Index

A

accepted_inputs (bayesian_models.data.DataArrayStructure attribute), [1] (bayesian_models.data.DataFrameStructure attribute), [1] adaptor (bayesian_models.core.CoreModelBuilder attribute), [1] all() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1]

any() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1] application_targets (bayesian_models.core.ResponseFunctions attribute), [1] astype() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1] axis (bayesian_models.data.ExcludeMissingNAN attribute), [1]

B

bayesian_models module, [1], [2] bayesian_models.core module, [1] bayesian_models.data module, [1] bayesian_models.math module, [1] bayesian_models.models module, [1], [2]

bayesian_models.typing module, [1] bayesian_models.utilities module, [1], [2] BayesianEstimator (class in bayesian_models.models), [1], [2] BayesianModel (class in bayesian_models.models), [1], [2] BEST (class in bayesian_models.models), [1], [2] BESTCoreComponent (class in bayesian_models.core), [1] build() (bayesian_models.core.CoreModelBuilder method), [1] builder (bayesian_models.core.ModelDirector attribute), [1]

C

cast (bayesian_models.data.CommonDataProcessor attribute), [1] (bayesian_models.models.BEST attribute), [1], [2] cast() (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.NDArrayStructure method), [1] casting_kwargs (bayesian_models.data.CommonDataProcessor attribute), [1] common_shape (bayesian_models.models.BEST attribute), [1], [2] CommonDataProcessor (class in bayesian_models.data), [1] CommonDataStructureInterface (class in bayesian_models.data), [1]

constructor (bayesian_models.data.ExcludeMissingNAN attribute), [1] coords (bayesian_models.core.CoreModelBuilder attribute), [1] (bayesian_models.data.DataStructure property), [1] (bayesian_models.models.BEST property), [1], [2] coords() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1] core_model (bayesian_models.core.CoreModelBuilder attribute), [1] CoreModelBuilder (class in bayesian_models.core), [1] CoreModelComponent (class in bayesian_models.core), [1] count_missing_nan() (in module bayesian_models.utilities), [1], [2]

D

Data (class in bayesian_models.data), [1] data_processor (bayesian_models.data.Data attribute) data_structure (bayesian_models.data.CommonDataStructureInterface property), [1] (bayesian_models.data.DataStructureInterface property), [1] dataarray_from_pandas() (in module bayesian_models.utilities), [1], [2] DataArrayStructure (class in bayesian_models.data), [1] DataFrameStructure (class in bayesian_models.data), [1] DataProcessingDirector (class in bayesian_models.data), [1] DataProcessor (class in bayesian_models.data), [1] DataStructure (class in bayesian_models.data), [1] DataStructureInterface (class in bayesian_models.data), [1] dict_powerset() (in module bayesian_models.utilities), [1], [2] DictTable (class in bayesian_models.utilities), [1], [2] dims (bayesian_models.data.DataStructure property), [1] dims() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1]

dirichlet_moments() (in module bayesian_models.utilities), [1], [2] dist (bayesian_models.core.Distribution attribute), [1] dist_args (bayesian_models.core.Distribution attribute), [1] dist_kwargs (bayesian_models.core.Distribution attribute), [1] dist_transform (bayesian_models.core.Distribution attribute), [1] distribution (bayesian_models.core.LikelihoodComponent attribute), [1] Distribution (class in bayesian_models.core), [1] distribution() (in module bayesian_models.core), [1] distributions (bayesian_models.core.CoreModelComponent attribute), [1] (bayesian_models.core.LinearRegressionCoreComponent attribute), [1] dists (bayesian_models.core.FreeVariablesComponent attribute), [1] dtype (bayesian_models.data.DataStructure property), [1] dtype() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1]

E

effect_magnitude (bayesian_models.models.BEST attribute), [1], [2] ELU() (in module bayesian_models.math), [1] (in module bayesian_models.models), [1], [2]

ExcludeMissingNAN (class in bayesian_models.data), [1] extract_dist_shape() (in module bayesian_models.utilities), [1], [2]

F

fit() (bayesian_models.models.BayesianModel method), [1], [2] (bayesian_models.models.BEST method), [1], [2] flatten() (in module bayesian_models.utilities), [1], [2]

free_vars (bayesian_models.core.CoreModelBuilder attribute), [1] FreeVariablesComponent (class in bayesian_models.core), [1] func (bayesian_models.core.Response attribute), [1] functions (bayesian_models.core.ResponseFunctions attribute), [1]

