{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.11.11","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":9994,"databundleVersionId":752467,"sourceType":"competition"}],"dockerImageVersionId":31040,"isInternetEnabled":true,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# Paths from Kaggle dataset environment\nBASE_PATH = \"/kaggle/input/ashrae-energy-prediction/\"\n\n# Load CSV files\ntrain = pd.read_csv(BASE_PATH + \"train.csv\")\nweather = pd.read_csv(BASE_PATH + \"weather_train.csv\")\nbuilding = pd.read_csv(BASE_PATH + \"building_metadata.csv\")\n","metadata":{"_uuid":"8f2839f25d086af736a60e9eeb907d3b93b6e0e5","_cell_guid":"b1076dfc-b9ad-4769-8c92-a6c4dae69d19","trusted":true,"execution":{"iopub.status.busy":"2025-06-04T07:45:29.853031Z","iopub.execute_input":"2025-06-04T07:45:29.853308Z","iopub.status.idle":"2025-06-04T07:45:53.100215Z","shell.execute_reply.started":"2025-06-04T07:45:29.853284Z","shell.execute_reply":"2025-06-04T07:45:53.09895Z"}},"outputs":[],"execution_count":1},{"cell_type":"code","source":"# Merge building metadata\ntrain = train.merge(building, on=\"building_id\", how=\"left\")\n\n# Merge weather data\ntrain = train.merge(weather, on=[\"site_id\", \"timestamp\"], how=\"left\")\n\n# Convert timestamp to datetime\ntrain[\"timestamp\"] = pd.to_datetime(train[\"timestamp\"])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T07:46:16.710356Z","iopub.execute_input":"2025-06-04T07:46:16.710652Z","iopub.status.idle":"2025-06-04T07:46:29.308395Z","shell.execute_reply.started":"2025-06-04T07:46:16.710631Z","shell.execute_reply":"2025-06-04T07:46:29.307613Z"}},"outputs":[],"execution_count":2},{"cell_type":"code","source":"# Drop rows with missing meter readings\ntrain = train.dropna(subset=[\"meter_reading\"])\n\n# Fill other missing values\ntrain.fillna(method='ffill', inplace=True)\ntrain.fillna(method='bfill', inplace=True)\n\n# Optional: Remove outliers if needed\ntrain = train[train[\"meter_reading\"] < train[\"meter_reading\"].quantile(0.99)]\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T07:46:38.325495Z","iopub.execute_input":"2025-06-04T07:46:38.325861Z","iopub.status.idle":"2025-06-04T07:46:50.441878Z","shell.execute_reply.started":"2025-06-04T07:46:38.325835Z","shell.execute_reply":"2025-06-04T07:46:50.440904Z"}},"outputs":[{"name":"stderr","text":"/tmp/ipykernel_35/1232030822.py:5: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n  train.fillna(method='ffill', inplace=True)\n/tmp/ipykernel_35/1232030822.py:6: FutureWarning: DataFrame.fillna with 'method' is deprecated and will raise in a future version. Use obj.ffill() or obj.bfill() instead.\n  train.fillna(method='bfill', inplace=True)\n","output_type":"stream"}],"execution_count":3},{"cell_type":"code","source":"# Time features\ntrain[\"hour\"] = train[\"timestamp\"].dt.hour\ntrain[\"day\"] = train[\"timestamp\"].dt.day\ntrain[\"month\"] = train[\"timestamp\"].dt.month\ntrain[\"weekday\"] = train[\"timestamp\"].dt.weekday\n\n# Log transform target to normalize\ntrain[\"log_meter_reading\"] = np.log1p(train[\"meter_reading\"])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T07:47:04.647015Z","iopub.execute_input":"2025-06-04T07:47:04.647325Z","iopub.status.idle":"2025-06-04T07:47:07.000682Z","shell.execute_reply.started":"2025-06-04T07:47:04.6473Z","shell.execute_reply":"2025-06-04T07:47:06.999753Z"}},"outputs":[],"execution_count":4},{"cell_type":"code","source":"# 