DSBC
Collection
ds.traversaal.ai
•
3 items
•
Updated
•
1
Dataset Preview
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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 21 new columns ({'DIABETES', 'ICU', 'PATIENT_TYPE', 'PNEUMONIA', 'ASTHMA', 'HIPERTENSION', 'DATE_DIED', 'CLASIFFICATION_FINAL', 'RENAL_CHRONIC', 'USMER', 'OBESITY', 'TOBACCO', 'AGE', 'INTUBED', 'SEX', 'MEDICAL_UNIT', 'PREGNANT', 'OTHER_DISEASE', 'INMSUPR', 'CARDIOVASCULAR', 'COPD'}) and 23 missing columns ({'NOx (ppb)', 'Ozone (ug/m3)', 'RH (%)', 'WD (deg)', 'NH3 (ug/m3)', 'Xylene (ug/m3)', 'WS (m/s)', 'PM2.5 (ug/m3)', 'AT (degree C)', 'NO2 (ug/m3)', 'Toluene (ug/m3)', 'SO2 (ug/m3)', 'To Date', 'VWS (m/s)', 'Benzene (ug/m3)', 'From Date', 'NO (ug/m3)', 'PM10 (ug/m3)', 'SR (W/mt2)', 'CO (mg/m3)', 'Temp (degree C)', 'RF (mm)', 'BP (mmHg)'}).
This happened while the csv dataset builder was generating data using
hf://datasets/large-traversaal/DSBC-DataFiles/COVID_TEST.csv (at revision ded5953530422bac6d2bf13d6f2cfbecc98bf1f2)
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
USMER: int64
MEDICAL_UNIT: int64
SEX: int64
PATIENT_TYPE: int64
DATE_DIED: string
INTUBED: int64
PNEUMONIA: int64
AGE: int64
PREGNANT: int64
DIABETES: int64
COPD: int64
ASTHMA: int64
INMSUPR: int64
HIPERTENSION: int64
OTHER_DISEASE: int64
CARDIOVASCULAR: int64
OBESITY: int64
RENAL_CHRONIC: int64
TOBACCO: int64
CLASIFFICATION_FINAL: int64
ICU: int64
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2666
to
{'From Date': Value('string'), 'To Date': Value('string'), 'PM2.5 (ug/m3)': Value('float64'), 'PM10 (ug/m3)': Value('float64'), 'NO (ug/m3)': Value('float64'), 'NO2 (ug/m3)': Value('float64'), 'NOx (ppb)': Value('float64'), 'NH3 (ug/m3)': Value('float64'), 'SO2 (ug/m3)': Value('float64'), 'CO (mg/m3)': Value('float64'), 'Ozone (ug/m3)': Value('float64'), 'Benzene (ug/m3)': Value('float64'), 'Toluene (ug/m3)': Value('float64'), 'Temp (degree C)': Value('float64'), 'RH (%)': Value('float64'), 'WS (m/s)': Value('float64'), 'WD (deg)': Value('float64'), 'SR (W/mt2)': Value('float64'), 'BP (mmHg)': Value('float64'), 'VWS (m/s)': Value('float64'), 'Xylene (ug/m3)': Value('float64'), 'RF (mm)': Value('float64'), 'AT (degree C)': Value('float64')}
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 21 new columns ({'DIABETES', 'ICU', 'PATIENT_TYPE', 'PNEUMONIA', 'ASTHMA', 'HIPERTENSION', 'DATE_DIED', 'CLASIFFICATION_FINAL', 'RENAL_CHRONIC', 'USMER', 'OBESITY', 'TOBACCO', 'AGE', 'INTUBED', 'SEX', 'MEDICAL_UNIT', 'PREGNANT', 'OTHER_DISEASE', 'INMSUPR', 'CARDIOVASCULAR', 'COPD'}) and 23 missing columns ({'NOx (ppb)', 'Ozone (ug/m3)', 'RH (%)', 'WD (deg)', 'NH3 (ug/m3)', 'Xylene (ug/m3)', 'WS (m/s)', 'PM2.5 (ug/m3)', 'AT (degree C)', 'NO2 (ug/m3)', 'Toluene (ug/m3)', 'SO2 (ug/m3)', 'To Date', 'VWS (m/s)', 'Benzene (ug/m3)', 'From Date', 'NO (ug/m3)', 'PM10 (ug/m3)', 'SR (W/mt2)', 'CO (mg/m3)', 'Temp (degree C)', 'RF (mm)', 'BP (mmHg)'}).
This happened while the csv dataset builder was generating data using
hf://datasets/large-traversaal/DSBC-DataFiles/COVID_TEST.csv (at revision ded5953530422bac6d2bf13d6f2cfbecc98bf1f2)
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.
