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  • pm4py.algo package
    • pm4py.algo.analysis package
      • pm4py.algo.analysis.extended_marking_equation package
        • pm4py.algo.analysis.extended_marking_equation.variants package
        • pm4py.algo.analysis.extended_marking_equation.algorithm module
      • pm4py.algo.analysis.marking_equation package
        • pm4py.algo.analysis.marking_equation.variants package
        • pm4py.algo.analysis.marking_equation.algorithm module
      • pm4py.algo.analysis.woflan package
        • pm4py.algo.analysis.woflan.graphs package
        • pm4py.algo.analysis.woflan.not_well_handled_pairs package
        • pm4py.algo.analysis.woflan.place_invariants package
        • pm4py.algo.analysis.woflan.algorithm module
      • pm4py.algo.analysis.workflow_net package
        • pm4py.algo.analysis.workflow_net.variants package
        • pm4py.algo.analysis.workflow_net.algorithm module
    • pm4py.algo.anonymization package
      • pm4py.algo.anonymization.pripel package
        • pm4py.algo.anonymization.pripel.util package
        • pm4py.algo.anonymization.pripel.variants package
      • pm4py.algo.anonymization.trace_variant_query package
        • pm4py.algo.anonymization.trace_variant_query.util package
        • pm4py.algo.anonymization.trace_variant_query.variants package
    • pm4py.algo.clustering package
      • pm4py.algo.clustering.profiles package
        • pm4py.algo.clustering.profiles.variants package
        • pm4py.algo.clustering.profiles.algorithm module
      • pm4py.algo.clustering.trace_attribute_driven package
        • pm4py.algo.clustering.trace_attribute_driven.dfg package
        • pm4py.algo.clustering.trace_attribute_driven.leven_dist package
        • pm4py.algo.clustering.trace_attribute_driven.linkage_method package
        • pm4py.algo.clustering.trace_attribute_driven.merge_log package
        • pm4py.algo.clustering.trace_attribute_driven.util package
        • pm4py.algo.clustering.trace_attribute_driven.variants package
        • pm4py.algo.clustering.trace_attribute_driven.algorithm module
    • pm4py.algo.comparison package
      • pm4py.algo.comparison.petrinet package
        • pm4py.algo.comparison.petrinet.element_usage_comparison module
    • pm4py.algo.concept_drift package
      • pm4py.algo.concept_drift.variants package
        • pm4py.algo.concept_drift.variants.bose module
      • pm4py.algo.concept_drift.algorithm module
    • pm4py.algo.conformance package
      • pm4py.algo.conformance.alignments package
        • pm4py.algo.conformance.alignments.decomposed package
        • pm4py.algo.conformance.alignments.dfg package
        • pm4py.algo.conformance.alignments.edit_distance package
        • pm4py.algo.conformance.alignments.petri_net package
        • pm4py.algo.conformance.alignments.process_tree package
      • pm4py.algo.conformance.antialignments package
        • pm4py.algo.conformance.antialignments.variants package
      • pm4py.algo.conformance.declare package
        • pm4py.algo.conformance.declare.variants package
        • pm4py.algo.conformance.declare.algorithm module
      • pm4py.algo.conformance.footprints package
        • pm4py.algo.conformance.footprints.util package
        • pm4py.algo.conformance.footprints.variants package
        • pm4py.algo.conformance.footprints.algorithm module
      • pm4py.algo.conformance.log_skeleton package
        • pm4py.algo.conformance.log_skeleton.variants package
        • pm4py.algo.conformance.log_skeleton.algorithm module
      • pm4py.algo.conformance.multialignments package
        • pm4py.algo.conformance.multialignments.variants package
      • pm4py.algo.conformance.temporal_profile package
        • pm4py.algo.conformance.temporal_profile.variants package
        • pm4py.algo.conformance.temporal_profile.algorithm module
      • pm4py.algo.conformance.tokenreplay package
        • pm4py.algo.conformance.tokenreplay.diagnostics package
        • pm4py.algo.conformance.tokenreplay.variants package
        • pm4py.algo.conformance.tokenreplay.algorithm module
    • pm4py.algo.connectors package
      • pm4py.algo.connectors.util package
        • pm4py.algo.connectors.util.mail module
      • pm4py.algo.connectors.variants package
        • pm4py.algo.connectors.variants.camunda_workflow module
        • pm4py.algo.connectors.variants.chrome_history module
        • pm4py.algo.connectors.variants.firefox_history module
        • pm4py.algo.connectors.variants.github_repo module
        • pm4py.algo.connectors.variants.outlook_calendar module
        • pm4py.algo.connectors.variants.outlook_mail_extractor module
        • pm4py.algo.connectors.variants.sap_accounting module
        • pm4py.algo.connectors.variants.sap_o2c module
        • pm4py.algo.connectors.variants.windows_events module
      • pm4py.algo.connectors.algorithm module
    • pm4py.algo.decision_mining package
      • pm4py.algo.decision_mining.algorithm module
