reconer.validation
reconer.validation provides a set of utility functions to fix and validate annotations to ensure consistency and no overlapping entities are set.
These functions are useful to run before any of the functionality in reconer.insights or reconer.stats.
API
reconer.validation.json_to_examples(data)
Convert List of Dicts to List of typed Examples
Parameters
data: (List[Dict[str, Any]]), required.
Input List of Dicts to convert
Returns
(List[Example]):
reconer.validation.fix_annotations_format(data)
Fix annotations format for a consistent dataset
Parameters
data: (List[Dict[str, Any]]), required.
Returns
(List[Dict[str, Any]]):
List of Examples with corrected formatting
reconer.validation.filter_overlaps(data)
Filter overlapping entity spans by picking the longest one.
Parameters
data: (List[Dict[str, Any]]), required.
Returns
(List[Dict[str, Any]]):
List of Examples with fixed overlaps