Module Import alias identifier ImportFrom alias alias alias alias alias alias ImportFrom alias ImportFrom alias ImportFrom alias ImportFrom alias ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam defaults body Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list decorator_list ClassDef bases NameLoad body FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad NameLoad body Expr Call AttributeLoad Call NameLoad NameLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr Call NameLoad NameLoad Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr Call NameLoad AttributeLoad NameLoad attr Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad Assign AttributeStore NameLoad attr NameLoad decorator_list decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad body Assign TupleStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad Assign TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Assign TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad NameLoad NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad Return TupleLoad NameLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad body Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr If NameLoad body Assign NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad AttributeLoad NameLoad attr orelse Assign NameStore NameLoad Return TupleLoad NameLoad NameLoad decorator_list Assign AttributeStore NameLoad attr NameLoad FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad kwarg body Assign TupleStore NameStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad If NameLoad body Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad NameLoad orelse Expr Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad NameLoad Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad Return TupleLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args defaults vararg kwarg body Assign TupleStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam defaults body Assign NameStore AttributeLoad NameLoad attr Assign NameStore Call AttributeLoad AttributeLoad NameLoad attr attr NameLoad Assign NameStore Call AttributeLoad NameLoad attr NameLoad keyword AttributeLoad NameLoad attr If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign SubscriptStore NameLoad Index AttributeLoad NameLoad attr NameLoad Assign TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Delete SubscriptDel NameLoad Index AttributeLoad NameLoad attr Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam defaults NameLoad body Assign NameStore AttributeLoad NameLoad attr Assign TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad Return Call NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults NameLoad NameLoad body Assign TupleStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad Return Call NameLoad NameLoad NameLoad NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam defaults Num body Expr Str Assign NameStore ListLoad If Call NameLoad NameLoad NameLoad body Assign NameStore Call NameLoad keyword NameLoad keyword NameLoad For NameStore Call NameLoad NameLoad body For NameStore NameLoad body If CompareEq Call NameLoad NameLoad Num body Assign TupleStore NameStore NameStore NameLoad Assign NameStore NameLoad orelse If CompareEq Call NameLoad NameLoad Num body Assign TupleStore NameStore NameStore NameStore NameLoad orelse Raise Call NameLoad BinOpMod Str Call NameLoad NameLoad Assert CompareEq Call NameLoad BinOpBitAnd NameLoad NameLoad Num BinOpMod Str TupleLoad NameLoad NameLoad Assign TupleStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad Assign NameStore SubscriptLoad AttributeLoad NameLoad attr Index NameLoad Assign TupleStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad Assert CompareEq Call NameLoad BinOpBitAnd AttributeLoad NameLoad attr AttributeLoad NameLoad attr Num BinOpMod Str BinOpBitAnd AttributeLoad NameLoad attr AttributeLoad NameLoad attr Assign NameStore Call NameLoad NameLoad NameLoad If CompareIsNot AttributeLoad NameLoad attr NameLoad body Assign TupleStore NameStore NameStore Call NameLoad AttributeLoad NameLoad attr NameLoad Assign NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad Expr Call AttributeLoad NameLoad attr NameLoad Return NameLoad decorator_list FunctionDef arguments args NameParam NameParam NameParam NameParam NameParam NameParam NameParam defaults NameLoad NameLoad NameLoad NameLoad NameLoad body Assign TupleStore NameStore NameStore NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad Assign NameStore Call NameLoad NameLoad NameLoad Assign NameStore NameLoad If NameLoad body Assign NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad Assign NameStore ListLoad Assign NameStore Call NameLoad NameLoad NameLoad NameLoad NameLoad NameLoad Return NameLoad decorator_list
