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The dataset generation failed because of a cast error
Error code: DatasetGenerationCastError
Exception: DatasetGenerationCastError
Message: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'velocity(m/s)'}) and 3 missing columns ({'evid', 'filename', 'mq_type'}).
This happened while the csv dataset builder was generating data using
hf://datasets/MH0386/nasa_space_apps_2024_seismic_detection/data/lunar/training/data/S12_GradeA/xa.s12.00.mhz.1970-01-19HR00_evid00002.csv (at revision 42c675f847aad799eda9965702babc1a0ae7440a)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)
Traceback: Traceback (most recent call last):
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2013, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 585, in write_table
pa_table = table_cast(pa_table, self._schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2302, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2256, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
time_abs(%Y-%m-%dT%H:%M:%S.%f): string
time_rel(sec): double
velocity(m/s): double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 677
to
{'filename': Value(dtype='string', id=None), 'time_abs(%Y-%m-%dT%H:%M:%S.%f)': Value(dtype='string', id=None), 'time_rel(sec)': Value(dtype='float64', id=None), 'evid': Value(dtype='string', id=None), 'mq_type': Value(dtype='string', id=None)}
because column names don't match
During handling of the above exception, another exception occurred:
Traceback (most recent call last):
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1391, 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 990, in stream_convert_to_parquet
builder._prepare_split(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1884, in _prepare_split
for job_id, done, content in self._prepare_split_single(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 2015, in _prepare_split_single
raise DatasetGenerationCastError.from_cast_error(
datasets.exceptions.DatasetGenerationCastError: An error occurred while generating the dataset
All the data files must have the same columns, but at some point there are 1 new columns ({'velocity(m/s)'}) and 3 missing columns ({'evid', 'filename', 'mq_type'}).
This happened while the csv dataset builder was generating data using
hf://datasets/MH0386/nasa_space_apps_2024_seismic_detection/data/lunar/training/data/S12_GradeA/xa.s12.00.mhz.1970-01-19HR00_evid00002.csv (at revision 42c675f847aad799eda9965702babc1a0ae7440a)
Please either edit the data files to have matching columns, or separate them into different configurations (see docs at https://hf.co/docs/hub/datasets-manual-configuration#multiple-configurations)Need help to make the dataset viewer work? Make sure to review how to configure the dataset viewer, and open a discussion for direct support.
filename
string | time_abs(%Y-%m-%dT%H:%M:%S.%f)
string | time_rel(sec)
float64 | evid
string | mq_type
string |
|---|---|---|---|---|
xa.s12.00.mhz.1970-01-19HR00_evid00002 | 1970-01-19T20:25:00.000000 | 73,500 | evid00002 | impact_mq |
xa.s12.00.mhz.1970-03-25HR00_evid00003 | 1970-03-25T03:32:00.000000 | 12,720 | evid00003 | impact_mq |
xa.s12.00.mhz.1970-03-26HR00_evid00004 | 1970-03-26T20:17:00.000000 | 73,020 | evid00004 | impact_mq |
xa.s12.00.mhz.1970-04-25HR00_evid00006 | 1970-04-25T01:14:00.000000 | 4,440 | evid00006 | impact_mq |
