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"}}},{"id":"53feb5c9","cell_type":"markdown","source":"![data009a.jpg](attachment:data009a.jpg)","metadata":{},"attachments":{"data009a.jpg":{"image/jpeg":"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"}}},{"id":"3bdb460f","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Import Libraries\n</p>","metadata":{"papermill":{"duration":0.011295,"end_time":"2024-12-20T18:01:16.070383","exception":false,"start_time":"2024-12-20T18:01:16.059088","status":"completed"},"tags":[]}},{"id":"d3725bef","cell_type":"code","source":"import matplotlib.pyplot as plt\nimport seaborn as sns\nimport numpy as np\nimport pandas as pd \nimport missingno as msno\nimport seaborn as sns\n\nfrom sklearn.preprocessing import LabelEncoder\nfrom sklearn.preprocessing import OrdinalEncoder\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.metrics import mean_squared_error\nfrom lightgbm import LGBMRegressor\n\nimport warnings\nwarnings.filterwarnings(\"ignore\")","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:16.096155Z","iopub.status.busy":"2024-12-20T18:01:16.095746Z","iopub.status.idle":"2024-12-20T18:01:31.301678Z","shell.execute_reply":"2024-12-20T18:01:31.300683Z"},"papermill":{"duration":15.221365,"end_time":"2024-12-20T18:01:31.304118","exception":false,"start_time":"2024-12-20T18:01:16.082753","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"27b98787","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Loading Dataset\n</p>","metadata":{"papermill":{"duration":0.011461,"end_time":"2024-12-20T18:01:31.327792","exception":false,"start_time":"2024-12-20T18:01:31.316331","status":"completed"},"tags":[]}},{"id":"1cb8b6f0","cell_type":"code","source":"train = pd.read_csv('/kaggle/input/playground-series-s4e12/train.csv',index_col=[0])\ntest = pd.read_csv('/kaggle/input/playground-series-s4e12/test.csv',index_col=[0])","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:31.352983Z","iopub.status.busy":"2024-12-20T18:01:31.352309Z","iopub.status.idle":"2024-12-20T18:01:41.633572Z","shell.execute_reply":"2024-12-20T18:01:41.632561Z"},"papermill":{"duration":10.29652,"end_time":"2024-12-20T18:01:41.63597","exception":false,"start_time":"2024-12-20T18:01:31.33945","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"f6ac0263","cell_type":"code","source":"train.tail().T","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:41.661814Z","iopub.status.busy":"2024-12-20T18:01:41.661428Z","iopub.status.idle":"2024-12-20T18:01:41.679855Z","shell.execute_reply":"2024-12-20T18:01:41.678861Z"},"papermill":{"duration":0.033708,"end_time":"2024-12-20T18:01:41.681923","exception":false,"start_time":"2024-12-20T18:01:41.648215","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"ee6253cc","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Evaluation 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style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Extract Target Column\n</p>","metadata":{"papermill":{"duration":0.011681,"end_time":"2024-12-20T18:01:41.753594","exception":false,"start_time":"2024-12-20T18:01:41.741913","status":"completed"},"tags":[]}},{"id":"303099aa","cell_type":"code","source":"# Extract the Target Column\ntarget_column = (set(train.columns) - set(test.columns)).pop()\n\nprint(f\"Target column: {target_column}\")\nprint(f\"Data type: {train[target_column].dtype}\")","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:41.77931Z","iopub.status.busy":"2024-12-20T18:01:41.778918Z","iopub.status.idle":"2024-12-20T18:01:41.785102Z","shell.execute_reply":"2024-12-20T18:01:41.78409Z"},"papermill":{"duration":0.022254,"end_time":"2024-12-20T18:01:41.787797","exception":false,"start_time":"2024-12-20T18:01:41.765543","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"56f9d7aa","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Histogram