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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
23,455
10
6.439505
2014-06-04 19:53:36.228000
[ 0, 0.10000014305114746, 0.11800003051757812, 0.20000004768371582, 0.21800017356872559, 0.3000001907348633, 0.31800007820129395, 0.40000009536743164, 0.4179999828338623, 0.5, 0.5180001258850098, 0.6000001430511475, 0.6180000305175781, 0.7000000476837158, 0.7180001735687256, 0.8000001907...
[ 5.455, 5.873, 6.251, 6.392, 6.329, 6.968, 6.521, 6.672, 6.478, 6.38, 6.476, 6.462, 6.33, 5.809, 5.772, 4.948, 4.586, 4.307, 3.937, 3.09, 3.094, 2.044, 1.722, 2.191, 2.451, 3.242, 3.515, 3.661, 4.112, 4.473, 4.683, 4.559, 4.629, 4.635, 4.734, 5.42...
[ 119.757, 119.782, 119.786, 119.807, 119.811, 119.831, 119.836, 119.856, 119.861, 119.881, 119.886, 119.906, 119.91, 119.931, 119.935, 119.956, 119.96, 119.98, 119.985, 120.005, 120.01, 120.03, 120.034, 120.055, 120.059, 120.079, 120.084, 120.104, 120.108, 12...
[ 1242.592, 1243.105, 1243.197, 1243.618, 1243.71, 1244.131, 1244.224, 1244.645, 1244.737, 1245.159, 1245.251, 1245.672, 1245.765, 1246.187, 1246.279, 1246.701, 1246.793, 1247.215, 1247.308, 1247.73, 1247.822, 1248.245, 1248.337, 1248.76, 1248.852, 1249.275, 1249.36...
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NOAA 14
2
26,081
19
0
2014-06-04 19:53:43.524000
[ 0, 0.10000014305114746, 0.20000004768371582, 0.2999999523162842, 0.40000009536743164, 0.5, 0.6000001430511475, 0.7000000476837158, 0.7999999523162842, 0.9000000953674316, 1, 1.1000001430511475, 1.2000000476837158, 1.2999999523162842, 1.4000000953674316, 1.5, 1.6000001430511475, 1.7...
[ 5.159, 5.118, 5.229, 5.249, 4.939, 5.157, 4.869, 4.972, 4.936, 4.863, 5.177, 4.981, 5.039, 5.096, 5.033, 5.081, 5.023, 5.192, 5.211, 5.074, 5.054, 5.173, 5.09, 5.031, 4.947, 5.006, 5.079, 5.167, 5.278, 4.95, 5.195, 4.948, 5.176, 4.942, 4.914, 5.0...
[ 114.957, 114.949, 114.94, 114.932, 114.923, 114.915, 114.906, 114.898, 114.889, 114.881, 114.872, 114.864, 114.855, 114.847, 114.838, 114.83, 114.821, 114.812, 114.804, 114.795, 114.787, 114.778, 114.77, 114.761, 114.752, 114.744, 114.735, 114.727, 114.718, ...
[ 1927.346, 1927.019, 1926.693, 1926.367, 1926.041, 1925.715, 1925.389, 1925.064, 1924.738, 1924.413, 1924.088, 1923.763, 1923.438, 1923.113, 1922.788, 1922.464, 1922.139, 1921.815, 1921.491, 1921.167, 1920.843, 1920.52, 1920.196, 1919.873, 1919.549, 1919.226, 1918....
[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1...
GLOBALSTAR M063
2
15,354
54
0
2014-06-04 19:55:58.098000
[ 0, 0.09999990463256836, 0.20000004768371582, 0.2999999523162842, 0.39999985694885254, 0.5, 0.5999999046325684, 0.7000000476837158, 0.7999999523162842, 0.8999998569488525, 1, 1.0999999046325684, 1.2000000476837158, 1.2999999523162842, 1.3999998569488525, 1.5, 1.5999999046325684, 1.7...
[ 4.284, 4.327, 4.156, 4.213, 4.246, 4.229, 4.183, 4.23, 4.269, 4.262, 4.219, 4.241, 4.27, 4.186, 4.289, 4.224, 4.12, 4.098, 4.147, 4.096, 4.047, 4.111, 4.125, 4.085, 4.127, 4.126, 4.086, 4.014, 4.065, 3.985, 4.106, 3.997, 3.961, 3.97, 3.96, 3.987,...
