uncle-val

Code for the paper "Photometric Uncertainty Correction for Time-Domain Surveys: Vera C. Rubin Data Preview 2 Case Study", Malanchev et al., in prep.

Repository structure

• src/uncle_val/ — the Python package.
• scripts/ — scripts for data preparation, model training, and the paper figures.
• models/ — trained models.
• docs/ — documentation and notebooks.
• tests/ — unit tests.
• data/ — input data, not included in the repository. Expected structure:

data/
├── dp1/
│   ├── object_collection/          # HATS collection of DP1 objects with forced sources
│   ├── dia_object_collection/      # HATS collection of DP1 DIA objects with forced sources
│   └── public_parquet/
│       ├── ccd_visit.parquet
│       └── ccd_visit_prepared.feather   # made by scripts/prepare_ccd_visit_feather.py
└── dp2/
    ├── object_collection/
    ├── dia_object_collection/
    └── public_parquet/
        ├── ccd_visit.parquet            # fetched by scripts/fetch_dp2_ccd_visit.py
        ├── ccd_visit_prepared.feather   # made by scripts/prepare_ccd_visit_feather.py
        └── detector_center.parquet

Acknowledgements

This project is supported by Schmidt Sciences.