Flotchi/Pump-it-Up

Pump it Up: Data Mining the Water Table Can you predict which water pumps are faulty to promote access to clean, potable water across Tanzania? Competition from drivendata.org # Water Pump Status Predictor A machine learning pipeline to predict maintenance needs for Tanzanian water pumps. ## Key Modules ### Data Preparation - `cleaning.py`: Handles missing data, outliers, and feature selection - `preprocessing.py`: Feature scaling and encoding ### Machine Learning - `training.py`: - Trains Random Forest classifier - Handles class imbalance with SMOTE - Saves model - `prediction.py`: Loads model and makes predictions - `eval.py`: evaluate model accury ### Scoring formula - 'scoring.py': assign priority score to new df