xa.s12.00.mhz.1970-04-26HR00_evid00007 | 1970-04-26T14:29:00.000000 | 52,140 | evid00007 | deep_mq |
xa.s12.00.mhz.1970-06-15HR00_evid00008 | 1970-06-15T19:00:00.000000 | 68,400 | evid00008 | impact_mq |
xa.s12.00.mhz.1970-06-26HR00_evid00009 | 1970-06-26T20:01:00.000000 | 72,060 | evid00009 | impact_mq |
xa.s12.00.mhz.1970-07-20HR00_evid00010 | 1970-07-20T05:06:00.000000 | 18,360 | evid00010 | impact_mq |
xa.s12.00.mhz.1970-07-20HR00_evid00011 | 1970-07-20T11:44:00.000000 | 42,240 | evid00011 | deep_mq |
xa.s12.00.mhz.1970-09-26HR00_evid00013 | 1970-09-26T19:57:00.000000 | 71,820 | evid00013 | impact_mq |
xa.s12.00.mhz.1970-10-24HR00_evid00014 | 1970-10-24T11:31:00.000000 | 41,460 | evid00014 | impact_mq |
xa.s12.00.mhz.1970-11-12HR00_evid00015 | 1970-11-12T12:50:00.000000 | 46,200 | evid00015 | impact_mq |
xa.s12.00.mhz.1970-12-11HR00_evid00017 | 1970-12-11T07:22:00.000000 | 26,520 | evid00017 | impact_mq |
xa.s12.00.mhz.1970-12-27HR00_evid00019 | 1970-12-27T20:34:00.000000 | 74,040 | evid00019 | deep_mq |
xa.s12.00.mhz.1970-12-31HR00_evid00021 | 1970-12-31T15:41:00.000000 | 56,460 | evid00021 | deep_mq |
xa.s12.00.mhz.1971-01-15HR00_evid00022 | 1971-01-15T12:40:00.000000 | 45,600 | evid00022 | impact_mq |
xa.s12.00.mhz.1971-01-28HR00_evid00023 | 1971-01-28T14:59:00.000000 | 53,940 | evid00023 | deep_mq |
xa.s12.00.mhz.1971-01-29HR00_evid00024 | 1971-01-29T18:21:00.000000 | 66,060 | evid00024 | impact_mq |
xa.s12.00.mhz.1971-02-09HR00_evid00026 | 1971-02-09T03:42:00.000000 | 13,320 | evid00026 | impact_mq |
xa.s12.00.mhz.1971-03-25HR00_evid00028 | 1971-03-25T15:18:00.000000 | 55,080 | evid00028 | impact_mq |
xa.s12.00.mhz.1971-04-13HR00_evid00029 | 1971-04-13T12:55:00.000000 | 46,500 | evid00029 | impact_mq |
xa.s12.00.mhz.1971-04-17HR00_evid00030 | 1971-04-17T07:04:00.000000 | 25,440 | evid00030 | shallow_mq |
xa.s12.00.mhz.1971-05-12HR00_evid00031 | 1971-05-12T08:05:00.000000 | 29,100 | evid00031 | impact_mq |
xa.s12.00.mhz.1971-05-12HR00_evid00032 | 1971-05-12T09:45:00.000000 | 35,100 | evid00032 | impact_mq |
xa.s12.00.mhz.1971-05-13HR00_evid00033 | 1971-05-13T03:00:00.000000 | 10,800 | evid00033 | impact_mq |
xa.s12.00.mhz.1971-05-23HR00_evid00034 | 1971-05-23T22:20:00.000000 | 80,400 | evid00034 | impact_mq |
xa.s12.00.mhz.1971-06-12HR00_evid00035 | 1971-06-12T10:51:00.000000 | 39,060 | evid00035 | impact_mq |
xa.s12.00.mhz.1971-09-25HR00_evid00042 | 1971-09-25T08:57:00.000000 | 32,220 | evid00042 | impact_mq |
xa.s12.00.mhz.1971-10-18HR00_evid00043 | 1971-10-18T03:19:00.000000 | 11,940 | evid00043 | impact_mq |
xa.s12.00.mhz.1971-10-20HR00_evid00044 | 1971-10-20T18:08:00.000000 | 65,280 | evid00044 | impact_mq |
xa.s12.00.mhz.1971-10-31HR00_evid00045 | 1971-10-31T05:30:00.000000 | 19,800 | evid00045 | impact_mq |
xa.s12.00.mhz.1971-11-14HR00_evid00046 | 1971-11-14T04:17:00.000000 | 15,420 | evid00046 | impact_mq |
xa.s12.00.mhz.1972-01-04HR00_evid00049 | 1972-01-04T06:35:00.000000 | 23,700 | evid00049 | impact_mq |
xa.s12.00.mhz.1972-03-12HR00_evid00052 | 1972-03-12T18:00:00.000000 | 64,800 | evid00052 | impact_mq |
xa.s12.00.mhz.1972-05-11HR00_evid00055 | 1972-05-11T13:35:00.000000 | 48,900 | evid00055 | impact_mq |
xa.s12.00.mhz.1972-06-16HR00_evid00060 | 1972-06-16T16:11:00.000000 | 58,260 | evid00060 | impact_mq |
xa.s12.00.mhz.1972-07-17HR00_evid00067 | 1972-07-17T07:50:00.000000 | 28,200 | evid00067 | impact_mq |
xa.s12.00.mhz.1972-07-17HR00_evid00068 | 1972-07-17T21:56:00.000000 | 78,960 | evid00068 | impact_mq |
