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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 ({'source_name', 'coverage', 'data_type', 'update_frequency', 'key_variables', 'url', 'access_type'}) and 7 missing columns ({'sea_level_rise_mm', 'humidity_pct', 'annual_rainfall_mm', 'year', 'avg_temperature_c', 'evapotranspiration_mm', 'drought_index'}).
This happened while the csv dataset builder was generating data using
hf://datasets/imranmustafa/uae-water-data/data/dataset_data_sources_catalog.csv (at revision 773a67e1577b94df08da9222080c389144c696a0), [/tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_climate_indicators.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_climate_indicators.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_data_sources_catalog.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_data_sources_catalog.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_desalination_plants.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_desalination_plants.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_emirate_profiles.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_emirate_profiles.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_groundwater_status.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_groundwater_status.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_per_capita.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_per_capita.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_balance.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_balance.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_quality.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_quality.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_stress.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_stress.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 1800, in _prepare_split_single
writer.write_table(table)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 765, in write_table
self._write_table(pa_table, writer_batch_size=writer_batch_size)
File "/usr/local/lib/python3.12/site-packages/datasets/arrow_writer.py", line 773, in _write_table
pa_table = table_cast(pa_table, self._schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2321, in table_cast
return cast_table_to_schema(table, schema)
^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
File "/usr/local/lib/python3.12/site-packages/datasets/table.py", line 2249, in cast_table_to_schema
raise CastError(
datasets.table.CastError: Couldn't cast
source_name: string
data_type: string
coverage: string
access_type: string
url: string
update_frequency: string
key_variables: string
-- schema metadata --
pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 1102
to
{'year': Value('int64'), 'avg_temperature_c': Value('float64'), 'annual_rainfall_mm': Value('int64'), 'evapotranspiration_mm': Value('int64'), 'sea_level_rise_mm': Value('float64'), 'humidity_pct': Value('int64'), 'drought_index': 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 882, in download_and_prepare
self._download_and_prepare(
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 943, in _download_and_prepare
self._prepare_split(split_generator, **prepare_split_kwargs)
File "/usr/local/lib/python3.12/site-packages/datasets/builder.py", line 1646, 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 1802, 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 ({'source_name', 'coverage', 'data_type', 'update_frequency', 'key_variables', 'url', 'access_type'}) and 7 missing columns ({'sea_level_rise_mm', 'humidity_pct', 'annual_rainfall_mm', 'year', 'avg_temperature_c', 'evapotranspiration_mm', 'drought_index'}).
This happened while the csv dataset builder was generating data using
hf://datasets/imranmustafa/uae-water-data/data/dataset_data_sources_catalog.csv (at revision 773a67e1577b94df08da9222080c389144c696a0), [/tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_climate_indicators.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_climate_indicators.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_data_sources_catalog.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_data_sources_catalog.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_desalination_plants.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_desalination_plants.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_emirate_profiles.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_emirate_profiles.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_groundwater_status.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_groundwater_status.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_per_capita.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_per_capita.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_balance.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_balance.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_quality.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_quality.csv), /tmp/hf-datasets-cache/medium/datasets/50986505468242-config-parquet-and-info-imranmustafa-uae-water-da-359345b1/hub/datasets--imranmustafa--uae-water-data/snapshots/773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_stress.csv (origin=hf://datasets/imranmustafa/uae-water-data@773a67e1577b94df08da9222080c389144c696a0/data/dataset_water_stress.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)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.