N/A N/A pandas pd ramp.builders build_featureset_safe build_target_safe apply_featureset_safe apply_target_safe filter_data_and_indexes filter_data ramp.folds make_default_folds ramp.result Result ramp.store Storable ramp.utils key_from_index FittedModel N/A Storable N/A __init__ N/A N/A self model_def fitted_features fitted_target fitted_estimator N/A N/A N/A N/A self model_def model_def N/A N/A self fitted_features fitted_features N/A N/A self fitted_target fitted_target N/A N/A self fitted_estimator fitted_estimator N/A N/A PackagedModel N/A Storable N/A __init__ N/A N/A self fitted_model data data_description built_at result reports N/A None None None None N/A N/A N/A N/A N/A super PackagedModel self __init__ N/A N/A self fitted_model fitted_model N/A N/A self n_rows N/A len data N/A N/A self n_cols N/A len N/A data columns N/A N/A self data_key N/A key_from_index N/A data index N/A N/A self data_description data_description N/A N/A self built_at built_at N/A N/A self result result N/A N/A self reports reports N/A N/A generate_train N/A N/A model_def data prep_index train_index N/A None None N/A N/A N/A data prep_index train_index N/A filter_data_and_indexes model_def data prep_index train_index N/A N/A x_train fitted_features N/A build_featureset_safe N/A model_def features data prep_index train_index N/A N/A y_train fitted_target N/A build_target_safe N/A model_def target data prep_index train_index N/A x_train N/A N/A x_train reindex train_index N/A y_train N/A N/A y_train reindex train_index N/A N/A x_train y_train fitted_features fitted_target N/A generate_test N/A N/A model_def predict_data fitted_model compute_actuals N/A True N/A N/A predict_data N/A filter_data model_def predict_data N/A x_test N/A apply_featureset_safe N/A model_def features predict_data N/A fitted_model fitted_features N/A compute_actuals N/A N/A y_test N/A apply_target_safe N/A model_def target predict_data N/A fitted_model fitted_target N/A N/A y_test None N/A N/A x_test y_test N/A N/A N/A generate_test __test__ False fit_model N/A N/A model_def data prep_index train_index N/A None None fit_args N/A N/A N/A x_train y_train fitted_features fitted_target N/A generate_train model_def data prep_index train_index N/A fit_args N/A N/A N/A N/A N/A model_def estimator fit x_train y_train fit_args N/A N/A N/A N/A N/A model_def estimator fit x_train y_train N/A fitted_estimator N/A model_def estimator N/A fitted_model N/A FittedModel model_def fitted_features fitted_target fitted_estimator N/A N/A x_train y_train fitted_model N/A build_fitted_model N/A N/A N/A args kwargs N/A N/A N/A x y fitted_model N/A fit_model args kwargs N/A fitted_model N/A predict N/A N/A fitted_model x_data N/A N/A N/A model_def N/A fitted_model model_def N/A predictions N/A N/A N/A fitted_model fitted_estimator predict x_data N/A predictions N/A N/A pd Series predictions index N/A x_data index N/A N/A N/A model_def evaluation_transformation None N/A N/A N/A x_data N/A N/A model_def predictions_name predictions N/A N/A predictions ff N/A build_target_safe N/A model_def evaluation_transformation x_data N/A N/A x_data N/A N/A model_def predictions_name N/A predictions N/A predict_with_model N/A N/A fitted_model data compute_actuals N/A False N/A N/A model_def N/A fitted_model model_def N/A N/A x_test y_test N/A generate_test model_def data fitted_model compute_actuals N/A N/A predict fitted_model x_test N/A fit_and_predict N/A N/A model_def data prep_index train_index N/A None None N/A N/A N/A x y fitted_model N/A fit_model model_def data prep_index train_index N/A N/A predict_with_model model_def data fitted_model N/A cross_validate N/A N/A model_def data folds repeat N/A 1 N/A N/A N/A results N/A N/A N/A isinstance folds int N/A N/A folds N/A make_default_folds num_folds folds data data N/A i N/A range repeat N/A N/A fold folds N/A N/A N/A N/A len fold 2 N/A N/A N/A train_index test_index fold N/A prep_index None N/A N/A N/A N/A len fold 3 N/A N/A N/A train_index test_index prep_index fold N/A N/A N/A ValueError N/A Fold is not of right dimension (%d, not 2 or 3) N/A len fold N/A N/A N/A len N/A train_index test_index 0 N/A train and test overlap!!! %s, %s N/A train_index test_index N/A N/A x_train y_train fitted_model N/A fit_model model_def data prep_index train_index N/A test_data N/A N/A data loc N/A test_index N/A N/A x_test y_test N/A generate_test model_def test_data fitted_model N/A N/A N/A len N/A N/A x_train index N/A x_test index 0 N/A train and test overlap!!! %s N/A N/A x_train index N/A x_test index N/A y_preds N/A predict fitted_model x_test N/A N/A N/A model_def evaluation_target None N/A N/A N/A y_test ff N/A build_target_safe N/A model_def evaluation_target test_data N/A result N/A Result x_train x_test y_train y_test y_preds model_def fitted_model data N/A N/A N/A results append result N/A results N/A build_and_package_model N/A N/A model_def data data_description evaluate reporters prep_index train_index N/A None False None None None N/A N/A N/A x_train y_train fitted_model N/A fit_model model_def data prep_index train_index N/A y_preds N/A predict fitted_model x_train N/A result None N/A evaluate N/A N/A result N/A Result x_train x_train y_train y_train y_preds model_def fitted_model data N/A reports N/A N/A packaged_model N/A PackagedModel fitted_model data data_description result reports N/A packaged_model N/A