From Date
string | To Date
string | PM2.5 (ug/m3)
float64 | PM10 (ug/m3)
float64 | NO (ug/m3)
float64 | NO2 (ug/m3)
float64 | NOx (ppb)
float64 | NH3 (ug/m3)
float64 | SO2 (ug/m3)
float64 | CO (mg/m3)
float64 | Ozone (ug/m3)
float64 | Benzene (ug/m3)
float64 | Toluene (ug/m3)
float64 | Temp (degree C)
float64 | RH (%)
float64 | WS (m/s)
float64 | WD (deg)
float64 | SR (W/mt2)
float64 | BP (mmHg)
null | VWS (m/s)
float64 | Xylene (ug/m3)
float64 | RF (mm)
float64 | AT (degree C)
float64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
2023-02-28 23:00:00
|
2023-03-01 00:00:00
| 44
| 68
| 12.53
| 62.8
| 43.6
| 7.3
| 7.27
| 0.94
| 19.57
| 1.87
| 3.6
| 30.57
| 80
| 0.37
| 198
| 11
| null | -0.2
| 0.83
| 0
| 20.93
|
2023-03-01 00:00:00
|
2023-03-01 01:00:00
| 39.25
| 57.25
| 9.5
| 58.62
| 38.85
| 6.5
| 5.25
| 0.9
| 20.38
| 1.5
| 2.77
| 30.55
| 86.5
| 0.53
| 232.5
| 11.75
| null | -0.2
| 0.47
| 0
| 20.58
|
2023-03-01 01:00:00
|
2023-03-01 02:00:00
| 40.75
| 51.75
| 6.58
| 54.62
| 34.38
| 6.22
| 3.5
| 0.91
| 19.58
| 1.5
| 2.65
| 30.55
| 88.5
| 0.43
| 225.5
| 12.5
| null | -0.2
| 0.57
| 0
| 20.52
|
2023-03-01 02:00:00
|
2023-03-01 03:00:00
| 43.5
| 51.75
| 6.6
| 50.48
| 32.17
| 6.72
| 4.17
| 0.9
| 20.25
| 1.38
| 2.05
| 30.57
| 89
| 0.5
| 242.25
| 13
| null | -0.2
| 0.47
| 0
| 20.4
|
2023-03-01 03:00:00
|
2023-03-01 04:00:00
| 45.25
| 52.25
| 18.5
| 55.42
| 44.52
| 8.05
| 4.35
| 1.01
| 18.1
| 1.23
| 0.4
| 31
| 89
| 0.5
| 234.5
| 13
| null | -0.2
| 0.6
| 0
| 20.12
|
2023-03-01 04:00:00
|
2023-03-01 05:00:00
| 44.75
| 50
| 12.9
| 60.83
| 42.85
| 6.97
| 4.47
| 0.98
| 16.95
| 0.28
| 0
| 30.63
| 89
| 0.57
| 237.25
| 13
| null | -0.2
| 0.57
| 0
| 20.15
|
2023-03-01 05:00:00
|
2023-03-01 06:00:00
| 42
| 59.25
| 14.8
| 60.03
| 43.98
| 7.22
| 4.4
| 0.99
| 17.3
| 1.05
| 0
| 30.57
| 89
| 0.67
| 237
| 12.5
| null | -0.15
| 0.55
| 0
| 20.15
|
2023-03-01 06:00:00
|
2023-03-01 07:00:00
| 45.5
| 61
| 12.9
| 53.25
| 38.8
| 7.97
| 6.8
| 1.06
| 17.05
| 0.45
| 0
| 29.78
| 89
| 0.8
| 252
| 13.25
| null | -0.1
| 0.5
| 0
| 20.1
|
2023-03-01 07:00:00
|
2023-03-01 08:00:00
| 48
| 64.75
| 15.18
| 53.58
| 40.85
| 7.6
| 7.72
| 1.03
| 15.88
| 1.85
| 1.15
| 29.3
| 88
| 0.97
| 249.25
| 54.25
| null | -0.1
| 0.6
| 0
| 20.43
|
2023-03-01 08:00:00
|
2023-03-01 09:00:00
| 50.5
| 65.5
| 11.47
| 48.95
| 35.38
| 7.65
| 8.53
| 1
| 21.32
| 1.55
| 2.1
| 29.25
| 78.5
| 1.2
| 244.5
| 232.25
| null | -0.12
| 0.65
| 0
| 21.93
|
2023-03-01 09:00:00
|
2023-03-01 10:00:00
| 44.75
| 61.75
| 10.15
| 43.58
| 31.43
| 8.93
| 8.03
| 0.95
| 28.02
| 2.05
| 2.98
| 29.38
| 67.75
| 1.23
| 213
| 382.75
| null | -0.17
| 0.57
| 0
| 23.65
|
2023-03-01 10:00:00
|
2023-03-01 11:00:00
| 30
| 62.25
| 8.62
| 42.65
| 29.68
| 8.93
| 8.05
| 0.88
| 22.45
| 1.27
| 2.6
| 29.8
| 60.5
| 1.1
| 151.75
| 484.75