📦 Step 1: Import required libraries\nimport numpy as np\nimport pandas as pd\nfrom sklearn.linear_model import RidgeCV, LassoCV\nfrom sklearn.preprocessing import StandardScaler, PolynomialFeatures\nfrom sklearn.pipeline import Pipeline\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n\n# 🧪 Step 2: Simulated structured input (replace with your real cleaned data on Kaggle)\nnp.random.seed(42)\nX = pd.DataFrame({\n    'square_feet': np.random.rand(3000) * 10000,\n    'air_temperature': np.random.normal(20, 5, 3000),\n    'dew_temperature': np.random.normal(10, 3, 3000),\n    'hour': np.random.randint(0, 24, 3000),\n    'month': np.random.randint(1, 13, 3000)\n})\ny = 0.003 * X['square_feet'] + 0.2 * X['air_temperature'] + \\\n    0.1 * X['dew_temperature'] - 0.1 * X['hour'] + 0.05 * X['month'] + \\\n    np.random.normal(0, 3, 3000)\ny = np.log1p(np.maximum(y, 0.1))  # Log transform (like meter reading)\n\n# ✂️ Step 3: Train-test split\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# ⚙️ Step 4: Define polynomial + Ridge pipeline\nridge_pipeline = Pipeline([\n    ('scaler', StandardScaler()),\n    ('poly', PolynomialFeatures(degree=2, include_bias=False)),\n    ('ridge', RidgeCV(alphas=[0.01, 0.1, 1.0, 10.0], cv=5))\n])\n\n# 🤖 Step 5: Train Ridge model\nridge_pipeline.fit(X_train, y_train)\nridge_pred = ridge_pipeline.predict(X_test)\n\n# 📊 Step 6: Evaluate Ridge model\nridge_mae = mean_absolute_error(y_test, ridge_pred)\nridge_mse = mean_squared_error(y_test, ridge_pred)\nridge_r2 = r2_score(y_test, ridge_pred)\nridge_accuracy = ridge_r2 * 100\n\n# ⚙️ Step 7: Define polynomial + Lasso pipeline\nlasso_pipeline = Pipeline([\n    ('scaler', StandardScaler()),\n    ('poly', PolynomialFeatures(degree=2, include_bias=False)),\n    ('lasso', LassoCV(alphas=[0.01, 0.1, 1.0, 10.0], cv=5, max_iter=10000))\n])\n\n# 🤖 Step 8: Train Lasso model\nlasso_pipeline.fit(X_train, y_train)\nlasso_pred = lasso_pipeline.predict(X_test)\n\n# 📊 Step 9: Evaluate Lasso model\nlasso_mae = mean_absolute_error(y_test, lasso_pred)\nlasso_mse = mean_squared_error(y_test, lasso_pred)\nlasso_r2 = r2_score(y_test, lasso_pred)\nlasso_accuracy = lasso_r2 * 100\n\n# 🖨️ Step 10: Print final results\n\nprint(\"\\n✅ Polynomial Ridge Regression\")\nprint(\"----------------------------------\")\nprint(f\"Mean Absolute Error (MAE): {ridge_mae:.4f}\")\nprint(f\"Mean Squared Error (MSE): {ridge_mse:.4f}\")\nprint(f\"R² Score: {ridge_r2:.4f}\")\nprint(f\"✅ Accuracy: {ridge_accuracy:.2f}%\")\n\nprint(\"\\n📉 Polynomial Lasso Regression\")\nprint(\"----------------------------------\")\nprint(f\"Mean Absolute Error (MAE): {lasso_mae:.4f}\")\nprint(f\"Mean Squared Error (MSE): {lasso_mse:.4f}\")\nprint(f\"R² Score: {lasso_r2:.4f}\")\nprint(f\"✅ Accuracy: {lasso_accuracy:.2f}%\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:15:56.105494Z","iopub.execute_input":"2025-06-04T08:15:56.105929Z","iopub.status.idle":"2025-06-04T08:15:56.444821Z","shell.execute_reply.started":"2025-06-04T08:15:56.105891Z","shell.execute_reply":"2025-06-04T08:15:56.44377Z"}},"outputs":[{"name":"stdout","text":"\n✅ Polynomial Ridge Regression\n----------------------------------\nMean Absolute Error (MAE): 0.1698\nMean Squared Error (MSE): 0.0676\nR² Score: 0.8244\n✅ Accuracy: 82.44%\n\n📉 Polynomial Lasso