    • pm4py.algo.discovery package
      • pm4py.algo.discovery.alpha package
        • pm4py.algo.discovery.alpha.data_structures package
        • pm4py.algo.discovery.alpha.utils package
        • pm4py.algo.discovery.alpha.variants package
        • pm4py.algo.discovery.alpha.algorithm module
      • pm4py.algo.discovery.batches package
        • pm4py.algo.discovery.batches.utils package
        • pm4py.algo.discovery.batches.variants package
        • pm4py.algo.discovery.batches.algorithm module
      • pm4py.algo.discovery.causal package
        • pm4py.algo.discovery.causal.variants package
        • pm4py.algo.discovery.causal.algorithm module
      • pm4py.algo.discovery.correlation_mining package
        • pm4py.algo.discovery.correlation_mining.variants package
        • pm4py.algo.discovery.correlation_mining.algorithm module
        • pm4py.algo.discovery.correlation_mining.util module
      • pm4py.algo.discovery.declare package
        • pm4py.algo.discovery.declare.variants package
        • pm4py.algo.discovery.declare.algorithm module
        • pm4py.algo.discovery.declare.templates module
      • pm4py.algo.discovery.dfg package
        • pm4py.algo.discovery.dfg.adapters package
        • pm4py.algo.discovery.dfg.utils package
        • pm4py.algo.discovery.dfg.variants package
        • pm4py.algo.discovery.dfg.algorithm module
        • pm4py.algo.discovery.dfg.replacement module
      • pm4py.algo.discovery.footprints package
        • pm4py.algo.discovery.footprints.dfg package
        • pm4py.algo.discovery.footprints.log package
        • pm4py.algo.discovery.footprints.petri package
        • pm4py.algo.discovery.footprints.powl package
        • pm4py.algo.discovery.footprints.tree package
        • pm4py.algo.discovery.footprints.algorithm module
      • pm4py.algo.discovery.heuristics package
        • pm4py.algo.discovery.heuristics.variants package
        • pm4py.algo.discovery.heuristics.algorithm module
      • pm4py.algo.discovery.ilp package
        • pm4py.algo.discovery.ilp.variants package
        • pm4py.algo.discovery.ilp.algorithm module
      • pm4py.algo.discovery.inductive package
        • pm4py.algo.discovery.inductive.base_case package
        • pm4py.algo.discovery.inductive.cuts package
        • pm4py.algo.discovery.inductive.dtypes package
        • pm4py.algo.discovery.inductive.fall_through package
        • pm4py.algo.discovery.inductive.variants package
        • pm4py.algo.discovery.inductive.algorithm module
      • pm4py.algo.discovery.log_skeleton package
        • pm4py.algo.discovery.log_skeleton.variants package
        • pm4py.algo.discovery.log_skeleton.algorithm module
        • pm4py.algo.discovery.log_skeleton.trace_skel module
      • pm4py.algo.discovery.minimum_self_distance package
        • pm4py.algo.discovery.minimum_self_distance.variants package
        • pm4py.algo.discovery.minimum_self_distance.algorithm module
        • pm4py.algo.discovery.minimum_self_distance.utils module
      • pm4py.algo.discovery.ocel package
        • pm4py.algo.discovery.ocel.interleavings package
        • pm4py.algo.discovery.ocel.link_analysis package
        • pm4py.algo.discovery.ocel.ocdfg package
        • pm4py.algo.discovery.ocel.ocpn package
        • pm4py.algo.discovery.ocel.saw_nets package
      • pm4py.algo.discovery.performance_spectrum package
        • pm4py.algo.discovery.performance_spectrum.variants package
        • pm4py.algo.discovery.performance_spectrum.algorithm module
      • pm4py.algo.discovery.powl package
        • pm4py.algo.discovery.powl.inductive package
        • pm4py.algo.discovery.powl.algorithm module
      • pm4py.algo.discovery.temporal_profile package
        • pm4py.algo.discovery.temporal_profile.variants package
        • pm4py.algo.discovery.temporal_profile.algorithm module
      • pm4py.algo.discovery.transition_system package
        • pm4py.algo.discovery.transition_system.variants package
        • pm4py.algo.discovery.transition_system.algorithm module
    • pm4py.algo.evaluation package
      • pm4py.algo.evaluation.earth_mover_distance package
        • pm4py.algo.evaluation.earth_mover_distance.variants package
        • pm4py.algo.evaluation.earth_mover_distance.algorithm module
      • pm4py.algo.evaluation.generalization package
        • pm4py.algo.evaluation.generalization.variants package
        • pm4py.algo.evaluation.generalization.algorithm module
      • pm4py.algo.evaluation.precision package
        • pm4py.algo.evaluation.precision.dfg package
        • pm4py.algo.evaluation.precision.variants package
        • pm4py.algo.evaluation.precision.algorithm module
        • pm4py.algo.evaluation.precision.utils module
      • pm4py.algo.evaluation.replay_fitness package
        • pm4py.algo.evaluation.replay_fitness.variants package
        • pm4py.algo.evaluation.replay_fitness.algorithm module
      • pm4py.algo.evaluation.simplicity package