of Target Variable (Original and Log)\n</p>","metadata":{"papermill":{"duration":0.013753,"end_time":"2024-12-20T18:01:41.815149","exception":false,"start_time":"2024-12-20T18:01:41.801396","status":"completed"},"tags":[]}},{"id":"5b9e1f73","cell_type":"code","source":"# Original target column\nplt.figure(figsize=(9, 3))\nplt.subplot(1, 2, 1)\nsns.histplot(train[target_column], kde=True, bins=30, color='blue')\nplt.title(f'Histogram of Target : {target_column} (y)', fontsize=11)\nplt.xlabel(f'{target_column} (y)', fontsize=10)\nplt.ylabel('Frequency', fontsize=10)\nplt.tick_params(axis='both', which='major', labelsize=7)\nplt.grid(True, linestyle='--', alpha=0.6)\n\n# log(y_train + 1)\ny_train_log = np.log1p(train[target_column])\nplt.subplot(1, 2, 2)\nsns.histplot(y_train_log, kde=True, bins=30, color='green')\nplt.title(f'Histogram of log( y + 1 )', fontsize=11)\nplt.xlabel(f'log( y + 1 )', fontsize=10)\nplt.ylabel('Frequency', fontsize=10)\nplt.tick_params(axis='both', which='major', labelsize=7)\nplt.grid(True, linestyle='--', alpha=0.6)\n\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:41.845183Z","iopub.status.busy":"2024-12-20T18:01:41.844798Z","iopub.status.idle":"2024-12-20T18:01:53.045062Z","shell.execute_reply":"2024-12-20T18:01:53.044039Z"},"papermill":{"duration":11.21648,"end_time":"2024-12-20T18:01:53.047945","exception":false,"start_time":"2024-12-20T18:01:41.831465","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"61a6c1eb","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 28px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2060A0; \n display: inline-block;\n border-radius: 5px;\n padding: 15px 120px;\n margin-left: 0px;\n\">\n  EDA (Exploratory Data Analysis)\n</p>","metadata":{"papermill":{"duration":0.012906,"end_time":"2024-12-20T18:01:53.07444","exception":false,"start_time":"2024-12-20T18:01:53.061534","status":"completed"},"tags":[]}},{"id":"19a94f09","cell_type":"code","source":"train.info()","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:53.102881Z","iopub.status.busy":"2024-12-20T18:01:53.102034Z","iopub.status.idle":"2024-12-20T18:01:53.752526Z","shell.execute_reply":"2024-12-20T18:01:53.751367Z"},"papermill":{"duration":0.667291,"end_time":"2024-12-20T18:01:53.754759","exception":false,"start_time":"2024-12-20T18:01:53.087468","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"b4a994e9","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Missing Values Count\n</p>","metadata":{"papermill":{"duration":0.013462,"end_time":"2024-12-20T18:01:55.339516","exception":false,"start_time":"2024-12-20T18:01:55.326054","status":"completed"},"tags":[]}},{"id":"eba81f5d","cell_type":"code","source":"train.isnull().sum()","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:55.369841Z","iopub.status.busy":"2024-12-20T18:01:55.368992Z","iopub.status.idle":"2024-12-20T18:01:55.941815Z","shell.execute_reply":"2024-12-20T18:01:55.940793Z"},"papermill":{"duration":0.590098,"end_time":"2024-12-20T18:01:55.944002","exception":false,"start_time":"2024-12-20T18:01:55.353904","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"bb32d979","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Missing Data Locations\n</p>","metadata":{}},{"id":"4c56f6ed","cell_type":"code","source":"# Missing Data Locations in Train Columns\n\nmsno.matrix(df=train, color=(0.0, 0.2, 0.4))\n\nplt.title('Missing Data Locations in Train Columns', fontsize=24)\nplt.xlabel('Columns', fontsize=22)\nplt.ylabel('Rows', fontsize=22)\nplt.xticks(fontsize=18)\nplt.yticks(fontsize=18)\nplt.show()","metadata":{},"outputs":[],"execution_count":null},{"id":"873b615e","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 50px;\n margin-left: 0px;\n\">\n Visualizing