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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 23 new columns ({'Toluene (ug/m3)', 'Benzene (ug/m3)', 'Xylene (ug/m3)', 'SO2 (ug/m3)', 'NOx (ppb)', 'AT (degree C)', 'To Date', 'BP (mmHg)', 'NH3 (ug/m3)', 'PM10 (ug/m3)', 'WS (m/s)', 'Temp (degree C)', 'WD (deg)', 'Ozone (ug/m3)', 'NO (ug/m3)', 'PM2.5 (ug/m3)', 'RH (%)', 'RF (mm)', 'CO (mg/m3)', 'NO2 (ug/m3)', 'From Date', 'VWS (m/s)', 'SR (W/mt2)'}) and 11 missing columns ({'country', 'pollutant_min', 'pollutant_max', 'pollutant_id', 'city', 'pollutant_avg', 'last_update', 'state', 'station', 'latitude', 'longitude'}).
This happened while the csv dataset builder was generating data using
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/tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Yamunanagar_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Yamunanagar_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/air-quality-india.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/air-quality-india.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/aqi_india_38cols_knn_final.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/aqi_india_38cols_knn_final.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/bengaluru_combined.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/bengaluru_combined.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/data_aqi_cpcb.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/data_aqi_cpcb.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/delhi-weather-aqi-2025.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/delhi-weather-aqi-2025.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/delhi_ncr_aqi_dataset.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/delhi_ncr_aqi_dataset.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/kaggle-2015-o-2020.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/kaggle-2015-o-2020.csv)]
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 "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1890, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 760, in write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2272, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2218, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
From Date: string
To Date: string
PM2.5 (ug/m3): double
PM10 (ug/m3): double
NO (ug/m3): double
NO2 (ug/m3): double
NOx (ppb): double
NH3 (ug/m3): double
SO2 (ug/m3): double
CO (mg/m3): double
Ozone (ug/m3): double
Benzene (ug/m3): double
Toluene (ug/m3): double
Temp (degree C): double
RH (%): double
WS (m/s): double
WD (deg): double
SR (W/mt2): double
BP (mmHg): double
VWS (m/s): double
Xylene (ug/m3): double
RF (mm): double
AT (degree C): double
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 3074
to
{'country': Value('string'), 'state': Value('string'), 'city': Value('string'), 'station': Value('string'), 'last_update': Value('string'), 'latitude': Value('float64'), 'longitude': Value('float64'), 'pollutant_id': Value('string'), 'pollutant_min': Value('float64'), 'pollutant_max': Value('float64'), 'pollutant_avg': 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 1347, 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 980, in convert_to_parquet
builder.download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 884, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 947, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1739, 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 1892, 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 23 new columns ({'Toluene (ug/m3)', 'Benzene (ug/m3)', 'Xylene (ug/m3)', 'SO2 (ug/m3)', 'NOx (ppb)', 'AT (degree C)', 'To Date', 'BP (mmHg)', 'NH3 (ug/m3)', 'PM10 (ug/m3)', 'WS (m/s)', 'Temp (degree C)', 'WD (deg)', 'Ozone (ug/m3)', 'NO (ug/m3)', 'PM2.5 (ug/m3)', 'RH (%)', 'RF (mm)', 'CO (mg/m3)', 'NO2 (ug/m3)', 'From Date', 'VWS (m/s)', 'SR (W/mt2)'}) and 11 missing columns ({'country', 'pollutant_min', 'pollutant_max', 'pollutant_id', 'city', 'pollutant_avg', 'last_update', 'state', 'station', 'latitude', 'longitude'}).
This happened while the csv dataset builder was generating data using
hf://datasets/rachitgoyell/vayu-raw/AP001.csv (at revision b9a35f5349a9ee8da8edad5b7a2e508886e140b3), [/tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/3b01bcb8-0b14-4abf-b6f2-c1bfd384ba69.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/3b01bcb8-0b14-4abf-b6f2-c1bfd384ba69.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/AP001.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/AP001.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/AQI Data.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/AQI Data.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/AQI.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/AQI.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Agartala_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Agartala_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Agra_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Agra_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ahmedabad_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ahmedabad_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Aizawl_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Aizawl_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ajmer_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ajmer_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Akola_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Akola_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Alwar_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Alwar_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Amaravati_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Amaravati_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ambala_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ambala_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Amravati_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Amravati_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Amritsar_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Amritsar_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Anantapur_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Anantapur_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Angul_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Angul_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ankleshwar_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Ankleshwar_AQIBulletins.csv), /tmp/hf-datasets-cache/medium/datasets/56925729511998-config-parquet-and-info-rachitgoyell-vayu-raw-bf786317/hub/datasets--rachitgoyell--vayu-raw/snapshots/b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Araria_AQIBulletins.csv (origin=hf://datasets/rachitgoyell/vayu-raw@b9a35f5349a9ee8da8edad5b7a2e508886e140b3/Araria_AQIBulletins.csv), 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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.