G

GELU() (in module bayesian_models.math), [1] (in module bayesian_models.models), [1], [2]

gen_masked_predictions() (in module bayesian_models.utilities), [1], [2] get_function() (bayesian_models.core.ResponseFunctions method), [1] group_var (bayesian_models.models.BEST attribute), [1], [2]

I

idata (bayesian_models.models.BayesianModel property), [1], [2] (bayesian_models.models.BEST property), [1], [2] IgnoreMissingNAN (class in bayesian_models.data), [1] ImputeMissingNAN (class in bayesian_models.data), [1] infer() (bayesian_models.models.BEST method), [1], [2] initialized (bayesian_models.models.BayesianModel property), [1], [2] (bayesian_models.models.BEST property), [1], [2] input_types (bayesian_models.data.Data attribute), [1] invert_dict() (in module bayesian_models.utilities), [1], [2] isna() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1]

itercolumns() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1] iterrows() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1]

K

kwargs (bayesian_models.data.NANHandlingContext attribute), [1]

L

LikelihoodComponent (class in bayesian_models.core), [1] likelihoods (bayesian_models.core.CoreModelBuilder attribute), [1] LinearRegressionCoreComponent (class in bayesian_models.core), [1]

list_difference() (in module bayesian_models.utilities), [1], [2] load() (bayesian_models.models.BayesianModel method), [1], [2] (bayesian_models.models.BEST method), [1], [2]

M

mean() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1] (bayesian_models.models.BEST class method), [1], [2] mean_squared_error() (in module bayesian_models.utilities), [1], [2] missing_nan_flag (bayesian_models.data.DataStructure property), [1] missing_nan_flag() (bayesian_models.data.CommonDataStructureInterface method), [1] model (bayesian_models.core.CoreModelBuilder attribute), [1] (bayesian_models.core.CoreModelComponent attribute), [1] (bayesian_models.core.LinearRegressionCoreComponent attribute), [1] (bayesian_models.core.ModelDirector property), [1] (bayesian_models.models.BayesianModel property), [1], [2] (bayesian_models.models.BEST property), [1], [2]

model_variables (bayesian_models.core.CoreModelBuilder attribute), [1] (bayesian_models.core.ModelBuilder property), [1] model_vars (bayesian_models.core.LinearRegressionCoreComponent attribute), [1] ModelAdaptorComponent (class in bayesian_models.core), [1] ModelBuilder (class in bayesian_models.core), [1] ModelDirector (class in bayesian_models.core), [1] module bayesian_models, [1], [2] bayesian_models.core, [1] bayesian_models.data, [1] bayesian_models.math, [1] bayesian_models.models, [1], [2] bayesian_models.typing, [1] bayesian_models.utilities, [1], [2] multivariate_likelihood (bayesian_models.models.BEST attribute), [1], [2]

N

name (bayesian_models.core.Distribution attribute), [1] (bayesian_models.core.LikelihoodComponent attribute), [1] (bayesian_models.core.Response attribute), [1] nan_handler (bayesian_models.data.Data attribute) (bayesian_models.data.NANHandlingContext attribute), [1] nan_handler_context (bayesian_models.data.CommonDataProcessor attribute), [1] (bayesian_models.data.DataProcessingDirector attribute), [1] nan_handlers (bayesian_models.data.Data attribute), [1]

nan_handling (bayesian_models.data.Data attribute) (bayesian_models.models.BEST attribute), [1], [2] nan_present_flag (bayesian_models.models.BEST attribute), [1], [2] NANHandler (class in bayesian_models.data), [1] NANHandlingContext (class in bayesian_models.data), [1] NDArrayStructure (class in bayesian_models.data), [1] new_coords (bayesian_models.data.ExcludeMissingNAN attribute), [1] new_dims (bayesian_models.data.ExcludeMissingNAN attribute), [1] num_levels (bayesian_models.models.BEST attribute), [1], [2]

O

obj (bayesian_models.data.DataStructure property), [1]

observed (bayesian_models.core.LikelihoodComponent attribute), [1]

P

package_dirichlet_predictions() (in module bayesian_models.utilities), [1], [2] plot_posterior() (bayesian_models.models.BEST method), [1], [2] plot_trace() (bayesian_models.models.BEST method), [1], [2] posterior_trace (bayesian_models.models.BayesianEstimator property), [1], [2] powerset() (in module bayesian_models.utilities), [1], [2]

predict() (bayesian_models.models.BayesianModel method), [1], [2] (bayesian_models.models.BEST method), [1], [2] process_director (bayesian_models.data.Data attribute) processor (bayesian_models.data.DataProcessingDirector attribute), [1] processor_kwargs (bayesian_models.data.DataProcessingDirector attribute), [1]