Missing Values\n</p>","metadata":{"papermill":{"duration":0.013397,"end_time":"2024-12-20T18:01:55.971276","exception":false,"start_time":"2024-12-20T18:01:55.957879","status":"completed"},"tags":[]}},{"id":"37cf35ac","cell_type":"code","source":"# Function to highlight missing values in the DataFrame\ndef highlight_missing(val):\n    if pd.isna(val):\n        # Apply styling for missing values\n        return 'background-color: SkyBlue; border: 1px solid red'\n    else:\n        return ''\n\n# Identify columns with missing values\ncolumns_with_issues = train.columns[train.isnull().sum() > 0]\n\n# Select representative rows with missing values for each column\nrepresentative_rows = pd.concat(\n    [train[train[col].isnull()].iloc[:1] for col in columns_with_issues]\n).drop_duplicates()\n\n# Apply styling to highlight missing values in the selected rows\nstyled_df = representative_rows.T.style.applymap(highlight_missing)\n\n# Display the styled DataFrame\ndisplay(styled_df)","metadata":{"execution":{"iopub.execute_input":"2024-12-20T18:01:56.000992Z","iopub.status.busy":"2024-12-20T18:01:56.000436Z","iopub.status.idle":"2024-12-20T18:01:57.153464Z","shell.execute_reply":"2024-12-20T18:01:57.152414Z"},"papermill":{"duration":1.170467,"end_time":"2024-12-20T18:01:57.155612","exception":false,"start_time":"2024-12-20T18:01:55.985145","status":"completed"},"tags":[]},"outputs":[],"execution_count":null},{"id":"c13272b9","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2050A0; \n display: inline-block;\n border-radius: 15px;\n padding: 15px 120px;\n margin-left: 0px;\n text-align: center;\n\">\n  Feature Engineering : Part1<br>\n  <span style=\"display: block; margin-top: 20px; font-size: 26px; font-weight: normal; color: yellow;\">\n    Convert Object columns to Category type\n  </span>\n</p>\n","metadata":{}},{"id":"b3c82f97","cell_type":"code","source":"# Convert object columns to category type\ndef convert_object_to_category(df):\n   \n    # Automatically detect 'object' type columns\n    object_columns = df.select_dtypes(include=['object']).columns\n    \n    # Convert 'object' type columns to 'category' type\n    for col in object_columns:\n        df[col] = df[col].astype('category')\n    \n    return df\n\n# Convert 'object' columns to 'category'\ntrain = convert_object_to_category(train)\ntest = convert_object_to_category(test)\n\n# Data Types\nprint(train.dtypes)","metadata":{},"outputs":[],"execution_count":null},{"id":"bf689a1a","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nTraining and Scoring\n</p>","metadata":{}},{"id":"8e1f0f10","cell_type":"code","source":"# Function to Calculate RMSLE Using LightGBM Model\ndef calculate_rmsle(train, target_column): \n\n    # Prepare input data\n    X_train = train.drop([target_column], axis=1)\n    y_train = train[target_column]\n    y_train_log = np.log1p(y_train)  # Log transformation of the target\n\n    # Split data into training and validation sets\n    X_train, X_val, y_train_log, y_val_log = train_test_split(X_train, y_train_log, test_size=0.2, random_state=42)\n\n    # LightGBM model\n    model = LGBMRegressor(n_estimators=100, num_leaves=50, reg_alpha=0.2, reg_lambda=100, verbose=-1)\n\n    # Training\n    model.fit(X_train, y_train_log)\n\n    # Predict on the validation data\n    y_pred_log = model.predict(X_val)\n\n    # Calculate RMSLE\n    RMSLE = np.sqrt(mean_squared_error(y_val_log, y_pred_log))\n\n    return RMSLE, model  # Return both RMSLE and model\n\n# Calculate RMSLE for the model\nmodel_name = 'Convert Object to Category'\nRMSLE_dict = {}\nRMSLE_dict[model_name], model = calculate_rmsle(train, target_column)\n\nprint(f\"Train RMSLE : {RMSLE_dict[model_name]}\")","metadata":{},"outputs":[],"execution_count":null},{"id":"394aa98d","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2050A0; \n