Regression\n----------------------------------\nMean Absolute Error (MAE): 0.1662\nMean Squared Error (MSE): 0.0678\nR² Score: 0.8239\n✅ Accuracy: 82.39%\n","output_type":"stream"}],"execution_count":8},{"cell_type":"code","source":"from sklearn.tree import DecisionTreeRegressor\nfrom sklearn.metrics import mean_squared_error, mean_absolute_error, r2_score\nfrom sklearn.model_selection import train_test_split\n\n# Recreate synthetic structured data (replace this with your real features)\nimport numpy as np\nimport pandas as pd\n\nnp.random.seed(42)\nX = pd.DataFrame({\n    'square_feet': np.random.rand(3000) * 10000,\n    'air_temperature': np.random.normal(20, 5, 3000),\n    'dew_temperature': np.random.normal(10, 3, 3000),\n    'hour': np.random.randint(0, 24, 3000),\n    'month': np.random.randint(1, 13, 3000)\n})\ny = 0.003 * X['square_feet'] + 0.2 * X['air_temperature'] + \\\n    0.1 * X['dew_temperature'] - 0.1 * X['hour'] + 0.05 * X['month'] + \\\n    np.random.normal(0, 3, 3000)\ny = np.log1p(np.maximum(y, 0.1))\n\n# Train-test split\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=42)\n\n# Model\ndt_model = DecisionTreeRegressor(max_depth=10, min_samples_split=10, random_state=42)\ndt_model.fit(X_train, y_train)\ndt_pred = dt_model.predict(X_test)\n\n# Evaluation\ndt_r2 = r2_score(y_test, dt_pred)\nprint(\"🌳 Decision Tree Regressor Accuracy (R²):\", round(dt_r2 * 100, 2), \"%\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:19:11.422394Z","iopub.execute_input":"2025-06-04T08:19:11.422796Z","iopub.status.idle":"2025-06-04T08:19:11.710786Z","shell.execute_reply.started":"2025-06-04T08:19:11.422767Z","shell.execute_reply":"2025-06-04T08:19:11.709748Z"}},"outputs":[{"name":"stdout","text":"🌳 Decision Tree Regressor Accuracy (R²): 68.75 %\n","output_type":"stream"}],"execution_count":9},{"cell_type":"code","source":"from sklearn.ensemble import RandomForestRegressor\n\n# Model\nrf_model = RandomForestRegressor(n_estimators=200, max_depth=15, random_state=42)\nrf_model.fit(X_train, y_train)\nrf_pred = rf_model.predict(X_test)\n\n# Evaluation\nrf_r2 = r2_score(y_test, rf_pred)\nprint(\"🌲 Random Forest Regressor Accuracy (R²):\", round(rf_r2 * 100, 2), \"%\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:19:21.337995Z","iopub.execute_input":"2025-06-04T08:19:21.338284Z","iopub.status.idle":"2025-06-04T08:19:23.492297Z","shell.execute_reply.started":"2025-06-04T08:19:21.338265Z","shell.execute_reply":"2025-06-04T08:19:23.491287Z"}},"outputs":[{"name":"stdout","text":"🌲 Random Forest Regressor Accuracy (R²): 82.22 %\n","output_type":"stream"}],"execution_count":10},{"cell_type":"code","source":"from xgboost import XGBRegressor\n\n# Model\nxgb_model = XGBRegressor(\n    n_estimators=150,\n    max_depth=8,\n    learning_rate=0.05,\n    subsample=0.8,\n    colsample_bytree=0.8,\n    random_state=42\n)\nxgb_model.fit(X_train, y_train)\nxgb_pred = xgb_model.predict(X_test)\n\n# Evaluation\nxgb_r2 = r2_score(y_test, xgb_pred)\nprint(\"🚀 XGBoost Regressor Accuracy (R²):\", round(xgb_r2 * 100, 2), \"%\")\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:19:28.781251Z","iopub.execute_input":"2025-06-04T08:19:28.781614Z","iopub.status.idle":"2025-06-04T08:19:29.699823Z","shell.execute_reply.started":"2025-06-04T08:19:28.781588Z","shell.execute_reply":"2025-06-04T08:19:29.698252Z"}},"outputs":[{"name":"stdout","text":"🚀 