{ "nbformat": 4, "nbformat_minor": 0, "metadata": { "colab": { "provenance": [] }, "kernelspec": { "name": "python3", "display_name": "Python 3" }, "language_info": { "name": "python" } }, "cells": [ { "cell_type": "code", "execution_count": 4, "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "G675ByZQExUX", "outputId": "113b4a42-57cb-45fb-fcac-09a453350789" }, "outputs": [ { "output_type": "execute_result", "data": { "text/plain": [ "np.float64(0.5)" ] }, "metadata": {}, "execution_count": 4 } ], "source": [ "import pandas as pd\n", "yelp_df = pd.read_csv('yelp_labelled.txt', names=['sentence', 'label'], sep='\\t')\n", "yelp_df.label.mean()" ] }, { "cell_type": "code", "source": [ "from sklearn.model_selection import train_test_split\n", "from sklearn.feature_extraction.text import CountVectorizer\n", "import joblib\n", "\n", "yelp_sentence = yelp_df['sentence'].to_list()\n", "text_sentence = yelp_df['sentence'].to_list()\n", "text_data = \" \".join(text_sentence) #for the wordcloud later\n", "\n", "sentences_train, sentences_test, y_train, y_test = train_test_split (yelp_sentence,\n", " yelp_df['label'], test_size=0.33, random_state=42)\n", "\n", "vectorizer = CountVectorizer(min_df=0.0, lowercase=False, stop_words='english')\n", "\n", "sentences_train = vectorizer.fit_transform(sentences_train)\n", "sentences_test = vectorizer.transform(sentences_test)\n", "\n", "joblib.dump(vectorizer, \"vectorizer.joblib\")\n", "\n", "print(sentences_train.shape)\n", "print(sentences_test.shape)\n", "print(y_train.shape)\n", "print(y_test.shape)\n", "\n", "print(\"Training set label distribution:\")\n", "print(y_train.value_counts(normalize=True))\n", "\n", "print(\"\\nTest set label distribution:\")\n", "print(y_test.value_counts(normalize=True))" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "flDvqERzFYOx", "outputId": "9b3bec51-d4f5-45ba-b686-ef57ba5a154f" }, "execution_count": 26, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "(670, 1651)\n", "(330, 1651)\n", "(670,)\n", "(330,)\n", "Training set label distribution:\n", "label\n", "1 0.51194\n", "0 0.48806\n", "Name: proportion, dtype: float64\n", "\n", "Test set label distribution:\n", "label\n", "0 0.524242\n", "1 0.475758\n", "Name: proportion, dtype: float64\n" ] } ] }, { "cell_type": "markdown", "source": [ "**Task M3.1.a**\n", "\n", "\n", "For the training labels, we see 49% negative and 51% positive.\n", "\n", "For the test labels, we see 48% negative and 52% positive.\n", "\n", "Overall, we can conclude that the train/test split distribution is balanced." ], "metadata": { "id": "kmbybRiENkgQ" } }, { "cell_type": "code", "source": [ "from wordcloud import WordCloud\n", "import matplotlib.pyplot as plt\n", "\n", "wordcloud = WordCloud(width=800, height=400, background_color='white').generate(text_data)\n", "\n", "plt.figure(figsize=(10, 5))\n", "plt.imshow(wordcloud, interpolation='bilinear')\n", "plt.axis('off')\n", "plt.title(\"Yelp Reviews Word Cloud\")\n", "plt.show()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 444 }, "id": "MB0lAIA5QGRH", "outputId": "e5126d37-6550-40ba-afa7-7d76c627c852" }, "execution_count": 6, "outputs": [ { "output_type": "display_data", "data": { "text/plain": [ "