display: inline-block;\n border-radius: 15px;\n padding: 15px 120px;\n margin-left: 0px;\n text-align: center;\n\">\n  Feature Engineering : Part2<br>\n  <span style=\"display: block; margin-top: 20px; font-size: 26px; font-weight: normal; color: yellow;\">\n    Datetime Transformation\n  </span>\n</p>","metadata":{}},{"id":"a7fd4fbb","cell_type":"code","source":"# Function to Extract Datetime Features and Encode Them\ndef extract_datetime_features(df):\n\n    # Retrieve columns with 'category' data type\n    datetime_columns = df.select_dtypes(include=['category']).columns\n\n    for col in datetime_columns:\n        try:\n            # Convert the column to datetime\n            df[col] = pd.to_datetime(df[col], errors='raise')\n            \n            # Convert datetime to epoch time (UNIX time in seconds)\n            df[f'{col}_epoch'] = df[col].astype(np.int64) / 10**9\n\n            # Extract relevant features from the datetime objects\n            df[f'{col}_year'] = df[col].dt.year.astype('float64')\n            df[f'{col}_month'] = df[col].dt.month.astype('float64')\n            df[f'{col}_day'] = df[col].dt.day.astype('float64')\n            df[f'{col}_day_of_week'] = df[col].dt.dayofweek.astype('float64')\n            df[f'{col}_hour'] = df[col].dt.hour.astype('float64')\n            df[f'{col}_minute'] = df[col].dt.minute.astype('float64')\n\n            # Add cyclical features for year and month\n            df[f'{col}_year_sin'] = np.sin(2 * np.pi * df[f'{col}_year'])\n            df[f'{col}_year_cos'] = np.cos(2 * np.pi * df[f'{col}_year'])\n            df[f'{col}_month_sin'] = np.sin(2 * np.pi * df[f'{col}_month'] / 12) \n            df[f'{col}_month_cos'] = np.cos(2 * np.pi * df[f'{col}_month'] / 12)\n\n            # Drop the original datetime column\n            df.drop(col, axis=1, inplace=True)\n\n        except Exception as e:\n            # Continue with the next column in case of errors\n            continue\n\n    return df\n\n# Extract and Encode Datetime Features\ntrain = extract_datetime_features(train)\ntest = extract_datetime_features(test)","metadata":{},"outputs":[],"execution_count":null},{"id":"2d6f0228","cell_type":"code","source":"train.info()","metadata":{},"outputs":[],"execution_count":null},{"id":"f6b25fcf","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nTraining and Scoring\n</p>","metadata":{}},{"id":"bfffa31e","cell_type":"code","source":"# Calculate RMSLE for the model\n\nmodel_name = 'Datetime Transformation'\nRMSLE_dict[model_name], model = calculate_rmsle(train, target_column)\n\nprint(f\"Train RMSLE : {RMSLE_dict[model_name]}\")","metadata":{},"outputs":[],"execution_count":null},{"id":"182e0d0a","cell_type":"code","source":"# Function to Plot RMSLE Comparison Between Models\ndef plot_rmsle_comparison(rmsle_dict):\n     \n    # Extract model names and RMSLE values from the dictionary\n    models = list(rmsle_dict.keys())\n    rmsle_values = list(rmsle_dict.values())\n\n    # Create a line plot\n    plt.figure(figsize=(8, 6))\n    plt.plot(models, rmsle_values, marker='o', linestyle='-', color='blue', label=\"RMSLE\")\n\n    # Display RMSLE values on each data point\n    for i, value in enumerate(rmsle_values):\n        # Adjust the position of the numbers slightly above the points\n        plt.text(i + 0.055, value + 0.00055, f\"{value:.6f}\", ha='center', va='bottom', fontsize=10)\n\n    # Set the graph decorations\n    y_min, y_max = min(rmsle_values) - 0.002, max(rmsle_values) + 0.002\n    plt.ylim(y_min, y_max) \n    plt.xticks(rotation=45, ha='right')\n    plt.title(\"RMSLE Comparison Between Models\", fontsize=11)\n    plt.ylabel(\"RMSLE\", fontsize=11)\n    plt.grid(axis='y', linestyle='--', alpha=0.7)\n    plt.tight_layout()\n    plt.show()\n\n# Comparing