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Datasets:
CircuitNotion
/
africa-crop-yield

Tasks:
Tabular Regression
Tags:
agriculture
africa
crop-yield
harveststat
License:
Dataset card Data Studio Files
xet
 Community
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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 4 new columns ({'fnid', 'admin_2', 'planting_year', 'qc_flag'}) and 2 missing columns ({'season_length_months', 'log_area'}).

This happened while the csv dataset builder was generating data using

hf://datasets/CircuitNotion/africa-crop-yield/hvstat_africa_data_v1.0.csv (at revision 7bd9acbe356c8ba9c9152b39e6a5134d4dad0d35), ['hf://datasets/CircuitNotion/africa-crop-yield@7bd9acbe356c8ba9c9152b39e6a5134d4dad0d35/crop_yield_ml.csv', 'hf://datasets/CircuitNotion/africa-crop-yield@7bd9acbe356c8ba9c9152b39e6a5134d4dad0d35/hvstat_africa_data_v1.0.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/python3.14/site-packages/datasets/builder.py", line 1837, in _prepare_split_single
                  writer.write_table(table)
                  ~~~~~~~~~~~~~~~~~~^^^^^^^
                File "/usr/local/lib/python3.14/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/python3.14/site-packages/datasets/arrow_writer.py", line 773, in _write_table
                  pa_table = table_cast(pa_table, self._schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2369, in table_cast
                  return cast_table_to_schema(table, schema)
                File "/usr/local/lib/python3.14/site-packages/datasets/table.py", line 2297, in cast_table_to_schema
                  raise CastError(
                  ...<3 lines>...
                  )
              datasets.table.CastError: Couldn't cast
              fnid: string
              country: string
              country_code: string
              admin_1: string
              admin_2: string
              product: string
              season_name: string
              planting_year: int64
              planting_month: int64
              harvest_year: int64
              harvest_month: int64
              crop_production_system: string
              qc_flag: int64
              area: double
              production: double
              yield: double
              -- schema metadata --
              pandas: '{"index_columns": [{"kind": "range", "name": null, "start": 0, "' + 2179
              to
              {'country': Value('string'), 'admin_1': Value('string'), 'product': Value('string'), 'season_name': Value('string'), 'crop_production_system': Value('string'), 'planting_month': Value('int64'), 'harvest_month': Value('int64'), 'harvest_year': Value('int64'), 'season_length_months': Value('float64'), 'log_area': Value('float64'), 'yield': Value('float64'), 'country_code': Value('string'), 'area': Value('float64'), 'production': 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 1369, in compute_config_parquet_and_info_response
                  parquet_operations, partial, estimated_dataset_info = stream_convert_to_parquet(
                                                                        ~~~~~~~~~~~~~~~~~~~~~~~~~^
                      builder, max_dataset_size_bytes=max_dataset_size_bytes
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  )
                  ^
                File "/src/services/worker/src/worker/job_runners/config/parquet_and_info.py", line 948, in stream_convert_to_parquet
                  builder._prepare_split(split_generator=splits_generators[split], file_format="parquet")
                  ~~~~~~~~~~~~~~~~~~~~~~^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1683, in _prepare_split
                  for job_id, done, content in self._prepare_split_single(
                                               ~~~~~~~~~~~~~~~~~~~~~~~~~~^
                      gen_kwargs=gen_kwargs, job_id=job_id, **_prepare_split_args
                      ^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^^
                  ):
                  ^
                File "/usr/local/lib/python3.14/site-packages/datasets/builder.py", line 1839, in _prepare_split_single
                  raise DatasetGenerationCastError.from_cast_error(
                  ...<4 lines>...
                  )
              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 4 new columns ({'fnid', 'admin_2', 'planting_year', 'qc_flag'}) and 2 missing columns ({'season_length_months', 'log_area'}).
              
