Index

A

a (pysubgroup.binary_target.StandardQF attribute) AbstractInterestingnessMeasure (class in pysubgroup.measures) add_if_required() (in module pysubgroup.utils) (pysubgroup.gp_growth.GpGrowth method) all_set (pysubgroup.representations.NumpySet_Conjunction attribute) (pysubgroup.representations.Set_Conjunction attribute) all_statistics_present() (pysubgroup.utils.BaseTarget method) append_and() (pysubgroup.representations.BitSet_Conjunction method) (pysubgroup.representations.NumpySet_Conjunction method) (pysubgroup.representations.Set_Conjunction method) (pysubgroup.subgroup_description.BooleanExpressionBase method) (pysubgroup.subgroup_description.Conjunction method) (pysubgroup.subgroup_description.Disjunction method) (pysubgroup.subgroup_description.DNF method)

append_or() (pysubgroup.representations.BitSet_Disjunction method) (pysubgroup.subgroup_description.BooleanExpressionBase method) (pysubgroup.subgroup_description.Conjunction method) (pysubgroup.subgroup_description.Disjunction method) (pysubgroup.subgroup_description.DNF method) Apriori (class in pysubgroup.algorithms) AreaQF (class in pysubgroup.fi_target) attribute_name (pysubgroup.subgroup_description.EqualitySelector property) (pysubgroup.subgroup_description.IntervalSelector property) (pysubgroup.subgroup_description.NegatedSelector property) attribute_value (pysubgroup.subgroup_description.EqualitySelector property)

B

BaseTarget (class in pysubgroup.utils) BeamSearch (class in pysubgroup.algorithms) BestFirstSearch (class in pysubgroup.algorithms) beta (pysubgroup.model_target.beta_tuple attribute) beta_tuple (class in pysubgroup.model_target)

BinaryTarget (class in pysubgroup.binary_target) BitSet_Conjunction (class in pysubgroup.representations) BitSet_Disjunction (class in pysubgroup.representations) BitSetRepresentation (class in pysubgroup.representations) BooleanExpressionBase (class in pysubgroup.subgroup_description) BoundedInterestingnessMeasure (class in pysubgroup.measures)

C

calculate_constant_statistics() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.measures.CombinedInterestingnessMeasure method) (pysubgroup.measures.GeneralizationAwareQF method) (pysubgroup.measures.GeneralizationAwareQF_stats method) (pysubgroup.model_target.EMM_Likelihood method) (pysubgroup.model_target.PolyRegression_ModelClass method) (pysubgroup.numeric_target.StandardQFNumeric method) (pysubgroup.numeric_target.StandardQFNumeric.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumeric.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumeric.Summation_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian method) (pysubgroup.numeric_target.StandardQFNumericMedian.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Summation_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore method) (pysubgroup.numeric_target.StandardQFNumericTscore.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Summation_Estimator method) calculate_quality_function_for_patterns() (pysubgroup.gp_growth.GpGrowth method) calculate_statistics() (pysubgroup.binary_target.BinaryTarget method) (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.FITarget method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.measures.CombinedInterestingnessMeasure method) (pysubgroup.measures.CountCallsInterestingMeasure method) (pysubgroup.measures.GeneralizationAwareQF method) (pysubgroup.measures.GeneralizationAwareQF_stats method) (pysubgroup.model_target.EMM_Likelihood method) (pysubgroup.numeric_target.NumericTarget method) (pysubgroup.numeric_target.StandardQFNumeric method) (pysubgroup.numeric_target.StandardQFNumericMedian method) (pysubgroup.numeric_target.StandardQFNumericTscore method) check_constraints() (pysubgroup.gp_growth.GpGrowth method) check_tree_is_ordered() (pysubgroup.gp_growth.GpGrowth method) chi_squared_qf() (pysubgroup.binary_target.ChiSquaredQF static method)

