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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.
YAML Metadata Warning: empty or missing yaml metadata in repo card (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:

  1. A catalog of quakes identified in the data
  2. Seismic data collected by the Apollo (one day segments) or InSight (one hour segments) missions in miniseed and CSV format.
  3. 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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