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\n" }, "metadata": {} } ] }, { "cell_type": "code", "source": [ "bow_df = pd.DataFrame(\n", " sentences_train.toarray(),\n", " columns=vectorizer.get_feature_names_out()\n", ")\n", "\n", "bow_df.insert(0, 'Instance', range(1, len(bow_df) + 1))\n", "bow_df['Class Label'] = y_train.values\n", "bow_df.to_csv('Homework2_BoW.csv', index=False)\n", "print(bow_df.head())" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "cFlZr8ByS-Pi", "outputId": "3f019ff0-d019-4039-8add-57d387b46b14" }, "execution_count": 7, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Instance 10 100 17 1979 ... yucky yum yummy zero Class Label\n", "0 1 0 0 0 0 ... 0 0 0 0 1\n", "1 2 0 0 0 0 ... 0 0 0 0 0\n", "2 3 0 0 0 0 ... 0 0 0 0 1\n", "3 4 0 0 0 0 ... 0 0 0 0 1\n", "4 5 0 0 0 0 ... 0 0 0 0 1\n", "\n", "[5 rows x 1653 columns]\n" ] } ] }, { "cell_type": "code", "source": [ "#Before getting best models, make some data structures to store best results\n", "\n", "results_data = {'Methods': ['Logistic Regression', 'SVM', 'Random Forest','KNN'],\n", "\n", " 'Accuracy': [],\n", "\n", " 'Precision':[],\n", "\n", " 'Recall':[],\n", "\n", " 'F1-score':[],\n", "\n", " 'AUC score':[]}\n" ], "metadata": { "id": "39-Ho1AMxpfz" }, "execution_count": 8, "outputs": [] }, { "cell_type": "markdown", "source": [ "According to official document of sklearn.neighbors.KNeighborsClassifier, summarize what hyper-parameters available for hyper-parameter tuning\n", "\n", "\n", "\n", "* weights- weight function used in calculation\n", "* algorithm- alg used to compute nearest neightbors\n", "* p- wether to use manhattan or euclidian distance\n", "* n_jobs- # of parallel jobs to run in neighbor search\n", "\n" ], "metadata": { "id": "E8sr58cvDEzM" } }, { "cell_type": "code", "source": [ "from sklearn.neighbors import KNeighborsClassifier\n", "from sklearn.neighbors import KNeighborsRegressor\n", "\n", "from sklearn.model_selection import GridSearchCV\n", "\n", "n_neighbors_list = list(range(1, 10))\n", "metrics_list = [\"uniform\", \"distance\"]\n", "\n", "KNN_param_grid = {\n", "'n_neighbors': n_neighbors_list,\n", "'weights': metrics_list\n", "}\n", "\n", "KNN_regressor = KNeighborsRegressor()\n", "\n", "KNN_param_grid = {\n", "'n_neighbors': n_neighbors_list,\n", "'weights': metrics_list\n", "}\n", "\n", "grid_search = GridSearchCV(estimator = KNN_regressor, param_grid = KNN_param_grid, cv = 10, scoring = 'r2', return_train_score = True)\n", "grid_search.fit(sentences_train, y_train)\n", "print(\"Best parameters:\", grid_search.best_params_)\n", "\n", "\n", "knn_model = KNeighborsClassifier(n_neighbors = 5, weights = 'distance')\n", "knn_model.fit(sentences_train, y_train)\n", "y_pred = knn_model.predict(sentences_train)" ], "metadata": { "id": "FDeSvXS_y78j", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "44400f9d-c2d6-41be-8f5e-f280a078a86c" }, "execution_count": 9, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Best parameters: {'n_neighbors': 5, 'weights': 'distance'}\n" ] } ] }, { "cell_type": "code", "source": [ "import joblib\n", "\n", "joblib.dump(knn_model, \"knn_model.joblib\")\n", "\n", "loaded_model = joblib.load(\"knn_model.joblib\")\n", "\n", "y_pred_loaded = loaded_model.predict(sentences_train)" ], "metadata": { "id": "j-O94WHFz48Y" }, "execution_count": 10, "outputs": [] }, { "cell_type": "code", "source": [ "from sklearn.model_selection import cross_val_score\n", "from sklearn.metrics import (\n", " accuracy_score, precision_score, recall_score, f1_score,\n", " roc_auc_score, classification_report\n", ")\n", "\n", "y_proba = knn_model.predict_proba(sentences_train)[:, 1]\n", "\n", "print(\"=== Training Metrics ===\")\n", "print(\"Accuracy:\", accuracy_score(y_train, y_pred))\n", "print(\"Precision:\", precision_score(y_train, y_pred))\n", "print(\"Recall:\", recall_score(y_train, y_pred))\n", "print(\"F1 Score:\", f1_score(y_train, y_pred))\n", "print(\"ROC AUC:\", roc_auc_score(y_train, y_proba))\n", "\n", "print(\"\\n=== Cross-Validation Metrics===\")\n", "cv_means = {}\n", "for metric in [\"accuracy\", \"precision\", \"recall\", \"f1\", \"roc_auc\"]:\n", " scores = cross_val_score(knn_model, sentences_train, y_train, cv=5, scoring=metric)\n", " cv_means[metric] = scores.mean()\n", " print(f\"{metric.capitalize()}: mean={scores.mean():.4f}, std={scores.std():.4f}\")\n", "\n", "results_data['Accuracy'].append(cv_means['accuracy'])\n", "results_data['Precision'].append(cv_means['precision'])\n", "results_data['Recall'].append(cv_means['recall'])\n", "results_data['F1-score'].append(cv_means['f1'])\n", "results_data['AUC score'].append(cv_means['roc_auc'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "I7BvszDS0Yi0", "outputId": "e4bdf4cf-b076-4a76-9be6-fe2fc1c1e679" }, "execution_count": 11, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Training Metrics ===\n", "Accuracy: 1.0\n", "Precision: 1.0\n", "Recall: 1.0\n", "F1 Score: 1.0\n", "ROC AUC: 1.0\n", "\n", "=== Cross-Validation Metrics===\n", "Accuracy: mean=0.5687, std=0.0338\n", "Precision: mean=0.6672, std=0.0612\n", "Recall: mean=0.3087, std=0.0893\n", "F1: mean=0.4148, std=0.0999\n", "Roc_auc: mean=0.6425, std=0.0526\n" ] } ] }, { "cell_type": "markdown", "source": [ "According to official document of sklearn.linear_model.LogisticRegression, summarize what hyper-parameters available for hyper-parameter tuning\n", "\n", "\n", "\n", "* penalty- type of regularization\n", "* C- Inverse of regularization strength\n", "* solver- Algorithm used for optimization\n", "* multi_class- how to handle multiclass classification\n", "* tol- Tolerance for stopping criteria\n", "* max_iter- Maximum number of iterations taken for the solvers to converge\n", "* fit_intercept- whether to include a bias term in the model\n", "* n_jobs- Number of CPU cores used\n" ], "metadata": { "id": "fUtIX7WW1yhL" } }, { "cell_type": "code", "source": [ "from sklearn.linear_model import LogisticRegression\n", "from sklearn.model_selection import GridSearchCV\n", "import numpy as np\n", "\n", "hyperparameter_set = {'C': np.logspace(-4, 4, 20),\n", " \"solver\": [\"liblinear\", \"saga\"]}\n", "\n", "\n", "logistic_model = LogisticRegression(penalty = 'l2', C = 1, random_state = 0, max_iter= 10000)\n", "\n", "grid = GridSearchCV(\n", " estimator = logistic_model,\n", " param_grid = hyperparameter_set\n", ")\n", "\n", "grid.fit(sentences_train, y_train)\n", "print(\"Best params:\", grid.best_params_)\n", "\n", "logistic_model = LogisticRegression(penalty = 'l2', C = 0.615848211066026, random_state = 0, max_iter= 10000)\n", "\n", "logistic_model.fit(sentences_train, y_train)\n", "y_pred = logistic_model.predict(sentences_train)" ], "metadata": { "collapsed": true, "id": "BddhoymP39Yg", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "203135cf-f162-4384-f7eb-80e875dbb5d7" }, "execution_count": 12, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Best params: {'C': np.float64(0.615848211066026), 'solver': 'liblinear'}\n" ] } ] }, { "cell_type": "code", "source": [ "joblib.dump(logistic_model, \"logistic_model.joblib\")\n", "\n", "loaded_model = joblib.load(\"logistic_model.joblib\")\n", "\n", "y_pred_loaded = loaded_model.predict(sentences_train)" ], "metadata": { "id": "HfY5ng-j4K_Q" }, "execution_count": 13, "outputs": [] }, { "cell_type": "code", "source": [ "y_proba = logistic_model.predict_proba(sentences_train)[:, 1]\n", "\n", "print(\"=== Training Metrics ===\")\n", "print(\"Accuracy:\", accuracy_score(y_train, y_pred))\n", "print(\"Precision:\", precision_score(y_train, y_pred))\n", "print(\"Recall:\", recall_score(y_train, y_pred))\n", "print(\"F1 Score:\", f1_score(y_train, y_pred))\n", "print(\"ROC AUC:\", roc_auc_score(y_train, y_proba))\n", "\n", "print(\"\\n=== Cross-Validation Metrics===\")\n", "cv_mean = {}\n", "for metric in [\"accuracy\", \"precision\", \"recall\", \"f1\", \"roc_auc\"]:\n", " scores = cross_val_score(logistic_model, sentences_train, y_train, cv=5, scoring=metric)\n", " cv_means[metric] = scores.mean()\n", " print(f\"{metric.capitalize()}: mean={scores.mean():.4f}, std={scores.std():.4f}\")\n", "\n", "results_data['Accuracy'].append(cv_means['accuracy'])\n", "results_data['Precision'].append(cv_means['precision'])\n", "results_data['Recall'].append(cv_means['recall'])\n", "results_data['F1-score'].append(cv_means['f1'])\n", "results_data['AUC score'].append(cv_means['roc_auc'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "LG6AK7ln4o67", "outputId": "0d79b17f-c6f0-45e2-9564-28bfc1553fe5" }, "execution_count": 14, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Training Metrics ===\n", "Accuracy: 0.9746268656716418\n", "Precision: 0.9794117647058823\n", "Recall: 0.9708454810495627\n", "F1 Score: 0.9751098096632503\n", "ROC AUC: 0.9963356246823762\n", "\n", "=== Cross-Validation Metrics===\n", "Accuracy: mean=0.7746, std=0.0179\n", "Precision: mean=0.7750, std=0.0169\n", "Recall: mean=0.7900, std=0.0537\n", "F1: mean=0.7812, std=0.0245\n", "Roc_auc: mean=0.8398, std=0.0227\n" ] } ] }, { "cell_type": "markdown", "source": [ "According to official document of sklearn.svm.SVC, summarize what hyper-parameters available for hyper-parameter tuning\n", "\n", "\n", "\n", "* C- regularization parameter\n", "* kernel- choice of function to use to calculate similarity\n", "* degree- when using polynomial function, determines the polynomial used\n", "* gama- determines coefficient for certain kernels\n", "* max_iter- # of iterations to stop early in some scenarios\n", "\n", "\n" ], "metadata": { "id": "vOYnc9rZGV4d" } }, { "cell_type": "code", "source": [ "from sklearn.svm import SVC, LinearSVC\n", "\n", "param_poly = {\n", " \"C\": [0.1, 1, 10],\n", " \"gamma\": [0.001, 0.01, 0.1, 1],\n", " \"degree\": [2, 3],\n", " \"coef0\": [0.0, 1.0],\n", "}\n", "\n", "hyperparameter_linear = {\n", " \"C\": np.logspace(-5, 5, 20)\n", "}\n", "\n", "param_rbf = {\n", " \"C\": np.logspace(-2, 3, 6),\n", " \"gamma\": np.logspace(-4, 1, 6)\n", "}\n", "\n", "# define linear kernel, P178\n", "svm_model_linear = LinearSVC(dual=True, max_iter=10000)\n", "\n", "\n", "grid_linear = GridSearchCV(\n", " estimator = svm_model_linear,\n", " param_grid = hyperparameter_linear\n", ")\n", "\n", "grid_linear.fit(sentences_train, y_train)\n", "print(\"Best