[ 115.015, 115.032, 115.05, 115.068, 115.085, 115.103, 115.12, 115.138, 115.156, 115.173, 115.191, 115.208, 115.225, 115.243, 115.26, 115.278, 115.295, 115.312, 115.33, 115.347, 115.364, 115.382, 115.399, 115.416, 115.433, 115.45, 115.467, 115.484, 115.502, 11...
[ 701.106, 701.103, 701.102, 701.101, 701.101, 701.101, 701.103, 701.104, 701.107, 701.11, 701.115, 701.119, 701.125, 701.131, 701.138, 701.146, 701.154, 701.163, 701.173, 701.183, 701.194, 701.206, 701.219, 701.232, 701.246, 701.261, 701.276, 701.292, 701.309, ...
[ 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1, 1...
ERBS
1
26,084
73
0
2014-06-04 19:56:50.898000
[ 0, 0.09999990463256836, 0.20000004768371582, 0.2999999523162842, 0.40000009536743164, 0.5, 0.5999999046325684, 0.7000000476837158, 0.7999999523162842, 0.9000000953674316, 1, 1.0999999046325684, 1.2000000476837158, 1.2999999523162842, 1.5, 1.5999999046325684, 1.7000000476837158, 1.7...
[ 4.934, 5.142, 5.128, 5.151, 5.062, 5.009, 4.98, 4.954, 4.986, 5.106, 4.96, 4.884, 4.752, 5.12, 5.179, 5.056, 5.061, 4.958, 4.967, 5.023, 4.998, 5.03, 5.161, 4.918, 4.96, 5.054, 4.97, 5.003, 4.968, 4.995, 4.958, 4.916, 4.973, 4.951, 4.747, 4.835, ...
[ 115.025, 115.017, 115.009, 115.001, 114.993, 114.985, 114.978, 114.97, 114.962, 114.954, 114.946, 114.938, 114.93, 114.922, 114.906, 114.898, 114.89, 114.882, 114.874, 114.866, 114.858, 114.85, 114.842, 114.834, 114.826, 114.818, 114.81, 114.802, 114.794, 11...
[ 1937.853, 1937.531, 1937.208, 1936.886, 1936.564, 1936.242, 1935.921, 1935.599, 1935.278, 1934.956, 1934.635, 1934.314, 1933.993, 1933.673, 1933.031, 1932.711, 1932.391, 1932.071, 1931.751, 1931.431, 1931.111, 1930.789, 1930.469, 1930.15, 1929.831, 1929.512, 1929....
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GLOBALSTAR M064
1
14,506
101
0
2014-06-04 19:57:45.254000
[0.0,0.5,0.6000001430511475,0.7000000476837158,0.7999999523162842,0.9000000953674316,1.0,1.100000143(...TRUNCATED)
[4.949,3.191,3.523,3.407,3.454,3.597,3.676,3.606,3.666,3.571,3.627,3.738,3.673,3.764,3.738,3.684,3.7(...TRUNCATED)
[125.045,124.967,124.951,124.935,124.919,124.904,124.888,124.872,124.856,124.84,124.825,124.809,124.(...TRUNCATED)
[1337.779,1335.238,1334.73,1334.223,1333.715,1333.208,1332.701,1332.194,1331.688,1331.181,1330.675,1(...TRUNCATED)
[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0(...TRUNCATED)
OPS 1294 (DMSP 5D-2 F7)
1
4,332
142
0
2014-06-04 20:00:38.005000
[0.0,0.09999990463256836,0.19999980926513672,0.2999999523162842,0.39999985694885254,0.5,0.5999999046(...TRUNCATED)
[4.988,5.036,4.999,5.017,5.047,5.098,4.974,5.007,5.086,4.932,4.991,4.927,5.115,5.014,4.957,4.998,4.9(...TRUNCATED)
[102.733,102.774,102.816,102.858,102.899,102.941,102.982,103.024,103.065,103.107,103.148,103.189,103(...TRUNCATED)
[893.567,893.953,894.34,894.727,895.114,895.502,895.891,896.28,896.669,897.058,897.448,897.839,898.2(...TRUNCATED)
[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0(...TRUNCATED)