country string | state string | city string | station string | last_update string | latitude float64 | longitude float64 | pollutant_id string | pollutant_min float64 | pollutant_max float64 | pollutant_avg float64 |
|---|---|---|---|---|---|---|---|---|---|---|
India | Andhra_Pradesh | Tirupati | Vaikuntapuram, Tirupati - APPCB | 21-03-2026 16:00:00 | 13.615387 | 79.40923 | PM10 | 54 | 79 | 64 |
India | Andhra_Pradesh | Tirupati | Vaikuntapuram, Tirupati - APPCB | 21-03-2026 16:00:00 | 13.615387 | 79.40923 | SO2 | 12 | 23 | 15 |
India | Andhra_Pradesh | Tirupati | Vaikuntapuram, Tirupati - APPCB | 21-03-2026 16:00:00 | 13.615387 | 79.40923 | OZONE | 17 | 37 | 28 |
India | Andhra_Pradesh | Vijayawada | HB Colony, Vijayawada - APPCB | 21-03-2026 16:00:00 | 16.536107 | 80.594233 | NO2 | 15 | 22 | 16 |
India | Andhra_Pradesh | Vijayawada | HB Colony, Vijayawada - APPCB | 21-03-2026 16:00:00 | 16.536107 | 80.594233 | OZONE | 39 | 53 | 46 |
India | Andhra_Pradesh | Vijayawada | Rajiv Nagar, Vijayawada - APPCB | 21-03-2026 16:00:00 | 16.554731 | 80.64911 | NH3 | 4 | 4 | 4 |
India | Andhra_Pradesh | Vijayawada | Rajiv Nagar, Vijayawada - APPCB | 21-03-2026 16:00:00 | 16.554731 | 80.64911 | OZONE | 19 | 26 | 23 |
India | Andhra_Pradesh | Visakhapatnam | GVM Corporation, Visakhapatnam - APPCB | 21-03-2026 16:00:00 | 17.72 | 83.3 | PM2.5 | 11 | 72 | 26 |
India | Andhra_Pradesh | Kadapa | Yerramukkapalli, Kadapa - APPCB | 21-03-2026 16:00:00 | 14.465052 | 78.824187 | OZONE | 20 | 22 | 21 |
India | Andhra_Pradesh | Machilipatnam | Srinivas Nagar Colony, Machilipatnam - APPCB | 21-03-2026 16:00:00 | 16.186555 | 81.13219 | OZONE | 23 | 32 | 26 |
India | Andhra_Pradesh | Nellore | Ambedkar Nagar, Nellore - APPCB | 21-03-2026 16:00:00 | 14.438164 | 79.966814 | NH3 | 1 | 4 | 3 |
India | Andhra_Pradesh | Nellore | Ambedkar Nagar, Nellore - APPCB | 21-03-2026 16:00:00 | 14.438164 | 79.966814 | OZONE | 5 | 36 | 25 |
India | Andhra_Pradesh | Rajamahendravaram | Anand Kala Kshetram, Rajamahendravaram - APPCB | 21-03-2026 16:00:00 | 16.987287 | 81.736318 | PM10 | 19 | 70 | 33 |
India | Andhra_Pradesh | Tirumala | Toll Gate, Tirumala - APPCB | 21-03-2026 16:00:00 | 13.67 | 79.35 | SO2 | 1 | 6 | 3 |
India | Bihar | Bihar Sharif | D M Colony, Bihar Sharif - BSPCB | 21-03-2026 16:00:00 | 25.204762 | 85.51496 | SO2 | null | null | null |
India | Bihar | Bihar Sharif | D M Colony, Bihar Sharif - BSPCB | 21-03-2026 16:00:00 | 25.204762 | 85.51496 | CO | 44 | 104 | 61 |
India | Bihar | Buxar | Charitra Van, Buxar - BSPCB | 21-03-2026 16:00:00 | 25.56752 | 83.966379 | PM10 | null | null | null |
India | Bihar | Buxar | Charitra Van, Buxar - BSPCB | 21-03-2026 16:00:00 | 25.56752 | 83.966379 | NO2 | 5 | 10 | 9 |
India | Bihar | Buxar | Charitra Van, Buxar - BSPCB | 21-03-2026 16:00:00 | 25.56752 | 83.966379 | SO2 | 26 | 37 | 33 |
