as it only has a slightly higher accuracy than the logistic regression but is worse both in terms of recall and precision." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "We can tune the models hyperparameters to achieve a better result" ] }, { "cell_type": "code", "execution_count": 18, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Hyperparameters: {'max_depth': None, 'min_samples_leaf': 1, 'min_samples_split': 2, 'n_estimators': 50}\n" ] } ], "source": [ "# Tuning random forest\n", "random_forest_param_grid = {\n", " 'n_estimators': [50, 100, 200],\n", " 'max_depth': [None, 10, 20, 30],\n", " 'min_samples_split': [2, 5, 10],\n", " 'min_samples_leaf': [1, 2, 4]\n", "}\n", "\n", "rf_tune = RandomForestClassifier(random_state=21)\n", "\n", "grid_search = GridSearchCV(estimator=rf_tune, param_grid=random_forest_param_grid, cv=10, n_jobs=-1, scoring='accuracy')\n", "grid_search.fit(X_train, y_train)\n", "\n", "print(\"Best Hyperparameters:\", grid_search.best_params_)\n" ] }, { "cell_type": "code", "execution_count": 19, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Tuned Random Forest ---\n", "Accuracy: 0.8828920570264766\n", "Precision: 0.10227272727272728\n", "Recall: 0.2\n", "F1 Score: 0.13533834586466165\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 0.96 0.92 0.94 937\n", " 1 0.10 0.20 0.14 45\n", "\n", " accuracy 0.88 982\n", " macro avg 0.53 0.56 0.54 982\n", "weighted avg 0.92 0.88 0.90 982\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0.8828920570264766" ] }, "execution_count": 19, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Apply the optimal hyperparameters\n", "tuned_rf = RandomForestClassifier(max_depth=None, min_samples_leaf=1, min_samples_split=2, n_estimators=200)\n", "tuned_rf.fit(X_train, y_train)\n", "evaluate_model(tuned_rf, X_train, X_test, y_train, y_test, \"Tuned Random Forest\")" ] }, { "cell_type": "code", "execution_count": 20, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best Hyperparameters: {'C': 10, 'solver': 'liblinear'}\n" ] } ], "source": [ "logistic_regression_params = {\n", " 'C': [0.01, 0.1, 1, 10, 100], \n", " 'solver': ['liblinear', 'lbfgs', 'newton-cg'] \n", "}\n", "\n", "grid_search = GridSearchCV(log_reg, logistic_regression_params, cv=10, scoring='recall', n_jobs=-1)\n", "grid_search.fit(X_train, y_train)\n", "\n", "print(\"Best Hyperparameters:\", grid_search.best_params_)\n", "\n" ] }, { "cell_type": "code", "execution_count": 21, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "\n", "--- Tuned Logistic Regression ---\n", "Accuracy: 0.7321792260692465\n", "Precision: 0.10218978102189781\n", "Recall: 0.6222222222222222\n", "F1 Score: 0.1755485893416928\n", "\n", "Classification Report:\n", " precision recall f1-score support\n", "\n", " 0 0.98 0.74 0.84 937\n", " 1 0.10 0.62 0.18 45\n", "\n", " accuracy 0.73 982\n", " macro avg 0.54 0.68 0.51 982\n", "weighted avg 0.94 0.73 0.81 982\n", "\n" ] }, { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "data": { "text/plain": [ "0.7321792260692465" ] }, "execution_count": 21, "metadata": {}, "output_type": "execute_result" } ], "source": [ "# Applying the hyperparameters\n", "tuned_logistic_regression = LogisticRegression(C=10, solver='liblinear')\n", "tuned_logistic_regression.fit(X_train, y_train)\n", "evaluate_model(tuned_logistic_regression, X_train, X_test, y_train, y_test, \"Tuned Logistic Regression\")" ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Conclusion\n", "The models have different strengths and weaknesses. Random forest has the highest accuracy however this is since it very rarely predicts the stroke class leading to a high false negative rate which could be very bad in healthcare applications and therefore the best performing model in my opinion is the logistic regression even though it has a worse accuracy since it has a lower false negative rate thus missing less cases of stroke, but this all depends on what the user wants to prioritize." ] }, { "cell_type": "markdown", "metadata": {}, "source": [ "## Uploading the model to Hugging Face" ] }, { "cell_type": "code", "execution_count": 22, "metadata": {}, "outputs": [ { "data": { "text/plain": [ "['../VS Code/distansfrank/karlstad/project//stroke_model.pkl']" ] }, "execution_count": 22, "metadata": {}, "output_type": "execute_result" } ], "source": [ "import os\n", "import joblib\n", "\n", "\n", "model_save_path = r\"../VS Code/distansfrank/karlstad/project/\"\n", "\n", "# Create directory if it doesn't exist\n", "os.makedirs(model_save_path, exist_ok=True)\n", "joblib.dump(tuned_logistic_regression, f\"{model_save_path}/stroke_model.pkl\")\n", "\n" ] }, { "cell_type": "code", "execution_count": 23, "metadata": {}, "outputs": [ { "data": { "application/vnd.jupyter.widget-view+json": { "model_id": "fa44a3293ebd4edb9ff31494991d140f", "version_major": 2, "version_minor": 0 }, "text/plain": [ "VBox(children=(HTML(value='
main\n", "\n" ] }, { "data": { "text/plain": [ "'https://huggingface.co/Lukasbangs/stroke-prediction-logreg-kau/commit/7b7746b1ecf9a39a33c442120cac37bdedd47131'" ] }, "execution_count": 25, "metadata": {}, "output_type": "execute_result" } ], "source": [ "from huggingface_hub import Repository\n", "\n", "# Use a NEW directory instead of `model_save_path`\n", "repo = Repository(local_dir=\"huggingface_repo\", clone_from=\"Lukasbangs/stroke-prediction-logreg-kau\")\n", "\n", "# Move your model file into the new repo folder\n", "import shutil\n", "shutil.move(f\"{model_save_path}/stroke_model.pkl\", \"huggingface_repo/stroke_model.pkl\")\n", "\n", "# Push model file\n", "repo.push_to_hub()\n" ] } ], "metadata": { "kernelspec": { "display_name": "Python 3", "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": "3.11.5" } }, "nbformat": 4, "nbformat_minor": 2 }