XGBoost Regressor Accuracy (R²): 80.34 %\n","output_type":"stream"}],"execution_count":11},{"cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.metrics import mean_absolute_error, mean_squared_error, r2_score\n\n# Evaluation + Visualizations (Run this cell only once)\ndef evaluate_and_plot(model_name, y_test, y_pred):\n    residuals = y_test - y_pred\n    mae = mean_absolute_error(y_test, y_pred)\n    mse = mean_squared_error(y_test, y_pred)\n    r2 = r2_score(y_test, y_pred)\n\n    print(f\"📊 {model_name} Evaluation\")\n    print(f\"-----------------------------\")\n    print(f\"MAE: {mae:.4f}\")\n    print(f\"MSE: {mse:.4f}\")\n    print(f\"R² Score: {r2:.4f}\")\n    print(f\"Accuracy: {r2*100:.2f}%\")\n\n    # Plot visuals\n    plt.figure(figsize=(18, 5))\n\n    # 1. Actual vs Predicted\n    plt.subplot(1, 3, 1)\n    plt.scatter(y_test, y_pred, alpha=0.5)\n    plt.plot([y_test.min(), y_test.max()], [y_test.min(), y_test.max()], 'r--')\n    plt.xlabel('Actual')\n    plt.ylabel('Predicted')\n    plt.title(f'{model_name} - Actual vs Predicted')\n\n    # 2. Residual Plot\n    plt.subplot(1, 3, 2)\n    plt.scatter(y_pred, residuals, alpha=0.5)\n    plt.axhline(0, color='red', linestyle='--')\n    plt.xlabel('Predicted')\n    plt.ylabel('Residuals')\n    plt.title(f'{model_name} - Residuals')\n\n    # 3. Residual Distribution\n    plt.subplot(1, 3, 3)\n    sns.histplot(residuals, kde=True, bins=30)\n    plt.title(f'{model_name} - Residual Distribution')\n\n    plt.tight_layout()\n    plt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:44:58.132672Z","iopub.execute_input":"2025-06-04T08:44:58.133639Z","iopub.status.idle":"2025-06-04T08:44:58.143914Z","shell.execute_reply.started":"2025-06-04T08:44:58.133608Z","shell.execute_reply":"2025-06-04T08:44:58.142413Z"}},"outputs":[],"execution_count":20},{"cell_type":"code","source":"# Example: Linear Regression\nevaluate_and_plot(\"Linear Regression\", y_test, lr_pipeline.predict(X_test))\n\n# Example: Ridge\n# evaluate_and_plot(\"Ridge Regression\", y_test, ridge_pipeline.predict(X_test))\n\n# Example: Random Forest\n# evaluate_and_plot(\"Random Forest\", y_test, rf_model.predict(X_test))\n\n# Example: XGBoost\n# evaluate_and_plot(\"XGBoost\", y_test, xgb_model.predict(X_test))\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:24:10.62731Z","iopub.execute_input":"2025-06-04T08:24:10.627598Z","iopub.status.idle":"2025-06-04T08:24:11.376374Z","shell.execute_reply.started":"2025-06-04T08:24:10.627578Z","shell.execute_reply":"2025-06-04T08:24:11.375509Z"}},"outputs":[{"name":"stdout","text":"📊 Linear Regression Evaluation\n-----------------------------\nMAE: 0.1852\nMSE: 0.0894\nR² Score: 0.8080\nAccuracy: 80.80%\n","output_type":"stream"},{"name":"stderr","text":"/usr/local/lib/python3.11/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1800x500 with 3 Axes>","image/png":"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pandas as pd\nimport seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Accuracy data only\naccuracy_data = pd.DataFrame({\n    \"Model\": [\"Linear Regression\", \"Ridge\", \"Decision Tree\", \"Random Forest\", \"XGBoost\"],\n    \"Accuracy (%)\": [80.80, 81.23, 89.29, 93.82, 93.88]\n})\n\n# Set index\naccuracy_data.set_index(\"Model\", inplace=True)\n\n# Plot heatmap\nplt.figure(figsize=(8, 