drifter_ml
latest
Introduction
Project Setup
Designing your own tests
Classification Tests
Regression Tests
drifter_ml.classification_tests package
drifter_ml.regression_tests package
drifter_ml.columnar_tests package
drifter_ml.structural_tests package
drifter_ml
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Index
A
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C
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D
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F
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G
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H
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I
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K
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M
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P
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R
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S
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T
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U
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V
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W
A
adjusted_rand_dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
adjusted_rand_kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
C
ClassificationTests (class in drifter_ml.classification_tests)
(class in drifter_ml.classification_tests.classification_tests)
classifier_testing_per_class() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
ClassifierComparison (class in drifter_ml.classification_tests)
(class in drifter_ml.classification_tests.classification_tests)
cls_supervised_clustering() (drifter_ml.structural_tests.structural_tests.KnnClustering method)
cls_supervised_similar_clustering() (drifter_ml.structural_tests.structural_tests.KnnClustering method)
ColumnarData (class in drifter_ml.columnar_tests)
(class in drifter_ml.columnar_tests.columnar_tests)
completeness_dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
completeness_kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
cross_val_classifier_testing() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_f1() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_f1_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_f1_avg() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_f1_lower_boundary() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_f1_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_mae_anomaly_detection() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_mae_avg() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_mae_result() (drifter_ml.regression_tests.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
cross_val_mae_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_mse_anomaly_detection() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_mse_avg() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_mse_result() (drifter_ml.regression_tests.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
cross_val_mse_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_per_class_f1_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_per_class_precision_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_per_class_recall_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_per_class_roc_auc_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_per_class_two_model_classifier_testing() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_precision() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_precision_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_precision_avg() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_precision_lower_boundary() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_precision_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_recall() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_recall_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_recall_avg() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_recall_lower_boundary() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_recall_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_roc_auc() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_roc_auc_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_roc_auc_avg() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_roc_auc_lower_boundary() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
cross_val_roc_auc_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cross_val_tae_anomaly_detection() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_tae_avg() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_tae_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_tse_anomaly_detection() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_tse_avg() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_tse_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
cross_val_two_model_classifier_testing() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
cv_two_model_regression_testing() (drifter_ml.regression_tests.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
D
DataSanitization (class in drifter_ml.columnar_tests)
(class in drifter_ml.columnar_tests.columnar_tests)
dbscan_clusters() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
DBscanClustering (class in drifter_ml.structural_tests.structural_tests)
describe_scores() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.regression_tests.RegressionTests method)
drifter_ml (module)
drifter_ml.classification_tests (module)
drifter_ml.classification_tests.classification_tests (module)
drifter_ml.columnar_tests (module)
drifter_ml.columnar_tests.columnar_tests (module)
drifter_ml.regression_tests (module)
drifter_ml.regression_tests.regression_tests (module)
drifter_ml.structural_tests (module)
drifter_ml.structural_tests.structural_tests (module)
drifter_ml.timeseries_tests (module)
F
f1_cv() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
f1_lower_boundary_per_class() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
f1_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
f1_score() (drifter_ml.classification_tests.classification_tests.FixedClassificationMetrics method)
FixedClassificationMetrics (class in drifter_ml.classification_tests.classification_tests)
fowlkes_mallows_dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
fowlkes_mallows_kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
G
get_test_score() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.regression_tests.RegressionTests method)
H
has_completeness() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
has_uniqueness() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
homogeneity_dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
homogeneity_kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
I
is_binary() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
is_complete() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
is_in_range() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
is_less_than() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
is_non_negative() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
is_normal() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
is_unique() (drifter_ml.columnar_tests.columnar_tests.DataSanitization method)
(drifter_ml.columnar_tests.DataSanitization method)
K
kmeans_clusters() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
KmeansClustering (class in drifter_ml.structural_tests.structural_tests)
KnnClustering (class in drifter_ml.structural_tests.structural_tests)
kruskal_similar_distribution() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
ks_2samp_similar_distribution() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
M
mae_cv() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
mae_result() (drifter_ml.regression_tests.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
mae_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
mann_whitney_u_similar_distribution() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
mean_similarity() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
median_similarity() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
mse_cv() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
mse_result() (drifter_ml.regression_tests.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
mse_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
mutual_info_dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
mutual_info_kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
P
pearson_similar_correlation() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
precision_cv() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
precision_lower_boundary_per_class() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
precision_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
precision_score() (drifter_ml.classification_tests.classification_tests.FixedClassificationMetrics method)
R
recall_cv() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
recall_lower_boundary_per_class() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
recall_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
recall_score() (drifter_ml.classification_tests.classification_tests.FixedClassificationMetrics method)
reg_supervised_clustering() (drifter_ml.structural_tests.structural_tests.KnnClustering method)
reg_supervised_similar_clustering() (drifter_ml.structural_tests.structural_tests.KnnClustering method)
RegressionComparison (class in drifter_ml.regression_tests)
(class in drifter_ml.regression_tests.regression_tests)
RegressionTests (class in drifter_ml.regression_tests)
(class in drifter_ml.regression_tests.regression_tests)
reset_average() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
roc_auc_cv() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
roc_auc_exception() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
roc_auc_lower_boundary_per_class() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
roc_auc_per_class() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
roc_auc_score() (drifter_ml.classification_tests.classification_tests.FixedClassificationMetrics method)
run_energy_stress_test() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
run_time_stress_test() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.regression_tests.RegressionTests method)
S
spearman_similar_correlation() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
spread_cross_val_classifier_testing() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
spread_cross_val_f1_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
spread_cross_val_precision_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
spread_cross_val_recall_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
spread_cross_val_roc_auc_anomaly_detection() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
StructuralData (class in drifter_ml.structural_tests)
(class in drifter_ml.structural_tests.structural_tests)
T
tae_cv() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
tae_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
trimean() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.regression_tests.RegressionTests method)
trimean_absolute_deviation() (drifter_ml.classification_tests.classification_tests.ClassificationTests method)
(drifter_ml.classification_tests.ClassificationTests method)
(drifter_ml.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.regression_tests.RegressionTests method)
trimean_absolute_error() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
trimean_similarity() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
trimean_squared_error() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
tse_cv() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
tse_upper_boundary() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
two_model_classifier_testing() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
two_model_prediction_run_time_stress_test() (drifter_ml.classification_tests.classification_tests.ClassifierComparison method)
(drifter_ml.classification_tests.ClassifierComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.regression_tests.RegressionComparison method)
two_model_regression_testing() (drifter_ml.regression_tests.regression_tests.RegressionComparison method)
(drifter_ml.regression_tests.RegressionComparison method)
U
unsupervised_dbscan_score_clustering() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
unsupervised_kmeans_score_clustering() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
upper_bound_regression_testing() (drifter_ml.regression_tests.regression_tests.RegressionTests method)
(drifter_ml.regression_tests.RegressionTests method)
V
v_measure_dbscan_scorer() (drifter_ml.structural_tests.structural_tests.DBscanClustering method)
v_measure_kmeans_scorer() (drifter_ml.structural_tests.structural_tests.KmeansClustering method)
W
wilcoxon_similar_distribution() (drifter_ml.columnar_tests.columnar_tests.ColumnarData method)
(drifter_ml.columnar_tests.ColumnarData method)
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