Index
_
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A
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B
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C
|
D
|
E
|
F
|
G
|
I
|
L
|
M
|
P
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Q
|
R
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S
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T
_
__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)
CitiBike Inventory Prediction
Bike station inventory prediction using Markov chains
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