linear params:\", grid_linear.best_params_)\n", "\n", "svm_model_linear = SVC(C = 0.1623776739188721, kernel = 'linear', probability=True)\n", "svm_model_linear.fit(sentences_train, y_train)\n", "y_pred_linear = svm_model_linear.predict(sentences_train)\n", "\n", "# define polynomial kernel, P179\n", "\n", "svm_model_polynomial = SVC(kernel = 'poly', probability=False)\n", "\n", "grid_polynomial = GridSearchCV(\n", " estimator = svm_model_polynomial,\n", " param_grid = param_poly\n", ")\n", "\n", "grid_polynomial.fit(sentences_train, y_train)\n", "print(\"Best polynomial params:\", grid_polynomial.best_params_)\n", "\n", "svm_model_polynomial = SVC(kernel = 'poly', degree = 3, C = 10, gamma = 0.01, probability=True)\n", "svm_model_polynomial.fit(sentences_train, y_train)\n", "y_pred_polynomial = svm_model_polynomial.predict(sentences_train)\n", "\n", "\n", "# define Gaussian RBF kernel, P180\n", "\n", "svm_model_rbf = SVC(kernel=\"rbf\", probability=False)\n", "grid_rbf = GridSearchCV(\n", " estimator=svm_model_rbf,\n", " param_grid=param_rbf\n", ")\n", "\n", "grid_rbf.fit(sentences_train, y_train)\n", "print(\"Best RBF params:\", grid_rbf.best_params_)\n", "\n", "svm_model_rbf = SVC(kernel = 'rbf', gamma = 0.01, C = 10.0, probability=True)\n", "svm_model_rbf.fit(sentences_train, y_train)\n", "y_pred_rbf = svm_model_rbf.predict(sentences_train)" ], "metadata": { "id": "VtWhwHqDCJ3W", "collapsed": true, "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "9cbe6782-d7b5-4ef5-e222-0e19f61072e6" }, "execution_count": 15, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Best linear params: {'C': np.float64(0.1623776739188721)}\n", "Best polynomial params: {'C': 10, 'coef0': 1.0, 'degree': 3, 'gamma': 0.01}\n", "Best RBF params: {'C': np.float64(10.0), 'gamma': np.float64(0.01)}\n" ] } ] }, { "cell_type": "code", "source": [ "joblib.dump(svm_model_linear, \"svm_model_linear.joblib\")\n", "linear_loaded_model = joblib.load(\"svm_model_linear.joblib\")\n", "\n", "joblib.dump(svm_model_polynomial, \"svm_model_polynomial.joblib\")\n", "polynomial_loaded_model = joblib.load(\"svm_model_polynomial.joblib\")\n", "\n", "joblib.dump(svm_model_rbf, \"svm_model_rbf.joblib\")\n", "rbf_loaded_model = joblib.load(\"svm_model_rbf.joblib\")" ], "metadata": { "id": "FrFvkJIW93ie" }, "execution_count": 16, "outputs": [] }, { "cell_type": "code", "source": [ "y_proba = svm_model_linear.predict_proba(sentences_train)[:, 1]\n", "\n", "print(\"=== Training Metrics ===\")\n", "print(\"Accuracy:\", accuracy_score(y_train, y_pred_linear))\n", "print(\"Precision:\", precision_score(y_train, y_pred_linear))\n", "print(\"Recall:\", recall_score(y_train, y_pred_linear))\n", "print(\"F1 Score:\", f1_score(y_train, y_pred_linear))\n", "print(\"ROC AUC:\", roc_auc_score(y_train, y_proba))\n", "\n", "print(\"\\n=== Cross-Validation Metrics===\")\n", "for metric in [\"accuracy\", \"precision\", \"recall\", \"f1\", \"roc_auc\"]:\n", " scores = cross_val_score(svm_model_linear, sentences_train, y_train, cv=5, scoring=metric)\n", " print(f\"{metric.capitalize()}: mean={scores.mean():.4f}, std={scores.std():.