Index

A

align_training_dataset() (traveltimes_prediction.data_processing.data_processor.DataProcessor static method) all_models (in module traveltimes_prediction.configs.general_settings)

array_append() (in module traveltimes_prediction.support_files.helpers) AVG_VELOCITY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute)

B

BaseModel (class in traveltimes_prediction.models.base_model)

BCK_TT (class in traveltimes_prediction.data_processing.data_entities.bck_tt)

C

CALC_TIME (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRaw attribute) (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute) check_latest_referential_traveltime() (traveltimes_prediction.data_processing.db_interface.DBInterface method) check_params() (in module traveltimes_prediction.support_files.helpers) chunkify() (in module traveltimes_prediction.support_files.helpers) ClusterModel (class in traveltimes_prediction.models.cluster_model)

ColumnNames (class in traveltimes_prediction.support_files.fields_definitions) ColumnNamesRaw (class in traveltimes_prediction.support_files.fields_definitions) ColumnNamesRawFiveMin (class in traveltimes_prediction.support_files.fields_definitions) CombinedModel (class in traveltimes_prediction.models.combined_model) compress() (in module traveltimes_prediction.support_files.helpers) convert_params() (in module traveltimes_prediction.support_files.helpers) COUNT (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute) create_model() (in module traveltimes_prediction.models.create_model)

D

DATA_AGGREGATION_FAILED (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) DATA_NOT_IN_DB (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) DataEntity (class in traveltimes_prediction.data_processing.data_entities.data_entity) dataframe_append() (in module traveltimes_prediction.support_files.helpers) DataNotInDatabaseException DataProcessor (class in traveltimes_prediction.data_processing.data_processor) DBInterface (class in traveltimes_prediction.data_processing.db_interface) DBScanWrapper (class in traveltimes_prediction.models.algorithms.dbscan_wrapper) decompress() (in module traveltimes_prediction.support_files.helpers) DET1 (class in traveltimes_prediction.data_processing.data_entities.det1) DET2 (class in traveltimes_prediction.data_processing.data_entities.det2)

dump() (traveltimes_prediction.models.algorithms.dbscan_wrapper.DBScanWrapper method) (traveltimes_prediction.models.algorithms.elastic_net_wrapper.ElasticNetWrapper method) (traveltimes_prediction.models.algorithms.linear_regression_wrapper.LinearRegressionWrapper method) (traveltimes_prediction.models.algorithms.mbkmeans_wrapper.MBKMeansWrapper method) (traveltimes_prediction.models.algorithms.ridge_wrapper.RidgeWrapper method) (traveltimes_prediction.models.algorithms.svr_wrapper.SVRWrapper method) (traveltimes_prediction.models.base_model.BaseModel method) (traveltimes_prediction.models.cluster_model.ClusterModel method) (traveltimes_prediction.models.combined_model.CombinedModel method) (traveltimes_prediction.models.time_domain_model.TimeDomainModel method) dumped_features_path (in module traveltimes_prediction.configs.general_settings)

E

ElasticNetWrapper (class in traveltimes_prediction.models.algorithms.elastic_net_wrapper) empty() (traveltimes_prediction.support_files.extrapolating_cache.ExtrapolatingCache method)

engineer_features() (traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity method) (traveltimes_prediction.data_processing.data_entities.time.TIME method) ExtrapolatingCache (class in traveltimes_prediction.support_files.extrapolating_cache)

F

FEAT_DAY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_det1_COUNT (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_det1_OCCUPANCY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_det1_VELOCITY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_det2_COUNT (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_FRIDAY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_MONDAY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_THURSDAY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_TIME (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_TIME_BIN (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_TT_BCK (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_TT_MATCH (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_TT_UNMATCHED (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute)

FEAT_TUESDAY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_WEDNESDAY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEAT_WEEKEND (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) FEATURE_ENGINEERING_FAILED (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) fit() (traveltimes_prediction.models.algorithms.dbscan_wrapper.DBScanWrapper method) (traveltimes_prediction.models.algorithms.elastic_net_wrapper.ElasticNetWrapper method) (traveltimes_prediction.models.algorithms.linear_regression_wrapper.LinearRegressionWrapper method) (traveltimes_prediction.models.algorithms.mbkmeans_wrapper.MBKMeansWrapper method) (traveltimes_prediction.models.algorithms.ridge_wrapper.RidgeWrapper method) (traveltimes_prediction.models.algorithms.svr_wrapper.SVRWrapper method) (traveltimes_prediction.models.base_model.BaseModel method) (traveltimes_prediction.models.cluster_model.ClusterModel method) (traveltimes_prediction.models.combined_model.CombinedModel method) (traveltimes_prediction.models.time_domain_model.TimeDomainModel method)

