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maneuver-detect

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train

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The dataset generation failed

Error code:   DatasetGenerationError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
dataset_version: string
digests: list<item: struct<n_elsets: int64, norad_id: int64, sha256: string>>
vs
dataset_version: string
entries: list<item: struct<catalogue_source: string, end: null, label_ref: string, label_source: string, norad_id: int64, object_name: string, orbit_class: string, start: null>>
Traceback:    Traceback (most recent call last):
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1858, in _prepare_split_single
                  num_examples, num_bytes = writer.finalize()
                                            ^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 781, in finalize
                  self.write_rows_on_file()
                File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 662, in write_rows_on_file
                  table = pa.concat_tables(self.current_rows)
                          ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "pyarrow/table.pxi", line 6319, in pyarrow.lib.concat_tables
                File "pyarrow/error.pxi", line 155, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 92, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              dataset_version: string
              digests: list<item: struct<n_elsets: int64, norad_id: int64, sha256: string>>
              vs
              dataset_version: string
              entries: list<item: struct<catalogue_source: string, end: null, label_ref: string, label_source: string, norad_id: int64, object_name: string, orbit_class: string, start: null>>
              
              The above exception was the direct cause of the following exception:
              
              Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1361, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 940, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1869, in _prepare_split_single
                  raise DatasetGenerationError("An error occurred while generating the dataset") from e
              datasets.exceptions.DatasetGenerationError: An error occurred while generating the dataset