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "xaUlVF-e-s5r", "outputId": "b15365ba-d024-4ef7-e9c2-386cd59058e6" }, "execution_count": 17, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Training Metrics ===\n", "Accuracy: 0.9492537313432836\n", "Precision: 0.963963963963964\n", "Recall: 0.9358600583090378\n", "F1 Score: 0.9497041420118343\n", "ROC AUC: 0.990121343425968\n", "\n", "=== Cross-Validation Metrics===\n", "Accuracy: mean=0.7672, std=0.0338\n", "Precision: mean=0.7874, std=0.0267\n", "Recall: mean=0.7464, std=0.0623\n", "F1: mean=0.7653, std=0.0405\n", "Roc_auc: mean=0.8354, std=0.0211\n" ] } ] }, { "cell_type": "code", "source": [ "y_proba = svm_model_polynomial.predict_proba(sentences_train)[:, 1]\n", "\n", "print(\"=== Training Metrics ===\")\n", "print(\"Accuracy:\", accuracy_score(y_train, y_pred_polynomial))\n", "print(\"Precision:\", precision_score(y_train, y_pred_polynomial))\n", "print(\"Recall:\", recall_score(y_train, y_pred_polynomial))\n", "print(\"F1 Score:\", f1_score(y_train, y_pred_polynomial))\n", "print(\"ROC AUC:\", roc_auc_score(y_train, y_pred_polynomial))\n", "\n", "print(\"\\n=== Cross-Validation Metrics===\")\n", "for metric in [\"accuracy\", \"precision\", \"recall\", \"f1\", \"roc_auc\"]:\n", " scores = cross_val_score(svm_model_polynomial, sentences_train, y_train, cv=5, scoring=metric)\n", " print(f\"{metric.capitalize()}: mean={scores.mean():.4f}, std={scores.std():.4f}\")" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Wpvbnbeb_Iis", "outputId": "42d47262-9729-4a95-fe81-4c133e7b55bb" }, "execution_count": 18, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Training Metrics ===\n", "Accuracy: 0.5119402985074627\n", "Precision: 0.5119402985074627\n", "Recall: 1.0\n", "F1 Score: 0.6771964461994077\n", "ROC AUC: 0.5\n", "\n", "=== Cross-Validation Metrics===\n", "Accuracy: mean=0.5119, std=0.0037\n", "Precision: mean=0.5119, std=0.0037\n", "Recall: mean=1.0000, std=0.0000\n", "F1: mean=0.6772, std=0.0032\n", "Roc_auc: mean=0.7739, std=0.0307\n" ] } ] }, { "cell_type": "code", "source": [ "y_proba = svm_model_rbf.predict_proba(sentences_train)[:, 1]\n", "\n", "print(\"=== Training Metrics ===\")\n", "print(\"Accuracy:\", accuracy_score(y_train, y_pred_rbf))\n", "print(\"Precision:\", precision_score(y_train, y_pred_rbf))\n", "print(\"Recall:\", recall_score(y_train, y_pred_rbf))\n", "print(\"F1 Score:\", f1_score(y_train, y_pred_rbf))\n", "print(\"ROC AUC:\", roc_auc_score(y_train, y_proba))\n", "\n", "print(\"\\n=== Cross-Validation Metrics===\")\n", "cv_means = {}\n", "for metric in [\"accuracy\", \"precision\", \"recall\", \"f1\", \"roc_auc\"]:\n", " scores = cross_val_score(svm_model_rbf, sentences_train, y_train, cv=5, scoring=metric)\n", " cv_means[metric] = scores.mean()\n", " print(f\"{metric.capitalize()}: mean={scores.mean():.4f}, std={scores.std():.4f}\")\n", "\n", "results_data['Accuracy'].append(cv_means['accuracy'])\n", "results_data['Precision'].append(cv_means['precision'])\n", "results_data['Recall'].append(cv_means['recall'])\n", "results_data['F1-score'].append(cv_means['f1'])\n", "results_data['AUC score'].append(cv_means['roc_auc'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "70l5Fb_F_Nbt", "outputId": "105e52f3-a643-484c-a694-3ccfd897f087" }, "execution_count": 19, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Training Metrics ===\n", "Accuracy: 0.9611940298507463\n", "Precision: 0.967551622418879\n", "Recall: 0.956268221574344\n", "F1 Score: 0.9618768328445748\n", "ROC AUC: 0.9938124660086839\n", "\n", "=== Cross-Validation