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l$m%Z%m&Z&m'Z'm(Z(m)Z)m*Z*m+Z+m,Z,m-Z-m.Z.m/Z/m0Z0 ddl1m2Z2m3Z3m4Z4m5Z5m6Z6m7Z7m8Z8m9Z9m:Z:m;Z;m<Z<m=Z=m>Z>m?Z?m@Z@mAZAmBZB ddlCmDZDmEZEmFZFmGZG ddlmHZHmIZImJZJmKZKmLZLmMZMmNZNmOZOmPZPmQZQmRZRmSZSmTZTmUZUmVZVmWZW ddlXmYZYmZZZm[Z[m\Z\m]Z]m^Z^m_Z_ g dZ`y)zQScore functions, performance metrics, pairwise metrics and distance computations.   )cluster)accuracy_scorebalanced_accuracy_scorebrier_score_lossclass_likelihood_ratiosclassification_reportcohen_kappa_scoreconfusion_matrixd2_log_loss_scoref1_scorefbeta_scorehamming_loss
hinge_lossjaccard_scorelog_lossmatthews_corrcoefmultilabel_confusion_matrixprecision_recall_fscore_supportprecision_scorerecall_scorezero_one_loss)DistanceMetric)ConfusionMatrixDisplay)DetCurveDisplay)PrecisionRecallDisplay)PredictionErrorDisplay)RocCurveDisplay)aucaverage_precision_scorecoverage_error	dcg_score	det_curve%label_ranking_average_precision_scorelabel_ranking_loss
ndcg_scoreprecision_recall_curveroc_auc_score	roc_curvetop_k_accuracy_score)d2_absolute_error_scored2_pinball_scored2_tweedie_scoreexplained_variance_score	max_errormean_absolute_errormean_absolute_percentage_errormean_gamma_deviancemean_pinball_lossmean_poisson_deviancemean_squared_errormean_squared_log_errormean_tweedie_deviancemedian_absolute_errorr2_scoreroot_mean_squared_errorroot_mean_squared_log_error)check_scoring
get_scorerget_scorer_namesmake_scorer)adjusted_mutual_info_scoreadjusted_rand_scorecalinski_harabasz_scorecompleteness_scoreconsensus_scoredavies_bouldin_scorefowlkes_mallows_score"homogeneity_completeness_v_measurehomogeneity_scoremutual_info_scorenormalized_mutual_info_scorepair_confusion_matrix
rand_scoresilhouette_samplessilhouette_scorev_measure_score)euclidean_distancesnan_euclidean_distancespairwise_distancespairwise_distances_argminpairwise_distances_argmin_minpairwise_distances_chunkedpairwise_kernels)Sr   r?   r@   r   r   r   rA   r;   r   r   r   r	   rB   r   r
   rC   r    r,   r*   r   r+   r!   rD   r   r"   r   rO   r-   r   r   rE   r<   r   r   rF   rG   r   r#   r$   r   r>   rP   r   r.   r/   r4   r5   r2   r3   r1   r6   r7   r0   r   rH   r%   rI   rJ   rQ   rR   rS   rT   rU   r   r&   r   r   r   r8   rK   r   r   r'   r(   r:   r9   r=   rL   rM   r)   rN   r   r   N)a__doc__ r   _classificationr   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   _dist_metricsr   _plot.confusion_matrixr   _plot.det_curver   _plot.precision_recall_curver   _plot.regressionr   _plot.roc_curver   _rankingr   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   _regressionr*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   r:   _scorerr;   r<   r=   r>   r?   r@   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   pairwiserO   rP   rQ   rR   rS   rT   rU   __all__     \/home/alanp/www/video.onchill/myenv/lib/python3.12/site-packages/sklearn/metrics/__init__.py<module>rg      s    W      , * : , @ 4 ,       & N M    $  Tre   