covid_19.utils package

Submodules

covid_19.utils.argparse_utils module

covid_19.utils.argparse_utils.strictly_positive_int(n)

covid_19.utils.data_prep_utils module

covid_19.utils.data_prep_utils.create_df_features(X, cols, trainer_config)

covid_19.utils.data_prep_utils.get_past_lags(series, start, depth)

covid_19.utils.datetime_utils module

covid_19.utils.datetime_utils.get_now_utc()

covid_19.utils.legend module

class covid_19.utils.legend.ErrorMetric(name, scorer_func)

Bases: object

compute(y_true, y_hat)

to_dict()

class covid_19.utils.legend.Errors(value)

Bases: enum.Enum

An enumeration.

MAX_ABSOLUTE_ERROR = 'mxae'

MEAN_ABSOLUTE_ERROR = 'mae'

MEAN_ABSOLUTE_PERCENTAGE_ERROR = 'mape'

MEAN_RELATIVE_ERROR = 'mre'

ROOT_MEAN_SQUARED_ERROR = 'rmse'

R_SQUARED = 'r2'

SYMMETRIC_MEAN_ABSOLUTE_PERCENTAGE_ERROR = 'smape'

class covid_19.utils.legend.FeatureSelectors(value)

Bases: enum.Enum

An enumeration.

CROSS_CORRELATION = 'crosscorr'

MODEL_COEFFICIENTS = 'model'

MUTUAL_INFORMATION = 'mutinf'

class covid_19.utils.legend.HyperparamsTuningOptions(value)

Bases: enum.Enum

An enumeration.

ACTIVE = 1

BEST_FOUND_PARAMS = 'best'

NOT_ACTIVE = 0

class covid_19.utils.legend.PipelineSteps(value)

Bases: enum.Enum

An enumeration.

DIMENSIONALITY_REDUCTION = 'dim_reduction'

REGRESSION = 'regressor'

SCALER = 'scaler'

class covid_19.utils.legend.Regressors(value)

Bases: enum.Enum

An enumeration.

GAUSSIAN_SVR = 'svr'

LINEAR = 'lr'

LINEAR_SVR = 'lsvr'

RANDOM_FOREST = 'rf'

RIDGE = 'ridge'

class covid_19.utils.legend.Scalers(value)

Bases: enum.Enum

An enumeration.

MINMAX = 'minmax'

STANDARD = 'std'

covid_19.utils.params_grid_utils module

covid_19.utils.params_grid_utils.config_grid_to_list_of_dict(json_conf_grid)

covid_19.utils.params_grid_utils.get_string_from_conf(trainer_params)

covid_19.utils.params_grid_utils.get_string_from_conf_grid(validator_params_grid)

covid_19.utils.path_utils module

covid_19.utils.path_utils.check_create_match_path(base_path, match_id)

covid_19.utils.path_utils.check_create_match_paths(base_path, match_ids)

covid_19.utils.path_utils.check_create_path(path)

covid_19.utils.path_utils.delete_data_path(data_path)

Module contents