chi_squared_qf_weighted() (pysubgroup.binary_target.ChiSquaredQF static method) ChiSquaredQF (class in pysubgroup.binary_target) CombinedInterestingnessMeasure (class in pysubgroup.measures) compare_distributions_numeric() (in module pysubgroup.visualization) compute_descriptions() (pysubgroup.subgroup_description.EqualitySelector class method) (pysubgroup.subgroup_description.IntervalSelector class method) compute_representation() (pysubgroup.representations.BitSet_Conjunction method) (pysubgroup.representations.BitSet_Disjunction method) (pysubgroup.representations.NumpySet_Conjunction method) (pysubgroup.representations.Set_Conjunction method) compute_string() (pysubgroup.subgroup_description.IntervalSelector class method) conditional_invert() (in module pysubgroup.utils) Conjunction (class in pysubgroup.subgroup_description) (pysubgroup.representations.BitSetRepresentation attribute) (pysubgroup.representations.NumpySetRepresentation attribute) (pysubgroup.representations.SetRepresentation attribute) constraints_satisfied() (in module pysubgroup.algorithms) convert_results_to_subgroups() (pysubgroup.gp_growth.GpGrowth method) count_bits() (in module pysubgroup.utils) CountCallsInterestingMeasure (class in pysubgroup.measures) CountQF (class in pysubgroup.fi_target) covers() (pysubgroup.binary_target.BinaryTarget method) (pysubgroup.subgroup_description.Conjunction method) (pysubgroup.subgroup_description.Disjunction method) (pysubgroup.subgroup_description.EqualitySelector method) (pysubgroup.subgroup_description.IntervalSelector method) (pysubgroup.subgroup_description.NegatedSelector method) create_copy_of_path() (pysubgroup.gp_growth.GpGrowth method) create_copy_of_tree_top_down() (pysubgroup.gp_growth.GpGrowth method) create_initial_tree() (pysubgroup.gp_growth.GpGrowth method) create_new_tree_from_nodes() (pysubgroup.gp_growth.GpGrowth method) create_nominal_selectors() (in module pysubgroup.subgroup_description) create_nominal_selectors_for_attribute() (in module pysubgroup.subgroup_description) create_numeric_selectors() (in module pysubgroup.subgroup_description) create_numeric_selectors_for_attribute() (in module pysubgroup.subgroup_description) create_selectors() (in module pysubgroup.subgroup_description)

D

depth (pysubgroup.subgroup_description.Conjunction property) derive_effective_sample_size() (in module pysubgroup.utils) DFS (class in pysubgroup.algorithms)

DFSNumeric (class in pysubgroup.algorithms) Disjunction (class in pysubgroup.subgroup_description) (pysubgroup.representations.BitSetRepresentation attribute) DNF (class in pysubgroup.subgroup_description)

E

EMM_Likelihood (class in pysubgroup.model_target) ensure_statistics() (pysubgroup.measures.AbstractInterestingnessMeasure method) equal_frequency_discretization() (in module pysubgroup.utils) EqualitySelector (class in pysubgroup.subgroup_description) evaluate() (pysubgroup.binary_target.ChiSquaredQF method) (pysubgroup.binary_target.GeneralizationAware_StandardQF method) (pysubgroup.binary_target.StandardQF method) (pysubgroup.fi_target.AreaQF method) (pysubgroup.fi_target.CountQF method) (pysubgroup.measures.CombinedInterestingnessMeasure method) (pysubgroup.measures.GeneralizationAwareQF method) (pysubgroup.measures.GeneralizationAwareQF_stats method) (pysubgroup.model_target.EMM_Likelihood method) (pysubgroup.numeric_target.StandardQFNumeric method) (pysubgroup.numeric_target.StandardQFNumericMedian method) (pysubgroup.numeric_target.StandardQFNumericTscore method)

evaluate_from_statistics() (pysubgroup.measures.CombinedInterestingnessMeasure method) execute() (pysubgroup.algorithms.Apriori method) (pysubgroup.algorithms.BeamSearch method) (pysubgroup.algorithms.BestFirstSearch method) (pysubgroup.algorithms.DFS method) (pysubgroup.algorithms.DFSNumeric method) (pysubgroup.algorithms.GeneralisingBFS method) (pysubgroup.algorithms.SimpleDFS method) (pysubgroup.algorithms.SimpleSearch method) (pysubgroup.gp_growth.GpGrowth method)

F

find_set_bits() (in module pysubgroup.utils) fit() (pysubgroup.model_target.PolyRegression_ModelClass method) FITarget (class in pysubgroup.fi_target)

float_formatter() (in module pysubgroup.utils) from_str() (pysubgroup.subgroup_description.Conjunction static method) (pysubgroup.subgroup_description.EqualitySelector static method) (pysubgroup.subgroup_description.IntervalSelector static method)