| null | -0.12
| 0.53
| 0
| 24.9
|
2023-03-01 11:00:00
|
2023-03-01 12:00:00
| 25
| 56.75
| 9.35
| 40.4
| 29.1
| 9.35
| 9.1
| 0.84
| 21.83
| 1.02
| 1.83
| 29.9
| 55
| 1.4
| 170
| 551
| null | -0.2
| 0.75
| 0
| 25.27
|
2023-03-01 12:00:00
|
2023-03-01 13:00:00
| 29.5
| 54.75
| 6.23
| 36.6
| 24.53
| 7.47
| 6.25
| 0.81
| 23.9
| 0.6
| 1.78
| 29.8
| 55
| 1.38
| 167.5
| 505.75
| null | -0.17
| 0.57
| 0
| 25.62
|
2023-03-01 13:00:00
|
2023-03-01 14:00:00
| 33
| 49.25
| 6.85
| 36.92
| 25.2
| 8.68
| 5.33
| 0.84
| 26.7
| 0.07
| 2.05
| 30.2
| 54.25
| 1.32
| 136.75
| 123.25
| null | -0.2
| 0.47
| 0
| 25.8
|
2023-03-01 14:00:00
|
2023-03-01 15:00:00
| 29
| 43.5
| 7.65
| 40.35
| 27.73
| 8.97
| 4.03
| 0.91
| 28.85
| 0
| 0.15
| 30.58
| 56
| 1.3
| 70
| 91.75
| null | -0.2
| 0.5
| 0
| 25.52
|
2023-03-01 15:00:00
|
2023-03-01 16:00:00
| 26.5
| 44.25
| 7.38
| 42.45
| 28.55
| 7.85
| 4.65
| 0.88
| 30.45
| 0
| 0
| 30.58
| 56.75
| 1.4
| 57.5
| 57
| null | -0.2
| 0.53
| 0
| 25.15
|
2023-03-01 16:00:00
|
2023-03-01 17:00:00
| 30
| 50.75
| 8.38
| 46.17
| 31.38
| 8.38
| 6.03
| 0.91
| 29.5
| 0
| 1.15
| 30.58
| 52.25
| 1.35
| 2
| 46.75
| null | -0.2
| 0.47
| 0
| 25.18
|
2023-03-01 17:00:00
|
2023-03-01 18:00:00
| 36.25
| 51.25
| 7.95
| 47.45
| 31.7
| 7.55
| 5.55
| 0.93
| 27.68
| 0.43
| 2.7
| 30.58
| 60.5
| 1.3
| null | 22.5
| null | -0.2
| 0.75
| 0
| 24.15
|
2023-03-01 18:00:00
|
2023-03-01 19:00:00
| 37.75
| 54.75
| 8.5
| 49.52
| 33.27
| 8.38
| 5.85
| 0.94
| 24.68
| 0.33
| 2.92
| 30.55
| 68.75
| 1.25
| null | 11.25
| null | -0.2
| 0.65
| 0
| 22.93
|
2023-03-01 19:00:00
|
2023-03-01 20:00:00
| 40.25
| 57.5
| 14.67
| 57.1
| 42.28
| 8.2
| 5.25
| 0.98
| 20.27
| 1.97
| 3.08
| 30.55
| 75.25
| 1.05
| null | 11
| null | -0.2
| 0.98
| 0
| 21.92
|
2023-03-01 20:00:00
|
2023-03-01 21:00:00
| 42.75
| 68
| 15.22
| 57.4
| 42.9
| 8.18
| 5.17
| 1.02
| 14.88
| 1.62
| 4.28
| 30.55
| 84
| 0.75
| 71.5
| 11.5
| null | -0.2
| 0.8
| 0
| 21.1
|
2023-03-01 21:00:00
|
2023-03-01 22:00:00
| 44.75
| 65.5
| 12.33
| 52.1
| 37.75
| 7.35
| 5.68
| 0.94
| 16.75
| 0.82
| 3.27
| 30.55
| 88.25
| 1.18
| null | 12.75
| null | -0.2
| 0.7
| 0
| 20.68
|
2023-03-01 22:00:00
|
2023-03-01 23:00:00
| 37.75
| 57.5
| 18.88
| 56.9
| 45.55
| 8.97
| 6.28
| 0.98
| 16
| 1.58
| 2.8
| 30.55
| 87.5
| 1.27
| 204
| 12
| null | -0.2
| 0.9
| 0
| 20.45
|
2023-03-01 23:00:00
|
2023-03-02 00:00:00
| 44.75
| 55
| 10.72
| 51.52
| 36.15
| 6.83
| 5.12
| 0.81
| 19.32
| 0.7
| 1.1
| 30.55
| 86.5
| 1.03
| 207.25
| 11.75
| null | -0.2
| 0.62
| 0
| 20
|
2023-03-02 00:00:00
|
2023-03-02 01:00:00
| 40.25
| 53.75
| 11.35
| 57.05
| 39.55
| 7.2
| 2.67
| 0.75
| 21.48
| 1.07
| 0
| 30.48
| 77.5
| 0.62
| 223.75
| 10.5
| null | -0.2
| 0.6
| 0
| 19.82
|
2023-03-02 01:00:00
|
2023-03-02 02:00:00
| 38
| 58.5
| 5.23
| 48
| 29.8
| 6.2
| 0.9
| 0.69