              This happened while the csv dataset builder was generating data using
              
              hf://datasets/CircuitNotion/africa-crop-yield/hvstat_africa_data_v1.0.csv (at revision 7bd9acbe356c8ba9c9152b39e6a5134d4dad0d35), ['hf://datasets/CircuitNotion/africa-crop-yield@7bd9acbe356c8ba9c9152b39e6a5134d4dad0d35/crop_yield_ml.csv', 'hf://datasets/CircuitNotion/africa-crop-yield@7bd9acbe356c8ba9c9152b39e6a5134d4dad0d35/hvstat_africa_data_v1.0.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.

country
string
admin_1
string
product
string
season_name
string
crop_production_system
string
planting_month
int64
harvest_month
int64
harvest_year
int64
season_length_months
float64
log_area
float64
yield
float64
country_code
string
area
float64
production
float64
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,006
6
9.145909
0.25792
AO
9,375
2,418
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,007
6
9.489562
0.2
AO
13,220
2,644
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,008
6
8.892337
0.349966
AO
7,275
2,546
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,009
6
8.841014
0.299957
AO
6,911
2,073
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,015
6
9.095042
0.374074
AO
8,910
3,333
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,016
6
9.095042
0.374074
AO
8,910
3,333
Angola
Bengo
Beans (mixed)
Main
All (PS)
10
4
2,017
6
9.050618
0.37957
AO
8,522.8
3,235
Angola
Bengo
Cassava
Main
All (PS)
10
4
1,997
6
9.680406
3.5
AO
16,000
56,000
Angola
Bengo
Cassava
Main
All (PS)
10
4
1,998
6
10.032364
6.5
AO
22,750
147,875
Angola
Bengo
Cassava
Main
All (PS)
10
4
1,999
6
9.935325
6
AO
20,646
123,876
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,000
6
9.999025
9
AO
22,004
198,036
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,006
6
10.686293
12.000114
AO
43,751
525,017
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,007
6
10.919298
9.699969
AO
55,231
535,739
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,008
6
10.294042
15.699915
AO
29,555
464,011
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,009
6
10.315067
16.000232
AO
30,183
482,935
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,015
6
10.572163
6.625436
AO
39,032
258,604
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,016
6
10.572163
6.625436
AO
39,032
258,604
Angola
Bengo
Cassava
Main
All (PS)
10
4
2,017
6
10.619015
5.954093
AO
40,904.3
243,548
Angola
Bengo
Groundnuts (In Shell)
Main
All (PS)
10
4
2,006
6
8.270525
0.316436
AO
3,906
1,236
Angola
Bengo
Groundnuts (In Shell)
Main
All (PS)
10
4
2,008
6
8.317033
0.400049
AO
4,092
1,637
Angola
Bengo
Groundnuts (In Shell)
Main
All (PS)
10
4
2,009
6
7.7012
0.3
AO
2,210
663
Angola
Bengo
Groundnuts (In Shell)
Main
All (PS)
10
4
2,015
6
9.640173
0.888932
AO
15,369
13,662
Angola
Bengo
Groundnuts (In Shell)
Main
All (PS)
10
4
2,016
6
9.640173
0.888932
AO
15,369
13,662
Angola
Bengo
Groundnuts (In Shell)
Main
All (PS)
10
4
2,017
6
9.548882
0.2927
AO
14,028
4,106
Angola
Bengo
Maize
Main
All (PS)
10
4
1,997
6
9.305741
0.61
AO
11,000
6,710
Angola
Bengo
Maize
Main
All (PS)
10
4
1,998
6
9.546884
0.7
AO
14,000
9,800
Angola
Bengo
Maize
Main
All (PS)
10
4
1,999
6
9.124456
0.899956
AO
9,176
8,258
Angola
Bengo
Maize
Main
All (PS)
10
4
2,000
6
9.21064
1.19996
AO
10,002
12,002
Angola
Bengo
Maize
Main
All (PS)
10
4
2,001
6
8.759198
