LCDC: Bridging Science and Machine Learning for Light Curve Analysis
Paper • 2504.10550 • Published
norad_id int64 5 270k | id int64 10 28.8M | period float64 0 1.43k | timestamp stringdate 2014-06-04 19:53:36 2024-07-02 21:43:34 | time listlengths 2 59.5k | mag listlengths 2 59.5k | phase listlengths 2 59.5k | distance listlengths 2 59.5k | filter listlengths 2 59.5k | name stringlengths 3 31 | variability int64 0 2 |
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Snapshot of MMT[^1] database.
Last update: May 2025
rso.csv - object informationdata/ - directory containing tracks measurements in .parquet filesbulk_idx.txt - contains the index of last bulk file downloaded from the MMT databasemmt_id - Identification number of the object in MMT database.norad_id - Norad identification number of the object.name - Name of the object.country - Country of origin.variability - Variability: "non-variable", "aperiodic", "periodic".Parquet files are structured with the following fields:
id - Identification number of the record.norad_id - Norad identification number of the object.period - Apparent rotational period in seconds.timestamp - Start of the observation timestamp in the format '%Y-%m-%d %H:%M:%S'name - Name of the object.variability - Variability: 0 (nonvariable), 1 (aperiodic), 2 (periodic).time - A list of observation times.mag - A list of measured standardized magnitudes to 1000 km distance.phase - A list of measured phase angles in degrees.distance - A list of measured altitudes in km.filter - A list of filters used: 0 (uknown), 1 (clear), 2 (pol), 4 (V), 8(R), 16(B).
Tracks measurements are stored in .csv files with containing the following fields: time,stdMag,phase,distance,filter.@article{kyselica2025lcdc,
title={LCDC: Bridging Science and Machine Learning for Light Curve Analysis},
author={Kyselica, Daniel and Hrob{\'a}r, Tom{\'a}{\v{s}} and {\v{S}}ilha, Ji{\v{r}}{\'\i} and {\v{D}}urikovi{\v{c}}, Roman and {\v{S}}uppa, Marek},
journal={arXiv preprint arXiv:2504.10550},
year={2025}
}
[^1]: Karpov, S., et al. "Mini-Mega-TORTORA wide-field monitoring system with sub-second temporal resolution: first year of operation." Revista Mexicana de Astronomía y Astrofísica 48 (2016): 91-96.