| 28
| 0.07
| 0
| 30.48
| 76.75
| 0.55
| 176.25
| 10.5
| null | -0.2
| 0.42
| 0
| 19.62
|
2023-03-02 02:00:00
|
2023-03-02 03:00:00
| 38.5
| 54.25
| 4.62
| 46.15
| 28.27
| 7.38
| 0.1
| 0.65
| 30.55
| 0
| 0
| 30.47
| 72.5
| 0.45
| 158.25
| 10.25
| null | -0.2
| 0.57
| 0
| 19.48
|
2023-03-02 03:00:00
|
2023-03-02 04:00:00
| 40.25
| 45.25
| 10.35
| 52.5
| 36.35
| 8.97
| 0.5
| 0.71
| 25.67
| 0
| 0
| 30.85
| 75.25
| 0.47
| 131.25
| 10.75
| null | -0.2
| 0.48
| 0
| 19.2
|
2023-03-02 04:00:00
|
2023-03-02 05:00:00
| 40.25
| 45
| 8.75
| 58.25
| 38.12
| 8.07
| 1.2
| 0.69
| 28.83
| 0
| 0
| 30.48
| 68.25
| 0.6
| 206
| 10.25
| null | -0.2
| 0.47
| 0
| 19.62
|
2023-03-02 05:00:00
|
2023-03-02 06:00:00
| 39
| 53.75
| 6.05
| 59
| 36.27
| 7.85
| 1.62
| 0.7
| 31.73
| 0
| 0
| 30.45
| 63.25
| 0.65
| 215
| 10
| null | -0.2
| 0.53
| 0
| 19.88
|
2023-03-02 06:00:00
|
2023-03-02 07:00:00
| 42.75
| 63.25
| 8.92
| 66.42
| 42.62
| 8.25
| 5.2
| 0.76
| 29.6
| 0.38
| 0.6
| 30.42
| 60.25
| 0.5
| 209.5
| 14.25
| null | -0.2
| 0.75
| 0
| 20.1
|
2023-03-02 07:00:00
|
2023-03-02 08:00:00
| 44.25
| 67.25
| 10.55
| 69.42
| 45.5
| 7.97
| 8.47
| 0.8
| 24.35
| 0.85
| 0.38
| 30.42
| 57.75
| 0.45
| 162
| 74.75
| null | -0.2
| 0.57
| 0
| 20.95
|
2023-03-02 08:00:00
|
2023-03-02 09:00:00
| 39
| 64.75
| 8.6
| 61.77
| 39.85
| 7.05
| 8.85
| 0.74
| 30.18
| 1.03
| 0.6
| 30.45
| 51
| 0.8
| 150.75
| 258.25
| null | -0.2
| 0.62
| 0
| 23.32
|
2023-03-02 09:00:00
|
2023-03-02 10:00:00
| 31.5
| 56.25
| 6.62
| 51.55
| 32.8
| 7.9
| 9.28
| 0.74
| 34.2
| 1.43
| 1.58
| 30.55
| 47.5
| 0.93
| 90.75
| 392.25
| null | -0.2
| 0.55
| 0
| 24.6
|
2023-03-02 10:00:00
|
2023-03-02 11:00:00
| 36.5
| 61
| 6.42
| 44.3
| 28.8
| 8.38
| 8.6
| 0.72
| 35.6
| 0.72
| 1.53
| 30.93
| 46
| 0.95
| 129.25
| 495.75
| null | -0.18
| 1.12
| 0
| 25.32
|
2023-03-02 11:00:00
|
2023-03-02 12:00:00
| 38.25
| 64.75
| 6.65
| 41.4
| 27.4
| 8.7
| 7
| 0.65
| 30.02
| 0.17
| 0.93
| 30.1
| 47.5
| 1.23
| 162.5
| 557.75
| null | -0.18
| 0.65
| 0
| 25.42
|
2023-03-02 12:00:00
|
2023-03-02 13:00:00
| 38.75
| 66
| 5.3
| 39.5
| 25.35
| 6.05
| 5.88
| 0.73
| 29.62
| 0.87
| 1.1
| 29.77
| 51.75
| 1.48
| 161.5
| 504.25
| null | -0.17
| 0.52
| 0
| 25.3
|
2023-03-02 13:00:00
|
2023-03-02 14:00:00
| 35.5
| 63.5
| 3.97
| 64.58
| 37.58
| 6.1
| 6.65
| 0.69
| 30.88
| 0.43
| 0.82
| 29.45
| 45.5
| 1.52
| 131.25
| 124.5
| null | -0.15
| 0.55
| 0
| 25.6
|
2023-03-02 14:00:00
|
2023-03-02 15:00:00
| 28.5
| 64.5
| 5.83
| 69
| 41.43
| 6.67
| 6.72
| 0.62
| 31.62
| 0
| 0
| 29.65
| 40
| 1.58
| 78.75
| 79
| null | -0.15
| 0.6
| 0
| 25.55
|
2023-03-02 15:00:00
|
2023-03-02 16:00:00
| 29.25
| 59.75
| 5.75
| 64.48
| 39
| 4.45
| 5.78
| 0.6
| 25.35
| 0
| 0
| 29.75
| 37.75
| 1.62
| 34.33
| 50.5
| null | -0.1
| 0.38
| 0
| 25.28
|
2023-03-02 16:00:00
|