G

ga_tuple (pysubgroup.measures.GeneralizationAwareQF_stats attribute) generalisation_quality (pysubgroup.measures.GeneralizationAwareQF.ga_tuple attribute) GeneralisingBFS (class in pysubgroup.algorithms) GeneralizationAware_StandardQF (class in pysubgroup.binary_target) GeneralizationAwareQF (class in pysubgroup.measures) GeneralizationAwareQF.ga_tuple (class in pysubgroup.measures) GeneralizationAwareQF_stats (class in pysubgroup.measures) get_attributes() (pysubgroup.binary_target.BinaryTarget method) (pysubgroup.fi_target.FITarget method) (pysubgroup.numeric_target.NumericTarget method) get_base_statistics() (pysubgroup.binary_target.BinaryTarget method) (pysubgroup.fi_target.FITarget method) (pysubgroup.numeric_target.NumericTarget method) get_cover_array_and_size() (in module pysubgroup.subgroup_description) get_credit_data() (in module pysubgroup.datasets) get_data() (pysubgroup.numeric_target.StandardQFNumeric.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumeric.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumeric.Summation_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Summation_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Summation_Estimator method) get_estimate() (pysubgroup.numeric_target.StandardQFNumeric.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumeric.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumeric.Summation_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Summation_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Average_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Summation_Estimator method) get_estimate_numpy() (pysubgroup.numeric_target.StandardQFNumeric.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericMedian.Ordering_Estimator method) (pysubgroup.numeric_target.StandardQFNumericTscore.Ordering_Estimator method) get_max() (pysubgroup.binary_target.GeneralizationAware_StandardQF method) (pysubgroup.measures.GeneralizationAwareQF_stats method)

get_next_level() (pysubgroup.algorithms.Apriori method) get_next_level_candidates() (pysubgroup.algorithms.Apriori method) get_next_level_candidates_vectorized() (pysubgroup.algorithms.Apriori method) get_next_level_numba() (pysubgroup.algorithms.Apriori method) get_nodes_upwards() (pysubgroup.gp_growth.GpGrowth method) get_qual_and_previous_qual() (pysubgroup.measures.GeneralizationAwareQF method) get_size() (in module pysubgroup.subgroup_description) get_stats_and_previous_stats() (pysubgroup.measures.GeneralizationAwareQF_stats method) get_stats_for_class() (pysubgroup.gp_growth.GpGrowth method) get_titanic_data() (in module pysubgroup.datasets) get_top_down_tree_for_class() (pysubgroup.gp_growth.GpGrowth method) get_tuple() (pysubgroup.model_target.EMM_Likelihood method) gp_get_null_vector() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.model_target.PolyRegression_ModelClass method) gp_get_params() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.model_target.EMM_Likelihood method) (pysubgroup.model_target.PolyRegression_ModelClass method) gp_get_stats() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.model_target.PolyRegression_ModelClass method) gp_is_satisfied() (pysubgroup.constraints.MinSupportConstraint method) gp_merge() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.model_target.PolyRegression_ModelClass static method) gp_prepare() (pysubgroup.constraints.MinSupportConstraint method) gp_requires_cover_arr (pysubgroup.binary_target.SimplePositivesQF property) (pysubgroup.fi_target.SimpleCountQF attribute) (pysubgroup.model_target.EMM_Likelihood property) (pysubgroup.model_target.PolyRegression_ModelClass property) gp_size_sg() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.model_target.PolyRegression_ModelClass method) gp_to_str() (pysubgroup.binary_target.SimplePositivesQF method) (pysubgroup.fi_target.SimpleCountQF method) (pysubgroup.model_target.PolyRegression_ModelClass method) GpGrowth (class in pysubgroup.gp_growth)

I

identity() (in module pysubgroup.gp_growth) intersect_of_ordered_list() (in module pysubgroup.utils) IntervalSelector (class in pysubgroup.subgroup_description)

is_categorical_attribute() (in module pysubgroup.utils) is_monotone (pysubgroup.constraints.MinSupportConstraint property) is_numerical_attribute() (in module pysubgroup.utils) is_satisfied() (pysubgroup.constraints.MinSupportConstraint method)

L

LiftQF (class in pysubgroup.binary_target) likelihood() (pysubgroup.model_target.PolyRegression_ModelClass method)

loglikelihood() (pysubgroup.model_target.PolyRegression_ModelClass method) lower_bound (pysubgroup.subgroup_description.IntervalSelector property)

