Index

_

__init__() (Indexer method) _add_objective() (Model method), [1] _add_soft_l1_binary() (Model method) _add_soft_l1_continuous() (Model method) _add_soft_l1_discrete() (Model method) _add_soft_l1_ohe() (Model method) _encode_cardinality_difference_constraint() (Model method) _encode_weighted_sum_constraint() (Model method) _get_function() (TreeManager method), [1], [2]

_get_intervals_cost() (Model method) _get_length() (TreeManager method) _normalize_tree_contributions() (Model static method) _set_hard_voting_majority_class() (Model method) _set_isolation() (Model method), [1] _set_majority_class() (Model method), [1], [2] _set_mapper() (FeatureManager method), [1], [2] _set_trees() (TreeManager method), [1], [2] _set_weights() (TreeManager method), [1], [2]

A

adaboost (Tree property) add() (Feature method) add_exactly_one() (BaseModel method) add_garbage() (GarbageManager method), [1], [2]

add_hard() (BaseModel method) add_objective() (Model method), [1], [2], [3], [4], [5] add_soft() (BaseModel method) add_var() (BaseModel method) apply() (Mapper method)

B

BaseExplainer (class in ocean.typing) BaseExplanation (class in ocean.typing) BaseModel (class in ocean.cp) (class in ocean.maxsat) (class in ocean.mip) BINARY (Feature.Type attribute) (TreeVar.FlowType attribute)

build() (ConstraintProgramBuilder method) (FeatureVar method), [1], [2] (Model method), [1], [2], [3], [4], [5] (TreeVar method), [1], [2] build_features() (FeatureManager method), [1], [2], [3], [4] build_trees() (TreeManager method), [1], [2], [3], [4] build_vars() (BaseModel method), [1], [2]

C

cget() (TreeVar method) children_left (SKLearnTree attribute) children_right (SKLearnTree attribute) CLASS_VAR_NAME_FMT (TreeVar attribute) cleanup() (BaseExplainer method) (Model method), [1], [2], [3], [4], [5] clear_majority_class() (Model method), [1] code (Node property) CODE_LEVEL (Mapper attribute)

codes (Feature property) (Mapper property) columns (Mapper property) ConstraintProgramBuilder (class in ocean.cp) ConstraintProgrammingExplainer (in module ocean) CONTINUOUS (Feature.Type attribute) (TreeVar.FlowType attribute) cost (MaxSATSolver property) CP (Model.Type attribute)

D

DEFAULT_EPSILON (Model attribute), [1], [2] DEFAULT_LENGTH_SCALE (TreeVar attribute) DEFAULT_NUM_EPSILON (Model attribute)

DEFAULT_SCORE_SCALE (TreeManager attribute) delete() (MaxSATSolver method) DISCRETE (Feature.Type attribute)

E

epsilon (Model property) estimators (TreeManager property), [1] explain() (BaseExplainer method) (Explainer method), [1], [2] Explainer (class in ocean.cp) (class in ocean.maxsat) (class in ocean.mip)

Explanation (class in ocean.cp) (class in ocean.maxsat) (class in ocean.mip) explanation (FeatureManager property), [1]

F

Feature (class in ocean.feature) feature (Node property) (SKLearnTree attribute) Feature.Type (class in ocean.feature) FEATURE_VAR_FMT (FeatureManager attribute), [1] FeatureManager (class in ocean.cp) (class in ocean.cp._managers._feature) (class in ocean.maxsat) (class in ocean.maxsat._managers._feature) (class in ocean.mip._managers._feature)

FeatureVar (class in ocean.cp) (class in ocean.maxsat) (class in ocean.mip) FLOW_VAR_NAME_FMT (TreeVar attribute) format_continuous_value() (Explanation method) format_discrete_value() (Explanation method), [1], [2] format_threshold_continuous_value() (Explanation method) format_threshold_discrete_value() (Explanation method) format_value() (Explanation method), [1] ftype (Feature property) function (TreeManager property), [1]

G

garbage_list() (GarbageManager method) GarbageManager (class in ocean.cp._managers._garbage) (class in ocean.maxsat._managers._garbage) (class in ocean.mip._managers._garbage) get() (Indexer method) get_anytime_solutions() (BaseExplainer method) (Explainer method), [1], [2] get_discrete_base_values() (Model static method) get_discrete_values() (Model method)

get_distance() (BaseExplainer method) (Explainer method), [1], [2] get_intervals_cost() (Model method), [1] get_objective_value() (BaseExplainer method) (Explainer method), [1], [2] get_solving_status() (BaseExplainer method) (Explainer method), [1], [2] get_value_idx_var() (Model method) get_values_cost() (Model method) get_var() (BaseModel method)

H

has_threshold_encoding (FeatureVar property)

I

idx (Mapper property) Indexer (class in ocean.abc._mapper) invalidate_solver_state() (BaseModel method) is_binary (Feature property) is_continuous (Feature property)

is_discrete (Feature property) is_multi_level (Mapper property) is_numeric (Feature property) is_one_hot_encoded (Feature property) isolation_threshold (TreeManager property) isolators (TreeManager property)