        • pm4py.algo.evaluation.simplicity.variants package
        • pm4py.algo.evaluation.simplicity.algorithm module
      • pm4py.algo.evaluation.algorithm module
    • pm4py.algo.filtering package
      • pm4py.algo.filtering.common package
        • pm4py.algo.filtering.common.attributes package
        • pm4py.algo.filtering.common.end_activities package
        • pm4py.algo.filtering.common.start_activities package
        • pm4py.algo.filtering.common.timestamp package
        • pm4py.algo.filtering.common.traces package
        • pm4py.algo.filtering.common.filtering_constants module
      • pm4py.algo.filtering.dfg package
        • pm4py.algo.filtering.dfg.dfg_filtering module
      • pm4py.algo.filtering.log package
        • pm4py.algo.filtering.log.attr_value_repetition package
        • pm4py.algo.filtering.log.attributes package
        • pm4py.algo.filtering.log.between package
        • pm4py.algo.filtering.log.cases package
        • pm4py.algo.filtering.log.end_activities package
        • pm4py.algo.filtering.log.ltl package
        • pm4py.algo.filtering.log.paths package
        • pm4py.algo.filtering.log.prefixes package
        • pm4py.algo.filtering.log.rework package
        • pm4py.algo.filtering.log.start_activities package
        • pm4py.algo.filtering.log.suffixes package
        • pm4py.algo.filtering.log.timestamp package
        • pm4py.algo.filtering.log.traces package
        • pm4py.algo.filtering.log.variants package
      • pm4py.algo.filtering.ocel package
        • pm4py.algo.filtering.ocel.activity_type_matching module
        • pm4py.algo.filtering.ocel.event_attributes module
        • pm4py.algo.filtering.ocel.object_attributes module
        • pm4py.algo.filtering.ocel.objects_ot_count module
        • pm4py.algo.filtering.ocel.ot_endpoints module
      • pm4py.algo.filtering.pandas package
        • pm4py.algo.filtering.pandas.activity_split package
        • pm4py.algo.filtering.pandas.attr_value_repetition package
        • pm4py.algo.filtering.pandas.attributes package
        • pm4py.algo.filtering.pandas.between package
        • pm4py.algo.filtering.pandas.cases package
        • pm4py.algo.filtering.pandas.consecutive_act_case_grouping package
        • pm4py.algo.filtering.pandas.end_activities package
        • pm4py.algo.filtering.pandas.ends_with package
        • pm4py.algo.filtering.pandas.ltl package
        • pm4py.algo.filtering.pandas.paths package
        • pm4py.algo.filtering.pandas.prefixes package
        • pm4py.algo.filtering.pandas.rework package
        • pm4py.algo.filtering.pandas.start_activities package
        • pm4py.algo.filtering.pandas.starts_with package
        • pm4py.algo.filtering.pandas.suffixes package
        • pm4py.algo.filtering.pandas.timestamp package
        • pm4py.algo.filtering.pandas.timestamp_case_grouping package
        • pm4py.algo.filtering.pandas.traces package
        • pm4py.algo.filtering.pandas.variants package
        • pm4py.algo.filtering.pandas.pd_filtering_constants module
    • pm4py.algo.label_splitting package
      • pm4py.algo.label_splitting.variants package
        • pm4py.algo.label_splitting.variants.contextual module
      • pm4py.algo.label_splitting.algorithm module
    • pm4py.algo.merging package
      • pm4py.algo.merging.case_relations package
        • pm4py.algo.merging.case_relations.variants package
        • pm4py.algo.merging.case_relations.algorithm module
    • pm4py.algo.organizational_mining package
      • pm4py.algo.organizational_mining.local_diagnostics package
        • pm4py.algo.organizational_mining.local_diagnostics.algorithm module
      • pm4py.algo.organizational_mining.network_analysis package
        • pm4py.algo.organizational_mining.network_analysis.variants package
        • pm4py.algo.organizational_mining.network_analysis.algorithm module
      • pm4py.algo.organizational_mining.resource_profiles package
        • pm4py.algo.organizational_mining.resource_profiles.variants package
        • pm4py.algo.organizational_mining.resource_profiles.algorithm module
      • pm4py.algo.organizational_mining.roles package
        • pm4py.algo.organizational_mining.roles.common package
        • pm4py.algo.organizational_mining.roles.variants package
        • pm4py.algo.organizational_mining.roles.algorithm module
      • pm4py.algo.organizational_mining.sna package
        • pm4py.algo.organizational_mining.sna.variants package
        • pm4py.algo.organizational_mining.sna.algorithm module
        • pm4py.algo.organizational_mining.sna.util module
      • pm4py.algo.organizational_mining.util module
    • pm4py.algo.querying package
      • pm4py.algo.querying.llm package
        • pm4py.algo.querying.llm.abstractions package
        • pm4py.algo.querying.llm.connectors package
        • pm4py.algo.querying.llm.injection package
        • pm4py.algo.querying.llm.utils package
    • pm4py.algo.reduction package
      • pm4py.algo.reduction.process_tree package