2023-03-02 17:00:00
| 28
| 49.5
| 5.1
| 69.77
| 41.27
| 5.1
| 6.75
| 0.64
| 21.47
| 0
| 0
| 29.88
| 38.25
| 1.3
| 25
| 47.75
| null | -0.1
| 0.43
| 0
| 24.8
|
2023-03-02 17:00:00
|
2023-03-02 18:00:00
| 30.25
| 51
| 6.88
| 80.72
| 48.53
| 5.57
| 6.45
| 0.76
| 25.7
| 0
| 0
| 30.65
| 40.75
| 1
| null | 21.5
| null | -0.12
| 0.5
| 0
| 23.83
|
2023-03-02 18:00:00
|
2023-03-02 19:00:00
| 29.25
| 59.5
| 9.4
| 100.58
| 61.13
| 5.38
| 6.93
| 0.75
| 23.15
| 0.38
| 0.7
| 30.58
| 44.5
| 0.55
| 14
| 10.5
| null | -0.1
| 0.7
| 0
| 22.55
|
2023-03-02 19:00:00
|
2023-03-02 20:00:00
| 35
| 60
| 9.1
| 116.5
| 69.38
| 6.1
| 6.35
| 0.76
| 18.9
| 0.82
| 1.9
| 30.5
| 45.5
| 0.4
| null | 9.25
| null | -0.1
| 0.75
| 0
| 21.95
|
2023-03-02 20:00:00
|
2023-03-02 21:00:00
| 41.25
| 65.25
| 9.72
| 124.83
| 74.28
| 4.32
| 6.72
| 0.75
| 19.15
| 0
| 0.53
| 30.45
| 46
| 0.38
| 74.5
| 9
| null | -0.1
| 0.85
| 0
| 21.62
|
2023-03-02 21:00:00
|
2023-03-02 22:00:00
| 41.5
| 62.75
| 8.1
| 124.52
| 72.85
| 2.47
| 6.88
| 0.73
| 20.52
| 0.93
| 2.48
| 30.42
| 45.75
| 0.43
| 37.67
| 9
| null | -0.1
| 0.75
| 0
| 21.52
|
2023-03-02 22:00:00
|
2023-03-02 23:00:00
| 39.75
| 61.25
| 8.57
| 123.53
| 72.65
| 4.3
| 6.2
| 0.68
| 23.75
| 0.12
| 1.1
| 30.4
| 45.25
| 0.43
| 27
| 9
| null | -0.1
| 0.5
| 0
| 21.5
|
2023-03-02 23:00:00
|
2023-03-03 00:00:00
| 41.25
| 61.25
| 16.1
| 130.8
| 82.65
| 4.65
| 5.95
| 0.69
| 21
| 0.4
| 0.82
| 30.45
| 46.5
| 0.38
| 62
| 9
| null | -0.1
| 0.85
| 0
| 21.27
|
2023-03-03 00:00:00
|
2023-03-03 01:00:00
| 47.75
| 65.75
| 12.03
| 133.58
| 80.85
| null | 6.33
| 0.66
| 22.95
| 0
| 0
| 30.35
| 46.75
| 0.35
| 59
| 9
| null | -0.1
| 0.62
| 0
| 20.9
|
2023-03-03 01:00:00
|
2023-03-03 02:00:00
| 45
| 58.25
| 5.15
| 119.12
| 67.53
| null | 5.62
| 0.63
| 28
| 0
| 0
| 30.38
| 46.5
| 0.65
| null | 9
| null | -0.1
| 0.45
| 0
| 21.2
|
2023-03-03 02:00:00
|
2023-03-03 03:00:00
| 38.5
| 58
| 4.8
| 110.12
| 62.48
| null | 4.62
| 0.61
| 27
| 0
| 0
| 30.42
| 47
| 0.5
| null | 9
| null | -0.1
| 0.43
| 0
| 21.17
|
2023-03-03 03:00:00
|
2023-03-03 04:00:00
| 37.25
| 65
| 11.8
| 115.38
| 70.98
| 8.15
| 3.8
| 0.67
| 20.73
| 0
| 0
| 30.73
| 49.75
| 0.47
| null | 9
| null | -0.1
| 0.5
| 0
| 20.75
|
2023-03-03 04:00:00
|
2023-03-03 05:00:00
| 37.25
| 66.75
| 10
| 124.28
| 74.25
| 3.7
| 4.9
| 0.64
| 21.08
| 0
| 0
| 30.38
| 46.5
| 0.55
| 50
| 9
| null | -0.12
| 0.53
| 0
| 21.03
|
2023-03-03 05:00:00
|
2023-03-03 06:00:00
| 35
| 60.75
| 9.32
| 122.28
| 72.6
| 1.4
| 4.85
| 0.62
| 20.25
| 0
| 0
| 30.35
| 47
| 0.53
| 66
| 9.25
| null | -0.1
| 0.47
| 0
| 21.05
|
2023-03-03 06:00:00
|
2023-03-03 07:00:00
| 37
| 57.25
| 20.75
| 138.47
| 90.55
| 7.53
| 5.82
| 0.79
| 16.07
| 0
| 0
| 30.35
| 51
| 0.35
| 54
| 15
| null | -0.1
| 0.5
| 0
| 20.75
|
2023-03-03 07:00:00
|
2023-03-03 08:00:00
| 45
| 73.5