year int64 | avg_temperature_c float64 | annual_rainfall_mm int64 | evapotranspiration_mm int64 | sea_level_rise_mm float64 | humidity_pct int64 | drought_index float64 |
|---|---|---|---|---|---|---|
2,005 | 27.2 | 78 | 2,100 | 0 | 56 | 0.2 |
2,006 | 27.4 | 95 | 2,120 | 3.2 | 55 | -0.1 |
2,007 | 27.3 | 120 | 2,080 | 6.4 | 57 | 0.5 |
2,008 | 27.6 | 65 | 2,150 | 9.6 | 54 | -0.3 |
2,009 | 27.5 | 82 | 2,140 | 12.8 | 56 | 0.1 |
2,010 | 27.8 | 110 | 2,160 | 16 | 55 | 0.4 |
2,011 | 28 | 45 | 2,200 | 19.2 | 53 | -0.5 |
2,012 | 28.1 | 88 | 2,180 | 22.4 | 54 | 0 |
2,013 | 28.3 | 72 | 2,220 | 25.6 | 52 | -0.2 |
2,014 | 28.2 | 98 | 2,190 | 28.8 | 53 | 0.3 |
2,015 | 28.4 | 55 | 2,240 | 32 | 51 | -0.4 |
2,016 | 28.5 | 130 | 2,210 | 35.5 | 52 | 0.6 |
2,017 | 28.7 | 68 | 2,260 | 39 | 50 | -0.3 |
2,018 | 28.6 | 92 | 2,230 | 42.5 | 51 | 0.1 |
2,019 | 28.9 | 85 | 2,280 | 46 | 49 | 0 |
2,020 | 29 | 105 | 2,250 | 49.5 | 50 | 0.3 |
2,021 | 29.1 | 42 | 2,300 | 53 | 48 | -0.6 |
2,022 | 29.2 | 75 | 2,290 | 56.5 | 49 | -0.1 |
2,023 | 29.4 | 115 | 2,320 | 60 | 47 | 0.4 |
2,024 | 29.5 | 60 | 2,310 | 64 | 48 | -0.4 |
2,025 | 29.6 | 90 | 2,340 | 68 | 46 | 0.1 |
2,026 | 29.8 | 80 | 2,360 | 72 | 47 | -0.1 |
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2,005 | null | null | null | null | null | null |
2,006 | null | null | null | null | null | null |
2,007 | null | null | null | null | null | null |
2,008 | null | null | null | null | null | null |
2,009 | null | null | null | null | null | null |
2,010 | null | null | null | null | null | null |
2,011 | null | null | null | null | null | null |
2,012 | null | null | null | null | null | null |
2,013 | null | null | null | null | null | null |
2,014 | null | null | null | null | null | null |
2,015 | null | null | null | null | null | null |
2,016 | null | null | null | null | null | null |
2,017 | null | null | null | null | null | null |
2,018 | null | null | null | null | null | null |
2,019 | null | null | null | null | null | null |
2,020 | null | null | null | null | null | null |
2,021 | null | null | null | null | null | null |
2,022 | null | null | null | null | null | null |
2,023 | null | null | null | null | null | null |
2,024 | null | null | null | null | null | null |
2,025 | null | null | null | null | null | null |
2,026 | null | null | null | null | null | null |
2,005 | null | null | null | null | null | null |
2,006 | null | null | null | null | null | null |
2,007 | null | null | null | null | null | null |
2,008 | null | null | null | null | null | null |
End of preview.
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Check out the documentation for more information.
🇦🇪 UAE Water Intelligence Dataset
A curated collection of open-source water data for the United Arab Emirates, compiled from 20+ international and national data sources.
Dataset Description
This dataset aggregates water resource data relevant to UAE decision-makers, covering:
Tables Included
| Table | Records | Description | Source |
|---|---|---|---|
water_balance |
22 | National water balance 2005-2026 (BCM/yr) | FAO AQUASTAT, UAE MoEI |
per_capita |
22 | Population and per-capita consumption 2005-2026 | World Bank, DEWA, FEWA |
desalination_plants |
15 | Major desalination facilities with capacity, technology, location | GWI DesalData, DEWA, FEWA, ADWEA |
groundwater_status |
10 | Aquifer status, salinity, depletion trends | UAE MoEI, EAD, Hydrogeological Map |
water_quality |
144 | Water quality monitoring across 12 locations (monthly) | EAD, DEWA, municipal reports |
climate_indicators |
22 | Climate variables affecting water 2005-2026 | NASA POWER, WorldClim, UAE NCM |
water_stress |
10 | WRI Aqueduct 4.0 risk indicators for UAE | WRI Aqueduct 4.0 |
emirate_profiles |
7 | Emirate-level water profiles | UAE MoEI, DEWA, FEWA |
data_sources_catalog |
20 | Index of all open-source water data sources | Multiple |
Key Statistics (2026)
- Total water withdrawal: 4.65 BCM/year
- Desalination production: 2.70 BCM/year (58% of supply)
- Groundwater extraction: 1.49 BCM/year (declining)
- Recycled wastewater: 0.46 BCM/year (growing)
- Per capita consumption: 365 L/day (2-3x global average)
- Water stress score: 4.8/5 (Extremely High - 98th percentile globally)
Original Data Sources
- FAO AQUASTAT
- WRI Aqueduct 4.0
- UAE Bayanat Open Data
- World Bank Water Indicators
- NASA GRACE Groundwater
- NASA POWER Climate
- GWI DesalData
- WHO/UNICEF JMP
Interactive Dashboard
Explore this data interactively at: UAE Water Intelligence Platform
License
Data compiled from publicly available open-source sources. Individual source licenses apply.
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