# Python Reproduction Workflow

Run commands from the `03_Python` folder.

```bash
python -m pip install -r requirements.txt

python 01_data_preparation.py \
  --input ../04_Data/Original_CDC_HRD_Data.csv \
  --output ../04_Data/capstone4_clean_modeling_panel_rebuilt.csv

python 02_forecasting_models.py \
  --input ../04_Data/capstone4_clean_modeling_panel_rebuilt.csv \
  --output-dir ../06_Supporting_Tables/rebuilt_forecasting

python 03_resource_optimization.py \
  --forecast-file ../06_Supporting_Tables/test_predictions_all_models.csv \
  --output ../06_Supporting_Tables/rebuilt_optimization_results.csv
```

The optimization uses a standardized 500-bed reference-hospital scenario. Replace the
assumptions in `03_resource_optimization.py` with facility-specific capacity, staffing,
and cost inputs before operational use.
