class ConflictingLabels[source]#

Find identical samples which have different labels.

ignore_case: bool, default True

ignore text case during samples comparison.

remove_punctuation: bool, default True

ignore punctuation characters during samples comparison.

normalize_unicode: bool, default True

normilize unicode characters before samples comparison.

remove_stopwords: bool, default True

remove stopwrods before samples comparison.

ignore_whitespace: bool, default False

ignore whitespace characters during samples comparison.

n_to_showint , default: 5

number of most common ambiguous samples to show.

n_samplesint , default: 10_000_000

number of samples to use for this check.

random_stateint, default: 42

random seed for all check internals.

max_text_length_for_displayint, default 30

truncate text samples to given length before display.

__init__(ignore_case: bool = True, remove_punctuation: bool = True, normalize_unicode: bool = True, remove_stopwords: bool = True, ignore_whitespace: bool = False, n_to_show: int = 5, n_samples: int = 10000000, random_state: int = 42, max_text_length_for_display: int = 30, **kwargs)[source]#
__new__(*args, **kwargs)#


ConflictingLabels.add_condition(name, ...)

Add new condition function to the check.


Add condition - require ratio of samples with conflicting labels less or equal to max_ratio.


Remove all conditions from this check instance.


Run conditions on given result.

ConflictingLabels.config([include_version, ...])

Return check configuration (conditions' configuration not yet supported).

ConflictingLabels.from_config(conf[, ...])

Return check object from a CheckConfig object.

ConflictingLabels.from_json(conf[, ...])

Deserialize check instance from JSON string.


Return check metadata.

Name of class in split camel case.


Return parameters to show when printing the check.


Remove given condition by index.[, model, ...])

Run check.

ConflictingLabels.run_logic(context, ...)

Run check.

ConflictingLabels.to_json([indent, ...])

Serialize check instance to JSON string.