| 22.17
| 144.97
| 95.2
| 3.55
| 8.43
| 0.84
| 16.25
| 0.42
| 0
| 30.35
| 53
| 0.45
| 7
| 75
| null | -0.17
| 0.85
| 0
| 21.5
|
2023-03-03 08:00:00
|
2023-03-03 09:00:00
| 50.25
| 89.75
| 20
| 143.9
| 92.8
| 1.4
| 8
| 0.82
| 19.43
| 2.05
| 2.17
| 30.38
| 49
| 0.75
| 73
| 257
| null | -0.2
| 0.72
| 0
| 23.9
|
2023-03-03 09:00:00
|
2023-03-03 10:00:00
| 46.25
| 79
| 8.97
| 116.35
| 69.22
| 1.5
| 8.85
| 0.74
| 23.55
| 1.77
| 3.25
| 30.5
| 47
| 1.17
| 86.75
| 389.5
| null | -0.2
| 0.8
| 0
| 24.7
|
2023-03-03 10:00:00
|
2023-03-03 11:00:00
| 38.75
| 74
| 6.95
| 96.57
| 57.02
| 3
| 8.25
| 0.72
| 26.08
| 1.25
| 2.75
| 30.85
| 44.5
| 1.45
| 43.25
| 495.25
| null | -0.18
| 0.7
| 0
| 25.17
|
2023-03-03 11:00:00
|
2023-03-03 12:00:00
| 33.5
| 73.25
| 3.95
| 92.4
| 52.3
| 5.7
| 7.25
| 0.6
| 25.1
| 1.07
| 1.98
| 30.65
| 43.75
| 1.68
| 38.75
| 559.75
| null | -0.15
| 0.65
| 0
| 25.65
|
2023-03-03 12:00:00
|
2023-03-03 13:00:00
| 37.25
| 83.5
| 4.63
| 44.13
| 27.23
| 2.03
| 6.72
| 0.68
| 23.35
| 0.4
| 0.72
| 30.43
| 45.25
| 1.68
| 138
| 503
| null | -0.15
| 0.75
| 0
| 25.75
|
2023-03-03 13:00:00
|
2023-03-03 14:00:00
| 37
| 67
| 4.18
| 41.82
| 25.68
| 3.35
| 8.42
| 0.71
| 27.08
| 0
| 0.82
| 30.05
| 45
| 1.5
| 141.75
| 140.25
| null | -0.15
| 0.53
| 0
| 25.88
|
2023-03-03 14:00:00
|
2023-03-03 15:00:00
| 43
| 68
| 5.03
| 46.47
| 28.77
| 3.18
| 9.1
| 0.74
| 20.92
| 0.97
| 2.22
| 29.95
| 45.75
| 1.62
| 210.25
| 78.25
| null | -0.15
| 0.6
| 0
| 25.77
|
2023-03-03 15:00:00
|
2023-03-03 16:00:00
| 43.25
| 69
| 4.12
| 43.98
| 26.77
| 3.4
| 6.25
| 0.72
| 20.82
| 0.33
| 0.95
| 29.85
| 45
| 1.4
| 211
| 54.75
| null | -0.12
| 0.55
| 0
| 25.67
|
2023-03-03 16:00:00
|
2023-03-03 17:00:00
| 42.25
| 63.75
| 5.25
| 47.8
| 29.7
| 5.78
| 5.4
| 0.71
| 18.65
| 0
| 0.9
| 30.15
| 42.5
| 1.2
| 215.25
| 48.75
| null | -0.17
| 0.53
| 0
| 25.43
|
2023-03-03 17:00:00
|
2023-03-03 18:00:00
| 37.5
| 67
| 4.85
| 49.45
| 30.27
| 3.2
| 6.95
| 0.78
| 20.75
| 0.33
| 0.65
| 30.6
| 45.75
| 0.85
| 212
| 24.75
| null | -0.2
| 0.6
| 0
| 24.55
|
2023-03-03 18:00:00
|
2023-03-03 19:00:00
| 46
| 75.25
| 6.95
| 60.1
| 37.62
| 5.85
| 7.05
| 0.97
| 19.55
| 1.25
| 2.02
| 30.42
| 50.25
| 0.52
| 233.5
| 11.25
| null | -0.2
| 0.72
| 0
| 23.2
|
2023-03-03 19:00:00
|
2023-03-03 20:00:00
| 65.25
| 91.75
| 16.05
| 77.1
| 54.07
| 8.12
| 7.05
| 1.06
| 11.55
| 2.48
| 3.35
| 30.42
| 51.25
| 0.38
| 274.75
| 10
| null | -0.2
| 0.72
| 0
| 22.2
|
2023-03-03 20:00:00
|
2023-03-03 21:00:00
| 68.25
| 102.75
| 27.2
| 88.68
| 69.28
| 8.9
| 8.68
| 1.27
| 8.07
| 2.65
| 3.68
| 30.45
| 52
| 0.3
| 283.5
| 10
| null | -0.2
| 1
| 0
| 21.52
|
2023-03-03 21:00:00
|
2023-03-03 22:00:00
| 88.75
| 122.75
| 23.18
| 87.03
| 65.15
| 3.15
| 8.85
| 0.96
| 13.48
| 2.52
| 4.25
| 30.4
| 49
| 0.33
| 188.25
| 10
| null | -0.2
| 1.1
