Ug pddlZddlmZddlmZddlmZddlm Z ddl m Z Gdd Z d Z d ZdS) N)check_consistent_length)check_matplotlib_support)_get_response_values_binary)type_of_target)_check_pos_label_consistencyc`eZdZdZddddZedddddZeddddd ZdS) "_BinaryClassifierCurveDisplayMixinzMixin class to be used in Displays requiring a binary classifier. The aim of this class is to centralize some validations regarding the estimator and the target and gather the response of the estimator. N)axnamect|jjdddlm}||\}}||jn|}||j|fS)Nz.plotr)r __class____name__matplotlib.pyplotpyplotsubplotsestimator_namefigure)selfr r plt_s V/var/www/surfInsights/venv3-11/lib/python3.11/site-packages/sklearn/utils/_plotting.py_validate_plot_paramsz8_BinaryClassifierCurveDisplayMixin._validate_plot_paramssf DN$;!B!B!BCCC'''''' :LLNNEAr&*lt""29d""auto)response_method pos_labelr ct|jd| |jjn|}t||||\}}|||fS)Nz.from_estimator)rr)rrrr)cls estimatorXyrrr y_preds r!_validate_and_get_response_valueszD_BinaryClassifierCurveDisplayMixin._validate_and_get_response_valuesse !CL!A!A!ABBB/3|y"++7  +     y$&&r) sample_weightrr ct|jdt|dkr tdt|dt |||t ||}||nd}||fS)Nz.from_predictionsbinaryz The target y is not binary. Got z type of target. Classifier)rrr ValueErrorrr)ry_truer#r%rr s r!_validate_from_predictions_paramszD_BinaryClassifierCurveDisplayMixin._validate_from_predictions_params,s !CL!C!C!CDDD & ! !X - ->&3I3I   >>>0FCC 'tt\$r)r __module__ __qualname____doc__r classmethodr$r+rrr r s +/T#####174d''''[' .2d[rr c2||S||rdndSt|r|jn|}|r&|dr |dd}n(d|}n"|dr d|dd}|dd}|S) aValidate the `score_name` parameter. If `score_name` is provided, we just return it as-is. If `score_name` is `None`, we use `Score` if `negate_score` is `False` and `Negative score` otherwise. If `score_name` is a string or a callable, we infer the name. We replace `_` by spaces and capitalize the first letter. We remove `neg_` and replace it by `"Negative"` if `negate_score` is `False` or just remove it otherwise. NzNegative scoreScoreneg_z Negative r )callabler startswithreplace capitalize) score_namescoring negate_scores r_validate_score_namer=@s #/<W<)1'):):GW%%  6$$V,, 6'^ 555  " "6 * * 65Z^55J''S11 $$&&&rctjtj|}||z S)aCompute the ratio between the largest and smallest inter-point distances. A value larger than 5 typically indicates that the parameter range would better be displayed with a log scale while a linear scale would be more suitable otherwise. )npdiffsortmaxmin)datar@s r_interval_max_min_ratiorE[s6 7274== ! !D 88:: ""r)numpyr?r_optional_dependenciesr _responser multiclassr validationrr r=rEr0rrrLs%%%%%%<<<<<<222222&&&&&&44444433333333l'''6#####r