drifter_ml.structural_tests package¶
Submodules¶
drifter_ml.structural_tests.structural_tests module¶
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class
drifter_ml.structural_tests.structural_tests.DBscanClustering(new_data, historical_data, column_names, target_name)¶ Bases:
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adjusted_rand_dbscan_scorer(min_similarity)¶
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completeness_dbscan_scorer(min_similarity)¶
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dbscan_clusters(data)¶
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dbscan_scorer(metric, min_similarity)¶
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fowlkes_mallows_dbscan_scorer(min_similarity)¶
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homogeneity_dbscan_scorer(min_similarity)¶
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mutual_info_dbscan_scorer(min_similarity)¶
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unsupervised_dbscan_score_clustering(min_similarity)¶
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v_measure_dbscan_scorer(min_similarity)¶
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class
drifter_ml.structural_tests.structural_tests.KmeansClustering(new_data, historical_data, column_names, target_name)¶ Bases:
object-
adjusted_rand_kmeans_scorer(min_similarity)¶
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completeness_kmeans_scorer(min_similarity)¶
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fowlkes_mallows_kmeans_scorer(min_similarity)¶
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homogeneity_kmeans_scorer(min_similarity)¶
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kmeans_clusters(n_clusters, data)¶
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kmeans_scorer(metric, min_similarity)¶
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mutual_info_kmeans_scorer(min_similarity)¶
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unsupervised_kmeans_score_clustering(min_similarity)¶
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v_measure_kmeans_scorer(min_similarity)¶
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class
drifter_ml.structural_tests.structural_tests.KnnClustering(new_data, historical_data, column_names, target_name)¶ Bases:
object-
cls_supervised_clustering(data)¶
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cls_supervised_similar_clustering(absolute_distance)¶
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reg_supervised_clustering(data)¶
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reg_supervised_similar_clustering(absolute_distance)¶
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class
drifter_ml.structural_tests.structural_tests.StructuralData(new_data, historical_data, column_names, target_name)¶ Bases:
drifter_ml.structural_tests.structural_tests.KnnClustering,drifter_ml.structural_tests.structural_tests.DBscanClustering,drifter_ml.structural_tests.structural_tests.KmeansClustering
Module contents¶
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class
drifter_ml.structural_tests.StructuralData(new_data, historical_data, column_names, target_name)¶ Bases:
drifter_ml.structural_tests.structural_tests.KnnClustering,drifter_ml.structural_tests.structural_tests.DBscanClustering,drifter_ml.structural_tests.structural_tests.KmeansClustering