Index

A

accuracy_cm() (in module catabra_lib.metrics) add_defaults() (in module core.config) agg() (Bootstrapping method) aggregate_features() (EnsembleExplainer method), [1] analysis module analyze() (in module analysis)

application module apply() (in module application) argmax_score_threshold() (in module catabra_lib.metrics) Autoencoder (class in ood.internal.autoencoder) Autoencoder.SeparableMLP (class in ood.internal.autoencoder) average_local_explanations() (in module explanation) averageable (class in catabra_lib.metrics)

B

balance_score_threshold() (in module catabra_lib.metrics) balanced_accuracy_cm() (in module catabra_lib.metrics) behavior (EnsembleExplainer property), [1] binarize() (in module catabra_lib.preprocessing)

binarizer() (in module catabra_lib.preprocessing) BinsDetector (class in ood.internal.bins_detector) bootstrapped() (in module catabra_lib.metrics) Bootstrapping (class in catabra_lib.bootstrapping)

C

calc_binary_classification_metrics() (in module evaluation) calc_descriptive_statistics() (in module util.statistics) calc_metrics() (in module evaluation) calc_multiclass_metrics() (in module evaluation) calc_multilabel_metrics() (in module evaluation) calc_non_numeric_statistics() (in module util.statistics) calc_numeric_statistics() (in module util.statistics) calc_regression_metrics() (in module evaluation) calibrate() (in module calibration) calibration module calibration_curve() (in module catabra_lib.metrics) Calibrator (class in calibration) catabra_lib.bootstrapping module catabra_lib.metrics module catabra_lib.preprocessing module catabra_lib.split module CaTabRaAnalysis (class in analysis)

CaTabRaApplication (class in application) CaTabRaBase (class in core.base) CaTabRaCalibration (class in calibration) CaTabRaEvaluation (class in evaluation) CaTabRaExplanation (class in explanation) CaTabRaLoader (class in util.io) CaTabRaPaths (class in core.paths) chi_square() (in module util.statistics) cohen_kappa_cm() (in module catabra_lib.metrics) Config (CaTabRaPaths attribute) confusion_matrix() (in module catabra_lib.metrics) ConsoleLogs (CaTabRaPaths attribute) convert_object_dtypes() (in module util.table) convert_rows_to_str() (in module util.io) core.base module core.config module core.paths module create() (OODDetector class method) create_non_numeric_statistics() (in module util.statistics) CustomPredefinedSplit (class in catabra_lib.split)

D

dataframe() (Bootstrapping method) delong_test() (in module util.statistics)

describe() (Bootstrapping method) DTypeTransformer (class in catabra_lib.preprocessing) dump() (in module util.io)

E

Encoder (CaTabRaPaths attribute) (class in util.encoding) EnsembleExplainer (class in explanation) (class in explanation.base) evaluate() (in module evaluation) evaluate_split() (in module evaluation) evaluation module explain() (EnsembleExplainer method), [1] (in module explanation)

explain_global() (EnsembleExplainer method), [1] explain_split() (in module explanation) explanation module explanation.base module explanation.sklearn_explainer module ExplanationData (CaTabRaPaths attribute)

F

f1_cm() (in module catabra_lib.metrics) FastICAExplainer (class in explanation.sklearn_explainer) fbeta_cm() (in module catabra_lib.metrics) FeatureFilter (class in catabra_lib.preprocessing)

FeaturewiseOODDetector (class in ood.base) fit() (Calibrator method) (OneHotEncoder method) FittedEnsemble (CaTabRaPaths attribute) fresh_name() (in module util.common)

G

gaussian_hyperspheric_offset() (in module ood.internal.soft_brownian_offset) get() (in module catabra_lib.metrics) get_explainer() (CaTabRaLoader method) get_fitted_ensemble() (CaTabRaLoader method) get_n_splits() (CustomPredefinedSplit method) get_sample_indices() (Bootstrapping method)

get_table() (CaTabRaLoader method) get_target_or_class_names() (Encoder method) get_thresholding_strategy() (in module catabra_lib.metrics) get_thresholds() (in module catabra_lib.metrics) get_train_data() (CaTabRaLoader method) get_versions() (EnsembleExplainer method), [1]

H

hamming_loss() (in module catabra_lib.metrics) hamming_loss_cm() (in module catabra_lib.metrics) hamming_loss_macro() (in module catabra_lib.metrics)

hamming_loss_micro() (in module catabra_lib.metrics) hamming_loss_samples() (in module catabra_lib.metrics) hamming_loss_weighted() (in module catabra_lib.metrics)

I

informedness() (in module catabra_lib.metrics) informedness_cm() (in module catabra_lib.metrics) informedness_macro() (in module catabra_lib.metrics) informedness_micro() (in module catabra_lib.metrics)

informedness_samples() (in module catabra_lib.metrics) informedness_weighted() (in module catabra_lib.metrics) inverse_transform() (Encoder method) Invocation (CaTabRaPaths attribute) (class in core.base)

J

jaccard_cm() (in module catabra_lib.metrics)

K

k_bins_discretize() (in module catabra_lib.preprocessing)

k_bins_discretizer() (in module catabra_lib.preprocessing) KSTest (class in ood.internal.ks_test)

L

load() (in module util.io)

LogMirror (class in util.logging)

