Index

A

add_results_df() (in module case_study_utils) AGGREGATE_METRICS (raimitigations.databalanceanalysis.aggregate_measures.AggregateBalanceMeasure attribute)

AggregateBalanceMeasure (class in raimitigations.databalanceanalysis.aggregate_measures) artificial_ctgan() (in module case_study_utils) artificial_smote() (in module case_study_utils)

B

BasicImputer (class in raimitigations.dataprocessing)

C

case_study_utils module CatBoostSelection (class in raimitigations.dataprocessing) check_valid_df() (raimitigations.cohort.CohortDefinition method) CLASS_A (raimitigations.databalanceanalysis.feature_measures.FeatureBalanceMeasure attribute) CLASS_B (raimitigations.databalanceanalysis.feature_measures.FeatureBalanceMeasure attribute)

CohortDefinition (class in raimitigations.cohort) CohortHandler (class in raimitigations.cohort) CohortManager (class in raimitigations.cohort) CorrelatedFeatures (class in raimitigations.dataprocessing) create_dummy_dataset() (in module raimitigations.utils.toy_dataset_corr) create_query_remaining_instances_cohort() (raimitigations.cohort.CohortDefinition method)

D

DataEncoding (class in raimitigations.dataprocessing) DataImputer (class in raimitigations.dataprocessing) DataMinMaxScaler (class in raimitigations.dataprocessing) DataNormalizer (class in raimitigations.dataprocessing) DataPowerTransformer (class in raimitigations.dataprocessing) DataProcessing (class in raimitigations.dataprocessing)

DataQuantileTransformer (class in raimitigations.dataprocessing) DataRobustScaler (class in raimitigations.dataprocessing) DataScaler (class in raimitigations.dataprocessing) DataStandardScaler (class in raimitigations.dataprocessing) DecoupledClass (class in raimitigations.cohort) DISTRIBUTION_METRICS (raimitigations.databalanceanalysis.distribution_measures.DistributionBalanceMeasure attribute) DistributionBalanceMeasure (class in raimitigations.databalanceanalysis.distribution_measures)

E

EncoderOHE (class in raimitigations.dataprocessing) EncoderOrdinal (class in raimitigations.dataprocessing)

err_float_01() (in module raimitigations.utils.data_utils) evaluate_set() (in module raimitigations.utils.model_utils)

F

FEATURE_METRICS (raimitigations.databalanceanalysis.feature_measures.FeatureBalanceMeasure attribute) feature_selection() (in module case_study_utils) FeatureBalanceMeasure (class in raimitigations.databalanceanalysis.feature_measures) FeatureSelection (class in raimitigations.dataprocessing) fetch_cohort_results() (in module raimitigations.cohort.utils) fit() (raimitigations.cohort.CohortManager method) (raimitigations.cohort.DecoupledClass method) (raimitigations.dataprocessing.DataEncoding method) (raimitigations.dataprocessing.DataImputer method) (raimitigations.dataprocessing.DataScaler method) (raimitigations.dataprocessing.FeatureSelection method) (raimitigations.dataprocessing.Synthesizer method)

fit_resample() (raimitigations.cohort.CohortManager method) (raimitigations.dataprocessing.Rebalance method) (raimitigations.dataprocessing.Synthesizer method) freedman_diaconis() (in module raimitigations.utils.data_utils)

G

get_cat_cols() (in module raimitigations.utils.data_utils) get_cohort_subset() (raimitigations.cohort.CohortDefinition method) get_correlated_pairs() (raimitigations.dataprocessing.CorrelatedFeatures method) get_encoded_columns() (raimitigations.dataprocessing.DataEncoding method) get_mapping() (raimitigations.dataprocessing.EncoderOrdinal method) get_metrics() (in module raimitigations.utils.metric_utils) get_one_hot_columns() (raimitigations.dataprocessing.EncoderOHE method)

get_queries() (raimitigations.cohort.CohortHandler method) get_selected_features() (raimitigations.dataprocessing.FeatureSelection method) get_subsets() (raimitigations.cohort.CohortHandler method) get_summary() (raimitigations.dataprocessing.CatBoostSelection method) (raimitigations.dataprocessing.CorrelatedFeatures method) (raimitigations.dataprocessing.SeqFeatSelection method) get_threasholds_dict() (raimitigations.cohort.DecoupledClass method)

I

inverse_transform() (raimitigations.dataprocessing.DataProcessing method)

IterativeDataImputer (class in raimitigations.dataprocessing)

K

KNNDataImputer (class in raimitigations.dataprocessing)

M

measures() (raimitigations.databalanceanalysis.aggregate_measures.AggregateBalanceMeasure method) (raimitigations.databalanceanalysis.distribution_measures.DistributionBalanceMeasure method) (raimitigations.databalanceanalysis.feature_measures.FeatureBalanceMeasure method) module case_study_utils raimitigations.cohort.utils raimitigations.databalanceanalysis.aggregate_measures raimitigations.databalanceanalysis.distribution_measures raimitigations.databalanceanalysis.feature_measures raimitigations.utils.data_utils raimitigations.utils.metric_utils raimitigations.utils.model_utils raimitigations.utils.toy_dataset_corr

O

ordinal_to_onehot() (in module raimitigations.utils.data_utils)

OVERALL_METRICS (raimitigations.databalanceanalysis.feature_measures.FeatureBalanceMeasure attribute)

P

plot_results() (in module case_study_utils) predict() (raimitigations.cohort.CohortManager method) (raimitigations.cohort.DecoupledClass method)

predict_proba() (raimitigations.cohort.CohortManager method) (raimitigations.cohort.DecoupledClass method) print_cohorts() (raimitigations.cohort.DecoupledClass method)

R

raimitigations.cohort.utils module raimitigations.databalanceanalysis.aggregate_measures module raimitigations.databalanceanalysis.distribution_measures module raimitigations.databalanceanalysis.feature_measures module raimitigations.utils.data_utils module

raimitigations.utils.metric_utils module raimitigations.utils.model_utils module raimitigations.utils.toy_dataset_corr module Rebalance (class in raimitigations.dataprocessing) remove_corr_feat() (in module case_study_utils) require_remaining_index() (raimitigations.cohort.CohortDefinition method) result_statistics() (in module case_study_utils)

S

sample() (raimitigations.dataprocessing.Synthesizer method) save() (raimitigations.cohort.CohortDefinition method) save_cohorts() (raimitigations.cohort.CohortHandler method)

SeqFeatSelection (class in raimitigations.dataprocessing) set_selected_features() (raimitigations.dataprocessing.FeatureSelection method) split_data() (in module raimitigations.utils.model_utils) Synthesizer (class in raimitigations.dataprocessing)

T

train_model_fetch_results() (in module raimitigations.utils.model_utils) train_model_plot_results() (in module raimitigations.utils.model_utils) transform() (raimitigations.cohort.CohortManager method) (raimitigations.dataprocessing.DataEncoding method) (raimitigations.dataprocessing.DataImputer method) (raimitigations.dataprocessing.DataScaler method) (raimitigations.dataprocessing.FeatureSelection method)

transform_num_data() (in module case_study_utils)

U

update_selected_features() (raimitigations.dataprocessing.CorrelatedFeatures method)