Index

A

ACTIVE (covid_19.utils.legend.HyperparamsTuningOptions attribute)

B

BEST_FOUND_PARAMS (covid_19.utils.legend.HyperparamsTuningOptions attribute)

C

check_create_match_path() (in module covid_19.utils.path_utils) check_create_match_paths() (in module covid_19.utils.path_utils) check_create_path() (in module covid_19.utils.path_utils) compute() (covid_19.utils.legend.ErrorMetric method) config_grid_to_list_of_dict() (in module covid_19.utils.params_grid_utils) covid_19 module covid_19.config module covid_19.config.config module covid_19.data_manager.config module covid_19.data_manager.config.config module covid_19.model_validator module covid_19.predictor module covid_19.predictor.errors module covid_19.trainer module

covid_19.trainer.best_hyperparams module covid_19.trainer.hyperparams_grids module covid_19.trainer.manage module covid_19.utils module covid_19.utils.argparse_utils module covid_19.utils.data_prep_utils module covid_19.utils.datetime_utils module covid_19.utils.legend module covid_19.utils.params_grid_utils module covid_19.utils.path_utils module create_df_features() (in module covid_19.utils.data_prep_utils) CROSS_CORRELATION (covid_19.utils.legend.FeatureSelectors attribute)

D

delete_data_path() (in module covid_19.utils.path_utils)

DIMENSIONALITY_REDUCTION (covid_19.utils.legend.PipelineSteps attribute)

E

ErrorMetric (class in covid_19.utils.legend)

Errors (class in covid_19.utils.legend)

F

FeatureSelectors (class in covid_19.utils.legend)

G

GAUSSIAN_SVR (covid_19.utils.legend.Regressors attribute) get_now_utc() (in module covid_19.utils.datetime_utils)

get_past_lags() (in module covid_19.utils.data_prep_utils) get_string_from_conf() (in module covid_19.utils.params_grid_utils) get_string_from_conf_grid() (in module covid_19.utils.params_grid_utils)

H

HyperparamsTuningOptions (class in covid_19.utils.legend)

L

LINEAR (covid_19.utils.legend.Regressors attribute)

LINEAR_SVR (covid_19.utils.legend.Regressors attribute)

M

MAX_ABSOLUTE_ERROR (covid_19.utils.legend.Errors attribute) max_absolute_error() (in module covid_19.predictor.errors) MEAN_ABSOLUTE_ERROR (covid_19.utils.legend.Errors attribute) mean_absolute_error() (in module covid_19.predictor.errors) MEAN_ABSOLUTE_PERCENTAGE_ERROR (covid_19.utils.legend.Errors attribute) mean_absolute_percentage_error() (in module covid_19.predictor.errors) MEAN_RELATIVE_ERROR (covid_19.utils.legend.Errors attribute) mean_relative_error() (in module covid_19.predictor.errors) MINMAX (covid_19.utils.legend.Scalers attribute) MODEL_COEFFICIENTS (covid_19.utils.legend.FeatureSelectors attribute) module covid_19 covid_19.config covid_19.config.config covid_19.data_manager.config covid_19.data_manager.config.config covid_19.model_validator covid_19.predictor covid_19.predictor.errors covid_19.trainer covid_19.trainer.best_hyperparams covid_19.trainer.hyperparams_grids covid_19.trainer.manage covid_19.utils covid_19.utils.argparse_utils covid_19.utils.data_prep_utils covid_19.utils.datetime_utils covid_19.utils.legend covid_19.utils.params_grid_utils covid_19.utils.path_utils test

MUTUAL_INFORMATION (covid_19.utils.legend.FeatureSelectors attribute)

N

NOT_ACTIVE (covid_19.utils.legend.HyperparamsTuningOptions attribute)

P

percentage_error2() (in module covid_19.predictor.errors) percentage_error3() (in module covid_19.predictor.errors)

PipelineSteps (class in covid_19.utils.legend) print_errors() (in module covid_19.predictor.errors)

R

r2_score() (in module covid_19.predictor.errors) R_SQUARED (covid_19.utils.legend.Errors attribute) RANDOM_FOREST (covid_19.utils.legend.Regressors attribute) REGRESSION (covid_19.utils.legend.PipelineSteps attribute)

Regressors (class in covid_19.utils.legend) residuals() (in module covid_19.predictor.errors) RIDGE (covid_19.utils.legend.Regressors attribute) rmse() (in module covid_19.predictor.errors) ROOT_MEAN_SQUARED_ERROR (covid_19.utils.legend.Errors attribute)

S

SCALER (covid_19.utils.legend.PipelineSteps attribute) Scalers (class in covid_19.utils.legend) STANDARD (covid_19.utils.legend.Scalers attribute)

strictly_positive_int() (in module covid_19.utils.argparse_utils) sym_mape() (in module covid_19.predictor.errors) SYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR (covid_19.utils.legend.Errors attribute)

T

test module

to_dict() (covid_19.utils.legend.ErrorMetric method)

Z

z_score() (in module covid_19.predictor.errors)