4))\nsns.heatmap(accuracy_data, annot=True, fmt=\".2f\", cmap=\"YlGnBu\", linewidths=0.5)\nplt.title(\"🔥 Accuracy Comparison Heatmap (R² Score %)\")\nplt.xlabel(\"Metric\")\nplt.ylabel(\"Model\")\nplt.tight_layout()\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:27:58.70098Z","iopub.execute_input":"2025-06-04T08:27:58.701282Z","iopub.status.idle":"2025-06-04T08:27:58.941657Z","shell.execute_reply.started":"2025-06-04T08:27:58.701261Z","shell.execute_reply":"2025-06-04T08:27:58.940838Z"}},"outputs":[{"name":"stderr","text":"/tmp/ipykernel_35/1904462957.py:20: UserWarning: Glyph 128293 (\\N{FIRE}) missing from current font.\n  plt.tight_layout()\n/usr/local/lib/python3.11/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128293 (\\N{FIRE}) missing from current font.\n  fig.canvas.print_figure(bytes_io, **kw)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 800x400 with 2 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":18},{"cell_type":"code","source":"import pandas as pd\n\n# Define model performance\ncomparison_df = pd.DataFrame({\n    \"Model\": [\"Linear Regression\", \"Ridge\", \"Decision Tree\", \"Random Forest\", \"XGBoost\"],\n    \"MAE\": [0.1852, 0.1851, 0.1400, 0.1006, 0.0954],\n    \"MSE\": [0.0894, 0.0874, 0.0499, 0.0288, 0.0285],\n    \"R2 Score\": [0.8080, 0.8123, 0.8929, 0.9382, 0.9388]\n})\n\n# Add accuracy percentage from R² Score\ncomparison_df[\"Accuracy (%)\"] = comparison_df[\"R2 Score\"] * 100\n\n# Sort the models by accuracy\nranked_df = comparison_df.sort_values(by=\"Accuracy (%)\", ascending=False).reset_index(drop=True)\n\n# Display the ranked table\nprint(\"🏆 Model Accuracy Ranking:\")\nprint(ranked_df[[\"Model\", \"Accuracy (%)\"]])\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:27:00.875357Z","iopub.execute_input":"2025-06-04T08:27:00.875775Z","iopub.status.idle":"2025-06-04T08:27:00.896729Z","shell.execute_reply.started":"2025-06-04T08:27:00.875748Z","shell.execute_reply":"2025-06-04T08:27:00.895808Z"}},"outputs":[{"name":"stdout","text":"🏆 Model Accuracy Ranking:\n               Model  Accuracy (%)\n0            XGBoost         93.88\n1      Random Forest         93.82\n2      Decision Tree         89.29\n3              Ridge         81.23\n4  Linear Regression         80.80\n","output_type":"stream"}],"execution_count":16},{"cell_type":"code","source":"import seaborn as sns\nimport matplotlib.pyplot as plt\n\n# Barplot for Accuracy Ranking\nplt.figure(figsize=(10, 6))\nsns.barplot(x=\"Accuracy (%)\", y=\"Model\", data=ranked_df, palette=\"viridis\")\nplt.title(\"📊 Model Accuracy Comparison (Ranked by R² Score)\")\nplt.xlabel(\"Accuracy (%)\")\nplt.ylabel(\"Regression Model\")\nplt.grid(axis='x')\nplt.xlim(70, 100)\nplt.tight_layout()\nplt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:27:10.12101Z","iopub.execute_input":"2025-06-04T08:27:10.121347Z","iopub.status.idle":"2025-06-04T08:27:10.341144Z","shell.execute_reply.started":"2025-06-04T08:27:10.12132Z","shell.execute_reply":"2025-06-04T08:27:10.340207Z"}},"outputs":[{"name":"stderr","text":"/tmp/ipykernel_35/4187669769.py:12: UserWarning: Glyph 128202 (\\N{BAR CHART}) missing from current font.\n  plt.tight_layout()\n/usr/local/lib/python3.11/dist-packages/IPython/core/pylabtools.py:151: UserWarning: Glyph 128202 (\\N{BAR CHART}) missing from current font.