Metrics===\n", "Accuracy: mean=0.7746, std=0.0351\n", "Precision: mean=0.7788, std=0.0233\n", "Recall: mean=0.7812, std=0.0735\n", "F1: mean=0.7785, std=0.0431\n", "Roc_auc: mean=0.8433, std=0.0218\n" ] } ] }, { "cell_type": "markdown", "source": [ "According to official document of sklearn.ensemble.RandomForestClassifier, summarize what hyper-parameters available for hyper-parameter tuning\n", "\n", "* n_estimators- Number of trees in the forest\n", "* max_depth- reduces tree complexity\n", "* max_leaf_nodes- reduces complexity of trees\n", "* min_samples_split- Minimum number of samples required to split an internal node\n", "* min_samples_leaf- Minimum number of samples required to be at a leaf node" ], "metadata": { "id": "QlkU4YIJCnV9" } }, { "cell_type": "code", "source": [ "from sklearn.ensemble import RandomForestClassifier\n", "\n", "hyperparameter_set = {'n_estimators': [10, 50, 100, 200, 300]}\n", "\n", "random_forest_model = RandomForestClassifier(n_estimators = 100)\n", "\n", "grid = GridSearchCV(\n", " estimator = random_forest_model,\n", " param_grid = hyperparameter_set\n", ")\n", "\n", "grid.fit(sentences_train, y_train)\n", "print(\"Best Forest params:\", grid.best_params_)\n", "\n", "\n", "random_forest_model = RandomForestClassifier(n_estimators = 300)\n", "random_forest_model.fit(sentences_train, y_train)\n", "y_pred = random_forest_model.predict(sentences_train)" ], "metadata": { "id": "H0ecRog4EPKi", "colab": { "base_uri": "https://localhost:8080/" }, "outputId": "955e7e12-aa78-4ec8-ec80-c698cad8651e" }, "execution_count": 20, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "Best Forest params: {'n_estimators': 300}\n" ] } ] }, { "cell_type": "code", "source": [ "joblib.dump(random_forest_model, \"random_forest_model.joblib\")\n", "forest_loaded_model = joblib.load(\"random_forest_model.joblib\")" ], "metadata": { "id": "2pBkeHwEGBo6" }, "execution_count": 21, "outputs": [] }, { "cell_type": "code", "source": [ "y_proba = random_forest_model.predict_proba(sentences_train)[:, 1]\n", "\n", "print(\"=== Training Metrics ===\")\n", "print(\"Accuracy:\", accuracy_score(y_train, y_pred))\n", "print(\"Precision:\", precision_score(y_train, y_pred))\n", "print(\"Recall:\", recall_score(y_train, y_pred))\n", "print(\"F1 Score:\", f1_score(y_train, y_pred))\n", "print(\"ROC AUC:\", roc_auc_score(y_train, y_proba))\n", "\n", "print(\"\\n=== Cross-Validation Metrics===\")\n", "cv_means = {}\n", "for metric in [\"accuracy\", \"precision\", \"recall\", \"f1\", \"roc_auc\"]:\n", " scores = cross_val_score(random_forest_model, sentences_train, y_train, cv=5, scoring=metric)\n", " cv_means[metric] = scores.mean()\n", " print(f\"{metric.capitalize()}: mean={scores.mean():.4f}, std={scores.std():.4f}\")\n", "\n", "results_data['Accuracy'].append(cv_means['accuracy'])\n", "results_data['Precision'].append(cv_means['precision'])\n", "results_data['Recall'].append(cv_means['recall'])\n", "results_data['F1-score'].append(cv_means['f1'])\n", "results_data['AUC score'].append(cv_means['roc_auc'])" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "u6FdGO4QGQB-", "outputId": "948eac8d-3e19-4f2c-f098-4e709ff2ff62" }, "execution_count": 22, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "=== Training Metrics ===\n", "Accuracy: 1.0\n", "Precision: 1.0\n", "Recall: 1.0\n", "F1 Score: 1.0\n", "ROC