RMSLE Characteristics Across Models\nplot_rmsle_comparison(RMSLE_dict)","metadata":{},"outputs":[],"execution_count":null},{"id":"9679e6c0","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2050A0; \n display: inline-block;\n border-radius: 15px;\n padding: 15px 120px;\n margin-left: 0px;\n text-align: center;\n\">\n  Feature Engineering : Part3<br>\n  <span style=\"display: block; margin-top: 20px; font-size: 26px; font-weight: normal; color: yellow;\">\n    Filling Missing Values in Categorical Features\n  </span>\n</p>","metadata":{}},{"id":"bb7d332f","cell_type":"code","source":"# Function to Fill Missing Values in Categorical Columns with a Specified Value\ndef fill_missing_categoricals(data, fill_value=\"Unknown\"):\n\n    # Retrieve columns of category type\n    category_columns = data.select_dtypes(include=['category']).columns\n\n    # Fill missing values for each categorical column\n    for col in category_columns:\n        if fill_value not in data[col].cat.categories:\n            data[col] = data[col].cat.add_categories([fill_value])\n\n        # Fill missing values\n        data[col].fillna(fill_value, inplace=True)\n\n# Apply the function\nfill_missing_categoricals(train, fill_value=\"Unknown\")\nfill_missing_categoricals(test, fill_value=\"Unknown\")","metadata":{},"outputs":[],"execution_count":null},{"id":"0eba3923","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nTraining and Scoring\n</p>","metadata":{}},{"id":"d9cb861a","cell_type":"code","source":"# Calculate RMSLE for the model\n\nmodel_name = 'Fill Missing Categorical Columns'\nRMSLE_dict[model_name], model = calculate_rmsle(train, target_column)\n\nprint(f\"Train RMSLE : {RMSLE_dict[model_name]}\")\n\n# Comparing RMSLE Characteristics Across Models\nplot_rmsle_comparison(RMSLE_dict)","metadata":{},"outputs":[],"execution_count":null},{"id":"14a1d371","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2050A0; \n display: inline-block;\n border-radius: 15px;\n padding: 15px 120px;\n margin-left: 0px;\n text-align: center;\n\">\n  Feature Engineering : Part4<br>\n  <span style=\"display: block; margin-top: 20px; font-size: 24px; font-weight: normal; color: yellow;\">\n  Categorical Data Encoding \n  </span>\n</p>","metadata":{}},{"id":"4ec26fcb","cell_type":"code","source":"# Checking the Elements of Categorical Data\n\ncategorical_columns = train.select_dtypes(include=['category']).columns\n\nfor col in categorical_columns:\n    print(f\"Column: {col}\")\n    print(train[col].unique())\n    print(\"-\" * 50)","metadata":{},"outputs":[],"execution_count":null},{"id":"fcc5c806","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nOrdinal Encoding\n</p>","metadata":{}},{"id":"efbf959d","cell_type":"code","source":"# List of columns that will be encoded with ordinal values\nordinal_columns = ['Policy Type', 'Education Level']\n\n# Specify the order of categories for each column\nordinal_categories = [\n    ['Basic', 'Comprehensive', 'Premium'],\n    ['High School', \"Bachelor's\", \"Master's\", 'PhD'],\n]\n\n# Create an instance of OrdinalEncoder with the specified categories\nordinal_encoder = OrdinalEncoder(categories=ordinal_categories)\n\n# Apply the OrdinalEncoder to the training data and test data\ntrain[ordinal_columns] = ordinal_encoder.fit_transform(train[ordinal_columns]).astype('int8')\ntest[ordinal_columns] = ordinal_encoder.transform(test[ordinal_columns]).astype('int8')","metadata":{},"outputs":[],"execution_count":null},{"id":"0ce268b8","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nLabel Encoding\n</p>","metadata":{}},{"id":"3d0365d5","cell_type":"code","source":"# List of columns to apply label encoding\nlabel_encode_columns = ['Gender', 'Smoking Status']\nle = LabelEncoder()\n\n# Apply label encoding for each specified column\nfor col