drifter_ml.structural_tests package¶

Submodules¶

drifter_ml.structural_tests.structural_tests module¶

class drifter_ml.structural_tests.structural_tests.DBscanClustering(new_data, historical_data, column_names, target_name)¶

Bases: object

adjusted_rand_dbscan_scorer(min_similarity)¶

completeness_dbscan_scorer(min_similarity)¶

dbscan_clusters(data)¶

dbscan_scorer(metric, min_similarity)¶

fowlkes_mallows_dbscan_scorer(min_similarity)¶

homogeneity_dbscan_scorer(min_similarity)¶

mutual_info_dbscan_scorer(min_similarity)¶

unsupervised_dbscan_score_clustering(min_similarity)¶

v_measure_dbscan_scorer(min_similarity)¶

class drifter_ml.structural_tests.structural_tests.KmeansClustering(new_data, historical_data, column_names, target_name)¶

Bases: object

adjusted_rand_kmeans_scorer(min_similarity)¶

completeness_kmeans_scorer(min_similarity)¶

fowlkes_mallows_kmeans_scorer(min_similarity)¶

homogeneity_kmeans_scorer(min_similarity)¶

kmeans_clusters(n_clusters, data)¶

kmeans_scorer(metric, min_similarity)¶

mutual_info_kmeans_scorer(min_similarity)¶

unsupervised_kmeans_score_clustering(min_similarity)¶

v_measure_kmeans_scorer(min_similarity)¶

class drifter_ml.structural_tests.structural_tests.KnnClustering(new_data, historical_data, column_names, target_name)¶

Bases: object

cls_supervised_clustering(data)¶

cls_supervised_similar_clustering(absolute_distance)¶

reg_supervised_clustering(data)¶

reg_supervised_similar_clustering(absolute_distance)¶

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¶

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