THOR BURNER 2 R/B
1
39,016
149
0
2014-06-04 20:01:15.485000
[0.0,0.10000014305114746,0.20000004768371582,0.3000001907348633,0.40000009536743164,0.5,0.7000000476(...TRUNCATED)
[6.466,5.838,6.248,6.004,6.15,6.171,6.286,6.112,6.145,6.224,6.08,6.77,6.459,6.529,6.286,6.829,6.302,(...TRUNCATED)
[123.589,123.574,123.559,123.544,123.53,123.515,123.485,123.456,123.441,123.411,123.381,123.366,123.(...TRUNCATED)
[1778.566,1778.067,1777.569,1777.07,1776.572,1776.073,1775.077,1774.081,1773.583,1772.587,1771.592,1(...TRUNCATED)
[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0(...TRUNCATED)
CZ-4C DEB
1
25,677
193
0
2014-06-04 20:05:24.095000
[0.0,0.09999990463256836,0.20000004768371582,0.2999999523162842,0.39999985694885254,0.5,0.5999999046(...TRUNCATED)
[4.878,4.908,4.79,4.767,4.785,4.509,4.61,4.737,4.783,5.117,4.671,4.786,4.924,5.016,4.911,4.634,4.564(...TRUNCATED)
[110.507,110.498,110.489,110.481,110.472,110.463,110.455,110.446,110.437,110.429,110.42,110.411,110.(...TRUNCATED)
[2158.6,2158.24,2157.88,2157.521,2157.162,2156.802,2156.443,2156.084,2155.725,2155.367,2155.008,2154(...TRUNCATED)
[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0(...TRUNCATED)
GLOBALSTAR M019
2
4,736
198
0
2014-06-04 20:06:31.210000
[0.0,0.09999990463256836,0.20000004768371582,0.2999999523162842,0.39999985694885254,0.5,0.5999999046(...TRUNCATED)
[8.536,7.98,9.259,9.068,8.122,7.497,7.885,7.913,7.873,8.736,8.033,8.632,8.299,7.851,7.809,8.599,8.19(...TRUNCATED)
[113.7,113.677,113.654,113.631,113.608,113.586,113.563,113.54,113.494,113.471,113.426,113.403,113.38(...TRUNCATED)
[1211.18,1210.85,1210.52,1210.191,1209.862,1209.533,1209.205,1208.877,1208.222,1207.895,1207.242,120(...TRUNCATED)
[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0(...TRUNCATED)
THORAD AGENA D DEB
1
37,874
205
0
2014-06-04 20:07:17.411000
[0.0,0.09999990463256836,0.20000004768371582,0.2999999523162842,0.40000009536743164,0.5,0.5999999046(...TRUNCATED)
[5.839,5.957,5.858,5.794,5.874,5.835,5.739,5.831,5.789,5.78,5.707,5.743,5.755,5.668,5.748,5.794,5.73(...TRUNCATED)
[111.146,111.203,111.26,111.317,111.373,111.43,111.486,111.543,111.599,111.655,111.711,111.767,111.8(...TRUNCATED)
[597.159,597.64,598.12,598.602,599.084,599.566,600.049,600.533,601.017,601.502,601.987,602.473,602.9(...TRUNCATED)
[1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0,1.0(...TRUNCATED)
TX 1
0
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MMT Snapshot

Snapshot of MMT[^1] database.

Last update: May 2025

File structure

  • rso.csv - object information
  • data/ - directory containing tracks measurements in .parquet files
  • bulk_idx.txt - contains the index of last bulk file downloaded from the MMT database

Object information

  • mmt_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".

Tracks measurements

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.

📝 Citing

@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.

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