M

maximum_statistic_filter() (in module pysubgroup.measures) merge_trees_top_down() (pysubgroup.gp_growth.GpGrowth method) minimum_quality_filter() (in module pysubgroup.measures) minimum_required_quality() (in module pysubgroup.utils) minimum_statistic_filter() (in module pysubgroup.measures) MinSupportConstraint (class in pysubgroup.constraints) module pysubgroup pysubgroup.algorithms pysubgroup.binary_target pysubgroup.constraints pysubgroup.datasets pysubgroup.fi_target pysubgroup.gp_growth pysubgroup.measures pysubgroup.model_target pysubgroup.numeric_target pysubgroup.refinement_operator pysubgroup.representations pysubgroup.subgroup_description pysubgroup.utils pysubgroup.visualization

N

n_instances (pysubgroup.representations.BitSet_Conjunction attribute) NegatedSelector (class in pysubgroup.subgroup_description) nodes_to_cls_nodes() (pysubgroup.gp_growth.GpGrowth method)

normal_insert() (pysubgroup.gp_growth.GpGrowth method) NumericTarget (class in pysubgroup.numeric_target) NumpySet_Conjunction (class in pysubgroup.representations) NumpySetRepresentation (class in pysubgroup.representations)

O

optimistic_estimate() (pysubgroup.binary_target.StandardQF method) (pysubgroup.fi_target.CountQF method) (pysubgroup.measures.CombinedInterestingnessMeasure method) (pysubgroup.numeric_target.StandardQFNumeric method) (pysubgroup.numeric_target.StandardQFNumericMedian method) (pysubgroup.numeric_target.StandardQFNumericTscore method)

optimistic_generalisation() (pysubgroup.binary_target.StandardQF method) overlap() (in module pysubgroup.utils) overlap_filter() (in module pysubgroup.measures) overlaps_list() (in module pysubgroup.measures)

P

patch_all_selectors() (pysubgroup.representations.RepresentationBase method) patch_classes() (pysubgroup.representations.BitSetRepresentation method) (pysubgroup.representations.NumpySetRepresentation method) (pysubgroup.representations.RepresentationBase method) (pysubgroup.representations.SetRepresentation method) patch_selector() (pysubgroup.representations.BitSetRepresentation method) (pysubgroup.representations.NumpySetRepresentation method) (pysubgroup.representations.RepresentationBase method) (pysubgroup.representations.SetRepresentation method) perc_formatter() (in module pysubgroup.utils) plot_distribution_numeric() (in module pysubgroup.visualization) plot_npspace() (in module pysubgroup.visualization) plot_roc() (in module pysubgroup.visualization) plot_sgbars() (in module pysubgroup.visualization) PolyRegression_ModelClass (class in pysubgroup.model_target) pop_and() (pysubgroup.subgroup_description.Conjunction method) (pysubgroup.subgroup_description.DNF method) pop_or() (pysubgroup.subgroup_description.Conjunction method) powerset() (in module pysubgroup.utils) prepare_selectors() (pysubgroup.gp_growth.GpGrowth method) prepare_subgroup_discovery_result() (in module pysubgroup.utils) pysubgroup module pysubgroup.algorithms module

pysubgroup.binary_target module pysubgroup.constraints module pysubgroup.datasets module pysubgroup.fi_target module pysubgroup.gp_growth module pysubgroup.measures module pysubgroup.model_target module pysubgroup.numeric_target module pysubgroup.refinement_operator module pysubgroup.representations module pysubgroup.subgroup_description module pysubgroup.utils module pysubgroup.visualization module

R

recurse() (pysubgroup.gp_growth.GpGrowth method) recurse_top_down() (pysubgroup.gp_growth.GpGrowth method) RefinementOperator (class in pysubgroup.refinement_operator) refinements() (pysubgroup.refinement_operator.StaticGeneralizationOperator method) (pysubgroup.refinement_operator.StaticSpecializationOperator method)

remove_selectors_with_attributes() (in module pysubgroup.utils) remove_selectors_with_low_optimistic_estimate() (pysubgroup.gp_growth.GpGrowth method) remove_target_attributes() (in module pysubgroup.subgroup_description) RepresentationBase (class in pysubgroup.representations) results_df_autoround() (in module pysubgroup.utils)