in label_encode_columns:\n    train[col] = le.fit_transform(train[col]).astype('int8')\n    test[col] = le.transform(test[col]).astype('int8')","metadata":{},"outputs":[],"execution_count":null},{"id":"b737f501","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nOne-Hot Encoding\n</p>","metadata":{}},{"id":"50dff1ff","cell_type":"code","source":"# Save the target column\ntarget = train[target_column]\n\n# Drop the target column and apply One-Hot Encoding to categorical columns\ntrain = train.drop(columns=[target_column])\ntrain = pd.get_dummies(train, columns=train.select_dtypes(include=['category']).columns, drop_first=True)\ntest = pd.get_dummies(test, columns=test.select_dtypes(include=['category']).columns, drop_first=True)\n\n# Align columns between train and test datasets\ntrain, test = train.align(test, join='left', axis=1, fill_value=0)\n\n# Restore the target column to the training data\ntrain[target_column] = target","metadata":{},"outputs":[],"execution_count":null},{"id":"0a50a5b0","cell_type":"code","source":"train.head().T","metadata":{},"outputs":[],"execution_count":null},{"id":"e06666b8","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nTraining and Scoring\n</p>","metadata":{}},{"id":"c512d71c","cell_type":"code","source":"# Calculate RMSLE for the model\n\nmodel_name = 'Categorical Data Encoding'\nRMSLE_dict[model_name], model = calculate_rmsle(train, target_column)\n\nprint(f\"Train RMSLE : {RMSLE_dict[model_name]}\")\n\n# Comparing RMSLE Characteristics Across Models\nplot_rmsle_comparison(RMSLE_dict)","metadata":{},"outputs":[],"execution_count":null},{"id":"cb228e16","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2050A0; \n display: inline-block;\n border-radius: 15px;\n padding: 15px 120px;\n margin-left: 0px;\n text-align: center;\n\">\n  Feature Engineering : Part5<br>\n  <span style=\"display: block; margin-top: 20px; font-size: 24px; font-weight: normal; color: yellow;\">\n   Normalization of Numerical Data  \n  </span>\n</p>","metadata":{}},{"id":"4dbc490b","cell_type":"code","source":"# Select numerical columns\nnumerical_columns = train.select_dtypes(include=['float64']).columns\nnumerical_columns = numerical_columns[numerical_columns != target_column]\n\n# Applying Normalization\nscaler = StandardScaler()\ntrain[numerical_columns] = scaler.fit_transform(train[numerical_columns])\ntest[numerical_columns] = scaler.transform(test[numerical_columns])","metadata":{},"outputs":[],"execution_count":null},{"id":"ae55ca28","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nTraining and Scoring\n</p>","metadata":{}},{"id":"44ec4e7a","cell_type":"code","source":"# Calculate RMSLE for the model\n\nmodel_name = 'Normalization of Numerical Data'\nRMSLE_dict[model_name], model = calculate_rmsle(train, target_column)\n\nprint(f\"Train RMSLE : {RMSLE_dict[model_name]}\")\n\n# Comparing RMSLE Characteristics Across Models\nplot_rmsle_comparison(RMSLE_dict)","metadata":{},"outputs":[],"execution_count":null},{"id":"d0fd7063","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2050A0; \n display: inline-block;\n border-radius: 15px;\n padding: 15px 120px;\n margin-left: 0px;\n text-align: center;\n\">\n  Feature Engineering : Part6<br>\n  <span style=\"display: block; margin-top: 20px; font-size: 24px; font-weight: normal; color: yellow;\">\n  Select Features from Correlation Data\n</span>\n</p>","metadata":{}},{"id":"ac1631e5","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nVisualizing Feature-Target Correlation\n</p>","metadata":{}},{"id":"c51492a6","cell_type":"code","source":"# Extract only numerical columns\nnumeric_data = train.select_dtypes(include=['number']).copy()\n\n# Calculate the correlation matrix\ncorrelation_matrix = numeric_data.corr()\n\n# Extract the correlation with the target column