Index

_

__init__() (citibike.models.base.BaseModel method) (citibike.models.BaseModel method) (citibike.utils.DuckDBConnection method)

A

aggregate_trips() (in module citibike.utils)

B

BaselineModel (in module citibike.models)

BaseModel (class in citibike.models) (class in citibike.models.base)

C

citibike.evaluation module citibike.evaluation.cross_validation module citibike.evaluation.metrics module citibike.models module citibike.models.base module citibike.models.markov module citibike.utils module

compute_initial_inventory_for_fold() (in module citibike.evaluation) (in module citibike.evaluation.cross_validation) compute_inventory_metrics() (in module citibike.evaluation) (in module citibike.evaluation.metrics) compute_mae() (in module citibike.evaluation) (in module citibike.evaluation.metrics) compute_mape() (in module citibike.evaluation) (in module citibike.evaluation.metrics) compute_rmse() (in module citibike.evaluation) (in module citibike.evaluation.metrics) compute_state_metrics() (in module citibike.evaluation) (in module citibike.evaluation.metrics) count_trips_by_station() (in module citibike.utils) create_summary_table() (in module citibike.utils) CVFold (class in citibike.evaluation.cross_validation)

D

DuckDBConnection (class in citibike.utils)

E

export_to_parquet() (in module citibike.utils)

F

fit() (citibike.models.base.BaseModel method) (citibike.models.BaseModel method) (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) (citibike.models.PersistenceModel method) (citibike.models.StationAverageModel method) (citibike.models.TemporalFlowModel method)

fold_id (citibike.evaluation.cross_validation.CVFold attribute)

G

get_n_splits() (citibike.evaluation.cross_validation.RollingWindowCV method) (citibike.evaluation.RollingWindowCV method) get_name() (citibike.models.base.BaseModel method) (citibike.models.BaseModel method) get_params() (citibike.models.base.BaseModel method) (citibike.models.BaseModel method) (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) (citibike.models.PersistenceModel method) (citibike.models.StationAverageModel method) (citibike.models.TemporalFlowModel method)

get_top_destinations() (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) get_transition_matrix() (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) get_trip_stats() (in module citibike.utils)

I

inventory_to_states() (in module citibike.evaluation) (in module citibike.evaluation.metrics)

L

load_config() (in module citibike.utils)

load_station_info() (in module citibike.utils) load_trip_data() (in module citibike.utils)

M

MarkovModel (class in citibike.models) (class in citibike.models.markov) module citibike.evaluation citibike.evaluation.cross_validation citibike.evaluation.metrics citibike.models citibike.models.base citibike.models.markov citibike.utils

P

PersistenceModel (class in citibike.models) predict_flow() (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) predict_inventory() (citibike.models.base.BaseModel method) (citibike.models.BaseModel method) (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) (citibike.models.PersistenceModel method) (citibike.models.StationAverageModel method) (citibike.models.TemporalFlowModel method)

predict_states() (citibike.models.base.BaseModel method) (citibike.models.BaseModel method) predict_with_uncertainty() (citibike.models.markov.MarkovModel method) (citibike.models.MarkovModel method) prepare_data() (in module citibike.utils)

Q

query_parquet() (in module citibike.utils)

R

RollingWindowCV (class in citibike.evaluation) (class in citibike.evaluation.cross_validation)

run_cross_validation() (in module citibike.evaluation) (in module citibike.evaluation.cross_validation)

S

split() (citibike.evaluation.cross_validation.RollingWindowCV method) (citibike.evaluation.RollingWindowCV method)

StationAverageModel (class in citibike.models) summarize_fold_results() (in module citibike.evaluation.metrics)

T

TemporalFlowModel (class in citibike.models) test_end (citibike.evaluation.cross_validation.CVFold attribute) test_start (citibike.evaluation.cross_validation.CVFold attribute)

track_inventory() (in module citibike.evaluation) (in module citibike.evaluation.cross_validation) train_end (citibike.evaluation.cross_validation.CVFold attribute) train_start (citibike.evaluation.cross_validation.CVFold attribute)