{"metadata":{"kernelspec":{"language":"python","display_name":"Python 3","name":"python3"},"language_info":{"name":"python","version":"3.10.14","mimetype":"text/x-python","codemirror_mode":{"name":"ipython","version":3},"pygments_lexer":"ipython3","nbconvert_exporter":"python","file_extension":".py"},"kaggle":{"accelerator":"none","dataSources":[{"sourceId":81933,"databundleVersionId":9643020,"sourceType":"competition"}],"dockerImageVersionId":30776,"isInternetEnabled":false,"language":"python","sourceType":"notebook","isGpuEnabled":false}},"nbformat_minor":4,"nbformat":4,"cells":[{"cell_type":"markdown","source":"# File paths copied to markdown so that we don't have to run the os path code again.\n\n/kaggle/input/child-mind-institute-problematic-internet-use/sample_submission.csv\n/kaggle/input/child-mind-institute-problematic-internet-use/data_dictionary.csv\n/kaggle/input/child-mind-institute-problematic-internet-use/train.csv\n/kaggle/input/child-mind-institute-problematic-internet-use/test.csv\n/kaggle/input/child-mind-institute-problematic-internet-use/series_test.parquet/id=00115b9f/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_test.parquet/id=001f3379/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=0745c390/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=eaab7a96/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=8ec2cc63/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=b2987a65/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=7b8842c3/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=b120a337/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=5f9dddb4/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=2c3b09db/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=3ab539f0/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=9f9be55c/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=15dbc929/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=e7d08824/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=2a3fcf9a/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=7c194077/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=38cccd6d/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=f4d2f5af/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=948a7025/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=25849c6c/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=c00c663c/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=79bd36b6/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=f44f1227/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=a922ef3f/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=b95aad8d/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=93904b23/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=f028534c/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=a221c60c/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=cd39e576/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=cb2752bc/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=d9c82502/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=35d2aa41/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=93c06d4c/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=bd8397cb/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=0a418b57/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=8abbbc38/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=91656d27/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=75c13e08/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=3acb5be3/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=57de6095/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=3ba48ca7/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=29c54890/part-0.parquet\n/kaggle/input/child-mind-institute-problematic-internet-use/series_train.parquet/id=ac1ad4a7/part-0.parquet\n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Installing necessary packages","metadata":{}},{"cell_type":"code","source":"import pandas as pd\nimport numpy as np\nimport matplotlib.pyplot as plt\nimport seaborn as sns\nfrom sklearn.model_selection import train_test_split\nfrom sklearn.ensemble import RandomForestClassifier\nfrom sklearn.metrics import classification_report, confusion_matrix\nfrom sklearn.preprocessing import StandardScaler\nfrom sklearn.decomposition import