xa.s12.00.mhz.1972-07-28HR00_evid00070 | 1972-07-28T02:23:00.000000 | 8,580 | evid00070 | impact_mq |
xa.s12.00.mhz.1972-07-31HR00_evid00071 | 1972-07-31T18:08:00.000000 | 65,280 | evid00071 | impact_mq |
xa.s12.00.mhz.1972-12-02HR00_evid00083 | 1972-12-02T07:58:00.000000 | 28,680 | evid00083 | impact_mq |
xa.s12.00.mhz.1972-12-03HR00_evid00084 | 1972-12-03T02:38:00.000000 | 9,480 | evid00084 | impact_mq |
xa.s12.00.mhz.1973-01-18HR00_evid00088 | 1973-01-18T23:01:00.000000 | 82,860 | evid00088 | impact_mq |
xa.s12.00.mhz.1973-01-31HR00_evid00091 | 1973-01-31T00:44:00.000000 | 2,640 | evid00091 | impact_mq |
xa.s12.00.mhz.1973-03-01HR00_evid00093 | 1973-03-01T07:15:00.000000 | 26,100 | evid00093 | deep_mq |
xa.s12.00.mhz.1973-03-13HR00_evid00094 | 1973-03-13T08:01:00.000000 | 28,860 | evid00094 | shallow_mq |
xa.s12.00.mhz.1973-03-24HR00_evid00097 | 1973-03-24T19:23:00.000000 | 69,780 | evid00097 | impact_mq |
xa.s12.00.mhz.1973-05-14HR00_evid00104 | 1973-05-14T00:44:00.000000 | 2,640 | evid00104 | impact_mq |
xa.s12.00.mhz.1973-06-05HR00_evid00107 | 1973-06-05T02:38:00.000000 | 9,480 | evid00107 | impact_mq |
xa.s12.00.mhz.1973-06-05HR00_evid00108 | 1973-06-05T11:10:00.000000 | 40,200 | evid00108 | deep_mq |
xa.s12.00.mhz.1973-06-18HR00_evid00109 | 1973-06-18T01:42:00.000000 | 6,120 | evid00109 | impact_mq |
xa.s12.00.mhz.1973-06-27HR00_evid00112 | 1973-06-27T18:36:00.000000 | 66,960 | evid00112 | impact_mq |
xa.s12.00.mhz.1973-07-03HR00_evid00113 | 1973-07-03T18:15:00.000000 | 65,700 | evid00113 | impact_mq |
xa.s12.00.mhz.1973-07-04HR00_evid00114 | 1973-07-04T02:46:00.000000 | 9,960 | evid00114 | impact_mq |
xa.s12.00.mhz.1973-07-20HR00_evid00117 | 1973-07-20T19:02:00.000000 | 68,520 | evid00117 | deep_mq |
xa.s12.00.mhz.1973-07-28HR00_evid00120 | 1973-07-28T00:52:00.000000 | 3,120 | evid00120 | impact_mq |
xa.s12.00.mhz.1973-07-29HR00_evid00121 | 1973-07-29T23:31:00.000000 | 84,660 | evid00121 | impact_mq |
xa.s12.00.mhz.1973-08-21HR00_evid00127 | 1973-08-21T12:17:00.000000 | 44,220 | evid00127 | impact_mq |
xa.s12.00.mhz.1974-01-10HR00_evid00136 | 1974-01-10T23:21:00.000000 | 84,060 | evid00136 | impact_mq |
xa.s12.00.mhz.1974-02-07HR00_evid00137 | 1974-02-07T06:21:00.000000 | 22,860 | evid00137 | impact_mq |
xa.s12.00.mhz.1974-02-12HR00_evid00138 | 1974-02-12T22:30:00.000000 | 81,000 | evid00138 | impact_mq |
xa.s12.00.mhz.1974-03-25HR00_evid00140 | 1974-03-25T16:58:00.000000 | 61,080 | evid00140 | impact_mq |
xa.s12.00.mhz.1974-04-08HR00_evid00141 | 1974-04-08T08:40:00.000000 | 31,200 | evid00141 | impact_mq |
xa.s12.00.mhz.1974-04-19HR00_evid00142 | 1974-04-19T18:34:00.000000 | 66,840 | evid00142 | impact_mq |
xa.s12.00.mhz.1974-04-26HR00_evid00144 | 1974-04-26T09:18:00.000000 | 33,480 | evid00144 | deep_mq |
xa.s12.00.mhz.1974-04-27HR00_evid00145 | 1974-04-27T14:18:00.000000 | 51,480 | evid00145 | impact_mq |
xa.s12.00.mhz.1974-06-25HR00_evid00149 | 1974-06-25T00:23:00.000000 | 1,380 | evid00149 | impact_mq |
xa.s12.00.mhz.1974-07-06HR00_evid00150 | 1974-07-06T02:57:00.000000 | 10,620 | evid00150 | impact_mq |
xa.s12.00.mhz.1974-07-06HR00_evid00151 | 1974-07-06T14:14:00.000000 | 51,240 | evid00151 | impact_mq |
xa.s12.00.mhz.1974-07-11HR00_evid00152 | 1974-07-11T00:52:00.000000 | 3,120 | evid00152 | shallow_mq |
xa.s12.00.mhz.1974-07-17HR00_evid00153 | 1974-07-17T12:05:00.000000 | 43,500 | evid00153 | impact_mq |