L

L1() (Model method), [1] L2() (Model static method), [1] leaves (Tree property) left (Node property) length (Node property) (TreeManager property) (TreeVar property), [1]

length_scale (TreeManager property) (TreeVar property) levels (Feature property) load_adult() (in module ocean.datasets) load_compas() (in module ocean.datasets) load_credit() (in module ocean.datasets) logit (Tree property) Lp() (Model method)

M

Mapper (class in ocean.abc) mapper (FeatureManager property), [1] max_depth (SKLearnTree attribute) (Tree property) max_samples (TreeManager property) MAXSAT (Model.Type attribute) MaxSATExplainer (in module ocean) MaxSATSolver (class in ocean.maxsat) mget() (FeatureVar method) min_average_length (TreeManager property) min_length (TreeManager property) min_length_scaled (TreeManager property) MIN_NUMERIC_TOL (Model attribute) MIP (Model.Type attribute) MixedIntegerProgramExplainer (in module ocean) Model (class in ocean.cp) (class in ocean.cp._model) (class in ocean.maxsat) (class in ocean.maxsat._model) (class in ocean.mip) (class in ocean.mip._model)

model() (MaxSATSolver method) Model.Type (class in ocean.cp) (class in ocean.maxsat) (class in ocean.mip) module ocean ocean.abc ocean.cp ocean.datasets ocean.feature ocean.maxsat ocean.mip ocean.tree ocean.typing

N

n_classes (TreeManager property), [1] n_columns (FeatureManager property), [1] (Mapper property) n_estimators (TreeManager property), [1] n_features (FeatureManager property), [1] n_isolators (TreeManager property) n_levels (Mapper property) n_node_samples (SKLearnTree attribute) n_nodes (Tree property)

n_samples (Node property) n_trees (TreeManager property), [1] NAME_LEVEL (Mapper attribute) names (Mapper property) Node (class in ocean.tree) node_count (SKLearnTree attribute) node_id (Node property) nodes_at() (Tree method) NUM_BINARY_CLASS (TreeManager attribute) num_epsilon (Model property)

O

objvarget() (FeatureVar method) ocean module ocean.abc module ocean.cp module ocean.datasets module ocean.feature module

ocean.maxsat module ocean.mip module ocean.tree module ocean.typing module ONE_HOT_ENCODED (Feature.Type attribute)

P

parse_ensembles() (in module ocean.tree) parse_features() (in module ocean.feature)

parse_tree() (in module ocean.tree) parse_trees() (in module ocean.tree) PATH_VAR_NAME_FMT (TreeVar attribute), [1]

Q

query (BaseExplanation property) (Explanation property), [1], [2]

R

reduce() (Mapper method) remove_garbage() (GarbageManager method), [1], [2]

right (Node property) root (Tree attribute)

S

score_scale (TreeManager property) set_majority_class() (Model method), [1], [2], [3], [4], [5] shape (Tree property) (TreeManager property), [1] sigma (Node property) SKLearnTree (class in ocean.typing)

solve() (MaxSATSolver method) solver_epoch (BaseModel property) split_threshold_values (FeatureVar property) state_token (MaxSATSolver property) state_version (MaxSATSolver property) Status (Explainer attribute) synced_counts (MaxSATSolver property)

T

TH_VAR_NAME_FMT (FeatureVar attribute) threshold (Node property) (SKLearnTree attribute) threshold_index() (FeatureVar method) thresholds (Feature property) to_numpy() (BaseExplanation method) (Explanation method), [1], [2] to_series() (BaseExplanation method) (Explanation method), [1], [2] Tree (class in ocean.tree)

TREE_VAR_FMT (TreeManager attribute), [1] TreeManager (class in ocean.cp) (class in ocean.cp._managers._tree) (class in ocean.maxsat) (class in ocean.maxsat._managers._tree) (class in ocean.mip._managers._tree) trees (TreeManager property), [1] TreeVar (class in ocean.cp) (class in ocean.maxsat) (class in ocean.mip) TreeVar.FlowType (class in ocean.mip)

V

value (BaseExplanation property) (Explanation property), [1], [2] (Node property) (SKLearnTree attribute) (TreeVar property)

vget() (Explainer method) (Explanation method), [1], [2] (FeatureManager method), [1], [2], [3], [4] vpool (BaseModel attribute)

W

weighted_function() (TreeManager method), [1], [2], [3], [4]

weighted_x() (FeatureVar method) weights (TreeManager property), [1]

X

x (BaseExplanation property) (Explanation property), [1], [2] X_VAR_NAME_FMT (FeatureVar attribute), [1], [2]

xgb_margin_function() (TreeManager method) xgboost (Tree property) XGBOOST_DEFAULT_CLASS (TreeManager attribute) xget() (FeatureVar method), [1], [2]