and take absolute values\ncorrelation_with_target = correlation_matrix[target_column].drop(target_column).abs()\n\n# Sort the correlation coefficients in descending order\ncorrelation_with_target_sorted = correlation_with_target.sort_values(ascending=False)\n\n# Plot horizontal bar chart\nplt.figure(figsize=(10, 6))\nax = correlation_with_target_sorted.plot(kind='barh', color='steelblue', edgecolor='black')\n\n# Display correlation coefficients on each bar\nfor index, value in enumerate(correlation_with_target_sorted):\n    if not (pd.isna(value) or value == float('inf') or value == float('-inf')):\n        plt.text(value + 0.002, index, f\"{value:.3f}\", va='center', fontsize=10)\n\n# Display larger values at the top\nax.invert_yaxis()\n\n# Set graph display parameters\nmax_value = correlation_with_target_sorted.max()\nplt.xlim(0, max_value + 0.01)\nplt.title(f\"Correlation with {target_column} (Absolute Values)\", fontsize=12)\nplt.xlabel(\"Correlation Coefficient (Absolute)\", fontsize=11)\nplt.ylabel(\"Features\", fontsize=10)\nplt.grid(axis='x', linestyle='--', alpha=0.7)\nplt.tight_layout(pad=2)\nplt.show()\n","metadata":{},"outputs":[],"execution_count":null},{"id":"c0d4aa89","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nEliminate Low-Correlation Features\n</p>","metadata":{}},{"id":"764d864d","cell_type":"code","source":"# Define the number of bottom features to remove (based on prior analysis)\nnum_bottom_features = 17\n\n# Get the bottom features based on correlation with the target\nlowest_features = correlation_with_target_sorted.tail(num_bottom_features).index.tolist()\n\n# Display the features to be dropped\nprint(\"<<< Features to be dropped >>>\")\nfor feature in lowest_features:\n    print(feature)\n\n# Drop the selected columns from the training and test data\ntrain.drop(columns=lowest_features, inplace=True)\ntest.drop(columns=lowest_features, inplace=True)","metadata":{},"outputs":[],"execution_count":null},{"id":"bb275ad6","cell_type":"code","source":"train.head().T","metadata":{},"outputs":[],"execution_count":null},{"id":"a80bd8a5","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 24px; \n font-weight: bold;\n color: #ffffff;\n background-color: #007040; \n display: inline-block;\n border-radius: 15px;\n padding: 12px 30px;\n margin-left: 0px;\n\">\nTraining and Scoring\n</p>","metadata":{}},{"id":"9c950cee","cell_type":"code","source":"# Calculate RMSLE for the model\n\nmodel_name = 'Select Features'\nRMSLE_dict[model_name], model = calculate_rmsle(train, target_column)\n\nprint(f\"Train RMSLE : {RMSLE_dict[model_name]}\")\n\n# Comparing RMSLE Characteristics Across Models\nplot_rmsle_comparison(RMSLE_dict)","metadata":{},"outputs":[],"execution_count":null},{"id":"aa744555","cell_type":"markdown","source":"<p style=\"\n font-family: 'Meiryo UI';\n font-size: 30px; \n font-weight: bold;\n color: #ffffff;\n background-color: #2060A0; \n display: inline-block;\n border-radius: 5px;\n padding: 15px 250px;\n margin-left: 0px;\n\">\n  Submission\n</p>","metadata":{}},{"id":"98e24b3f","cell_type":"code","source":"test.head().T","metadata":{},"outputs":[],"execution_count":null},{"id":"8b91186a","cell_type":"code","source":"# Test target value prediction\n\ny_test_pred_log = model.predict(test)      # log(y+1)\ny_test_pred = np.expm1(y_test_pred_log)","metadata":{},"outputs":[],"execution_count":null},{"id":"5c6f7bba","cell_type":"code","source":"# Create the submission DataFrame\nsubmission = pd.DataFrame({'id': test.index, target_column: y_test_pred})\n\n# Save the submission DataFrame to a CSV file\nsubmission.to_csv('submission.csv', index=False)\n\nsubmission","metadata":{},"outputs":[],"execution_count":null},{"id":"a2edd685","cell_type":"code","source":"","metadata":{},"outputs":[],"execution_count":null}]}