India | Bihar | Chhapra | Darshan Nagar, Chhapra - BSPCB | 21-03-2026 16:00:00 | 25.780826 | 84.744677 | NH3 | 5 | 9 | 7 |
India | Bihar | Gaya | Kareemganj, Gaya - BSPCB | 21-03-2026 16:00:00 | 24.792403 | 84.992416 | NO2 | 11 | 13 | 12 |
India | Bihar | Gaya | Kareemganj, Gaya - BSPCB | 21-03-2026 16:00:00 | 24.792403 | 84.992416 | OZONE | 24 | 62 | 43 |
India | Bihar | Gaya | SFTI Kusdihra, Gaya - BSPCB | 21-03-2026 16:00:00 | 24.762518 | 84.982348 | SO2 | 5 | 6 | 6 |
India | Bihar | Hajipur | Industrial Area, Hajipur - BSPCB | 21-03-2026 16:00:00 | 25.697189 | 85.2459 | SO2 | 4 | 7 | 6 |
India | Bihar | Kishanganj | SDM Office_Khagra, Kishanganj - BSPCB | 21-03-2026 16:00:00 | 26.088131 | 87.938403 | NH3 | 3 | 4 | 3 |
India | Bihar | Manguraha | Forest Rest House, Manguraha - BSPCB | 21-03-2026 16:00:00 | 27.308328 | 84.531742 | OZONE | 7 | 11 | 10 |
India | Arunachal_Pradesh | Naharlagun | Naharlagun, Naharlagun - APSPCB | 21-03-2026 16:00:00 | 27.103358 | 93.679645 | CO | 9 | 24 | 10 |
India | Assam | Guwahati | IITG, Guwahati - PCBA | 21-03-2026 16:00:00 | 26.202864 | 91.700464 | NO2 | 1 | 2 | 1 |
India | Assam | Guwahati | IITG, Guwahati - PCBA | 21-03-2026 16:00:00 | 26.202864 | 91.700464 | NH3 | 5 | 5 | 5 |
India | Assam | Guwahati | LGBI Airport, Guwahati - PCBA | 21-03-2026 16:00:00 | 26.10887 | 91.589544 | PM10 | 25 | 86 | 55 |
India | Assam | Guwahati | Pan Bazaar, Guwahati - PCBA | 21-03-2026 16:00:00 | 26.1875 | 91.744194 | PM10 | 19 | 58 | 33 |
India | Assam | Guwahati | Pan Bazaar, Guwahati - PCBA | 21-03-2026 16:00:00 | 26.1875 | 91.744194 | SO2 | 7 | 8 | 7 |
India | Assam | Guwahati | Railway Colony, Guwahati - PCBA | 21-03-2026 16:00:00 | 26.181742 | 91.78063 | CO | 1 | 21 | 11 |
India | Assam | Nagaon | Christianpatty, Nagaon - PCBA | 21-03-2026 16:00:00 | 26.349082 | 92.68449 | CO | 8 | 24 | 18 |
India | Assam | Nalbari | Bata Chowk, Nalbari - PCBA | 21-03-2026 16:00:00 | 26.446912 | 91.439057 | PM2.5 | 51 | 92 | 78 |
India | Assam | Nalbari | Bata Chowk, Nalbari - PCBA | 21-03-2026 16:00:00 | 26.446912 | 91.439057 | NO2 | 14 | 15 | 14 |
India | Assam | Nalbari | Bata Chowk, Nalbari - PCBA | 21-03-2026 16:00:00 | 26.446912 | 91.439057 | SO2 | null | null | null |
India | Assam | Silchar | Tarapur, Silchar - PCBA | 21-03-2026 16:00:00 | 24.82827 | 92.79525 | PM10 | 40 | 57 | 47 |
India | Andhra_Pradesh | Chittoor | Gangineni Cheruvu, Chittoor - APPCB | 21-03-2026 16:00:00 | 13.20488 | 79.097889 | CO | 19 | 28 | 24 |
India | Andhra_Pradesh | Eluru | District Court, Eluru - APPCB | 21-03-2026 16:00:00 | 16.711754 | 81.092095 | SO2 | 8 | 19 | 10 |
India | Andhra_Pradesh | Guntur | Rajendra Nagar North, Guntur - APPCB | 21-03-2026 16:00:00 | 16.316553 | 80.413302 | PM10 | 46 | 74 | 56 |
India | Andhra_Pradesh | Guntur | Rajendra Nagar North, Guntur - APPCB | 21-03-2026 16:00:00 | 16.316553 | 80.413302 | SO2 | 10 | 22 | 14 |
