This repository contains all the necessary data and scripts to reproduce the results of this article:
S. Dobryakov, K. Malanchev, D. Derkach and M. Hushchyn. Photometric Data-driven Classification of Type Ia Supernovae in the Open Supernova Catalog. arXiv:2006.10489 [astro-ph.IM], 2020
- Install all packages listed in
requirements.txt
. - To reproduce the paper results run
notebooks/article.ipynb
notebook. - Then, run
notebooks/pred_for_types.ipynb
notebook to reproduce the plot with predictions for different object types. - Experiments with PLASTiCC are described in
notebooks/plasticc_pipeline.ipynb
notebook. - Experiments with Gaussian Processes for light curves augmentation are in
notebooks/gp_augmentation.ipynb
notebook. - Preparation of OSC data is provided in
notebooks/osc_data_preparation.ipynb
notebook.