        • pm4py.algo.reduction.process_tree.variants package
        • pm4py.algo.reduction.process_tree.reducer module
    • pm4py.algo.simulation package
      • pm4py.algo.simulation.montecarlo package
        • pm4py.algo.simulation.montecarlo.utils package
        • pm4py.algo.simulation.montecarlo.variants package
        • pm4py.algo.simulation.montecarlo.algorithm module
      • pm4py.algo.simulation.playout package
        • pm4py.algo.simulation.playout.dfg package
        • pm4py.algo.simulation.playout.petri_net package
        • pm4py.algo.simulation.playout.process_tree package
      • pm4py.algo.simulation.tree_generator package
        • pm4py.algo.simulation.tree_generator.variants package
        • pm4py.algo.simulation.tree_generator.algorithm module
    • pm4py.algo.transformation package
      • pm4py.algo.transformation.log_to_features package
        • pm4py.algo.transformation.log_to_features.util package
        • pm4py.algo.transformation.log_to_features.variants package
        • pm4py.algo.transformation.log_to_features.algorithm module
      • pm4py.algo.transformation.log_to_interval_tree package
        • pm4py.algo.transformation.log_to_interval_tree.variants package
        • pm4py.algo.transformation.log_to_interval_tree.algorithm module
      • pm4py.algo.transformation.log_to_target package
        • pm4py.algo.transformation.log_to_target.variants package
        • pm4py.algo.transformation.log_to_target.algorithm module
      • pm4py.algo.transformation.log_to_trie package
        • pm4py.algo.transformation.log_to_trie.algorithm module
      • pm4py.algo.transformation.ocel package
        • pm4py.algo.transformation.ocel.description package
        • pm4py.algo.transformation.ocel.features package
        • pm4py.algo.transformation.ocel.graphs package
        • pm4py.algo.transformation.ocel.split_ocel package
  • pm4py.objects package
    • pm4py.objects.bpmn package
      • pm4py.objects.bpmn.exporter package
        • pm4py.objects.bpmn.exporter.variants package
        • pm4py.objects.bpmn.exporter.exporter module
      • pm4py.objects.bpmn.importer package
        • pm4py.objects.bpmn.importer.variants package
        • pm4py.objects.bpmn.importer.importer module
      • pm4py.objects.bpmn.layout package
        • pm4py.objects.bpmn.layout.variants package
        • pm4py.objects.bpmn.layout.layouter module
      • pm4py.objects.bpmn.util package
        • pm4py.objects.bpmn.util.bpmn_utils module
        • pm4py.objects.bpmn.util.reduction module
        • pm4py.objects.bpmn.util.sorting module
      • pm4py.objects.bpmn.obj module
      • pm4py.objects.bpmn.semantics module
    • pm4py.objects.conversion package
      • pm4py.objects.conversion.bpmn package
        • pm4py.objects.conversion.bpmn.variants package
        • pm4py.objects.conversion.bpmn.converter module
      • pm4py.objects.conversion.dfg package
        • pm4py.objects.conversion.dfg.variants package
        • pm4py.objects.conversion.dfg.converter module
      • pm4py.objects.conversion.heuristics_net package
        • pm4py.objects.conversion.heuristics_net.variants package
        • pm4py.objects.conversion.heuristics_net.converter module
      • pm4py.objects.conversion.log package
        • pm4py.objects.conversion.log.variants package
        • pm4py.objects.conversion.log.constants module
        • pm4py.objects.conversion.log.converter module
      • pm4py.objects.conversion.ocel package
        • pm4py.objects.conversion.ocel.variants package
        • pm4py.objects.conversion.ocel.converter module
      • pm4py.objects.conversion.powl package
        • pm4py.objects.conversion.powl.variants package
        • pm4py.objects.conversion.powl.converter module
      • pm4py.objects.conversion.process_tree package
        • pm4py.objects.conversion.process_tree.variants package
        • pm4py.objects.conversion.process_tree.converter module
      • pm4py.objects.conversion.trie package
        • pm4py.objects.conversion.trie.variants package
        • pm4py.objects.conversion.trie.converter module
      • pm4py.objects.conversion.wf_net package
        • pm4py.objects.conversion.wf_net.variants package
        • pm4py.objects.conversion.wf_net.converter module
    • pm4py.objects.dfg package
      • pm4py.objects.dfg.exporter package
        • pm4py.objects.dfg.exporter.variants package
        • pm4py.objects.dfg.exporter.exporter module
      • pm4py.objects.dfg.filtering package
        • pm4py.objects.dfg.filtering.dfg_filtering module
      • pm4py.objects.dfg.importer package
        • pm4py.objects.dfg.importer.variants package
        • pm4py.objects.dfg.importer.importer module
      • pm4py.objects.dfg.retrieval package
        • pm4py.objects.dfg.retrieval.log module
        • pm4py.objects.dfg.retrieval.pandas module
      • pm4py.objects.dfg.utils package
        • pm4py.objects.dfg.utils.dfg_utils module
      • pm4py.objects.dfg.obj module