India | Andhra_Pradesh | Kadapa | Yerramukkapalli, Kadapa - APPCB | 21-03-2026 16:00:00 | 14.465052 | 78.824187 | PM2.5 | 33 | 86 | 71 |
India | Bihar | Aurangabad | Gurdeo Nagar, Aurangabad - BSPCB | 21-03-2026 16:00:00 | 24.75746 | 84.366208 | OZONE | 1 | 52 | 20 |
India | Bihar | Begusarai | Lohiyanagar, Begusarai - BSPCB | 21-03-2026 16:00:00 | 25.42742 | 86.138861 | CO | 24 | 30 | 27 |
India | Bihar | Bettiah | Kamalnath Nagar, Bettiah - BSPCB | 21-03-2026 16:00:00 | 26.80365 | 84.51954 | NO2 | 6 | 10 | 8 |
India | Bihar | Bhagalpur | DM Office_Kachari Chowk, Bhagalpur - BSPCB | 21-03-2026 16:00:00 | 25.251013 | 86.989001 | SO2 | null | null | null |
India | Bihar | Araria | Kharahiya Basti, Araria - BSPCB | 21-03-2026 16:00:00 | 26.146529 | 87.454184 | PM2.5 | null | null | null |
India | Bihar | Araria | Kharahiya Basti, Araria - BSPCB | 21-03-2026 16:00:00 | 26.146529 | 87.454184 | PM10 | null | null | null |
India | Bihar | Araria | Kharahiya Basti, Araria - BSPCB | 21-03-2026 16:00:00 | 26.146529 | 87.454184 | CO | null | null | null |
India | Bihar | Arrah | New DM Office, Arrah - BSPCB | 21-03-2026 16:00:00 | 25.56261 | 84.663264 | PM10 | 10 | 63 | 37 |
India | Bihar | Arrah | New DM Office, Arrah - BSPCB | 21-03-2026 16:00:00 | 25.56261 | 84.663264 | SO2 | null | null | null |
India | Bihar | Arrah | New DM Office, Arrah - BSPCB | 21-03-2026 16:00:00 | 25.56261 | 84.663264 | CO | 43 | 65 | 53 |
India | Andhra_Pradesh | Amaravati | Secretariat, Amaravati - APPCB | 21-03-2026 16:00:00 | 16.515083 | 80.518167 | OZONE | 10 | 74 | 50 |
India | Andhra_Pradesh | Anantapur | Gulzarpet, Anantapur - APPCB | 21-03-2026 16:00:00 | 14.675886 | 77.593027 | NO2 | 16 | 32 | 18 |
India | Chandigarh | Chandigarh | Sector-53, Chandigarh - CPCC | 21-03-2026 16:00:00 | 30.719859 | 76.738637 | CO | 28 | 78 | 32 |
India | Chandigarh | Chandigarh | Sector-53, Chandigarh - CPCC | 21-03-2026 16:00:00 | 30.719859 | 76.738637 | OZONE | 1 | 57 | 47 |
India | Chhattisgarh | Bhilai | 32Bungalows, Bhilai - CECB | 21-03-2026 16:00:00 | 21.194815 | 81.31477 | CO | 13 | 60 | 49 |
India | Chhattisgarh | Bhilai | Civic Center, Bhilai - Bhilai Steel Plant | 21-03-2026 16:00:00 | 21.185571 | 81.343175 | NH3 | 3 | 3 | 3 |
India | Chhattisgarh | Bhilai | Civic Center, Bhilai - Bhilai Steel Plant | 21-03-2026 16:00:00 | 21.185571 | 81.343175 | SO2 | 7 | 10 | 9 |
India | Chhattisgarh | Bhilai | Civic Center, Bhilai - Bhilai Steel Plant | 21-03-2026 16:00:00 | 21.185571 | 81.343175 | CO | 27 | 34 | 29 |
India | Chhattisgarh | Bhilai | Hathkhoj, Bhilai - CECB | 21-03-2026 16:00:00 | 21.224231 | 81.40835 | PM2.5 | 15 | 36 | 24 |
India | Chhattisgarh | Chhal | Nawapara SECL Colony, Chhal - CECB | 21-03-2026 16:00:00 | 22.118125 | 83.140608 | PM2.5 | null | null | null |
India | Chhattisgarh | Chhal | Nawapara SECL Colony, Chhal - CECB | 21-03-2026 16:00:00 | 22.118125 | 83.140608 | NH3 | null | null | null |