Q

query_multiple() (in module bayesian_models.utilities), [1], [2]

R

rank (bayesian_models.data.DataStructure property), [1] rank() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1] record (bayesian_models.core.ModelAdaptorComponent attribute), [1] (bayesian_models.core.Response attribute), [1] records (bayesian_models.core.ResponseFunctions attribute), [1] ReLU() (in module bayesian_models.math), [1] (in module bayesian_models.models), [1], [2]

response (bayesian_models.core.CoreModelBuilder attribute), [1] Response (class in bayesian_models.core), [1] ResponseFunctionComponent (class in bayesian_models.core), [1] ResponseFunctions (class in bayesian_models.core), [1] responses (bayesian_models.core.ResponseFunctionComponent attribute), [1] reverse_tidy_multiindex() (in module bayesian_models.utilities), [1], [2] rowwise_value_counts() (in module bayesian_models.utilities), [1], [2]

S

save() (bayesian_models.models.BayesianModel method), [1], [2] (bayesian_models.models.BEST method), [1], [2] save_path (bayesian_models.models.BayesianModel property), [1], [2] (bayesian_models.models.BEST attribute), [1], [2] select_subarray() (in module bayesian_models.utilities), [1], [2] set_degrees_of_freedom() (bayesian_models.models.BEST class method), [1], [2] set_diffusion_factor() (bayesian_models.models.BEST class method), [1], [2] set_jax_device() (bayesian_models.models.BEST class method), [1], [2] set_jax_device_count() (bayesian_models.models.BEST class method), [1], [2] set_mean_of_means() (bayesian_models.models.BEST class method), [1], [2] set_shape_factor() (bayesian_models.models.BEST class method), [1], [2] set_shape_offset() (bayesian_models.models.BEST class method), [1], [2] set_std_lower() (bayesian_models.models.BEST class method), [1], [2]

set_std_of_means() (bayesian_models.models.BEST class method), [1], [2] set_std_upper() (bayesian_models.models.BEST class method), [1], [2] shape (bayesian_models.data.DataStructure property), [1] shape() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1] SiLU() (in module bayesian_models.math), [1] (in module bayesian_models.models), [1], [2] SklearnDataFrameScaler (class in bayesian_models.utilities), [1], [2] std() (bayesian_models.models.BEST class method), [1], [2] std_difference (bayesian_models.models.BEST attribute), [1], [2] std_scale() (in module bayesian_models.utilities), [1], [2] summary() (bayesian_models.models.BEST method), [1], [2] SWISS() (in module bayesian_models.math), [1] (in module bayesian_models.models), [1], [2]

T

T() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.NDArrayStructure method), [1] target (bayesian_models.core.Response attribute), [1] tidy_multiindex() (in module bayesian_models.utilities), [1], [2] trained (bayesian_models.models.BayesianModel property), [1], [2] (bayesian_models.models.BEST property), [1], [2]

transpose() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.DataStructure method), [1] (bayesian_models.data.DataStructureInterface method), [1] (bayesian_models.data.NDArrayStructure method), [1] type_spec (bayesian_models.data.CommonDataProcessor attribute), [1]

U

undummify() (in module bayesian_models.utilities), [1], [2] unique() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataArrayStructure method), [1] (bayesian_models.data.DataFrameStructure method), [1] (bayesian_models.data.NDArrayStructure method), [1]

UtilityMixin (class in bayesian_models.data), [1]

V

values (bayesian_models.data.DataStructure property), [1] (bayesian_models.data.NDArrayStructure property), [1] values() (bayesian_models.data.CommonDataStructureInterface method), [1] (bayesian_models.data.DataStructureInterface method), [1] var_mapping (bayesian_models.core.LikelihoodComponent attribute), [1] (bayesian_models.core.ModelAdaptorComponent attribute), [1] var_names (bayesian_models.core.LinearRegressionCoreComponent attribute), [1] (bayesian_models.models.BEST attribute), [1], [2]

variables (bayesian_models.core.BESTCoreComponent attribute), [1] (bayesian_models.core.CoreModelComponent attribute), [1] (bayesian_models.core.FreeVariablesComponent attribute), [1] (bayesian_models.core.LinearRegressionCoreComponent attribute), [1] (bayesian_models.core.ModelAdaptorComponent attribute), [1] (bayesian_models.core.ResponseFunctionComponent attribute), [1]

W

warp_input() (bayesian_models.models.BEST static method), [1], [2]