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delta_v float64	epoch string	maneuver_type null	norad_id int64	orbit_class string	source string	source_ref string	window_end string	window_start string
0.0204	1992-09-02T23:49:06.703000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1992/246	1992-09-03T00:41:33+00:00	1992-09-02T23:47:33+00:00
0.0224	1992-10-08T23:57:05.797000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1992/282	1992-10-09T00:49:33+00:00	1992-10-08T23:55:33+00:00
0.0324	1992-11-19T23:49:25+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1992/324	1992-11-20T00:41:33+00:00	1992-11-19T23:47:33+00:00
0.034	1992-12-23T00:55:48.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1992/358	1992-12-23T01:47:33+00:00	1992-12-23T00:53:33+00:00
0.0298	1993-02-25T00:24:29.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/056	1993-02-25T01:16:33+00:00	1993-02-25T00:22:33+00:00
0.0366	1993-04-08T00:16:26.700000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/098	1993-04-08T01:08:33+00:00	1993-04-08T00:14:33+00:00
0.0184	1993-06-22T01:14:29.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/173	1993-06-22T02:06:33+00:00	1993-06-22T01:12:33+00:00
0.015	1993-08-10T00:31:06.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/222	1993-08-10T01:23:32+00:00	1993-08-10T00:29:32+00:00
0.0212	1993-11-02T23:54:58.500000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/306	1993-11-03T00:47:32+00:00	1993-11-02T23:53:32+00:00
13.38	1993-12-09T12:46:30+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/343	1993-12-09T12:57:32+00:00	1993-12-09T12:39:32+00:00
0.0384	1993-12-14T00:06:23.800000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/348	1993-12-14T00:58:32+00:00	1993-12-14T00:04:32+00:00
0.0148	1993-12-22T00:53:18.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1993/356	1993-12-22T01:45:32+00:00	1993-12-22T00:51:32+00:00
0.0354	1994-01-12T00:49:16.900000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1994/012	1994-01-12T01:41:32+00:00	1994-01-12T00:47:32+00:00
0.016	1994-03-02T23:47:03.703000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1994/061	1994-03-03T00:39:32+00:00	1994-03-02T23:45:32+00:00
0.0154	1994-05-05T01:16:50.800000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1994/125	1994-05-05T02:08:32+00:00	1994-05-05T01:15:32+00:00
0.0144	1994-06-29T00:18:13.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1994/180	1994-06-29T01:10:32+00:00	1994-06-29T00:16:32+00:00
0.0206	1994-11-17T00:05:51.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1994/321	1994-11-17T01:00:31+00:00	1994-11-17T00:04:31+00:00
0	1995-02-08T12:52:46+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1995/039	1995-02-08T13:03:31+00:00	1995-02-08T12:52:31+00:00
0.0902	1995-02-10T01:11:22.300000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1995/041	1995-02-10T02:06:31+00:00	1995-02-10T01:09:31+00:00
0.0108	1995-03-01T23:45:43+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1995/060	1995-03-02T00:40:31+00:00	1995-03-01T23:43:31+00:00
0.0142	1995-06-02T00:17:42.400000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1995/153	1995-06-02T01:12:31+00:00	1995-06-02T00:15:31+00:00
0.0084	1995-08-24T00:22:06.100000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1995/236	1995-08-24T01:17:31+00:00	1995-08-24T00:20:31+00:00
0.013	1995-11-23T01:13:00.700000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1995/327	1995-11-23T02:08:31+00:00	1995-11-23T01:11:31+00:00
0.0118	1996-04-30T00:13:40.200000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1996/121	1996-04-30T01:08:30+00:00	1996-04-30T00:11:30+00:00
0.008	1996-09-05T00:51:18.800000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1996/249	1996-09-05T01:46:30+00:00	1996-09-05T00:49:30+00:00
0.0742	1996-09-21T00:43:16.900000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1996/265	1996-09-21T01:38:30+00:00	1996-09-21T00:41:30+00:00
0.01	1996-11-08T00:20:35.800000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1996/313	1996-11-08T01:15:30+00:00	1996-11-08T00:18:30+00:00
0.0096	1997-04-29T23:54:44+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/119	1997-04-30T00:49:30+00:00	1997-04-29T23:52:30+00:00
0.0097	1997-07-03T00:40:03.128000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/184	1997-07-03T01:30:29+00:00	1997-07-03T00:39:29+00:00
0.2008	1997-07-23T20:00:41+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/204	1997-07-23T20:51:29+00:00	1997-07-23T19:59:29+00:00
0.1976	1997-07-24T19:30:25+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/205	1997-07-24T20:20:29+00:00	1997-07-24T19:29:29+00:00
0.0202	1997-08-04T13:59:57.523000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/216	1997-08-04T14:50:29+00:00	1997-08-04T13:59:29+00:00
0.01702	1997-10-31T00:32:11.868000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/304	1997-10-31T01:22:29+00:00	1997-10-31T00:31:29+00:00
0.01628	1997-12-21T00:51:28.845000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1997/355	1997-12-21T01:41:29+00:00	1997-12-21T00:50:29+00:00
8.57098	1998-04-28T13:02:16.164000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1998/118	1998-04-28T13:14:29+00:00	1998-04-28T12:47:29+00:00
0.01862	1998-06-28T00:16:00.847000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1998/179	1998-06-28T01:06:29+00:00	1998-06-28T00:15:29+00:00
0.02122	1998-08-19T23:57:12.773000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1998/231	1998-08-20T00:47:29+00:00	1998-08-19T23:56:29+00:00
0.02336	1998-10-03T00:52:21.920000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1998/276	1998-10-03T01:42:29+00:00	1998-10-03T00:51:29+00:00
0.04224	1998-11-21T23:50:22.109000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1998/325	1998-11-22T00:40:29+00:00	1998-11-21T23:49:29+00:00
0.0374	1999-01-28T00:15:48.778000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/028	1999-01-28T01:06:28+00:00	1999-01-28T00:15:28+00:00
0.03378	1999-03-20T00:22:08.986000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/079	1999-03-20T01:12:28+00:00	1999-03-20T00:21:28+00:00
0.03328	1999-05-11T00:22:07.839000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/131	1999-05-11T01:12:28+00:00	1999-05-11T00:21:28+00:00
0.03811	1999-06-21T00:42:05.779000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/172	1999-06-21T01:32:28+00:00	1999-06-21T00:41:28+00:00
0.04422	1999-08-20T01:20:26.160000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/232	1999-08-20T02:10:28+00:00	1999-08-20T01:19:28+00:00
0.04626	1999-10-16T01:24:01.703000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/289	1999-10-16T02:14:28+00:00	1999-10-16T01:23:28+00:00
0.04252	1999-11-14T00:25:17.917000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/318	1999-11-14T01:15:28+00:00	1999-11-14T00:24:28+00:00
0.04634	1999-12-04T00:40:44.469000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 1999/338	1999-12-04T01:31:28+00:00	1999-12-04T00:40:28+00:00
0.05146	2000-01-25T00:40:11.645000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/025	2000-01-25T01:30:28+00:00	2000-01-25T00:39:28+00:00
0.0588	2000-03-06T00:51:20.942000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/066	2000-03-06T01:41:28+00:00	2000-03-06T00:50:28+00:00