India | Chhattisgarh | Chhal | Nawapara SECL Colony, Chhal - CECB | 21-03-2026 16:00:00 | 22.118125 | 83.140608 | SO2 | null | null | null |
India | Chhattisgarh | Chhal | Nawapara SECL Colony, Chhal - CECB | 21-03-2026 16:00:00 | 22.118125 | 83.140608 | CO | 21 | 34 | 27 |
India | Chhattisgarh | Korba | Rampur, Korba - CECB | 21-03-2026 16:00:00 | 22.368195 | 82.746431 | PM2.5 | 8 | 81 | 31 |
India | Bihar | Rajgir | Dangi Tola, Rajgir - BSPCB | 21-03-2026 16:00:00 | 25.0328 | 85.41948 | PM10 | 33 | 58 | 43 |
India | Bihar | Rajgir | Dangi Tola, Rajgir - BSPCB | 21-03-2026 16:00:00 | 25.0328 | 85.41948 | CO | 35 | 46 | 41 |
India | Bihar | Saharsa | Police Line, Saharsa - BSPCB | 21-03-2026 16:00:00 | 25.892357 | 86.590325 | PM2.5 | null | null | null |
India | Bihar | Samastipur | DM Office_Kasipur, Samastipur - BSPCB | 21-03-2026 16:00:00 | 25.859655 | 85.77944 | PM2.5 | null | null | null |
India | Bihar | Samastipur | DM Office_Kasipur, Samastipur - BSPCB | 21-03-2026 16:00:00 | 25.859655 | 85.77944 | NH3 | null | null | null |
India | Bihar | Samastipur | DM Office_Kasipur, Samastipur - BSPCB | 21-03-2026 16:00:00 | 25.859655 | 85.77944 | CO | 4 | 8 | 4 |
India | Bihar | Sasaram | Dada Peer, Sasaram - BSPCB | 21-03-2026 16:00:00 | 24.952822 | 84.002396 | PM2.5 | null | null | null |
India | Bihar | Sasaram | Dada Peer, Sasaram - BSPCB | 21-03-2026 16:00:00 | 24.952822 | 84.002396 | PM10 | null | null | null |
India | Bihar | Sasaram | Dada Peer, Sasaram - BSPCB | 21-03-2026 16:00:00 | 24.952822 | 84.002396 | OZONE | 8 | 37 | 15 |
India | Bihar | Patna | DRM Office Danapur, Patna - BSPCB | 21-03-2026 16:00:00 | 25.586562 | 85.043586 | CO | 36 | 44 | 39 |
India | Bihar | Patna | Govt. High School Shikarpur, Patna - BSPCB | 21-03-2026 16:00:00 | 25.592539 | 85.227158 | NO2 | 13 | 18 | 16 |
India | Bihar | Patna | IGSC Planetarium Complex, Patna - BSPCB | 21-03-2026 16:00:00 | 25.610369 | 85.132568 | SO2 | 8 | 32 | 21 |
India | Bihar | Patna | Muradpur, Patna - BSPCB | 21-03-2026 16:00:00 | 25.619651 | 85.147382 | OZONE | 16 | 91 | 67 |
India | Bihar | Patna | Rajbansi Nagar, Patna - BSPCB | 21-03-2026 16:00:00 | 25.599486 | 85.113666 | SO2 | 1 | 6 | 3 |
India | Bihar | Patna | Rajbansi Nagar, Patna - BSPCB | 21-03-2026 16:00:00 | 25.599486 | 85.113666 | CO | 2 | 62 | 34 |
India | Bihar | Patna | Samanpura, Patna - BSPCB | 21-03-2026 16:00:00 | 25.596727 | 85.085624 | NO2 | 32 | 43 | 40 |
India | Chhattisgarh | Korba | Urja Nagar, Korba - CECB | 21-03-2026 16:00:00 | 22.348441 | 82.549611 | PM10 | 15 | 127 | 52 |
India | Chhattisgarh | Korba | Urja Nagar, Korba - CECB | 21-03-2026 16:00:00 | 22.348441 | 82.549611 | NO2 | 21 | 27 | 25 |
India | Chhattisgarh | Korba | Urja Nagar, Korba - CECB | 21-03-2026 16:00:00 | 22.348441 | 82.549611 | SO2 | 1 | 22 | 8 |
India | Chhattisgarh | Korba | Urja Nagar, Korba - CECB | 21-03-2026 16:00:00 | 22.348441 | 82.549611 | OZONE | 2 | 5 | 3 |
