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  1. kneighbors_graph — scikit-learn 1.8.0 documenta...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) Gallery...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.kneighbors_graph.html
    Mon Mar 23 20:39:23 UTC 2026
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  2. StratifiedGroupKFold — scikit-learn 1.8.0 docum...

    1 , 1 , 1 , 1 , 1 , 1 , 0 , 0 , 0 , 0 , 0...Train: index=[ 0 1 2 3 7 8 9 10 11 15 16] group=[1 1 2 2 4 5 5 5 5...
    scikit-learn.org/stable/modules/generated/sklearn.model_selection.StratifiedGroupKFold.html
    Mon Mar 23 20:39:20 UTC 2026
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  3. adjusted_mutual_info_score — scikit-learn 1.8.0...

    1 , 1 ], [ 0 , 0 , 1 , 1 ]) 1.0 >>> adjusted_mutual_info_score...ore ([ 0 , 0 , 1 , 1 ], [ 1 , 1 , 0 , 0 ]) 1.0 If classes members...
    scikit-learn.org/stable/modules/generated/sklearn.metrics.adjusted_mutual_info_score.html
    Mon Mar 23 20:39:23 UTC 2026
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  4. SelfTrainingClassifier — scikit-learn 1.8.0 doc...

    Added in version 1.6: estimator was added to replace...criterion='threshold' . Should be in [0, 1). When using the 'threshold' criterion,...
    scikit-learn.org/stable/modules/generated/sklearn.semi_supervised.SelfTrainingClassifier.html
    Mon Mar 23 20:39:23 UTC 2026
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  5. check_symmetric — scikit-learn 1.8.0 documentation

    1 , 2 ], [ 1 , 0 , 1 ], [ 2 , 1 , 0 ]]) >>> check_symmetric...symmetric_array ) array([[0, 1, 2], [1, 0, 1], [2, 1, 0]]) >>> from scipy.sparse...
    scikit-learn.org/stable/modules/generated/sklearn.utils.validation.check_symmetric.html
    Mon Mar 23 20:39:20 UTC 2026
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  6. AdditiveChi2Sampler — scikit-learn 1.8.0 docume...

    transformed into 2*sample_steps-1 features, where sample_steps is...values of sample_steps include 1, 2 and 3. Optimal choices for...
    scikit-learn.org/stable/modules/generated/sklearn.kernel_approximation.AdditiveChi2Sampler.html
    Mon Mar 23 20:39:23 UTC 2026
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  7. radius_neighbors_graph — scikit-learn 1.8.0 doc...

    () array([[1., 0., 1.], [0., 1., 0.], [1., 0., 1.]]) On this...means 1 unless in a joblib.parallel_backend context. -1 means...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.radius_neighbors_graph.html
    Mon Mar 23 20:39:21 UTC 2026
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  8. make_friedman2 — scikit-learn 1.8.0 documentation

    1 ] <= 560 * pi , 0 <= X [:, 2 ] <= 1 , 1 <= X [:, 3...** 2 + ( X [:, 1 ] * X [:, 2 ] - 1 / ( X [:, 1 ] * X [:, 3 ]))...
    scikit-learn.org/stable/modules/generated/sklearn.datasets.make_friedman2.html
    Mon Mar 23 20:39:20 UTC 2026
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  9. LocalOutlierFactor — scikit-learn 1.8.0 documen...

    () array([[1., 0., 1.], [0., 1., 1.], [1., 0., 1.]]) predict...fit_predict ( X ) array([ 1, 1, -1, 1]) >>> clf . negative_outlier_factor_...
    scikit-learn.org/stable/modules/generated/sklearn.neighbors.LocalOutlierFactor.html
    Mon Mar 23 20:39:23 UTC 2026
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  10. shuffle — scikit-learn 1.8.0 documentation

    1.], [1., 0.]]) >>> y array([2, 1, 0]) >>> shuffle...>>> X = np . array ([[ 1. , 0. ], [ 2. , 1. ], [ 0. , 0. ]]) >>>...
    scikit-learn.org/stable/modules/generated/sklearn.utils.shuffle.html
    Mon Mar 23 20:39:23 UTC 2026
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