TextDuplicates#
- class TextDuplicates[source]#
Checks for duplicate samples in the dataset.
- Parameters
- 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 duplicated 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)#
Attributes
Methods
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Add new condition function to the check. |
Add condition - require duplicate ratio to be less or equal to max_ratio. |
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Remove all conditions from this check instance. |
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Run conditions on given result. |
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Return check configuration (conditions' configuration not yet supported). |
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Return check object from a CheckConfig object. |
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Deserialize check instance from JSON string. |
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Return check metadata. |
Name of class in split camel case. |
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Return parameters to show when printing the check. |
Remove given condition by index. |
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Run check. |
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Run check. |
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Serialize check instance to JSON string. |
