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    0Ph  ã                   óÆ  — d Z ddlmZ ddlmZmZmZmZmZm	Z	m
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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`dS )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_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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)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)aÚ__doc__Ú r   Ú_classificationr   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   Ú_dist_metricsr   Ú_plot.confusion_matrixr   Ú_plot.det_curver   Ú_plot.precision_recall_curver   Ú_plot.regressionr   Ú_plot.roc_curver   Ú_rankingr   r   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   Ú_regressionr*   r+   r,   r-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   r:   Ú_scorerr;   r<   r=   r>   r?   r@   rA   rB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   ÚpairwiserO   rP   rQ   rR   rS   rT   rU   Ú__all__© ó    úX/var/www/html/test/jupyter/venv/lib/python3.11/site-packages/sklearn/metrics/__init__.pyú<module>rg      s   ðØ WÐ Wð
 Ð Ð Ð Ð Ð ðð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð, *Ð )Ð )Ð )Ð )Ð )Ø :Ð :Ð :Ð :Ð :Ð :Ø ,Ð ,Ð ,Ð ,Ð ,Ð ,Ø @Ð @Ð @Ð @Ð @Ð @Ø 4Ð 4Ð 4Ð 4Ð 4Ð 4Ø ,Ð ,Ð ,Ð ,Ð ,Ð ,ðð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ðð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð& NÐ MÐ MÐ MÐ MÐ MÐ MÐ MÐ MÐ MÐ MÐ Mðð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð$ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ð ðTð Tð T€€€re   