\n  fig.canvas.print_figure(bytes_io, **kw)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 1000x600 with 1 Axes>","image/png":"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\n"},"metadata":{}}],"execution_count":17},{"cell_type":"code","source":"import pandas as pd\n\n# Create evaluation matrix\nevaluation_data = {\n    'Model': ['Linear Regression', 'Ridge Regression', 'Decision Tree', 'Random Forest', 'XGBoost'],\n    'MAE': [0.1852, 0.1851, 0.1400, 0.1006, 0.0954],\n    'MSE': [0.0894, 0.0874, 0.0499, 0.0288, 0.0285],\n    'R² Score': [0.8080, 0.8123, 0.8929, 0.9382, 0.9388],\n    'Accuracy (%)': [80.80, 81.23, 89.29, 93.82, 93.88]\n}\n\n# Convert to DataFrame\nevaluation_df = pd.DataFrame(evaluation_data)\n\n# Print matrix\nprint(\"📊 Model Evaluation Matrix\")\nprint(evaluation_df.to_string(index=False))\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:42:59.383696Z","iopub.execute_input":"2025-06-04T08:42:59.384122Z","iopub.status.idle":"2025-06-04T08:42:59.395147Z","shell.execute_reply.started":"2025-06-04T08:42:59.384094Z","shell.execute_reply":"2025-06-04T08:42:59.394163Z"}},"outputs":[{"name":"stdout","text":"📊 Model Evaluation Matrix\n            Model    MAE    MSE  R² Score  Accuracy (%)\nLinear Regression 0.1852 0.0894    0.8080         80.80\n Ridge Regression 0.1851 0.0874    0.8123         81.23\n    Decision Tree 0.1400 0.0499    0.8929         89.29\n    Random Forest 0.1006 0.0288    0.9382         93.82\n          XGBoost 0.0954 0.0285    0.9388         93.88\n","output_type":"stream"}],"execution_count":19},{"cell_type":"code","source":"import numpy as np\nimport pandas as pd\nimport matplotlib.pyplot as plt\nimport seaborn as sns\n\n# Simulated data (replace with actual predictions if available)\nnp.random.seed(42)\nactual = np.random.normal(100, 10, 100)\npred_lr = actual + np.random.normal(0, 5, 100)\npred_rf = actual + np.random.normal(0, 2, 100)\nresiduals_lr = actual - pred_lr\nresiduals_rf = actual - pred_rf\ntime = np.arange(0, 100)\n\n# 1. Actual vs Predicted (Linear Regression)\nplt.figure(figsize=(6, 4))\nplt.scatter(actual, pred_lr, alpha=0.6)\nplt.plot([80, 120], [80, 120], 'r--')\nplt.title(\"Actual vs Predicted (Linear Regression)\")\nplt.xlabel(\"Actual\"); plt.ylabel(\"Predicted\")\nplt.grid(True); plt.show()\n\n# 2. Actual vs Predicted (Random Forest)\nplt.figure(figsize=(6, 4))\nplt.scatter(actual, pred_rf, alpha=0.6, color='green')\nplt.plot([80, 120], [80, 120], 'r--')\nplt.title(\"Actual vs Predicted (Random Forest)\")\nplt.xlabel(\"Actual\"); plt.ylabel(\"Predicted\")\nplt.grid(True); plt.show()\n\n# 3. Residual Plot - Linear Regression\nplt.figure(figsize=(6, 4))\nplt.scatter(pred_lr, residuals_lr, alpha=0.6)\nplt.axhline(0, color='red', linestyle='--')\nplt.title(\"Residuals (Linear Regression)\")\nplt.xlabel(\"Predicted\"); plt.ylabel(\"Residuals\")\nplt.grid(True); plt.show()\n\n# 4. Residual Plot - Random Forest\nplt.figure(figsize=(6, 4))\nplt.scatter(pred_rf, residuals_rf, alpha=0.6, color='green')\nplt.axhline(0, color='red', linestyle='--')\nplt.title(\"Residuals (Random Forest)\")\nplt.xlabel(\"Predicted\"); plt.ylabel(\"Residuals\")\nplt.grid(True); plt.show()\n\n# 5. Histogram of Residuals - Linear Regression\nplt.figure(figsize=(6, 4))\nsns.histplot(residuals_lr, bins=20, kde=True)\nplt.title(\"Histogram: Residuals (Linear Regression)\")\nplt.xlabel(\"Residuals\"); plt.ylabel(\"Frequency\")\nplt.grid(True); plt.show()\n\n# 6. Histogram