Dataset Viewer
The dataset viewer is not available for this split.
Cannot extract the features (columns) for the split 'train' of the config 'default' of the dataset.
Error code:   FeaturesError
Exception:    ArrowInvalid
Message:      Schema at index 1 was different: 
country_data: struct<Africa: list<item: struct<country: string, emoji: string, url: string>>, Asia: list<item: struct<country: string, emoji: string, url: string>>, Europe: list<item: struct<country: string, emoji: string, url: string>>, North America: list<item: struct<country: string, emoji: string, url: string>>, South America: list<item: struct<country: string, emoji: string, url: string>>, Oceania: list<item: struct<country: string, emoji: string, url: string>>>
vs
Territory: string
Topic: string
Category: string
Location: string
Impact: string
Reference: string
Units: string
Value: string
Traceback:    Traceback (most recent call last):
                File "/src/services/worker/src/worker/job_runners/split/first_rows.py", line 228, in compute_first_rows_from_streaming_response
                  iterable_dataset = iterable_dataset._resolve_features()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 3422, in _resolve_features
                  features = _infer_features_from_batch(self.with_format(None)._head())
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2187, in _head
                  return next(iter(self.iter(batch_size=n)))
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 2391, in iter
                  for key, example in iterator:
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1882, in __iter__
                  for key, pa_table in self._iter_arrow():
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 1904, in _iter_arrow
                  yield from self.ex_iterable._iter_arrow()
                File "/src/services/worker/.venv/lib/python3.9/site-packages/datasets/iterable_dataset.py", line 543, in _iter_arrow
                  yield new_key, pa.Table.from_batches(chunks_buffer)
                File "pyarrow/table.pxi", line 4116, in pyarrow.lib.Table.from_batches
                File "pyarrow/error.pxi", line 154, in pyarrow.lib.pyarrow_internal_check_status
                File "pyarrow/error.pxi", line 91, in pyarrow.lib.check_status
              pyarrow.lib.ArrowInvalid: Schema at index 1 was different: 
              country_data: struct<Africa: list<item: struct<country: string, emoji: string, url: string>>, Asia: list<item: struct<country: string, emoji: string, url: string>>, Europe: list<item: struct<country: string, emoji: string, url: string>>, North America: list<item: struct<country: string, emoji: string, url: string>>, South America: list<item: struct<country: string, emoji: string, url: string>>, Oceania: list<item: struct<country: string, emoji: string, url: string>>>
              vs
              Territory: string
              Topic: string
              Category: string
              Location: string
              Impact: string
              Reference: string
              Units: string
              Value: string

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⚠️ DEPRECATED - Dataset Superseded by V2

This refactored IFVI value factor dataset has been supplanted by V2.

This dataset tracked the V2 of the IFVI release that was updated in March 2025. The V2 of the refactored analytical dataset tracking the GVFD was released on August 20th, 2025 and is now available at:

🔗 IFVI Global Value Factors Dataset V2

Please use the V2 dataset for all new projects and analysis.


IFVI Value Factors

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