0.09896	2000-04-05T01:14:11.361000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/096	2000-04-05T02:04:28+00:00	2000-04-05T01:13:28+00:00
9.350248	2000-05-10T13:14:04.852000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/131	2000-05-10T13:28:28+00:00	2000-05-10T12:56:28+00:00
0.1665	2000-05-12T01:01:56.638000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/133	2000-05-12T01:52:28+00:00	2000-05-12T01:01:28+00:00
0.04936	2000-05-22T01:09:56.979000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/143	2000-05-22T02:00:28+00:00	2000-05-22T01:09:28+00:00
0.03874	2000-05-30T00:15:39.051000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/151	2000-05-30T01:06:28+00:00	2000-05-30T00:14:28+00:00
0.05546	2000-07-01T00:00:14.345000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/183	2000-07-01T00:50:28+00:00	2000-06-30T23:59:28+00:00
0.0539	2000-07-29T01:03:02.045000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/211	2000-07-29T01:53:28+00:00	2000-07-29T01:02:28+00:00
0.05494	2000-09-08T01:15:12.874000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/252	2000-09-08T02:05:28+00:00	2000-09-08T01:14:28+00:00
0.06342	2000-10-22T00:28:48.388000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/296	2000-10-22T01:19:28+00:00	2000-10-22T00:28:28+00:00
0.06024	2000-11-17T00:28:57.952000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/322	2000-11-17T01:19:28+00:00	2000-11-17T00:28:28+00:00
0.05494	2000-12-18T00:33:02.811000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2000/353	2000-12-18T01:23:28+00:00	2000-12-18T00:32:28+00:00
0.04104	2001-01-19T23:58:04.971000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/019	2001-01-20T00:48:28+00:00	2001-01-19T23:57:28+00:00
0.04172	2001-03-07T00:13:46.802000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/066	2001-03-07T01:04:28+00:00	2001-03-07T00:13:28+00:00
0.08782	2001-04-04T01:16:09.739000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/094	2001-04-04T02:06:28+00:00	2001-04-04T01:15:28+00:00
0.04746	2001-05-14T00:05:51.830000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/134	2001-05-14T00:56:28+00:00	2001-05-14T00:05:28+00:00
0.04166	2001-07-03T00:44:44.217000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/184	2001-07-03T01:35:28+00:00	2001-07-03T00:44:28+00:00
0.04414	2001-08-31T00:09:21.285000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/243	2001-08-31T00:59:28+00:00	2001-08-31T00:08:28+00:00
0.09234	2001-10-06T00:16:52.384000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/279	2001-10-06T01:07:28+00:00	2001-10-06T00:16:28+00:00
0.093	2001-11-01T00:16:41.210000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/305	2001-11-01T01:07:28+00:00	2001-11-01T00:15:28+00:00
0.07474	2001-11-22T00:12:36.474000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/326	2001-11-22T01:03:28+00:00	2001-11-22T00:11:28+00:00
6.492861	2001-12-13T13:23:07.803000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/347	2001-12-13T13:34:28+00:00	2001-12-13T13:08:28+00:00
0.0329	2001-12-16T02:15:55.036000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2001/350	2001-12-16T03:06:28+00:00	2001-12-16T02:15:28+00:00
0.09816	2002-01-04T01:26:42.511000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/004	2002-01-04T02:17:28+00:00	2002-01-04T01:25:28+00:00
0.07818	2002-01-26T01:03:30.694000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/026	2002-01-26T01:53:28+00:00	2002-01-26T01:02:28+00:00
0.07198	2002-02-20T01:23:13.717000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/051	2002-02-20T02:13:28+00:00	2002-02-20T01:22:28+00:00
0.0768	2002-03-21T00:24:52.638000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/080	2002-03-21T01:15:28+00:00	2002-03-21T00:24:28+00:00
0.07602	2002-04-29T01:15:43.950000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/119	2002-04-29T02:06:28+00:00	2002-04-29T01:14:28+00:00
0.04838	2002-06-07T00:25:06.882000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/158	2002-06-07T01:15:28+00:00	2002-06-07T00:24:28+00:00
0.04408	2002-08-02T00:48:38.132000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/214	2002-08-02T01:39:28+00:00	2002-08-02T00:47:28+00:00
0.06228	2002-09-18T00:44:44.420000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/261	2002-09-18T01:35:28+00:00	2002-09-18T00:44:28+00:00
0.06336	2002-10-31T23:57:48+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/304	2002-11-01T00:48:28+00:00	2002-10-31T23:57:28+00:00
0.05072	2002-12-11T00:28:49.041000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2002/345	2002-12-11T01:19:28+00:00	2002-12-11T00:28:28+00:00
0.03844	2003-01-20T00:59:47.173000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/020	2003-01-20T01:50:28+00:00	2003-01-20T00:59:28+00:00
0.03358	2003-03-24T00:47:27.741000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/083	2003-03-24T01:37:28+00:00	2003-03-24T00:46:28+00:00
0.02908	2003-05-07T00:00:03.851000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/127	2003-05-07T00:50:28+00:00	2003-05-06T23:59:28+00:00
6.752551	2003-05-22T13:26:08.313000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/142	2003-05-22T13:38:28+00:00	2003-05-22T13:11:28+00:00
0.0465	2003-05-25T00:54:40.309000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/145	2003-05-25T01:45:28+00:00	2003-05-25T00:53:28+00:00
0.03362	2003-06-21T00:35:11.636000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/172	2003-06-21T01:25:28+00:00	2003-06-21T00:34:28+00:00
0.02508	2003-08-20T01:22:28.687000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/232	2003-08-20T02:12:28+00:00	2003-08-20T01:21:28+00:00
0.05698	2003-11-06T01:22:45.726000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/310	2003-11-06T02:13:28+00:00	2003-11-06T01:22:28+00:00
0.01292	2003-11-22T01:15:12.409000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/326	2003-11-22T02:05:28+00:00	2003-11-22T01:14:28+00:00
0.0352	2003-12-29T01:03:18.791000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2003/363	2003-12-29T01:53:28+00:00	2003-12-29T01:02:28+00:00
0.0271	2004-05-06T01:22:13.549000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2004/127	2004-05-06T02:12:28+00:00	2004-05-06T01:21:28+00:00
0.01472	2004-06-25T23:59:50.478000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2004/178	2004-06-26T00:50:28+00:00	2004-06-25T23:59:28+00:00
0.01998	2004-08-16T23:59:21.861000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2004/229	2004-08-17T00:49:28+00:00	2004-08-16T23:58:28+00:00
0.0062	2004-09-16T00:22:38.528000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2004/260	2004-09-16T01:13:28+00:00	2004-09-16T00:21:28+00:00
0.0335	2004-11-18T23:50:18.852000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2004/323	2004-11-19T00:40:28+00:00	2004-11-18T23:49:28+00:00
7.142321	2005-02-10T13:07:22.698000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2005/041	2005-02-10T13:20:28+00:00	2005-02-10T12:51:28+00:00
0.09038	2005-02-13T00:35:42.394000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2005/044	2005-02-13T01:26:28+00:00	2005-02-13T00:34:28+00:00
6.233185	2005-03-08T13:07:26.426000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2005/067	2005-03-08T13:19:28+00:00	2005-03-08T12:52:28+00:00
0.05786	2005-03-12T00:16:20.960000+00:00	null	20,436	LEO	DORIS-IDS	SPOT2 2005/071	2005-03-12T01:06:28+00:00	2005-03-12T00:15:28+00:00