M

macro_average (class in catabra_lib.metrics) make() (thresholded class method) make_path() (in module util.io) make_windows (class in util.longitudinal) mann_whitney_u() (in module util.statistics) markedness() (in module catabra_lib.metrics) markedness_cm() (in module catabra_lib.metrics) markedness_macro() (in module catabra_lib.metrics) markedness_micro() (in module catabra_lib.metrics) markedness_samples() (in module catabra_lib.metrics) markedness_weighted() (in module catabra_lib.metrics) matthews_correlation_coefficient_cm() (in module catabra_lib.metrics) maybe_thresholded() (in module catabra_lib.metrics) merge_tables() (in module util.table) micro_average (class in catabra_lib.metrics) MinMaxScaler (class in catabra_lib.preprocessing) Model (CaTabRaPaths attribute) ModelSummary (CaTabRaPaths attribute) module analysis application calibration catabra_lib.bootstrapping catabra_lib.metrics catabra_lib.preprocessing catabra_lib.split core.base core.config core.paths evaluation explanation explanation.base explanation.sklearn_explainer ood.base ood.internal.autoencoder ood.internal.bins_detector ood.internal.ks_test ood.internal.soft_brownian_offset ood.pyod util.common util.encoding util.io util.logging util.longitudinal util.plotting util.statistics util.summary util.table

multiclass_proba_to_pred() (in module catabra_lib.metrics)

N

negative_predictive_value_cm() (in module catabra_lib.metrics)

no_average (class in catabra_lib.metrics)

O

one_hot_encode() (in module catabra_lib.preprocessing) one_hot_encoder() (in module catabra_lib.preprocessing) OneHotEncoder (class in catabra_lib.preprocessing) ood.base module ood.internal.autoencoder module ood.internal.bins_detector module ood.internal.ks_test module

ood.internal.soft_brownian_offset module ood.pyod module OODDetector (class in ood.base) OODModel (CaTabRaPaths attribute) OODStats (CaTabRaPaths attribute) ordinal_encode() (in module catabra_lib.preprocessing) ordinal_encoder() (in module catabra_lib.preprocessing) OverallOODDetector (class in ood.base)

P

params_ (EnsembleExplainer property), [1] partial_fit() (MinMaxScaler method) PCAExplainer (class in explanation.sklearn_explainer) performance_summary() (in module evaluation) plot_bars() (in module explanation) plot_beeswarms() (in module explanation) plot_binary_classification() (in module evaluation) plot_multiclass() (in module evaluation) plot_multilabel() (in module evaluation) plot_regression() (in module evaluation) plot_results() (in module evaluation) plot_training_history() (CaTabRaAnalysis static method)

positive_predictive_value_cm() (in module catabra_lib.metrics) precision_cm() (in module catabra_lib.metrics) precision_recall_fscore_support_cm() (in module catabra_lib.metrics) predict() (Calibrator method) predict_proba() (Calibrator method) (OODDetector method) Predictions (CaTabRaPaths attribute) prev_next_values() (in module util.longitudinal) prevalence_score_threshold() (in module catabra_lib.metrics) progress_bar() (in module util.logging) prompt() (in module util.logging) pyod_detector (PyODDetector property) PyODDetector (class in ood.pyod)

R

RBFSamplerExplainer (class in explanation.sklearn_explainer) read_df() (in module util.io) read_dfs() (in module util.io) recall_cm() (in module catabra_lib.metrics) register() (EnsembleExplainer static method), [1] repr_list() (in module util.common)

repr_timedelta() (in module util.common) resample_eav() (in module util.longitudinal) resample_interval() (in module util.longitudinal) roc_auc_confidence_interval() (in module util.statistics) roc_pr_curve() (in module catabra_lib.metrics) run() (Bootstrapping method)

S

samples_average (class in catabra_lib.metrics) SamplewiseOODDetector (class in ood.base) save() (in module util.plotting) save_descriptive_statistics() (in module util.statistics) scale() (in module catabra_lib.preprocessing) scaler() (in module catabra_lib.preprocessing) sensitivity_cm() (in module catabra_lib.metrics) set_index() (in module util.table) soft_brownian_offset() (in module ood.internal.soft_brownian_offset)

SoftBrownianOffset (class in ood.internal.soft_brownian_offset) specificity_cm() (in module catabra_lib.metrics) Statistics (CaTabRaPaths attribute) StratifiedGroupKFold (class in catabra_lib.split) StratifiedGroupShuffleSplit (class in catabra_lib.split) subsample() (Bootstrapping method) suggest_test() (in module util.statistics) summarize_importance() (in module util.summary) summarize_performance() (in module util.summary)

T

TestData (CaTabRaPaths attribute) thresholded (class in catabra_lib.metrics) to_json() (in module util.io) to_score() (in module catabra_lib.metrics) train_test_split() (in module util.table)

TrainData (CaTabRaPaths attribute) TrainingHistory (CaTabRaPaths attribute) transform() (Calibrator method) (Encoder method) TruncatedSVDExplainer (class in explanation.sklearn_explainer)

U

util.common module util.encoding module util.io module util.logging module util.longitudinal module

util.plotting module util.statistics module util.summary module util.table module

V

Versions (CaTabRaPaths attribute)

W

weighted_average (class in catabra_lib.metrics)

write_df() (in module util.io) write_dfs() (in module util.io)

Z

zero_one_threshold() (in module catabra_lib.metrics)