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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metric_at_thresholdsÚ
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)Vr   r   r   r   r   r   r   rB   rC   r   r    r   r   rD   r>   r   r   r   r	   rE   r
   r!   rF   r"   r-   r   r   r.   r/   rG   r#   r$   rR   r0   r   r   rH   r?   r@   r   r   rI   rJ   r   r%   r&   r   rA   r   r1   r2   r3   r4   r5   r6   r7   r8   r9   r:   r'   r   rK   rS   r(   rL   rM   rT   rU   rV   rW   rX   r)   r   r   r;   rN   r   r*   r+   r<   r=   rO   rP   r,   rQ   r   N)eÚ__doc__Úsklearn.metricsr   Úsklearn.metrics._classificationr   r   r   r   r   r	   r
   r   r   r   r   r   r   r   r   r   r   r   r   r   r   Úsklearn.metrics._dist_metricsr   Ú&sklearn.metrics._plot.confusion_matrixr   Úsklearn.metrics._plot.det_curver   Ú,sklearn.metrics._plot.precision_recall_curver   Ú sklearn.metrics._plot.regressionr   Úsklearn.metrics._plot.roc_curver   Úsklearn.metrics._rankingr   r    r!   r"   r#   r$   r%   r&   r'   r(   r)   r*   r+   r,   Úsklearn.metrics._regressionr-   r.   r/   r0   r1   r2   r3   r4   r5   r6   r7   r8   r9   r:   r;   r<   r=   Úsklearn.metrics._scorerr>   r?   r@   rA   Úsklearn.metrics.clusterrB   rC   rD   rE   rF   rG   rH   rI   rJ   rK   rL   rM   rN   rO   rP   rQ   Úsklearn.metrics.pairwiserR   rS   rT   rU   rV   rW   rX   Ú__all__© ó    úV/var/www/html/CA-Chatbot/venv/lib/python3.11/site-packages/sklearn/metrics/__init__.pyú<module>rk      s3  ðØ WÐ Wð
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