{ "cells": [ { "cell_type": "code", "execution_count": 1, "metadata": {}, "outputs": [], "source": [ "#!pip install factor_analyzer\n", "import pandas as pd\n", "from sklearn.preprocessing import LabelEncoder, StandardScaler\n", "from sklearn.compose import ColumnTransformer\n", "from sklearn.pipeline import Pipeline\n", "from sklearn.ensemble import RandomForestRegressor\n", "from sklearn.model_selection import train_test_split\n", "from sklearn.metrics import mean_squared_error, r2_score\n", "from factor_analyzer import FactorAnalyzer\n", "import numpy as np\n", "import matplotlib.pyplot as plt\n", "\n", "# Load dataset\n", "df = pd.read_csv(\"merge_data/final_merged.csv\")\n", "\n", "# Transform genres column into binary columns\n", "unique_genres = set(genre for sublist in df[\"genres\"].str.split() for genre in sublist)\n", "for genre in unique_genres:\n", " df[genre] = df[\"genres\"].apply(lambda x: 1 if genre in x.split() else 0)\n", "df = df.drop(columns=[\"genres\"])\n", "\n", "# Select necessary columns for EFA and prediction\n", "selected_columns = [\n", " \"month\",\n", " \"year\",\n", " \"mpaa\",\n", " \"budget\",\n", " \"runtime\",\n", " \"screens\",\n", " \"opening_week\",\n", " \"domestic_box_office\",\n", " \"user_vote\",\n", " \"ratings\",\n", " \"critic_vote\",\n", " \"meta_score\",\n", " \"sequel\",\n", " \"country\",\n", "] + list(unique_genres)\n", "df = df[selected_columns]\n", "\n", "# Drop rows with NaN values\n", "df.dropna(inplace=True)" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" }, { "name": "stdout", "output_type": "stream", "text": [ "Number of factors to retain: 7\n", " Factor1 Factor2 Factor3 Factor4 Factor5 Factor6 \\\n", "History -0.026714 -0.045563 0.032632 0.589817 -0.010614 0.249758 \n", "Mystery -0.034500 -0.049806 0.535173 -0.063372 0.098441 -0.124855 \n", "Horror -0.077693 0.021813 0.634291 -0.179193 -0.218723 -0.061787 \n", "Documentary -0.041963 -0.027195 -0.018420 0.056991 -0.001264 0.026298 \n", "Thriller -0.204666 0.286036 0.541903 0.036678 0.318753 -0.170632 \n", "Fantasy 0.504869 0.082504 -0.009299 -0.048533 -0.155710 -0.088582 \n", "Comedy 0.228689 -0.311374 -0.460665 -0.310660 -0.009320 -0.145964 \n", "Action 0.003130 0.796272 -0.086916 0.076777 0.170466 -0.141608 \n", "Romance -0.133639 -0.350443 -0.305810 -0.038872 -0.219217 -0.159915 \n", "Western -0.006506 0.006624 -0.031089 0.100360 0.011717 -0.009058 \n", "Sci-Fi 0.117394 0.471329 0.059915 -0.077541 -0.156613 -0.059427 \n", "Family 0.822032 -0.112891 -0.094411 -0.097197 0.004552 0.030955 \n", "Musical 0.116229 -0.203058 -0.121682 0.001241 -0.055377 -0.006079 \n", "War -0.036436 0.012566 -0.012643 0.467337 -0.049379 -0.038538 \n", "Animation 0.713908 -0.039871 -0.053751 -0.026235 0.039354 -0.010707 \n", "Crime -0.132766 0.041161 0.049005 -0.046832 0.787454 -0.043368 \n", "Biography -0.090337 -0.104704 -0.025093 0.321565 0.014121 0.582816 \n", "Drama -0.213436 -0.365503 -0.030845 0.402834 0.036646 0.231434 \n", "Sport -0.018263 -0.025938 -0.090458 -0.067146 -0.027649 0.365316 \n", "Adventure 0.622548 0.425984 -0.135535 0.014406 -0.115363 -0.079556 \n", "\n", " Factor7 \n", "History -0.207360 \n", "Mystery 0.072582 \n", "Horror -0.136929 \n", "Documentary -0.182664 \n", "Thriller 0.155044 \n", "Fantasy 0.039679 \n", "Comedy -0.283386 \n", "Action 0.039076 \n", "Romance 0.145983 \n", "Western 0.039448 \n", "Sci-Fi 0.053776 \n", "Family -0.010331 \n", "Musical 0.048170 \n", "War -0.071653 \n", "Animation -0.016874 \n", "Crime 0.016448 \n", "Biography -0.026853 \n", "Drama 0.583145 \n", "Sport 0.003787 \n", "Adventure 0.068713 \n", "\n", "Significant Loadings (absolute value > 0.3):\n", " Factor1 Factor2 Factor3 Factor4 Factor5 Factor6 \\\n", "History NaN NaN NaN 0.589817 NaN NaN \n", "Mystery NaN NaN 0.535173 NaN NaN NaN \n", "Horror NaN NaN 0.634291 NaN NaN NaN \n", "Thriller NaN NaN 0.541903 NaN 0.318753 NaN \n", "Fantasy 0.504869 NaN NaN NaN NaN NaN \n", "Comedy NaN -0.311374 -0.460665 -0.310660 NaN NaN \n", "Action NaN 0.796272 NaN NaN NaN NaN \n", "Romance NaN -0.350443 -0.305810 NaN NaN NaN \n", "Sci-Fi NaN 0.471329 NaN NaN NaN NaN \n", "Family 0.822032 NaN NaN NaN NaN NaN \n", "War NaN NaN NaN 0.467337 NaN NaN \n", "Animation 0.713908 NaN NaN NaN NaN NaN \n", "Crime NaN NaN NaN NaN 0.787454 NaN \n", "Biography NaN NaN NaN 0.321565 NaN 0.582816 \n", "Drama NaN -0.365503 NaN 0.402834 NaN NaN \n", "Sport NaN NaN NaN NaN NaN 0.365316 \n", "Adventure 0.622548 0.425984 NaN NaN NaN NaN \n", "\n", " Factor7 \n", "History NaN \n", "Mystery NaN \n", "Horror NaN \n", "Thriller NaN \n", "Fantasy NaN \n", "Comedy NaN \n", "Action NaN \n", "Romance NaN \n", "Sci-Fi NaN \n", "Family NaN \n", "War NaN \n", "Animation NaN \n", "Crime NaN \n", "Biography NaN \n", "Drama 0.583145 \n", "Sport NaN \n", "Adventure NaN \n" ] } ], "source": [ "# Separate the genre columns\n", "genre_columns = list(unique_genres)\n", "genre_data = df[genre_columns]\n", "scaler = StandardScaler()\n", "genre_data_scaled = scaler.fit_transform(genre_data)\n", "\n", "# Determine the number of factors to retain\n", "fa = FactorAnalyzer()\n", "fa.fit(genre_data_scaled)\n", "\n", "# Get eigenvalues\n", "eigenvalues, _ = fa.get_eigenvalues()\n", "\n", "# Plot eigenvalues (scree plot)\n", "plt.figure(figsize=(10, 6))\n", "plt.plot(range(1, len(eigenvalues) + 1), eigenvalues, marker=\"o\")\n", "plt.title(\"Scree Plot\")\n", "plt.xlabel(\"Factors\")\n", "plt.ylabel(\"Eigenvalue\")\n", "plt.grid()\n", "plt.show()\n", "\n", "# Retain factors with eigenvalues > 1\n", "n_factors = sum(eigenvalues > 1)\n", "print(f\"Number of factors to retain: {n_factors}\")\n", "\n", "# Perform EFA with the determined number of factors\n", "fa = FactorAnalyzer(n_factors=n_factors, rotation=\"varimax\")\n", "fa.fit(genre_data_scaled)\n", "loadings = fa.loadings_\n", "\n", "# Create a DataFrame for loadings to interpret factors\n", "loadings_df = pd.DataFrame(\n", " loadings, index=genre_columns, columns=[f\"Factor{i+1}\" for i in range(n_factors)]\n", ")\n", "print(loadings_df)\n", "print(\"\\nSignificant Loadings (absolute value > 0.3):\")\n", "print(loadings_df[loadings_df.abs() > 0.3].dropna(how=\"all\"))" ] }, { "cell_type": "code", "execution_count": 3, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ "Best parameters: {'regressor__max_depth': None, 'regressor__min_samples_split': 2, 'regressor__n_estimators': 100}\n", "Best score: -0.16457205180685058\n", "Mean Squared Error (MSE): 717559415477809.8\n", "Root Mean Squared Error (RMSE): 26787299.518200967\n", "R^2 Score: 0.8938312412124851\n", "Cross-validated RMSE scores: [32403532.49074509 29058238.7962321 20762504.35360911 25358908.07400753\n", " 24395513.93997991]\n", "Mean RMSE: 26395739.530914746\n", "Standard deviation of RMSE: 3999793.4705056753\n" ] } ], "source": [ "# Transform the original genre data into factor scores\n", "from sklearn.model_selection import GridSearchCV, cross_val_score\n", "\n", "\n", "factor_scores = fa.transform(genre_data_scaled)\n", "factor_scores_df = pd.DataFrame(\n", " factor_scores, columns=[f\"Factor{i+1}\" for i in range(n_factors)]\n", ")\n", "\n", "# Combine factor scores with the original dataframe\n", "df = pd.concat([df, factor_scores_df], axis=1)\n", "\n", "# Drop the original genre columns\n", "df = df.drop(columns=genre_columns)\n", "mpaa_label_encoder = LabelEncoder()\n", "country_label_encoder = LabelEncoder()\n", "df[\"mpaa\"] = mpaa_label_encoder.fit_transform(df[\"mpaa\"])\n", "df[\"country\"] = country_label_encoder.fit_transform(df[\"country\"])\n", "# Separate features and target\n", "X = df.drop(\"domestic_box_office\", axis=1)\n", "y = df[\"domestic_box_office\"]\n", "y_log = np.log(y)\n", "\n", "# Split data into training and test sets\n", "X_train, X_test, y_train, y_test = train_test_split(\n", " X, y_log, test_size=0.2, random_state=42\n", ")\n", "\n", "# Preprocessing pipeline for numerical features\n", "numeric_features = [\n", " \"month\",\n", " \"year\",\n", " \"budget\",\n", " \"runtime\",\n", " \"screens\",\n", " \"opening_week\",\n", " \"user_vote\",\n", " \"ratings\",\n", " \"critic_vote\",\n", " \"meta_score\",\n", "] + [f\"Factor{i+1}\" for i in range(n_factors)]\n", "numeric_transformer = StandardScaler()\n", "\n", "\n", "preprocessor = ColumnTransformer(\n", " transformers=[\n", " (\"num\", numeric_transformer, numeric_features),\n", " ]\n", ")\n", "\n", "pipeline = Pipeline(\n", " steps=[\n", " (\"preprocessor\", preprocessor),\n", " (\"regressor\", RandomForestRegressor(random_state=42)),\n", " ]\n", ")\n", "\n", "param_grid = {\n", " \"regressor__n_estimators\": [50, 100, 150],\n", " \"regressor__max_depth\": [None, 10, 20, 30],\n", " \"regressor__min_samples_split\": [2, 5, 10],\n", "}\n", "\n", "grid_search = GridSearchCV(\n", " pipeline, param_grid, cv=5, n_jobs=-1, scoring=\"neg_mean_squared_error\"\n", ")\n", "grid_search.fit(X_train, y_train)\n", "\n", "print(f\"Best parameters: {grid_search.best_params_}\")\n", "print(f\"Best score: {grid_search.best_score_}\")\n", "\n", "best_model = grid_search.best_estimator_\n", "y_pred_log = best_model.predict(X_test)\n", "\n", "y_pred = np.expm1(y_pred_log)\n", "y_test_actual = np.expm1(y_test)\n", "\n", "mse = mean_squared_error(y_test_actual, y_pred)\n", "rmse = np.sqrt(mse)\n", "r2 = r2_score(y_test_actual, y_pred)\n", "print(f\"Mean Squared Error (MSE): {mse}\")\n", "print(f\"Root Mean Squared Error (RMSE): {rmse}\")\n", "print(f\"R^2 Score: {r2}\")\n", "\n", "scores = cross_val_score(best_model, X, y, cv=5, scoring=\"neg_mean_squared_error\")\n", "rmse_scores = np.sqrt(-scores)\n", "\n", "print(f\"Cross-validated RMSE scores: {rmse_scores}\")\n", "print(f\"Mean RMSE: {rmse_scores.mean()}\")\n", "print(f\"Standard deviation of RMSE: {rmse_scores.std()}\")" ] }, { "cell_type": "code", "execution_count": 4, "metadata": {}, "outputs": [ { "data": { "image/png": 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", "text/plain": [ "