End of preview.

maneuver-detect — labelled maneuver dataset (v0.3.0)

The labelled dataset behind maneuver-detect: a curated set of satellites whose maneuvers are known from public operator announcements, paired with the mean-element TLE history those maneuvers show up in. Versioned in lockstep with the library and its model checkpoints.

Recipe-first distribution

The raw multi-year TLE history comes from Space-Track, whose terms do not permit redistributing the data or analysis derived from it — so the raw series is never shipped here. Instead the dataset is published as a pinned reconstruction recipe you rebuild locally from your own Space-Track account, verified byte-for-byte by a content-hash manifest:

File	What it is
`recipe.json`	Pinned catalogue: each object's NORAD id, class, label source, fetch window.
`labels.json`	Parsed operator maneuver labels (epoch / window / type / Δv if given).
`manifest.json`	One SHA-256 per reconstructed series — the byte-for-byte integrity check.
`splits.json`	The frozen, leak-free temporal-holdout train / val / test partition.

Reconstruct and verify with the package (Space-Track credentials in the environment):

pip install maneuver-detect
export SPACETRACK_USERNAME='you@example.com' SPACETRACK_PASSWORD='...'
maneuver-detect dataset build --out dataset/v0.3

Class scope

LEO — DORIS/IDS altimetry satellites (the Δv-labelled core) and SPOT imaging satellites.
MEO — GPS (FCSTDV NANUs) and Galileo (PLN_MANV NAGUs); epoch-only.
GEO — geostationary satellites: the GOES weather satellites carry operator-announced labels from the NOAA OSPO navigation summary, the QZS-3/6 satellites carry QZSS OHI operator Δv, and the Meteosat/Himawari satellites are self-labelled by longitude-drift inspection (best-effort).
IGSO — the inclined/eccentric-geosynchronous QZSS satellites (QZS-2/4/1R), new in v0.3, with executed-Δv labels from the Cabinet Office of Japan's Operational History Information (OHI) files.
HEO — the high-eccentricity regime is a reserved class with no objects yet: no ingestible maneuver source exists and self-labelling on deep-space TLEs is perturbation-dominated, so it is deferred to a future source.

Licence

The authored artifacts (recipe, labels, splits, manifest) are CC-BY-4.0. The label sources pass through under their own terms: DORIS/IDS open data; GPS NANUs and NOAA GOES navigation summaries are US-Government public domain; Galileo NAGUs are reused with attribution (© EU); QZSS labels reused under the Quasi-Zenith Satellite System website terms (CC-BY-4.0, "Source: Quasi-Zenith Satellite System website"); the self-labelled GEO/HEO epochs are authored. The raw Space-Track element history is not redistributed under any licence — it is re-fetched locally from each user's own account. See the repository for full source terms.

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Models trained or fine-tuned on astro-tools/maneuver-detect