Source code for kenchi.utils

[docs]def check_contamination(contamination, low=0., high=0.5): """Raise ValueError if the contamination is not valid.""" if contamination != 'auto' and not low < contamination <= high: raise ValueError( f'contamination must be in (low, high] but was {contamination}' )
[docs]def check_novelty(novelty, method): """Raise AttributeError if ``novelty`` is not valid.""" if novelty and method == 'fit_predict': raise AttributeError( f'{method} is not available when novelty=True, use ' f'novelty=False if you want to predict on the training data' ) elif not novelty and method != 'fit_predict': raise AttributeError( f'{method} is not available when novelty=False, use ' f'novelty=True if you want to predict on new unseen data' )