India | Chhattisgarh | Kunjemura | OP Jindal School, Kunjemura - CECB | 21-03-2026 16:00:00 | 22.12665 | 83.483212 | NO2 | 12 | 85 | 28 |
India | Chhattisgarh | Kunjemura | OP Jindal School, Kunjemura - CECB | 21-03-2026 16:00:00 | 22.12665 | 83.483212 | NH3 | 2 | 2 | 2 |
India | Chhattisgarh | Kunjemura | OP Jindal School, Kunjemura - CECB | 21-03-2026 16:00:00 | 22.12665 | 83.483212 | OZONE | 11 | 34 | 25 |
India | Chhattisgarh | Milupara | Govt. Higher Secondary School, Milupara - CECB | 21-03-2026 16:00:00 | 22.191017 | 83.519701 | PM2.5 | null | null | null |
India | Bihar | Munger | Town Hall, Munger - BSPCB | 21-03-2026 16:00:00 | 25.376776 | 86.471523 | PM2.5 | null | null | null |
India | Bihar | Munger | Town Hall, Munger - BSPCB | 21-03-2026 16:00:00 | 25.376776 | 86.471523 | SO2 | null | null | null |
India | Bihar | Muzaffarpur | Buddha Colony, Muzaffarpur - BSPCB | 21-03-2026 16:00:00 | 26.11442 | 85.39813 | NO2 | 6 | 29 | 19 |
India | Bihar | Muzaffarpur | Buddha Colony, Muzaffarpur - BSPCB | 21-03-2026 16:00:00 | 26.11442 | 85.39813 | SO2 | 1 | 6 | 3 |
India | Bihar | Muzaffarpur | Buddha Colony, Muzaffarpur - BSPCB | 21-03-2026 16:00:00 | 26.11442 | 85.39813 | OZONE | 3 | 311 | 37 |
India | Bihar | Muzaffarpur | MIT-Daudpur Kothi, Muzaffarpur - BSPCB | 21-03-2026 16:00:00 | 26.140335 | 85.365019 | SO2 | 12 | 15 | 14 |
India | Bihar | Muzaffarpur | Muzaffarpur Collectorate, Muzaffarpur - BSPCB | 21-03-2026 16:00:00 | 26.1209 | 85.3647 | CO | 36 | 102 | 36 |
India | Delhi | Delhi | Alipur, Delhi - DPCC | 21-03-2026 16:00:00 | 28.815329 | 77.15301 | NH3 | 12 | 15 | 14 |
India | Delhi | Delhi | Anand Vihar, Delhi - DPCC | 21-03-2026 16:00:00 | 28.647622 | 77.315809 | NH3 | 4 | 7 | 5 |
End of preview.
VAYU — Raw CPCB Air Quality Data
Raw sensor data collected from India's Central Pollution Control Board (CPCB) Continuous Ambient Air Quality Monitoring Stations (CAAQMS).
Contents
| File | Rows | Description |
|---|---|---|
aqi_india_38cols_knn_final.csv |
842,160 | Primary dataset — hourly pollutant readings across 29 cities, KNN-imputed |
*_AQIBulletins.csv (277 files) |
~300,000 | Daily AQI bulletins, one file per city, 277 cities total |
Key Facts
- Cities: 29 cities in primary file, 277 cities across bulletin files
- Time range: 2015 – 2024 (hourly)
- Pollutants: PM2.5, PM10, NO2, SO2, CO, O3
- Known issue: Sentinel value
999used by CPCB to indicate sensor error — not a real reading, must be cleaned before use - Total raw files scanned: 299 (CSV + XLSX)
How to Use
This dataset is the input to the VAYU data cleaning pipeline.
Run vayu_step1_setup.ipynb → vayu_step2_cleaning.ipynb to produce the
cleaned version, or load the pre-cleaned version directly from
vayu-cleaned.
Related Repository
Cleaned and model-ready version: rachitgoyell/vayu-cleaned
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