| 0
| 21.42
|
2023-03-03 22:00:00
|
2023-03-03 23:00:00
| 71.5
| 101
| 23.02
| 88.97
| 66.08
| 2.78
| 9.12
| 0.82
| 15.53
| 2.05
| 3.58
| 30.35
| 45
| 0.43
| 163.5
| 10
| null | -0.2
| 0.82
| 0
| 21.35
|
2023-03-03 23:00:00
|
2023-03-04 00:00:00
| 56.5
| 87
| 15.85
| 85.9
| 58.58
| 0.7
| 28.75
| 0.66
| 17.72
| 2.02
| 2.8
| 30.35
| 44.25
| 0.47
| 226.25
| 10
| null | -0.2
| 0.75
| 0
| 21.17
|
2023-03-04 00:00:00
|
2023-03-04 01:00:00
| 53.25
| 72.5
| 8.93
| 82
| 50.9
| 1
| 66.25
| 0.71
| 20.57
| 1.12
| 0.15
| 30.33
| 46
| 0.7
| 222.5
| 10
| null | -0.2
| 0.53
| 0
| 21.12
|
2023-03-04 01:00:00
|
2023-03-04 02:00:00
| 55.5
| 76.25
| 4.92
| 71.72
| 42.15
| null | 44.92
| 0.67
| 23.98
| 0.07
| 0
| 30.25
| 46
| 0.97
| 240
| 10
| null | -0.2
| 0.4
| 0
| 21.45
|
2023-03-04 02:00:00
|
2023-03-04 03:00:00
| 49.75
| 81
| 3.3
| 58.97
| 34.02
| 1.2
| 10.27
| 0.64
| 27.6
| 0
| 0
| 30.27
| 47.5
| 0.65
| 208.5
| 10
| null | -0.2
| 0.53
| 0
| 20.9
|
2023-03-04 03:00:00
|
2023-03-04 04:00:00
| 49.25
| 77.5
| 7.3
| 62.85
| 39.38
| 5.53
| 8.07
| 0.7
| 19.67
| 0
| 0
| 30.7
| 48.5
| 0.68
| 223.25
| 10
| null | -0.2
| 0.57
| 0
| 20.62
|
2023-03-04 04:00:00
|
2023-03-04 05:00:00
| 56.75
| 81.75
| 6.32
| 67.5
| 41.08
| 1.7
| 3.7
| 0.65
| 21.88
| 0
| 0
| 30.25
| 48
| 0.9
| 239
| 10
| null | -0.2
| 0.6
| 0
| 20.82
|
2023-03-04 05:00:00
|
2023-03-04 06:00:00
| 50.75
| 76.5
| 7.77
| 71.12
| 44.12
| 2.93
| 3.23
| 0.71
| 18.98
| 0.4
| 0
| 30.25
| 48.5
| 0.73
| 219.5
| 10
| null | -0.2
| 0.5
| 0
| 20.65
|
2023-03-04 06:00:00
|
2023-03-04 07:00:00
| 52.5
| 90.5
| 16.5
| 82.27
| 57.17
| 7.25
| 4.47
| 0.82
| 14.83
| 0.3
| 1.35
| 30.3
| 49.75
| 0.5
| 227.25
| 15.25
| null | -0.2
| 0.85
| 0
| 20.48
|
2023-03-04 07:00:00
|
2023-03-04 08:00:00
| 50.75
| 91.25
| 29.95
| 92.43
| 73.5
| 10.7
| 5.85
| 0.86
| 12.22
| 2.2
| 3.52
| 30.3
| 50.5
| 0.6
| 187
| 74.75
| null | -0.2
| 0.88
| 0
| 21.23
|
2023-03-04 08:00:00
|
2023-03-04 09:00:00
| 49
| 83.5
| 13.77
| 80.72
| 54.12
| 0.3
| 5
| 0.81
| 16.6
| 2.23
| 3.1
| 30.33
| 52.75
| 1.02
| 225
| 243
| null | -0.2
| 0.82
| 0
| 23.15
|
2023-03-04 09:00:00
|
2023-03-04 10:00:00
| 45
| 64.75
| 6.55
| 68.7
| 41.88
| 2.27
| 4.22
| 0.76
| 19.02
| 1.98
| 2.77
| 30.45
| 52.25
| 1.1
| 218
| 380.5
| null | -0.18
| 0.75
| 0
| 24.33
|
2023-03-04 10:00:00
|
2023-03-04 11:00:00
| 40.75
| 63.25
| 6.7
| 59.1
| 36.9
| 4.47
| 4.2
| 0.84
| 20.88
| 1.35
| 3.02
| 30.93
| 49.5
| 1.25
| 185.75
| 485.25
| null | -0.17
| 0.88
| 0
| 25.65
|
2023-03-04 11:00:00
|
2023-03-04 12:00:00
| 38.25
| 75.75
| 5.9
| 55.9
| 34.55
| 4.1
| 3.4
| 0.79
| 21.95
| 1.8
| 2.35
| 31.3
| 47
| 1.5
| 194
| 542.5
| null | -0.17
| 0.7
| 0
| 26.27
|
2023-03-04 12:00:00
|
2023-03-04 13:00:00
| 41
| 66.5
| 5
| 46.57
| 28.83
| 3.27
| 4.97
| 0.81
| 24.55
| 1.3
| 1.83
| 31.02
| 46.5