0.600031
AO
6,368
3,821
Angola
Bengo
Maize
Main
All (PS)
10
4
2,002
6
8.731013
0.649976
AO
6,191
4,024
Angola
Bengo
Maize
Main
All (PS)
10
4
2,003
6
8.964312
0.600026
AO
7,818
4,691
Angola
Bengo
Maize
Main
All (PS)
10
4
2,004
6
9.340579
0.749956
AO
11,390
8,542
Angola
Bengo
Maize
Main
All (PS)
10
4
2,005
6
8.954932
0.499935
AO
7,745
3,872
Angola
Bengo
Maize
Main
All (PS)
10
4
2,006
6
8.963672
0.339946
AO
7,813
2,656
Angola
Bengo
Maize
Main
All (PS)
10
4
2,007
6
8.800566
0.299985
AO
6,637
1,991
Angola
Bengo
Maize
Main
All (PS)
10
4
2,008
6
8.517793
0.69992
AO
5,002
3,501
Angola
Bengo
Maize
Main
All (PS)
10
4
2,009
6
8.030084
0.589059
AO
3,071
1,809
Angola
Bengo
Maize
Main
All (PS)
10
4
2,010
6
9.684647
0.529375
AO
16,068
8,506
Angola
Bengo
Maize
Main
All (PS)
10
4
2,011
6
9.826714
0.595756
AO
18,521
11,034
Angola
Bengo
Maize
Main
All (PS)
10
4
2,012
6
9.924955
0.213772
AO
20,433
4,368
Angola
Bengo
Maize
Main
All (PS)
10
4
2,013
6
9.946643
0.622528
AO
20,881
12,999
Angola
Bengo
Maize
Main
All (PS)
10
4
2,014
6
9.948652
0.648569
AO
20,923
13,570
Angola
Bengo
Maize
Main
All (PS)
10
4
2,015
6
10.111274
0.547973
AO
24,618
13,490
Angola
Bengo
Maize
Main
All (PS)
10
4
2,016
6
10.111274
0.547973
AO
24,618
13,490
Angola
Bengo
Maize
Main
All (PS)
10
4
2,017
6
10.304503
0.590408
AO
29,865.8
17,633
Angola
Bengo
Potato
Main
All (PS)
10
4
2,001
6
6.054439
4.995294
AO
425
2,123
Angola
Bengo
Potato
Main
All (PS)
10
4
2,002
6
6.025866
2.997579
AO
413
1,238
Angola
Bengo
Potato
Main
All (PS)
10
4
2,005
6
5.451038
2.00431
AO
232
465
Angola
Bengo
Potato
Main
All (PS)
10
4
2,008
6
7.911691
6.330279
AO
2,728
17,269
Angola
Bengo
Potato
Main
All (PS)
10
4
2,009
6
7.911691
6.000367
AO
2,728
16,369
Angola
Bengo
Potato
Main
All (PS)
10
4
2,010
6
7.926242
6.009032
AO
2,768
16,633
Angola
Bengo
Potato
Main
All (PS)
10
4
2,011
6
7.928766
6.359279
AO
2,775
17,647
Angola
Bengo
Potato
Main
All (PS)
10
4
2,012
6
7.851272
5.321262
AO
2,568
13,665
Angola
Bengo
Potato
Main
All (PS)
10
4
2,013
6
7.861342
5.35852
AO
2,594
13,900
Angola
Bengo
Potato
Main
All (PS)
10
4
2,014
6
7.866722
5.402991
AO
2,608
14,091
Angola
Bengo
Potato
Main
All (PS)
10
4
2,015
6
6.97073
3.587406
AO
1,064
3,817
Angola
Bengo
Potato
Main
All (PS)
10
4
2,016
6
6.97073
3.587406
AO
1,064
3,817
Angola
Bengo
Sorghum
Main
All (PS)
10
4
2,009
6
4.727388
0.303571
AO
112
34
Angola
Bengo
Sorghum
Main
All (PS)
10
4
2,010
6
4.795791
0.425
AO
120
51
Angola
Bengo
Sorghum
Main
All (PS)
10
4
2,011
6
5.056246
0.442308
AO
156
69
Angola
Bengo
Sorghum
Main
All (PS)
10
4
2,012
6
6.726233
0.086435
AO
833
72
Angola
Bengo
Sorghum
Main
All (PS)
10
4
2,013
6
6.22059
0.276892
AO
502
139
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,001
6
8.353733
4.000236
AO
4,245
16,981
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,002
6
8.325548
4.500363
AO
4,127
18,573
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,003
6
8.558911
4
AO
5,212
20,848
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,004
6
8.578476
4
AO
5,315
21,260
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,005
6
8.59822
5.000369
AO
5,421
27,107
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,006
6
8.662505
5.000346
AO
5,781
28,907
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,007
6
8.540519
5.799492
AO
5,117
29,676
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,008
6
8.317033