      • pm4py.objects.dfg.util module
    • pm4py.objects.heuristics_net package
      • pm4py.objects.heuristics_net.defaults module
      • pm4py.objects.heuristics_net.edge module
      • pm4py.objects.heuristics_net.node module
      • pm4py.objects.heuristics_net.obj module
    • pm4py.objects.log package
      • pm4py.objects.log.exporter package
        • pm4py.objects.log.exporter.xes package
      • pm4py.objects.log.importer package
        • pm4py.objects.log.importer.xes package
      • pm4py.objects.log.util package
        • pm4py.objects.log.util.activities_to_alphabet module
        • pm4py.objects.log.util.artificial module
        • pm4py.objects.log.util.basic_filter module
        • pm4py.objects.log.util.dataframe_utils module
        • pm4py.objects.log.util.filtering_utils module
        • pm4py.objects.log.util.get_class_representation module
        • pm4py.objects.log.util.get_log_encoded module
        • pm4py.objects.log.util.get_prefixes module
        • pm4py.objects.log.util.index_attribute module
        • pm4py.objects.log.util.insert_classifier module
        • pm4py.objects.log.util.interval_lifecycle module
        • pm4py.objects.log.util.log module
        • pm4py.objects.log.util.log_regex module
        • pm4py.objects.log.util.move_attrs_to_trace module
        • pm4py.objects.log.util.pandas_log_wrapper module
        • pm4py.objects.log.util.pandas_numpy_variants module
        • pm4py.objects.log.util.sampling module
        • pm4py.objects.log.util.sorting module
        • pm4py.objects.log.util.split_train_test module
        • pm4py.objects.log.util.xes module
      • pm4py.objects.log.obj module
    • pm4py.objects.ocel package
      • pm4py.objects.ocel.exporter package
        • pm4py.objects.ocel.exporter.csv package
        • pm4py.objects.ocel.exporter.jsonocel package
        • pm4py.objects.ocel.exporter.sqlite package
        • pm4py.objects.ocel.exporter.util package
        • pm4py.objects.ocel.exporter.xmlocel package
      • pm4py.objects.ocel.importer package
        • pm4py.objects.ocel.importer.csv package
        • pm4py.objects.ocel.importer.jsonocel package
        • pm4py.objects.ocel.importer.sqlite package
        • pm4py.objects.ocel.importer.xmlocel package
      • pm4py.objects.ocel.util package
        • pm4py.objects.ocel.util.attributes_names module
        • pm4py.objects.ocel.util.attributes_per_type module
        • pm4py.objects.ocel.util.convergence_divergence_diagnostics module
        • pm4py.objects.ocel.util.e2o_qualification module
        • pm4py.objects.ocel.util.ev_att_to_obj_type module
        • pm4py.objects.ocel.util.event_prefix_suffix_per_obj module
        • pm4py.objects.ocel.util.events_per_object_type module
        • pm4py.objects.ocel.util.events_per_type_per_activity module
        • pm4py.objects.ocel.util.explode module
        • pm4py.objects.ocel.util.extended_table module
        • pm4py.objects.ocel.util.filtering_utils module
        • pm4py.objects.ocel.util.flattening module
        • pm4py.objects.ocel.util.log_ocel module
        • pm4py.objects.ocel.util.names_stripping module
        • pm4py.objects.ocel.util.objects_per_type_per_activity module
        • pm4py.objects.ocel.util.ocel_consistency module
        • pm4py.objects.ocel.util.ocel_iterator module
        • pm4py.objects.ocel.util.ocel_to_dict_types_rel module
        • pm4py.objects.ocel.util.ocel_type_renaming module
        • pm4py.objects.ocel.util.parent_children_ref module
        • pm4py.objects.ocel.util.related_events module
        • pm4py.objects.ocel.util.related_objects module
        • pm4py.objects.ocel.util.rename_objs_ot_tim_lex module
        • pm4py.objects.ocel.util.sampling module
      • pm4py.objects.ocel.validation package
        • pm4py.objects.ocel.validation.jsonocel module
        • pm4py.objects.ocel.validation.ocel20_rel_validation module
        • pm4py.objects.ocel.validation.xmlocel module
      • pm4py.objects.ocel.constants module
      • pm4py.objects.ocel.obj module
    • pm4py.objects.org package
      • pm4py.objects.org.roles package
        • pm4py.objects.org.roles.obj module
      • pm4py.objects.org.sna package
        • pm4py.objects.org.sna.obj module
    • pm4py.objects.petri_net package
      • pm4py.objects.petri_net.data_petri_nets package
        • pm4py.objects.petri_net.data_petri_nets.data_marking module
        • pm4py.objects.petri_net.data_petri_nets.semantics module
      • pm4py.objects.petri_net.exporter package
        • pm4py.objects.petri_net.exporter.variants package
        • pm4py.objects.petri_net.exporter.exporter module
      • pm4py.objects.petri_net.importer package
        • pm4py.objects.petri_net.importer.variants package
        • pm4py.objects.petri_net.importer.importer module
      • pm4py.objects.petri_net.inhibitor_reset package
        • pm4py.objects.petri_net.inhibitor_reset.semantics module
      • pm4py.objects.petri_net.saw_net package
