traveltimes_prediction.data_processing.data_entities package

Submodules

traveltimes_prediction.data_processing.data_entities.bck_tt module

class traveltimes_prediction.data_processing.data_entities.bck_tt.BCK_TT(*args, **kwargs)[source]

Bases: traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity

Class providing interface for retrieval of BCK data and generation of features from those.

get_data(*args, **kwargs)
process_data()[source]

Method for aggregation of features.

Returns:tuple

traveltimes_prediction.data_processing.data_entities.data_entity module

class traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity(*args, **kwargs)[source]

Bases: object

engineer_features()[source]

Method for engineering of the features.

Returns:pd.DataFrame - DataFrame of features
get_data(*args, **kwargs)
process_data()[source]

Method for aggregating of raw data.

Returns:tuple

traveltimes_prediction.data_processing.data_entities.det1 module

class traveltimes_prediction.data_processing.data_entities.det1.DET1(*args, **kwargs)[source]

Bases: traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity

Class providing interface to DET1 data - access to DB & engineering of features.

traveltimes_prediction.data_processing.data_entities.det2 module

class traveltimes_prediction.data_processing.data_entities.det2.DET2(*args, **kwargs)[source]

Bases: traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity

Class providing interface to DET2 data - access to DB & engineering of features.

traveltimes_prediction.data_processing.data_entities.ref_tt module

class traveltimes_prediction.data_processing.data_entities.ref_tt.REF_TT(*args, **kwargs)[source]

Bases: traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity

Class providing access to DB and feature generation from referential data - ground truth.

get_data(*args, **kwargs)
process_data()[source]

Method for processing of the data - aggregation.

Returns:tuple

traveltimes_prediction.data_processing.data_entities.time module

class traveltimes_prediction.data_processing.data_entities.time.TIME(*args, **kwargs)[source]

Bases: traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity

Class providing generation of time-specific features. DB retrieval is not provided, because features are generated from sensors` features data.

engineer_features()[source]

Method for global engineering of features (sensors` data, time features, etc )

Returns:pd.DataFrame - DataFrame of features
get_data(*args, **kwargs)
process_data()[source]

Method for aggregation.

Returns:tuple

Module contents