7.860459
AO
4,092
32,165
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,009
6
8.319717
7.999513
AO
4,103
32,822
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,010
6
9.371183
7.99983
AO
11,744
93,950
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,011
6
9.375346
7.315611
AO
11,793
86,273
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,012
6
9.358415
3.779388
AO
11,595
43,822
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,013
6
9.368198
8.150397
AO
11,709
95,433
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,014
6
9.396488
12.794521
AO
12,045
154,110
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,015
6
9.277532
12.865158
AO
10,694
137,580
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,016
6
9.277532
12.865158
AO
10,694
137,580
Angola
Bengo
Sweet Potatoes
Main
All (PS)
10
4
2,017
6
9.492613
9.883865
AO
13,260.4
131,064
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,001
6
9.880372
0.350015
AO
19,542
6,840
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,002
6
10.095017
0.349986
AO
24,221
8,477
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,003
6
8.826147
0.139962
AO
6,809
953
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,004
6
9.185228
0.250026
AO
9,751
2,438
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,005
6
9.728122
0.300024
AO
16,782
5,035
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,006
6
9.306559
0.073122
AO
11,009
805
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,007
6
7.686621
0.399908
AO
2,178
871
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,008
6
10.465728
0.299991
AO
35,091
10,527
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,009
6
11.982316
0.299998
AO
159,901
47,970
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,010
6
12.004189
0.302777
AO
163,437
49,485
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,011
6
12.058958
0.352941
AO
172,638
60,931
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,012
6
12.09866
0.105172
AO
179,630
18,892
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,013
6
12.172702
0.317978
AO
193,435
61,508
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,014
6
12.17567
0.398696
AO
194,010
77,351
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,015
6
10.539323
0.483678
AO
37,771
18,269
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,016
6
10.539323
0.483678
AO
37,771
18,269
Angola
Benguela
Beans (mixed)
Main
All (PS)
10
4
2,017
6
10.567409
0.460706
AO
38,846.9
17,897
Angola
Benguela
Cassava
Main
All (PS)
10
4
1,997
6
10.126671
4
AO
25,000
100,000
Angola
Benguela
Cassava
Main
All (PS)
10
4
1,998
6
10.126671
6
AO
25,000
150,000
Angola
Benguela
Cassava
Main
All (PS)
10
4
1,999
6
9.29716
5
AO
10,906
54,530
Angola
Benguela
Cassava
Main
All (PS)
10
4
2,000
6
9.307013
5
AO
11,014
55,070
End of preview.

Africa Crop Yield Dataset

ML-ready crop yield table derived from HarvestStat Africa (FEWS NET / FAO harmonized subnational statistics).

Files

  • hvstat_africa_data_v1.0.csv — original HarvestStat public extract
  • crop_yield_ml.csv — cleaned/feature-engineered table used for training

Citation

Lee, D. et al. HarvestStat Africa – Harmonized Subnational Crop Statistics for Sub-Saharan Africa. Scientific Data (2025). https://doi.org/10.5061/dryad.vq83bk42w
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