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K%J&r&J'r'J(r(J)r)J*r*J+r+J,r,J-r-J.r.J/r/J0r0J1r1J2r2  SSK3J4r4J5r5J6r6J7r7J8r8J9r9J:r:J;r;J<r<J=r=J>r>J?r?J@r@JArAJBrBJCrCJDrD  SSKEJFrFJGrGJHrHJIrI  SSKJJKrKJLrLJMrMJNrNJOrOJPrPJQrQJRrRJSrSJTrTJUrUJVrVJWrWJXrXJYrYJZrZ  SSK[J\r\J]r]J^r^J_r_J`r`JaraJbrb  / SQrcg)zQScore functions, performance metrics, 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d2_brier_scoreÚd2_log_loss_scoreÚ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confusion_matrix_at_thresholdsÚ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_scoreÚroot_mean_squared_errorÚroot_mean_squared_log_error)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_kernels)Ur   r   r   r   r   r   r   rA   rB   r   r    r   r   rC   r=   r   r   r   r	   rD   r
   r!   rE   r"   r,   r   r   r-   r.   rF   r#   r$   rQ   r/   r   r   rG   r>   r?   r   r   rH   rI   r   r%   r&   r   r@   r   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   r   rJ   rR   r'   rK   rL   rS   rT   rU   rV   rW   r(   r   r   r:   rM   r   r)   r*   r;   r<   rN   rO   r+   rP   r   N)dÚ__doc__Úsklearn.metricsr   Úsklearn.metrics._classificationr   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Úsklearn.metrics._dist_metricsr   Ú&sklearn.metrics._plot.confusion_matrixr   Úsklearn.metrics._plot.det_curver   Ú,sklearn.metrics._plot.precision_recall_curver   Ú sklearn.metrics._plot.regressionr   Úsklearn.metrics._plot.roc_curver   Úsklearn.metrics._rankingr   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   Úsklearn.metrics._regressionr,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   r:   r;   r<   Úsklearn.metrics._scorerr=   r>   r?   r@   Úsklearn.metrics.clusterrA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   rO   rP   Úsklearn.metrics.pairwiserQ   rR   rS   rT   rU   rV   rW   Ú__all__© ó    ÚU/home/mande/repo/quber/.venv/lib/python3.13/site-packages/sklearn/metrics/__init__.pyÚ<module>rj      s¦   ðÙ Wõ
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