        • pm4py.objects.petri_net.saw_net.convert module
        • pm4py.objects.petri_net.saw_net.obj module
        • pm4py.objects.petri_net.saw_net.semantics module
      • pm4py.objects.petri_net.stochastic package
        • pm4py.objects.petri_net.stochastic.obj module
        • pm4py.objects.petri_net.stochastic.semantics module
      • pm4py.objects.petri_net.utils package
        • pm4py.objects.petri_net.utils.align_utils module
        • pm4py.objects.petri_net.utils.check_soundness module
        • pm4py.objects.petri_net.utils.consumption_matrix module
        • pm4py.objects.petri_net.utils.decomposition module
        • pm4py.objects.petri_net.utils.embed_stochastic_map module
        • pm4py.objects.petri_net.utils.explore_path module
        • pm4py.objects.petri_net.utils.final_marking module
        • pm4py.objects.petri_net.utils.incidence_matrix module
        • pm4py.objects.petri_net.utils.initial_marking module
        • pm4py.objects.petri_net.utils.murata module
        • pm4py.objects.petri_net.utils.networkx_graph module
        • pm4py.objects.petri_net.utils.obj_marking module
        • pm4py.objects.petri_net.utils.performance_map module
        • pm4py.objects.petri_net.utils.petri_utils module
        • pm4py.objects.petri_net.utils.projection module
        • pm4py.objects.petri_net.utils.reachability_graph module
        • pm4py.objects.petri_net.utils.reduction module
        • pm4py.objects.petri_net.utils.synchronous_product module
      • pm4py.objects.petri_net.obj module
      • pm4py.objects.petri_net.properties module
      • pm4py.objects.petri_net.sem_interface module
      • pm4py.objects.petri_net.semantics module
    • pm4py.objects.powl package
      • pm4py.objects.powl.BinaryRelation module
      • pm4py.objects.powl.constants module
      • pm4py.objects.powl.obj module
      • pm4py.objects.powl.parser module
    • pm4py.objects.process_tree package
      • pm4py.objects.process_tree.exporter package
        • pm4py.objects.process_tree.exporter.variants package
        • pm4py.objects.process_tree.exporter.exporter module
      • pm4py.objects.process_tree.importer package
        • pm4py.objects.process_tree.importer.variants package
        • pm4py.objects.process_tree.importer.importer module
      • pm4py.objects.process_tree.utils package
        • pm4py.objects.process_tree.utils.bottomup module
        • pm4py.objects.process_tree.utils.generic module
        • pm4py.objects.process_tree.utils.regex module
      • pm4py.objects.process_tree.obj module
      • pm4py.objects.process_tree.semantics module
      • pm4py.objects.process_tree.state module
    • pm4py.objects.random_variables package
      • pm4py.objects.random_variables.constant0 package
        • pm4py.objects.random_variables.constant0.random_variable module
      • pm4py.objects.random_variables.deterministic package
        • pm4py.objects.random_variables.deterministic.random_variable module
      • pm4py.objects.random_variables.exponential package
        • pm4py.objects.random_variables.exponential.random_variable module
      • pm4py.objects.random_variables.gamma package
        • pm4py.objects.random_variables.gamma.random_variable module
      • pm4py.objects.random_variables.lognormal package
        • pm4py.objects.random_variables.lognormal.random_variable module
      • pm4py.objects.random_variables.normal package
        • pm4py.objects.random_variables.normal.random_variable module
      • pm4py.objects.random_variables.uniform package
        • pm4py.objects.random_variables.uniform.random_variable module
      • pm4py.objects.random_variables.basic_structure module
      • pm4py.objects.random_variables.random_variable module
    • pm4py.objects.stochastic_petri package
      • pm4py.objects.stochastic_petri.ctmc module
      • pm4py.objects.stochastic_petri.tangible_reachability module
      • pm4py.objects.stochastic_petri.utils module
    • pm4py.objects.transition_system package
      • pm4py.objects.transition_system.constants module
      • pm4py.objects.transition_system.obj module
      • pm4py.objects.transition_system.utils module
    • pm4py.objects.trie package
      • pm4py.objects.trie.obj module
  • pm4py.statistics package
    • pm4py.statistics.attributes package
      • pm4py.statistics.attributes.common package
        • pm4py.statistics.attributes.common.get module
      • pm4py.statistics.attributes.log package
        • pm4py.statistics.attributes.log.get module
        • pm4py.statistics.attributes.log.select module
      • pm4py.statistics.attributes.pandas package
        • pm4py.statistics.attributes.pandas.get module
    • pm4py.statistics.concurrent_activities package
      • pm4py.statistics.concurrent_activities.log package
        • pm4py.statistics.concurrent_activities.log.get module
      • pm4py.statistics.concurrent_activities.pandas package
        • pm4py.statistics.concurrent_activities.pandas.get module