G

get() (traveltimes_prediction.support_files.extrapolating_cache.ExtrapolatingCache method) get_data() (traveltimes_prediction.data_processing.data_entities.bck_tt.BCK_TT method) (traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity method) (traveltimes_prediction.data_processing.data_entities.ref_tt.REF_TT method) (traveltimes_prediction.data_processing.data_entities.time.TIME method)

get_features() (traveltimes_prediction.data_processing.data_processor.DataProcessor method) get_last_timestamp() (traveltimes_prediction.data_processing.db_interface.DBInterface method) get_model_params() (traveltimes_prediction.data_processing.db_interface.DBInterface method) get_referential_data() (traveltimes_prediction.data_processing.data_processor.DataProcessor method)

I

impute() (in module traveltimes_prediction.support_files.helpers)

index() (in module traveltimes_prediction.support_files.helpers) InvalidArgumentException

L

launch_prediction() (traveltimes_prediction.interface.prediction_manager.PredictionManager method) LinearRegressionWrapper (class in traveltimes_prediction.models.algorithms.linear_regression_wrapper) load() (traveltimes_prediction.models.algorithms.dbscan_wrapper.DBScanWrapper static method) (traveltimes_prediction.models.algorithms.elastic_net_wrapper.ElasticNetWrapper static method) (traveltimes_prediction.models.algorithms.linear_regression_wrapper.LinearRegressionWrapper static method) (traveltimes_prediction.models.algorithms.mbkmeans_wrapper.MBKMeansWrapper static method) (traveltimes_prediction.models.algorithms.ridge_wrapper.RidgeWrapper static method) (traveltimes_prediction.models.algorithms.svr_wrapper.SVRWrapper static method) (traveltimes_prediction.models.base_model.BaseModel static method) (traveltimes_prediction.models.cluster_model.ClusterModel static method) (traveltimes_prediction.models.combined_model.CombinedModel static method) (traveltimes_prediction.models.time_domain_model.TimeDomainModel static method)

load_model() (traveltimes_prediction.data_processing.db_interface.DBInterface method) LP_COUNT (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute) LP_FULL_ENC (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRaw attribute)

M

max_traveltime (in module traveltimes_prediction.configs.general_settings) MBKMeansWrapper (class in traveltimes_prediction.models.algorithms.mbkmeans_wrapper) merge_inner_lists() (in module traveltimes_prediction.support_files.helpers) merge_to_nearest() (in module traveltimes_prediction.support_files.helpers)

MessageCodes (class in traveltimes_prediction.support_files.fields_definitions) MODEL_NOT_IN_DB (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) model_timestamp() (traveltimes_prediction.data_processing.db_interface.DBInterface method) model_translator() (in module traveltimes_prediction.models.create_model) MyQueue (class in traveltimes_prediction.support_files.my_queue)

N

name (traveltimes_prediction.models.algorithms.dbscan_wrapper.DBScanWrapper attribute) (traveltimes_prediction.models.algorithms.elastic_net_wrapper.ElasticNetWrapper attribute) (traveltimes_prediction.models.algorithms.linear_regression_wrapper.LinearRegressionWrapper attribute) (traveltimes_prediction.models.algorithms.mbkmeans_wrapper.MBKMeansWrapper attribute) (traveltimes_prediction.models.algorithms.ridge_wrapper.RidgeWrapper attribute) (traveltimes_prediction.models.algorithms.svr_wrapper.SVRWrapper attribute) (traveltimes_prediction.models.base_model.BaseModel attribute) (traveltimes_prediction.models.cluster_model.ClusterModel attribute) (traveltimes_prediction.models.combined_model.CombinedModel attribute) (traveltimes_prediction.models.time_domain_model.TimeDomainModel attribute)

NORM_COUNT (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute)

O

OCCUPANCY (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute)

OUTPUT_SECTION (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute)

P

params_converter() (in module traveltimes_prediction.models.create_model) partition_interval() (in module traveltimes_prediction.support_files.helpers) predict() (traveltimes_prediction.interface.section_interface.SectionInterface method) (traveltimes_prediction.models.algorithms.dbscan_wrapper.DBScanWrapper method) (traveltimes_prediction.models.algorithms.elastic_net_wrapper.ElasticNetWrapper method) (traveltimes_prediction.models.algorithms.linear_regression_wrapper.LinearRegressionWrapper method) (traveltimes_prediction.models.algorithms.mbkmeans_wrapper.MBKMeansWrapper method) (traveltimes_prediction.models.algorithms.ridge_wrapper.RidgeWrapper method) (traveltimes_prediction.models.algorithms.svr_wrapper.SVRWrapper method) (traveltimes_prediction.models.base_model.BaseModel method) (traveltimes_prediction.models.cluster_model.ClusterModel method) (traveltimes_prediction.models.combined_model.CombinedModel method) (traveltimes_prediction.models.time_domain_model.TimeDomainModel method)

prediction_first_run_offset (in module traveltimes_prediction.configs.general_settings) prediction_interval_seconds (in module traveltimes_prediction.configs.general_settings) PREDICTION_SUCCESSFUL (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) PREDICTION_UNSUCCESSFUL (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) PredictionManager (class in traveltimes_prediction.interface.prediction_manager) prepare_training_data() (traveltimes_prediction.interface.training_manager.TrainingManager method) process_data() (traveltimes_prediction.data_processing.data_entities.bck_tt.BCK_TT method) (traveltimes_prediction.data_processing.data_entities.data_entity.DataEntity method) (traveltimes_prediction.data_processing.data_entities.ref_tt.REF_TT method) (traveltimes_prediction.data_processing.data_entities.time.TIME method) push() (traveltimes_prediction.support_files.my_queue.MyQueue method) put() (traveltimes_prediction.support_files.extrapolating_cache.ExtrapolatingCache method)