" ] }, "metadata": {}, "output_type": "display_data" } ], "source": [ "import seaborn as sns\n", "import matplotlib.pyplot as plt\n", "\n", "columns = [\n", " \"month\",\n", " \"year\",\n", " \"budget\",\n", " \"runtime\",\n", " \"screens\",\n", " \"opening_week\",\n", " \"user_vote\",\n", " \"ratings\",\n", " \"critic_vote\",\n", " \"domestic_box_office\",\n", " \"meta_score\",\n", " \"sequel\",\n", "] + [f\"Factor{i+1}\" for i in range(n_factors)]\n", "correlation_matrix = df[columns].corr()\n", "\n", "plt.figure(figsize=(10, 8))\n", "sns.heatmap(correlation_matrix, annot=True, cmap=\"coolwarm\")\n", "plt.title(\"Correlation Matrix\")\n", "plt.show()" ] }, { "cell_type": "code", "execution_count": 6, "metadata": {}, "outputs": [ { "name": "stdout", "output_type": "stream", "text": [ " month year mpaa budget runtime screens opening_week country \\\n", "0 5.0 2017.0 3 5300000.0 89.0 2270.0 11205562.0 192 \n", "\n", " user_vote ratings critic_vote meta_score Factor1 Factor2 Factor3 \\\n", "0 61000.0 5.6 103.0 5.0 -0.35694 -0.167073 2.69688 \n", "\n", " Factor4 Factor5 Factor6 Factor7 Factor8 \n", "0 -0.397604 -0.344263 -0.063831 -0.309649 -0.098577 \n", "Predicted revenue: 31944426.675761484\n", "------------------------------------\n" ] }, { "name": "stderr", "output_type": "stream", "text": [ "c:\\Users\\DELL\\AppData\\Local\\Programs\\Python\\Python311\\Lib\\site-packages\\sklearn\\base.py:493: UserWarning: X does not have valid feature names, but StandardScaler was fitted with feature names\n", " warnings.warn(\n" ] } ], "source": [ "# Example new movie data\n", "new_movie = {\n", " \"month\": 5.0,\n", " \"year\": 2017.0,\n", " \"mpaa\": \"PG-13\",\n", " \"budget\": 5300000.0,\n", " \"runtime\": 89.0,\n", " \"screens\": 2270.0,\n", " \"opening_week\": 11205562.0,\n", " \"country\": \"United States\",\n", " \"user_vote\": 61000.0,\n", " \"ratings\": 5.6,\n", " \"critic_vote\": 103.0,\n", " \"meta_score\": 5.0,\n", "}\n", "\n", "# Convert mpaa and country using LabelEncoder\n", "new_movie[\"mpaa\"] = mpaa_label_encoder.transform([new_movie[\"mpaa\"]])[0]\n", "new_movie[\"country\"] = country_label_encoder.transform([new_movie[\"country\"]])[0]\n", "\n", "# Calculate factor scores for the new movie\n", "# Assuming genre_data for the new movie is available as a binary vector\n", "new_movie_genres = np.array(\n", " [1 if genre in [\"Horror\",\"Mystery\", \"Thriller\"] else 0 for genre in unique_genres]\n", ").reshape(\n", " 1, -1\n", ") # Example genres\n", "new_movie_genres_scaled = scaler.transform(new_movie_genres)\n", "new_movie_factors = fa.transform(new_movie_genres_scaled)\n", "\n", "# Combine new movie data with factor scores\n", "new_movie.update({f\"Factor{i+1}\": new_movie_factors[0, i] for i in range(n_factors)})\n", "\n", "# Create DataFrame\n", "new_movie_df = pd.DataFrame([new_movie])\n", "\n", "print(new_movie_df)\n", "\n", "# Predict the revenue\n", "predicted_revenue = best_model.predict(new_movie_df)\n", "print(f\"Predicted revenue: {np.expm1(predicted_revenue[0])}\")\n", "print(\"------------------------------------\")" ] } ], "metadata": { "kernelspec": { "display_name": "myenv", "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": "3.11.3" } }, "nbformat": 4, "nbformat_minor": 2 }