xa.s12.00.mhz.1974-10-14HR00_evid00156 | 1974-10-14T17:43:00.000000 | 63,780 | evid00156 | impact_mq |
xa.s12.00.mhz.1975-04-12HR00_evid00191 | 1975-04-12T18:15:00.000000 | 65,700 | evid00191 | impact_mq |
xa.s12.00.mhz.1975-05-04HR00_evid00192 | 1975-05-04T10:05:00.000000 | 36,300 | evid00192 | impact_mq |
xa.s12.00.mhz.1975-06-24HR00_evid00196 | 1975-06-24T16:03:00.000000 | 57,780 | evid00196 | impact_mq |
xa.s12.00.mhz.1975-06-26HR00_evid00198 | 1975-06-26T03:24:00.000000 | 12,240 | evid00198 | impact_mq |
null | 1970-01-19T00:00:00.665000 | 0 | null | null |
null | 1970-01-19T00:00:00.815943 | 0.150943 | null | null |
null | 1970-01-19T00:00:00.966887 | 0.301887 | null | null |
null | 1970-01-19T00:00:01.117830 | 0.45283 | null | null |
null | 1970-01-19T00:00:01.268774 | 0.603774 | null | null |
null | 1970-01-19T00:00:01.419717 | 0.754717 | null | null |
null | 1970-01-19T00:00:01.570660 | 0.90566 | null | null |
null | 1970-01-19T00:00:01.721604 | 1.056604 | null | null |
null | 1970-01-19T00:00:01.872547 | 1.207547 | null | null |
null | 1970-01-19T00:00:02.023491 | 1.358491 | null | null |
null | 1970-01-19T00:00:02.174434 | 1.509434 | null | null |
null | 1970-01-19T00:00:02.325377 | 1.660377 | null | null |
null | 1970-01-19T00:00:02.476321 | 1.811321 | null | null |
null | 1970-01-19T00:00:02.627264 | 1.962264 | null | null |
null | 1970-01-19T00:00:02.778208 | 2.113208 | null | null |
null | 1970-01-19T00:00:02.929151 | 2.264151 | null | null |
null | 1970-01-19T00:00:03.080094 | 2.415094 | null | null |
null | 1970-01-19T00:00:03.231038 | 2.566038 | null | null |
null | 1970-01-19T00:00:03.381981 | 2.716981 | null | null |
null | 1970-01-19T00:00:03.532925 | 2.867925 | null | null |
null | 1970-01-19T00:00:03.683868 | 3.018868 | null | null |
null | 1970-01-19T00:00:03.834811 | 3.169811 | null | null |
null | 1970-01-19T00:00:03.985755 | 3.320755 | null | null |
null | 1970-01-19T00:00:04.136698 | 3.471698 | null | null |
End of preview.
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(https://huggingface.co/docs/hub/datasets-cards)
Welcome, Space Apps challengers, to “Seismic Detection across the Solar System”.
Today, we challenge YOU to parse through seismic data collected on the Moon and Mars and figure out how to detect moonquakes and marsquakes! To get you started on the data, we present to you a training set containing the following:
- A catalog of quakes identified in the data
- Seismic data collected by the Apollo (one day segments) or InSight (one hour segments) missions in miniseed and CSV format.
- Plots of the trace and spectrogram for each day a quake has been identified.
Using these tools, your task is to come up with an algorithm to identify these signals (using the catalog as a benchmark) and then apply your algorithm to the seismic data in the "test" folder (Apollo 12, 15, and 16 for the Moon and other InSight events for Mars).
Each trace included in the test folder has a quake in it, there are no empty traces.
This main folder also has a Jupyter notebook that will help you get started on the data.
IMPORTANT
Please make sure that your output catalog has at least the following headers: filename time_abs(%Y-%m-%dT%H:%M:%S.%f) or time_rel(sec) If not, your output catalog may not be scored!!
Good luck!!! If you have any questions, our team leaders will be around to help during the hackathon weekend!
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