| 1.38
| 199.75
| 478.25
| null | -0.2
| 0.73
| 0
| 26.67
|
2023-03-04 13:00:00
|
2023-03-04 14:00:00
| 40
| 68.5
| 4.28
| 45.8
| 27.82
| 3.47
| 7.07
| 0.81
| 24.38
| 0.82
| 0.65
| 30.55
| 48.25
| 1.37
| 230
| 164.5
| null | -0.2
| 0.62
| 0
| 26.48
|
2023-03-04 14:00:00
|
2023-03-04 15:00:00
| 46.75
| 73.25
| 4.33
| 44.62
| 27.25
| 5.15
| 6
| 0.84
| 23.68
| 1.2
| 1.85
| 30.5
| 48.75
| 1.38
| 225.25
| 89.5
| null | -0.2
| 0.57
| 0
| 26.23
|
2023-03-04 15:00:00
|
2023-03-04 16:00:00
| 49
| 83.25
| 4.85
| 46.03
| 28.4
| 4.9
| 7.35
| 0.86
| 23.22
| 1.5
| 0.78
| 30.48
| 50
| 1.3
| 210.25
| 60
| null | -0.18
| 0.53
| 0
| 25.82
|
2023-03-04 16:00:00
|
2023-03-04 17:00:00
| 48.25
| 82.5
| 4.05
| 48.45
| 29.07
| 4.05
| 7.05
| 0.8
| 22.43
| 1.65
| 0.42
| 30.5
| 51
| 1.18
| 217.5
| 46
| null | -0.2
| 0.62
| 0
| 25.5
|
2023-03-04 17:00:00
|
2023-03-04 18:00:00
| 46
| 75.25
| 4.72
| 52.52
| 31.77
| 5.3
| 5.88
| 0.82
| 18
| 1.27
| 1.38
| 30.52
| 54.75
| 0.73
| 224
| 24.5
| null | -0.17
| 0.65
| 0
| 24.6
|
2023-03-04 18:00:00
|
2023-03-04 19:00:00
| 44.5
| 67.5
| 6.72
| 59.38
| 37.05
| 6.05
| 5.65
| 0.89
| 14.88
| 0.53
| 0.72
| 30.5
| 57.5
| 0.4
| 260
| 11.25
| null | -0.1
| 0.62
| 0
| 23.42
|
2023-03-04 19:00:00
|
2023-03-04 20:00:00
| 43.75
| 70
| 9.05
| 70.3
| 44.75
| 5.9
| 6.38
| 0.98
| 13.5
| 1.92
| 3.05
| 30.45
| 51.5
| 0.3
| 238.75
| 9.75
| null | -0.12
| 0.72
| 0
| 22.95
|
2023-03-04 20:00:00
|
2023-03-04 21:00:00
| 51
| 68.75
| 9.83
| 74.97
| 47.82
| 3.98
| 5.2
| 0.84
| 13.4
| 1.95
| 3.92
| 30.42
| 44.5
| 0.3
| 262.25
| 9.75
| null | -0.12
| 1.05
| 0
| 22.95
|
2023-03-04 21:00:00
|
2023-03-04 22:00:00
| 38.25
| 55.5
| 13.25
| 79.78
| 53.17
| 5.67
| 5.53
| 0.81
| 13.3
| 1.58
| 3.03
| 30.38
| 43.25
| 0.3
| 40
| 9.75
| null | -0.18
| 0.88
| 0
| 22.73
|
2023-03-04 22:00:00
|
2023-03-04 23:00:00
| 38.75
| 58.25
| 15
| 89.62
| 59.88
| 4.72
| 5.8
| 0.96
| 9.57
| 1.3
| 3.85
| 30.35
| 45.5
| 0.3
| 179
| 9.75
| null | -0.18
| 0.95
| 0
| 22.23
|
2023-03-04 23:00:00
|
2023-03-05 00:00:00
| 45.75
| 68.75
| 21.68
| 89.85
| 65.42
| 5.38
| 5.6
| 0.8
| 11.12
| 1.65
| 2.92
| 30.35
| 43.5
| 0.3
| 268.75
| 9.75
| null | -0.15
| 0.8
| 0
| 22.4
|
2023-03-05 00:00:00
|
2023-03-05 01:00:00
| 44.25
| 66.25
| 29.18
| 93.65
| 73.55
| 7.65
| 4
| 0.85
| 11.65
| 1.25
| 2.78
| 30.38
| 41.25
| 0.35
| 249.75
| 9.75
| null | -0.17
| 0.68
| 0
| 22.6
|
2023-03-05 01:00:00
|
2023-03-05 02:00:00
| 48.5
| 74.75
| 32.73
| 93.92
| 76.55
| 14.9
| 3.75
| 0.9
| 11.9
| 1.18
| 2.4
| 30.33
| 41.5
| 0.3
| 238
| 9.5
| null | -0.17
| 0.82
| 0
| 22.3
|
2023-03-05 02:00:00
|
2023-03-05 03:00:00
| 40
| 61.75
| 22.5
| 91.05
| 66.7
| 3.7
| 3.27
| 0.8
| 11.6
| 0.85
| 0.7
| 30.35
| 41
| 0.3
| 251.75
| 9.25
| null | -0.15
| 0.62
| 0
| 22.45
|
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