R

real_tt_calculator_path (in module traveltimes_prediction.configs.general_settings) REF_TT (class in traveltimes_prediction.data_processing.data_entities.ref_tt)

RESULT_EXTRAPOLATED (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) RidgeWrapper (class in traveltimes_prediction.models.algorithms.ridge_wrapper)

S

save_model() (traveltimes_prediction.data_processing.db_interface.DBInterface method) save_prediction_result() (traveltimes_prediction.data_processing.db_interface.DBInterface method) SectionInterface (class in traveltimes_prediction.interface.section_interface) sections_to_maintain (in module traveltimes_prediction.configs.sections_settings) SENSOR_DET1 (traveltimes_prediction.configs.sections_settings.SENSOR_TYPE attribute)

SENSOR_DET2 (traveltimes_prediction.configs.sections_settings.SENSOR_TYPE attribute) SENSOR_NAME (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRaw attribute) (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute) SENSOR_TYPE (class in traveltimes_prediction.configs.sections_settings) subtract_time_intervals() (in module traveltimes_prediction.support_files.helpers) SVRWrapper (class in traveltimes_prediction.models.algorithms.svr_wrapper)

T

TIME (class in traveltimes_prediction.data_processing.data_entities.time) TimeDomainModel (class in traveltimes_prediction.models.time_domain_model) TOO_HIGH_TRAVELTIME (traveltimes_prediction.support_files.fields_definitions.MessageCodes attribute) TOTAL_OCCUPANCY (traveltimes_prediction.support_files.fields_definitions.ColumnNames attribute) train() (traveltimes_prediction.interface.training_manager.TrainingManager method) training_data_interval (in module traveltimes_prediction.configs.general_settings) training_interval_seconds (in module traveltimes_prediction.configs.general_settings) training_loop() (traveltimes_prediction.interface.training_manager.TrainingManager method) TrainingManager (class in traveltimes_prediction.interface.training_manager) traveltimes_prediction (module) traveltimes_prediction.configs (module) traveltimes_prediction.configs.db_settings (module) traveltimes_prediction.configs.general_settings (module) traveltimes_prediction.configs.sections_settings (module) traveltimes_prediction.data_processing (module) traveltimes_prediction.data_processing.data_entities (module) traveltimes_prediction.data_processing.data_entities.bck_tt (module) traveltimes_prediction.data_processing.data_entities.data_entity (module) traveltimes_prediction.data_processing.data_entities.det1 (module) traveltimes_prediction.data_processing.data_entities.det2 (module) traveltimes_prediction.data_processing.data_entities.ref_tt (module) traveltimes_prediction.data_processing.data_entities.time (module) traveltimes_prediction.data_processing.data_processor (module) traveltimes_prediction.data_processing.db_interface (module) traveltimes_prediction.data_processing.feature_engineering (module) traveltimes_prediction.interface (module) traveltimes_prediction.interface.prediction_manager (module) traveltimes_prediction.interface.section_interface (module)

traveltimes_prediction.interface.training_manager (module) traveltimes_prediction.models (module) traveltimes_prediction.models.algorithms (module) traveltimes_prediction.models.algorithms.dbscan_wrapper (module) traveltimes_prediction.models.algorithms.elastic_net_wrapper (module) traveltimes_prediction.models.algorithms.linear_regression_wrapper (module) traveltimes_prediction.models.algorithms.mbkmeans_wrapper (module) traveltimes_prediction.models.algorithms.ridge_wrapper (module) traveltimes_prediction.models.algorithms.svr_wrapper (module) traveltimes_prediction.models.base_model (module) traveltimes_prediction.models.cluster_model (module) traveltimes_prediction.models.combined_model (module) traveltimes_prediction.models.create_model (module) traveltimes_prediction.models.time_domain_model (module) traveltimes_prediction.support_files (module) traveltimes_prediction.support_files.exceptions (module) traveltimes_prediction.support_files.exceptions.data_not_in_database_exception (module) traveltimes_prediction.support_files.exceptions.invalid_argument_exception (module) traveltimes_prediction.support_files.exceptions.unexpected_input_format_exception (module) traveltimes_prediction.support_files.extrapolating_cache (module) traveltimes_prediction.support_files.fields_definitions (module) traveltimes_prediction.support_files.helpers (module) traveltimes_prediction.support_files.my_queue (module) TT_CALCULATED (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRaw attribute) (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute) TT_LP_MATCH (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRaw attribute) TT_LP_UNMATCHED (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRaw attribute) TT_REAL (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute)

U

UnexpectedInputFormatException

V

VELOCITY (traveltimes_prediction.support_files.fields_definitions.ColumnNamesRawFiveMin attribute)