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The :mod:`sklearn.metrics` module includes score functions, performance metrics
and pairwise metrics and distance computations.
é   )Úcluster)Úaccuracy_scoreÚbalanced_accuracy_scoreÚbrier_score_lossÚclass_likelihood_ratiosÚclassification_reportÚcohen_kappa_scoreÚconfusion_matrixÚf1_scoreÚfbeta_scoreÚhamming_lossÚ
hinge_lossÚjaccard_scoreÚlog_lossÚmatthews_corrcoefÚmultilabel_confusion_matrixÚprecision_recall_fscore_supportÚprecision_scoreÚrecall_scoreÚzero_one_loss)ÚDistanceMetric)ÚConfusionMatrixDisplay)ÚDetCurveDisplay)ÚPrecisionRecallDisplay)ÚPredictionErrorDisplay)ÚRocCurveDisplay)ÚaucÚaverage_precision_scoreÚcoverage_errorÚ	dcg_scoreÚ	det_curveÚ%label_ranking_average_precision_scoreÚlabel_ranking_lossÚ
ndcg_scoreÚprecision_recall_curveÚroc_auc_scoreÚ	roc_curveÚtop_k_accuracy_score)Úd2_absolute_error_scoreÚd2_pinball_scoreÚd2_tweedie_scoreÚexplained_variance_scoreÚ	max_errorÚmean_absolute_errorÚmean_absolute_percentage_errorÚmean_gamma_devianceÚmean_pinball_lossÚmean_poisson_devianceÚmean_squared_errorÚmean_squared_log_errorÚmean_tweedie_devianceÚmedian_absolute_errorÚr2_score)Úcheck_scoringÚ
get_scorerÚget_scorer_namesÚmake_scorer)Úadjusted_mutual_info_scoreÚadjusted_rand_scoreÚcalinski_harabasz_scoreÚcompleteness_scoreÚconsensus_scoreÚdavies_bouldin_scoreÚfowlkes_mallows_scoreÚ"homogeneity_completeness_v_measureÚhomogeneity_scoreÚmutual_info_scoreÚnormalized_mutual_info_scoreÚpair_confusion_matrixÚ
rand_scoreÚsilhouette_samplesÚsilhouette_scoreÚv_measure_score)Úeuclidean_distancesÚnan_euclidean_distancesÚpairwise_distancesÚpairwise_distances_argminÚpairwise_distances_argmin_minÚpairwise_distances_chunkedÚpairwise_kernelsr   r;   r<   r   r   r   r=   r7   r   r   r   r   r>   r   r	   r?   r   r*   r(   r)   r   r@   r   r    r   rK   r+   r
   r   rA   r8   r   r   rB   rC   r   r!   r"   r   r:   rL   r   r,   r-   r2   r3   r0   r1   r/   r4   r5   r.   r   rD   r#   rE   rF   rM   rN   rO   rP   rQ   r   r$   r   r   r   r6   rG   r   r   r%   r&   r9   rH   rI   r'   rJ   r   r   N)^Ú__doc__Ú r   Z_classificationr   r   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   Z_dist_metricsr   Z_plot.confusion_matrixr   Z_plot.det_curver   Z_plot.precision_recall_curver   Z_plot.regressionr   Z_plot.roc_curver   Z_rankingr   r   r   r   r    r!   r"   r#   r$   r%   r&   r'   Z_regressionr(   r)   r*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   Z_scorerr7   r8   r9   r:   r;   r<   r=   r>   r?   r@   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   ÚpairwiserK   rL   rM   rN   rO   rP   rQ   Ú__all__© rV   rV   úW/var/www/html/bwave/python/venv/lib/python3.8/site-packages/sklearn/metrics/__init__.pyÚ<module>   s¼   T8DH$°