Index

_

_countDemographic() (LogisticModel method) _evaluateOnValidation() (BetaRegression method) (CoxProportionalHazard method) (LogisticModel method)

A

argument_handler() built-in function

AVAILABLE_OUTCOMES (built-in variable)

B

BetaRegression (built-in class) built-in function argument_handler() create_subsets() holdOutTestData() initialize_pipeline() main() preprocess_data() propensityScoreMatch() PropensityScoreMatchPsmPy() PropensityScoreMatchRMatchit() run_pipeline() save_evaluations_to_csv() save_predictions_to_csv() train_and_evaluate_models() validate_dataset_for_model()

C

calculate_behavioral_columns() (DataPreprocessor method) convert_uds_to_binary() (DataPreprocessor method) convert_yes_no_to_binary() (DataPreprocessor method)

CoxProportionalHazard (built-in class) create_subsets() built-in function

D

DataPreprocessor (built-in class)

drop_columns_and_return() (DataPreprocessor method)

E

EndpointType (built-in class) evaluate() (LogisticModel method) (OutcomeModel method)

evaluateOverallTest() (LogisticModel method)

F

feature_selection_and_model_fitting() (LogisticModel method)

fill_nan_with_zero() (DataPreprocessor method) find_best_threshold() (LogisticModel method)

H

holdOutTestData() built-in function

I

initialize_pipeline() built-in function

INTEGER (EndpointType attribute)

L

LOGICAL (EndpointType attribute)

LogisticModel (built-in class)

M

main() built-in function

move_column_to_end() (DataPreprocessor method)

N

NegativeBinomialModel (built-in class)

O

OutcomeModel (built-in class)

P

predict() (BetaRegression method) (CoxProportionalHazard method) (NegativeBinomialModel method) preprocess_data() built-in function process_tlfb_columns() (DataPreprocessor method)

propensityScoreMatch() built-in function PropensityScoreMatchPsmPy() built-in function PropensityScoreMatchRMatchit() built-in function

R

rename_columns() (DataPreprocessor method)

run_pipeline() built-in function

S

save_evaluations_to_csv() built-in function save_predictions_to_csv() built-in function

selectFeatures() (BetaRegression method) (CoxProportionalHazard method) SURVIVAL (EndpointType attribute)

T

train() (BetaRegression method) (CoxProportionalHazard method) (LogisticModel method) (NegativeBinomialModel method) (OutcomeModel method)

train_and_evaluate_models() built-in function transform_and_rename_column() (DataPreprocessor method) transform_data_with_nan_handling() (DataPreprocessor method) transform_nan_to_zero_for_binary_columns() (DataPreprocessor method)

V

validate_dataset_for_model() built-in function