S

search_internal() (pysubgroup.algorithms.DFS method) (pysubgroup.algorithms.DFSNumeric method) (pysubgroup.algorithms.SimpleDFS method) SelectorBase (class in pysubgroup.subgroup_description) selectors (pysubgroup.subgroup_description.Conjunction property) (pysubgroup.subgroup_description.Disjunction property) (pysubgroup.subgroup_description.EqualitySelector property) (pysubgroup.subgroup_description.IntervalSelector property) (pysubgroup.subgroup_description.NegatedSelector property) Set_Conjunction (class in pysubgroup.representations) set_descriptions() (pysubgroup.subgroup_description.EqualitySelector method) (pysubgroup.subgroup_description.IntervalSelector method) (pysubgroup.subgroup_description.NegatedSelector method) (pysubgroup.subgroup_description.SelectorBase method) SetRepresentation (class in pysubgroup.representations) setup() (pysubgroup.gp_growth.GpGrowth method) setup_constraints() (pysubgroup.gp_growth.GpGrowth method) setup_from_quality_function() (pysubgroup.gp_growth.GpGrowth method) similarity_dendrogram() (in module pysubgroup.visualization) similarity_sgs() (in module pysubgroup.visualization) SimpleBinomialQF (class in pysubgroup.binary_target) SimpleCountQF (class in pysubgroup.fi_target) SimpleDFS (class in pysubgroup.algorithms) SimplePositivesQF (class in pysubgroup.binary_target) SimpleSearch (class in pysubgroup.algorithms) size_sg (pysubgroup.model_target.beta_tuple attribute) (pysubgroup.representations.BitSet_Conjunction property) (pysubgroup.representations.BitSet_Disjunction property) (pysubgroup.representations.NumpySet_Conjunction property) (pysubgroup.representations.Set_Conjunction property)

standard_qf() (pysubgroup.binary_target.StandardQF static method) standard_qf_numeric() (pysubgroup.numeric_target.StandardQFNumeric static method) (pysubgroup.numeric_target.StandardQFNumericMedian static method) (pysubgroup.numeric_target.StandardQFNumericTscore static method) StandardQF (class in pysubgroup.binary_target) StandardQFNumeric (class in pysubgroup.numeric_target) StandardQFNumeric.Average_Estimator (class in pysubgroup.numeric_target) StandardQFNumeric.Ordering_Estimator (class in pysubgroup.numeric_target) StandardQFNumeric.Summation_Estimator (class in pysubgroup.numeric_target) StandardQFNumericMedian (class in pysubgroup.numeric_target) StandardQFNumericMedian.Average_Estimator (class in pysubgroup.numeric_target) StandardQFNumericMedian.Ordering_Estimator (class in pysubgroup.numeric_target) StandardQFNumericMedian.Summation_Estimator (class in pysubgroup.numeric_target) StandardQFNumericTscore (class in pysubgroup.numeric_target) StandardQFNumericTscore.Average_Estimator (class in pysubgroup.numeric_target) StandardQFNumericTscore.Ordering_Estimator (class in pysubgroup.numeric_target) StandardQFNumericTscore.Summation_Estimator (class in pysubgroup.numeric_target) StaticGeneralizationOperator (class in pysubgroup.refinement_operator) StaticSpecializationOperator (class in pysubgroup.refinement_operator) statistic_types (pysubgroup.binary_target.BinaryTarget attribute) (pysubgroup.fi_target.FITarget attribute) (pysubgroup.numeric_target.NumericTarget attribute) subgroup_quality (pysubgroup.measures.GeneralizationAwareQF.ga_tuple attribute) SubgroupDiscoveryResult (class in pysubgroup.utils) SubgroupDiscoveryTask (class in pysubgroup.algorithms) supportSetVisualization() (in module pysubgroup.visualization)

T

to_bits() (in module pysubgroup.utils) to_dataframe() (pysubgroup.utils.SubgroupDiscoveryResult method) to_descriptions() (pysubgroup.utils.SubgroupDiscoveryResult method) to_file() (pysubgroup.gp_growth.GpGrowth method) to_latex() (pysubgroup.utils.SubgroupDiscoveryResult method) to_table() (pysubgroup.utils.SubgroupDiscoveryResult method)

tpl (pysubgroup.algorithms.DFSNumeric attribute) (pysubgroup.binary_target.SimplePositivesQF attribute) (pysubgroup.fi_target.SimpleCountQF attribute) (pysubgroup.model_target.EMM_Likelihood attribute) (pysubgroup.numeric_target.StandardQFNumeric attribute) (pysubgroup.numeric_target.StandardQFNumericMedian attribute) (pysubgroup.numeric_target.StandardQFNumericTscore attribute)

U

undo_patch_classes() (pysubgroup.representations.RepresentationBase method)

unique_attributes() (in module pysubgroup.measures) upper_bound (pysubgroup.subgroup_description.IntervalSelector property)

W

WRAccQF (class in pysubgroup.binary_target)