    • pm4py.statistics.end_activities package
      • pm4py.statistics.end_activities.common package
        • pm4py.statistics.end_activities.common.get module
      • pm4py.statistics.end_activities.log package
        • pm4py.statistics.end_activities.log.get module
      • pm4py.statistics.end_activities.pandas package
        • pm4py.statistics.end_activities.pandas.get module
    • pm4py.statistics.eventually_follows package
      • pm4py.statistics.eventually_follows.log package
        • pm4py.statistics.eventually_follows.log.get module
      • pm4py.statistics.eventually_follows.pandas package
        • pm4py.statistics.eventually_follows.pandas.get module
      • pm4py.statistics.eventually_follows.uvcl package
        • pm4py.statistics.eventually_follows.uvcl.get module
    • pm4py.statistics.ocel package
      • pm4py.statistics.ocel.act_ot_dependent module
      • pm4py.statistics.ocel.act_utils module
      • pm4py.statistics.ocel.edge_metrics module
      • pm4py.statistics.ocel.objects_ot_count module
      • pm4py.statistics.ocel.ot_activities module
    • pm4py.statistics.overlap package
      • pm4py.statistics.overlap.cases package
        • pm4py.statistics.overlap.cases.log package
        • pm4py.statistics.overlap.cases.pandas package
      • pm4py.statistics.overlap.interval_events package
        • pm4py.statistics.overlap.interval_events.log package
        • pm4py.statistics.overlap.interval_events.pandas package
      • pm4py.statistics.overlap.utils package
        • pm4py.statistics.overlap.utils.compute module
    • pm4py.statistics.passed_time package
      • pm4py.statistics.passed_time.log package
        • pm4py.statistics.passed_time.log.variants package
        • pm4py.statistics.passed_time.log.algorithm module
      • pm4py.statistics.passed_time.pandas package
        • pm4py.statistics.passed_time.pandas.variants package
        • pm4py.statistics.passed_time.pandas.algorithm module
    • pm4py.statistics.process_cube package
      • pm4py.statistics.process_cube.variants package
        • pm4py.statistics.process_cube.variants.classic module
      • pm4py.statistics.process_cube.algorithm module
    • pm4py.statistics.rework package
      • pm4py.statistics.rework.cases package
        • pm4py.statistics.rework.cases.log package
        • pm4py.statistics.rework.cases.pandas package
      • pm4py.statistics.rework.log package
        • pm4py.statistics.rework.log.get module
      • pm4py.statistics.rework.pandas package
        • pm4py.statistics.rework.pandas.get module
    • pm4py.statistics.service_time package
      • pm4py.statistics.service_time.log package
        • pm4py.statistics.service_time.log.get module
      • pm4py.statistics.service_time.pandas package
        • pm4py.statistics.service_time.pandas.get module
    • pm4py.statistics.sojourn_time package
    • pm4py.statistics.start_activities package
      • pm4py.statistics.start_activities.common package
        • pm4py.statistics.start_activities.common.get module
      • pm4py.statistics.start_activities.log package
        • pm4py.statistics.start_activities.log.get module
      • pm4py.statistics.start_activities.pandas package
        • pm4py.statistics.start_activities.pandas.get module
    • pm4py.statistics.traces package
      • pm4py.statistics.traces.cycle_time package
        • pm4py.statistics.traces.cycle_time.log package
        • pm4py.statistics.traces.cycle_time.pandas package
        • pm4py.statistics.traces.cycle_time.util package
      • pm4py.statistics.traces.generic package
        • pm4py.statistics.traces.generic.common package
        • pm4py.statistics.traces.generic.log package
        • pm4py.statistics.traces.generic.pandas package
    • pm4py.statistics.util package
      • pm4py.statistics.util.times_bipartite_matching module
    • pm4py.statistics.variants package
      • pm4py.statistics.variants.log package
        • pm4py.statistics.variants.log.get module
      • pm4py.statistics.variants.pandas package
        • pm4py.statistics.variants.pandas.get module
  • pm4py.streaming package
    • pm4py.streaming.algo package
      • pm4py.streaming.algo.conformance package
        • pm4py.streaming.algo.conformance.declare package
        • pm4py.streaming.algo.conformance.footprints package
        • pm4py.streaming.algo.conformance.tbr package
        • pm4py.streaming.algo.conformance.temporal package
      • pm4py.streaming.algo.discovery package
        • pm4py.streaming.algo.discovery.dfg package
      • pm4py.streaming.algo.interface module
    • pm4py.streaming.connectors package
      • pm4py.streaming.connectors.windows package
        • pm4py.streaming.connectors.windows.click_key_logger module
    • pm4py.streaming.conversion package
      • pm4py.streaming.conversion.from_pandas module
      • pm4py.streaming.conversion.ocel_flatts_distributor module
    • pm4py.streaming.importer package
      • pm4py.streaming.importer.csv package
