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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 7 new columns ({'_fingerprint', '_format_columns', '_data_files', '_format_kwargs', '_output_all_columns', '_split', '_format_type'}) and 18 missing columns ({'longitude', 'station_id', 'amplitude_max', 'window_start_time', 'window_end', 'processed_time', 'channel', 'latitude', 'sampling_rate', 'amplitude_std', 'source_url', 'window_id', 'station', 'network', 'waveform_window', 'amplitude_mean', 'window_end_time', 'window_start'}).
This happened while the json dataset builder was generating data using
hf://datasets/SongyangGao/earthquake-waveforms-windowed/state.json (at revision 2ac42215946f498274665db6d4e12a52c14690d2)
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 1831, in _prepare_split_single
writer.write_table(table)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/arrow_writer.py", line 644, 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 2272, in table_cast
return cast_table_to_schema(table, schema)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
_data_files: list<item: struct<filename: string>>
child 0, item: struct<filename: string>
child 0, filename: string
_fingerprint: string
_format_columns: null
_format_kwargs: struct<>
_format_type: null
_output_all_columns: bool
_split: null
to
{'window_id': Value('int64'), 'station_id': Value('string'), 'network': Value('string'), 'station': Value('string'), 'latitude': Value('float64'), 'longitude': Value('float64'), 'channel': Value('string'), 'sampling_rate': Value('float64'), 'window_start': Value('int64'), 'window_end': Value('int64'), 'window_start_time': Value('float64'), 'window_end_time': Value('float64'), 'waveform_window': List(Value('float64')), 'amplitude_max': Value('float64'), 'amplitude_mean': Value('float64'), 'amplitude_std': Value('float64'), 'source_url': Value('string'), 'processed_time': Value('string')}
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 1456, in compute_config_parquet_and_info_response
parquet_operations = convert_to_parquet(builder)
File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 1055, in convert_to_parquet
builder.download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 894, in download_and_prepare
self._download_and_prepare(
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 970, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/builder.py", line 1702, 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 1833, 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 7 new columns ({'_fingerprint', '_format_columns', '_data_files', '_format_kwargs', '_output_all_columns', '_split', '_format_type'}) and 18 missing columns ({'longitude', 'station_id', 'amplitude_max', 'window_start_time', 'window_end', 'processed_time', 'channel', 'latitude', 'sampling_rate', 'amplitude_std', 'source_url', 'window_id', 'station', 'network', 'waveform_window', 'amplitude_mean', 'window_end_time', 'window_start'}).
This happened while the json dataset builder was generating data using
hf://datasets/SongyangGao/earthquake-waveforms-windowed/state.json (at revision 2ac42215946f498274665db6d4e12a52c14690d2)
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.
window_id int64 | station_id string | network string | station string | latitude float64 | longitude float64 | channel string | sampling_rate float64 | window_start int64 | window_end int64 | window_start_time float64 | window_end_time float64 | waveform_window list | amplitude_max float64 | amplitude_mean float64 | amplitude_std float64 | source_url string | processed_time string |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
0 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 0 | 1,000 | 0 | 24.975 | [
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-1454,... | 8,707 | -2,445.772 | 2,660.209842 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
1 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 500 | 1,500 | 12.5 | 37.474998 | [
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2 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 1,000 | 2,000 | 25 | 49.974998 | [
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269... | 8,473 | -2,183.967 | 2,564.72536 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
3 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 1,500 | 2,500 | 37.5 | 62.474998 | [
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-... | 9,711 | -2,407.075 | 2,401.468431 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
4 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 2,000 | 3,000 | 50 | 74.974998 | [
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-... | 9,711 | -2,327.926 | 2,252.9549 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
5 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 2,500 | 3,500 | 62.5 | 87.474998 | [
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... | 7,731 | -2,249.319 | 2,173.707351 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
6 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 3,000 | 4,000 | 75 | 99.974998 | [
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-... | 7,731 | -2,478.35 | 2,097.701742 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
7 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 3,500 | 4,500 | 87.5 | 112.474998 | [
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-463... | 5,595 | -2,275.258 | 1,836.631768 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
8 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 4,000 | 5,000 | 100 | 124.974998 | [
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-22... | 7,272 | -2,333.613 | 2,562.774484 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
9 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 4,500 | 5,500 | 112.5 | 137.475006 | [
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-... | 7,684 | -2,466.139 | 2,679.427724 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
10 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 5,000 | 6,000 | 125 | 149.975006 | [
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-... | 12,417 | -2,257.607 | 3,147.780561 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
11 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 5,500 | 6,500 | 137.5 | 162.475006 | [
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-4773... | 12,417 | -2,268.11 | 3,442.879938 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
12 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 6,000 | 7,000 | 150 | 174.975006 | [
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-4416,... | 8,700 | -2,424.35 | 2,741.786646 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
13 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 6,500 | 7,500 | 162.5 | 187.475006 | [
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-... | 6,401 | -2,418.407 | 2,102.048192 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
14 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 7,000 | 8,000 | 175 | 199.975006 | [
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-... | 8,293 | -2,295.618 | 2,195.371067 | https://gaoyuan-49d0.obs.cn-north-4.myhuaweicloud.com/%E5%9C%B0%E8%B4%A8%E7%81%BE%E5%AE%B3-%E6%96%87%E6%9C%AC%2B%E9%81%A5%E6%84%9F%2B%E6%97%B6%E5%BA%8F/IRIS/dataset_earthquake/IU_AFI_-13.91_-171.78_waveforms.mseed | 2025-09-17T06:35:31.006391 |
15 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 7,500 | 8,500 | 187.5 | 212.475006 | [
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21 | IU.AFI | IU | AFI | -13.91 | -171.78 | BHZ | 40 | 10,500 | 11,500 | 262.5 | 287.475006 | [
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End of preview.
earthquake-waveforms-windowed
数据集描述
这是一个地震波形数据集,包含来自全球地震台站的波形数据。数据格式为windowed。
数据来源
- 数据源: 华为云OBS存储的IRIS地震台网数据
- 数据格式: MiniSEED (.mseed)
- 台站网络: IU (International Observatory Network)
数据集统计
- 总样本数: 572
- 特征维度: 18
- 数据类型: windowed
特征说明
- window_id: Value
- station_id: Value
- network: Value
- station: Value
- latitude: Value
- longitude: Value
- channel: Value
- sampling_rate: Value
- window_start: Value
- window_end: Value
- window_start_time: Value
- window_end_time: Value
- waveform_window: List
- amplitude_max: Value
- amplitude_mean: Value
- amplitude_std: Value
- source_url: Value
- processed_time: Value
使用示例
from datasets import load_dataset
# 加载数据集
dataset = load_dataset("path/to/earthquake-waveforms-windowed")
# 查看数据
print(dataset)
print(dataset[0])
引用
如果您使用此数据集,请引用:
@dataset{earthquake_waveforms_windowed,
title={Earthquake Waveform Dataset - Windowed Format},
author={Geological Hazard Research Team},
year={2024},
source={IRIS Data Services},
storage={Huawei Cloud OBS}
}
许可证
请遵循IRIS数据使用政策和相关许可协议。
联系方式
如有问题,请联系数据集维护者。
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