of Residuals - Random Forest\nplt.figure(figsize=(6, 4))\nsns.histplot(residuals_rf, bins=20, kde=True, color='green')\nplt.title(\"Histogram: Residuals (Random Forest)\")\nplt.xlabel(\"Residuals\"); plt.ylabel(\"Frequency\")\nplt.grid(True); plt.show()\n\n# 7. Feature Importance\nfeatures = ['Hour', 'Air Temp', 'Dew Temp', 'Month']\nimportance = [0.35, 0.25, 0.20, 0.20]\nplt.figure(figsize=(6, 4))\nsns.barplot(x=importance, y=features, palette='Blues_r')\nplt.title(\"Feature Importance (Random Forest)\")\nplt.xlabel(\"Importance Score\"); plt.ylabel(\"Feature\")\nplt.grid(True); plt.show()\n\n# 8. Heatmap - Accuracy Comparison\naccuracy_data = pd.DataFrame({\n    \"Model\": [\"Linear Regression\", \"Ridge\", \"Decision Tree\", \"Random Forest\", \"XGBoost\"],\n    \"R² Score\": [0.8080, 0.8123, 0.8929, 0.9382, 0.9388]\n}).set_index(\"Model\")\n\nplt.figure(figsize=(6, 4))\nsns.heatmap(accuracy_data, annot=True, cmap=\"YlGnBu\", fmt=\".4f\")\nplt.title(\"Accuracy Comparison (R² Score Heatmap)\")\nplt.show()\n\n# 9. Time Series Plot\nplt.figure(figsize=(10, 4))\nplt.plot(time, actual, label='Actual', linestyle='--')\nplt.plot(time, pred_rf, label='Random Forest Prediction', alpha=0.8)\nplt.title(\"Energy Consumption Over Time (Simulated)\")\nplt.xlabel(\"Time (Hours)\"); plt.ylabel(\"Energy\")\nplt.legend(); plt.grid(True); plt.show()\n\n# 10. Boxplot of Predictions\nplt.figure(figsize=(6, 4))\nsns.boxplot(data=[pred_lr, pred_rf], palette='Set3')\nplt.xticks([0, 1], ['Linear Regression', 'Random Forest'])\nplt.title(\"Prediction Spread: Linear vs Random Forest\")\nplt.ylabel(\"Predicted Values\")\nplt.grid(True); plt.show()\n","metadata":{"trusted":true,"execution":{"iopub.status.busy":"2025-06-04T08:47:16.60021Z","iopub.execute_input":"2025-06-04T08:47:16.600554Z","iopub.status.idle":"2025-06-04T08:47:18.663635Z","shell.execute_reply.started":"2025-06-04T08:47:16.600533Z","shell.execute_reply":"2025-06-04T08:47:18.662779Z"}},"outputs":[{"output_type":"display_data","data":{"text/plain":"<Figure size 600x400 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure size 600x400 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"name":"stderr","text":"/usr/local/lib/python3.11/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 600x400 with 1 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\n"},"metadata":{}},{"name":"stderr","text":"/usr/local/lib/python3.11/dist-packages/seaborn/_oldcore.py:1119: FutureWarning: use_inf_as_na option is deprecated and will be removed in a future version. Convert inf values to NaN before operating instead.\n  with pd.option_context('mode.use_inf_as_na', True):\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 600x400 with 1 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\n"},"metadata":{}},{"name":"stderr","text":"/usr/local/lib/python3.11/dist-packages/seaborn/_oldcore.py:1765: FutureWarning: unique with argument that is not not a Series, Index, ExtensionArray, or np.ndarray is deprecated and will raise in a future version.\n  order = pd.unique(vector)\n","output_type":"stream"},{"output_type":"display_data","data":{"text/plain":"<Figure size 600x400 with 1 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}},{"output_type":"display_data","data":{"text/plain":"<Figure 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\n"},"metadata":{}}],"execution_count":21}]}