Synthetic data jorge pedroza #9
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Synthetic data generation from the file: ENB2012_data.csv 1. Loads the original ENB2012 dataset 2. Generates synthetic data that preserves: - Statistical distributions of each feature - Correlations between features - Domain constraints (e.g., positive values for areas) Includes: - Validation to ensure the synthetic data matches the original distribution - Outputs the data in CSV format ready for your MLops pipeline To use this script: 1. Place your ENB2012_data.csv file in the same directory as the script 2. Run the script to generate synthetic_ENB2012_data.csv 3. The script will print validation metrics showing how well the synthetic data matches the original The synthetic data preserves important properties like: * Relative Compactness staying between 0 and 1 * Orientation values at 45-degree intervals * Positive values for areas and loads * Discrete values for Glazing Area Distribution
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