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JAX-VAE stellar core collapse waveform tools for LVK data analysis

Project description

starccato_lvk

Tools to help work with LVK data. The project covers two primary workflows:

  1. Data acquisition – fetching GWOSC/OzSTAR strain segments and preparing analysis-ready chunks/PSDs.
  2. Data analysis – running Starccato signal inference (supernova, blip, noise models) on prepared data.

Typical usage:

# Acquire 100 segments (noise + blip) into ./lvk_data
collect_lvk_data 100

# Run Starccato analysis on a bundled strain/PSD file
python -m starccato_lvk.cli run analysis_bundle.hdf5 ./outdir

# (Optional) run with separate strain/PSD files
python -m starccato_lvk.cli run analysis_chunk.hdf5 ./outdir --psd-path psd.hdf5

# Generate prior diagnostics (time/PSD overlays) before sampling
python -m starccato_lvk.cli run analysis_bundle.hdf5 ./outdir --diagnostics

The diagnostics PNG overlays the analysis data with prior samples in both time and frequency domains so you can tune priors before expensive runs.

See docs/ and src/starccato_lvk/acquisition/README.md for more details on configuration and advanced options.

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