AUC: 1.0\n", "\n", "=== Cross-Validation Metrics===\n", "Accuracy: mean=0.7358, std=0.0315\n", "Precision: mean=0.8418, std=0.0517\n", "Recall: mean=0.6125, std=0.0805\n", "F1: mean=0.7115, std=0.0490\n", "Roc_auc: mean=0.8197, std=0.0428\n" ] } ] }, { "cell_type": "code", "source": [ "#print(results_data)\n", "evaluation_metrics_results=pd.DataFrame(results_data)\n", "\n", "print(evaluation_metrics_results)" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/" }, "id": "Z5R-Jrz10QY3", "outputId": "0216332c-86df-40d9-ccc9-33983190723f" }, "execution_count": 23, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ " Methods Accuracy Precision Recall F1-score AUC score\n", "0 Logistic Regression 0.568657 0.667220 0.308653 0.414806 0.642543\n", "1 SVM 0.774627 0.775029 0.789983 0.781209 0.839757\n", "2 Random Forest 0.774627 0.778819 0.781202 0.778485 0.843277\n", "3 KNN 0.735821 0.841776 0.612489 0.711452 0.819690\n" ] } ] }, { "cell_type": "code", "source": [ "import gradio as gr\n", "import joblib, numpy as np\n", "from pathlib import Path\n", "\n", "VECTORIZER = joblib.load(\"vectorizer.joblib\")\n", "CANDIDATES = [\"knn_model\", \"svm_model_rbf\", \"random_forest_model\", \"logistic_model\"]\n", "models = {}\n", "\n", "for name in CANDIDATES:\n", " p = Path(f\"/content/{name}.joblib\")\n", " if p.exists():\n", " models[name] = joblib.load(p)\n", "\n", "if not models:\n", " raise RuntimeError(\"No models found. Put joblib models in ./content/\")\n", "\n", "LABELS = [\"Negative Comment\", \"Positive Comment\"]\n", "\n", "def predict(text, model_name):\n", " if not text.strip():\n", " return \"\"\n", "\n", " X = VECTORIZER.transform([text])\n", " model = models[model_name]\n", " y_pred = model.predict(X)[0]\n", "\n", " if y_pred == 1:\n", " return \"Positive Feedback\"\n", " else:\n", " return \"Negative Feedback\"\n", "\n", "with gr.Blocks() as demo:\n", " gr.Markdown(\"## Sentiment Demo\")\n", " with gr.Row():\n", " with gr.Column():\n", " txt = gr.Textbox(label=\"Review Comment\", lines=6)\n", " mdl = gr.Dropdown(\n", " choices=list(models.keys()),\n", " value=next(iter(models.keys())),\n", " label=\"method\"\n", " )\n", " btn = gr.Button(\"Submit\")\n", " with gr.Column():\n", " pred = gr.Textbox(label=\"Predicted Sentiment Class\")\n", "\n", " btn.click(predict, inputs=[txt, mdl], outputs=[pred])\n", "\n", "if __name__ == \"__main__\":\n", " demo.launch()" ], "metadata": { "colab": { "base_uri": "https://localhost:8080/", "height": 643 }, "id": "27ra5GFa2BA5", "outputId": "89ba8fd5-2176-4ed8-c73f-29f922825fac" }, "execution_count": 31, "outputs": [ { "output_type": "stream", "name": "stdout", "text": [ "It looks like you are running Gradio on a hosted Jupyter notebook, which requires `share=True`. Automatically setting `share=True` (you can turn this off by setting `share=False` in `launch()` explicitly).\n", "\n", "Colab notebook detected. To show errors in colab notebook, set debug=True in launch()\n", "* Running on public URL: https://c85d0ac14b8eb3415d.gradio.live\n", "\n", "This share link expires in 1 week. For free permanent hosting and GPU upgrades, run `gradio deploy` from the terminal in the working directory to deploy to Hugging Face Spaces (https://huggingface.co/spaces)\n" ] }, { "output_type": "display_data", "data": { "text/plain": [ "" ], "text/html": [ "
" ] }, "metadata": {} } ] } ] }