PCA","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:33.470806Z","iopub.execute_input":"2024-09-25T11:51:33.473103Z","iopub.status.idle":"2024-09-25T11:51:33.486877Z","shell.execute_reply.started":"2024-09-25T11:51:33.472982Z","shell.execute_reply":"2024-09-25T11:51:33.485306Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"> # Data Loading and Preprocessing","metadata":{}},{"cell_type":"code","source":"# Load the CSV data\ntrain_data = pd.read_csv('/kaggle/input/child-mind-institute-problematic-internet-use/train.csv')\ntest_data = pd.read_csv('/kaggle/input/child-mind-institute-problematic-internet-use/test.csv')\ntrain_data.head()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:33.568047Z","iopub.execute_input":"2024-09-25T11:51:33.568582Z","iopub.status.idle":"2024-09-25T11:51:33.706903Z","shell.execute_reply.started":"2024-09-25T11:51:33.568532Z","shell.execute_reply":"2024-09-25T11:51:33.705553Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Get Statistical details\ntrain_data.describe().transpose()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:33.709132Z","iopub.execute_input":"2024-09-25T11:51:33.709613Z","iopub.status.idle":"2024-09-25T11:51:33.895017Z","shell.execute_reply.started":"2024-09-25T11:51:33.709567Z","shell.execute_reply":"2024-09-25T11:51:33.893722Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"train_data.info()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:33.897824Z","iopub.execute_input":"2024-09-25T11:51:33.898774Z","iopub.status.idle":"2024-09-25T11:51:33.926148Z","shell.execute_reply.started":"2024-09-25T11:51:33.898712Z","shell.execute_reply":"2024-09-25T11:51:33.924887Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Distribution of Label Data\ntrain_data['sii'].value_counts()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:33.927768Z","iopub.execute_input":"2024-09-25T11:51:33.928207Z","iopub.status.idle":"2024-09-25T11:51:33.939140Z","shell.execute_reply.started":"2024-09-25T11:51:33.928160Z","shell.execute_reply":"2024-09-25T11:51:33.937824Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# We'll start by selecting columns with more than 50% non-null values and filling missing values\nthreshold = 0.5 * len(train_data)\ncolumns_with_data = train_data.columns[train_data.isnull().sum() < threshold]\ntrain_data = train_data[columns_with_data]\n# Replace all missing values with 0\ntrain_data = train_data.fillna(0)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:33.942099Z","iopub.execute_input":"2024-09-25T11:51:33.942706Z","iopub.status.idle":"2024-09-25T11:51:33.974744Z","shell.execute_reply.started":"2024-09-25T11:51:33.942647Z","shell.execute_reply":"2024-09-25T11:51:33.973364Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Define the target column\ntarget_column = 'sii'\n# Remove rows where the target column 'sii' is NaN (if there are any)\ntrain_data_cleaned = train_data.dropna(subset=[target_column])\n# Check the results\ntrain_data_cleaned.head()\ntrain_data_cleaned.info()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:34.017344Z","iopub.execute_input":"2024-09-25T11:51:34.018588Z","iopub.status.idle":"2024-09-25T11:51:34.047060Z","shell.execute_reply.started":"2024-09-25T11:51:34.018529Z","shell.execute_reply":"2024-09-25T11:51:34.045589Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# EDA (Exploratory Data Analysis)","metadata":{}},{"cell_type":"code","source":"# Categorical columns in the dataset\ncategorical_columns = ['Basic_Demos-Enroll_Season', 'CGAS-Season', 'Physical-Season', \n                       'FGC-Season', 'BIA-Season', 'PCIAT-Season', 'SDS-Season', 'PreInt_EduHx-Season']\n# Plotting boxplots for 'sii' against each categorical column\nplt.figure(figsize=(16, 24))\nfor i, col in enumerate(categorical_columns, 1):\n    plt.subplot(4, 2, i)  # 4 rows, 2 columns, plot i\n    sns.boxplot(x=col, y='sii', data=train_data_cleaned)\n    plt.xticks(rotation=45)\n    plt.title(f\"'sii' vs {col}\")\nplt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:34.075934Z","iopub.execute_input":"2024-09-25T11:51:34.076440Z","iopub.status.idle":"2024-09-25T11:51:36.890291Z","shell.execute_reply.started":"2024-09-25T11:51:34.076397Z","shell.execute_reply":"2024-09-25T11:51:36.888904Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Plot target column 'sii' with numerical columns\nnumerical_cols = train_data_cleaned.select_dtypes(include=['float64', 'int64']).columns\n# Set the number of plots per row\nplots_per_row = 5\nn_rows = (len(numerical_cols) + plots_per_row - 1) // plots_per_row\nplt.figure(figsize=(20, 4 * n_rows))\nfor i, col in enumerate(numerical_cols):\n    plt.subplot(n_rows, plots_per_row, i + 1)\n    sns.boxplot(x='sii', y=col, data=train_data_cleaned)\n    plt.title(col)\n    plt.tight_layout()\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:51:36.893098Z","iopub.execute_input":"2024-09-25T11:51:36.893636Z","iopub.status.idle":"2024-09-25T11:52:40.261321Z","shell.execute_reply.started":"2024-09-25T11:51:36.893582Z","shell.execute_reply":"2024-09-25T11:52:40.260022Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Encoding categorical columns","metadata":{}},{"cell_type":"code","source":"# Identify categorical columns for seasons\nseason_cols = [\n    'Basic_Demos-Enroll_Season', \n    'CGAS-Season', \n    'Physical-Season', \n    'FGC-Season', \n    'BIA-Season', \n    'PCIAT-Season', \n    'SDS-Season', \n    'PreInt_EduHx-Season'\n]\n# Create a mapping dictionary for seasons\nseason_mapping = {\n    'Spring': 0,\n    'Summer': 1,\n    'Fall': 2,\n    'Winter': 3\n}\n# Apply manual encoding to the categorical columns\nfor col in season_cols:\n    if col in train_data_cleaned.columns:\n        train_data_cleaned[col] = train_data_cleaned[col].replace(season_mapping)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:40.262856Z","iopub.execute_input":"2024-09-25T11:52:40.263449Z","iopub.status.idle":"2024-09-25T11:52:40.311498Z","shell.execute_reply.started":"2024-09-25T11:52:40.263326Z","shell.execute_reply":"2024-09-25T11:52:40.310363Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Correlation Matrix","metadata":{}},{"cell_type":"code","source":"# Drop the 'id' column if present\ntrain_data_no_id = train_data_cleaned.drop(columns=['id'], errors='ignore')\n# Calculate the correlation matrix\ncorrelation_matrix = train_data_no_id.corr()\n# Plot the heatmap\nplt.figure(figsize=(30, 30))\nsns.heatmap(correlation_matrix, annot=True, fmt='.1f', cmap='coolwarm', square=True)\nplt.title('Correlation Heatmap')\nplt.show()","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:40.314310Z","iopub.execute_input":"2024-09-25T11:52:40.314719Z","iopub.status.idle":"2024-09-25T11:52:51.721761Z","shell.execute_reply.started":"2024-09-25T11:52:40.314670Z","shell.execute_reply":"2024-09-25T11:52:51.720154Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# We can train the model according to correlation matrix, but some of the columns are not available in test data for submission","metadata":{}},{"cell_type":"code","source":"# Get the intersection of columns in train_data_cleaned and test_data\ncommon_columns = train_data_cleaned.columns.intersection(test_data.columns)\n# Prepare the feature matrix X and target vector y\nX = train_data_cleaned[common_columns].drop(columns=['id'])\ny = train_data_cleaned['sii']","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:51.723323Z","iopub.execute_input":"2024-09-25T11:52:51.723768Z","iopub.status.idle":"2024-09-25T11:52:51.734815Z","shell.execute_reply.started":"2024-09-25T11:52:51.723720Z","shell.execute_reply":"2024-09-25T11:52:51.733517Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Split the data into training and testing sets\nX_train, X_test, y_train, y_test = train_test_split(X, y, test_size=0.2, random_state=2)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:51.736374Z","iopub.execute_input":"2024-09-25T11:52:51.736874Z","iopub.status.idle":"2024-09-25T11:52:51.748997Z","shell.execute_reply.started":"2024-09-25T11:52:51.736833Z","shell.execute_reply":"2024-09-25T11:52:51.747747Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Feature Scaling\nscaler = StandardScaler()\nX_train_scaled = scaler.fit_transform(X_train)\nX_test_scaled = scaler.transform(X_test)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:51.750972Z","iopub.execute_input":"2024-09-25T11:52:51.751440Z","iopub.status.idle":"2024-09-25T11:52:51.768945Z","shell.execute_reply.started":"2024-09-25T11:52:51.751394Z","shell.execute_reply":"2024-09-25T11:52:51.767472Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Apply PCA\npca = PCA(n_components=0.95)  # Keep 95% of the variance\nX_train_pca = pca.fit_transform(X_train_scaled)\nX_test_pca = pca.transform(X_test_scaled)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:51.770664Z","iopub.execute_input":"2024-09-25T11:52:51.771051Z","iopub.status.idle":"2024-09-25T11:52:51.798330Z","shell.execute_reply.started":"2024-09-25T11:52:51.771011Z","shell.execute_reply":"2024-09-25T11:52:51.796875Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Training the Random Forest Classifier Model","metadata":{}},{"cell_type":"code","source":"# Instantiate the Model\nrf_model = RandomForestClassifier(n_estimators=100, random_state=42, \n                                  max_depth=10, \n                                  min_samples_split=10, \n                                  min_samples_leaf=4)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:51.800936Z","iopub.execute_input":"2024-09-25T11:52:51.801590Z","iopub.status.idle":"2024-09-25T11:52:51.816679Z","shell.execute_reply.started":"2024-09-25T11:52:51.801516Z","shell.execute_reply":"2024-09-25T11:52:51.815045Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Fit the Model on PCA-transformed data\nrf_model.fit(X_train_pca, y_train)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:51.822230Z","iopub.execute_input":"2024-09-25T11:52:51.822967Z","iopub.status.idle":"2024-09-25T11:52:53.036623Z","shell.execute_reply.started":"2024-09-25T11:52:51.822895Z","shell.execute_reply":"2024-09-25T11:52:53.035425Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Model Evaluation","metadata":{}},{"cell_type":"code","source":"# Make predictions on the test set\ny_pred = rf_model.predict(X_test_pca)\n# Generate a classification report\nprint(\"Classification Report:\")\nprint(classification_report(y_test, y_pred))\n# Generate a confusion matrix\nprint(\"Confusion Matrix:\")\nprint(confusion_matrix(y_test, y_pred))\n# Calculate the accuracy on the test set\naccuracy = rf_model.score(X_test_pca, y_test)\nprint(f\"Model Accuracy: {accuracy}\")","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:53.037929Z","iopub.execute_input":"2024-09-25T11:52:53.038293Z","iopub.status.idle":"2024-09-25T11:52:53.099173Z","shell.execute_reply.started":"2024-09-25T11:52:53.038255Z","shell.execute_reply":"2024-09-25T11:52:53.098017Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"markdown","source":"# Creating Submission file","metadata":{}},{"cell_type":"code","source":"# Define the season columns\nseason_cols = [\n    'Basic_Demos-Enroll_Season', \n    'CGAS-Season', \n    'Physical-Season', \n    'FGC-Season', \n    'BIA-Season', \n    'PCIAT-Season', \n    'SDS-Season', \n    'PreInt_EduHx-Season'\n]\n# Create a mapping dictionary for seasons\nseason_mapping = {\n    'Spring': 0,\n    'Summer': 1,\n    'Fall': 2,\n    'Winter': 3\n}\n# Replace season values in test data using the mapping\nfor col in season_cols:\n    if col in test_data.columns:  # Check if the column exists in test_data\n        test_data[col] = test_data[col].map(season_mapping)","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:53.100752Z","iopub.execute_input":"2024-09-25T11:52:53.101292Z","iopub.status.idle":"2024-09-25T11:52:53.115818Z","shell.execute_reply.started":"2024-09-25T11:52:53.101236Z","shell.execute_reply":"2024-09-25T11:52:53.114799Z"},"trusted":true},"execution_count":null,"outputs":[]},{"cell_type":"code","source":"# Replace null values with 0 in test data\ntest_data.fillna(0, inplace=True)\n# Get the intersection of columns in test_data and training data\ncommon_columns = train_data_cleaned.columns.intersection(test_data.columns)\n# Prepare the test data using the common columns\nX_test_data = test_data[common_columns].drop(columns=['id'])  # Drop 'id' column\n# Scale the test data using the same scaler fitted on training data\nX_test_scaled = scaler.transform(X_test_data)\n# Apply PCA to the test data\nX_test_pca = pca.transform(X_test_scaled)\n# Make predictions on the test set\npredictions = rf_model.predict(X_test_pca)\n# Create a submission DataFrame\nsubmission = pd.DataFrame({\n    'id': test_data['id'],  # Include 'id' from test_data\n    'sii': predictions  # Predictions from the model\n})\n# Save the submission DataFrame to a CSV file\nsubmission.to_csv('submission.csv', index=False)\n# Check the submission DataFrame\nprint(submission.head())","metadata":{"execution":{"iopub.status.busy":"2024-09-25T11:52:53.117042Z","iopub.execute_input":"2024-09-25T11:52:53.117375Z","iopub.status.idle":"2024-09-25T11:52:53.148025Z","shell.execute_reply.started":"2024-09-25T11:52:53.117340Z","shell.execute_reply":"2024-09-25T11:52:53.146864Z"},"trusted":true},"execution_count":null,"outputs":[]}]}