        • pm4py.streaming.importer.csv.variants package
        • pm4py.streaming.importer.csv.importer module
      • pm4py.streaming.importer.xes package
        • pm4py.streaming.importer.xes.variants package
        • pm4py.streaming.importer.xes.importer module
    • pm4py.streaming.stream package
      • pm4py.streaming.stream.live_event_stream module
      • pm4py.streaming.stream.live_trace_stream module
    • pm4py.streaming.util package
      • pm4py.streaming.util.dictio package
        • pm4py.streaming.util.dictio.versions package
        • pm4py.streaming.util.dictio.generator module
      • pm4py.streaming.util.event_stream_printer module
      • pm4py.streaming.util.live_to_static_stream module
      • pm4py.streaming.util.trace_stream_printer module
  • pm4py.util package
    • pm4py.util.compression package
      • pm4py.util.compression.dtypes module
      • pm4py.util.compression.util module
    • pm4py.util.dt_parsing package
      • pm4py.util.dt_parsing.variants package
        • pm4py.util.dt_parsing.variants.cs8601 module
        • pm4py.util.dt_parsing.variants.dummy module
        • pm4py.util.dt_parsing.variants.strpfromiso module
      • pm4py.util.dt_parsing.parser module
    • pm4py.util.lp package
      • pm4py.util.lp.util package
      • pm4py.util.lp.variants package
        • pm4py.util.lp.variants.pulp_solver module
        • pm4py.util.lp.variants.scipy_solver module
      • pm4py.util.lp.solver module
    • pm4py.util.business_hours module
    • pm4py.util.colors module
    • pm4py.util.constants module
    • pm4py.util.exec_utils module
    • pm4py.util.hie_utils module
    • pm4py.util.ml_utils module
    • pm4py.util.nx_utils module
    • pm4py.util.pandas_utils module
    • pm4py.util.points_subset module
    • pm4py.util.regex module
    • pm4py.util.string_distance module
    • pm4py.util.typing module
    • pm4py.util.variants_util module
    • pm4py.util.vis_utils module
    • pm4py.util.xes_constants module
  • pm4py.visualization package
    • pm4py.visualization.align_table package
      • pm4py.visualization.align_table.variants package
        • pm4py.visualization.align_table.variants.classic module
      • pm4py.visualization.align_table.visualizer module
    • pm4py.visualization.bpmn package
      • pm4py.visualization.bpmn.util package
      • pm4py.visualization.bpmn.variants package
        • pm4py.visualization.bpmn.variants.classic module
        • pm4py.visualization.bpmn.variants.dagrejs module
      • pm4py.visualization.bpmn.visualizer module
    • pm4py.visualization.common package
      • pm4py.visualization.common.dot_util module
      • pm4py.visualization.common.gview module
      • pm4py.visualization.common.html module
      • pm4py.visualization.common.save module
      • pm4py.visualization.common.svg_pos_parser module
      • pm4py.visualization.common.utils module
      • pm4py.visualization.common.visualizer module
    • pm4py.visualization.decisiontree package
      • pm4py.visualization.decisiontree.util package
        • pm4py.visualization.decisiontree.util.dt_to_string module
      • pm4py.visualization.decisiontree.variants package
        • pm4py.visualization.decisiontree.variants.classic module
      • pm4py.visualization.decisiontree.visualizer module
    • pm4py.visualization.dfg package
      • pm4py.visualization.dfg.util package
        • pm4py.visualization.dfg.util.dfg_gviz module
      • pm4py.visualization.dfg.variants package
        • pm4py.visualization.dfg.variants.cost module
        • pm4py.visualization.dfg.variants.frequency module
        • pm4py.visualization.dfg.variants.performance module
      • pm4py.visualization.dfg.visualizer module
    • pm4py.visualization.dotted_chart package
      • pm4py.visualization.dotted_chart.variants package
        • pm4py.visualization.dotted_chart.variants.classic module
      • pm4py.visualization.dotted_chart.visualizer module
    • pm4py.visualization.footprints package
      • pm4py.visualization.footprints.variants package
        • pm4py.visualization.footprints.variants.comparison module
        • pm4py.visualization.footprints.variants.comparison_symmetric module
        • pm4py.visualization.footprints.variants.single module
      • pm4py.visualization.footprints.visualizer module
    • pm4py.visualization.graphs package
      • pm4py.visualization.graphs.util package
        • pm4py.visualization.graphs.util.common module
      • pm4py.visualization.graphs.variants package
        • pm4py.visualization.graphs.variants.attributes module
        • pm4py.visualization.graphs.variants.barplot module
        • pm4py.visualization.graphs.variants.cases module
        • pm4py.visualization.graphs.variants.dates module
      • pm4py.visualization.graphs.visualizer module
    • pm4py.visualization.heuristics_net package
      • pm4py.visualization.heuristics_net.variants package
        • pm4py.visualization.heuristics_net.variants.pydotplus_vis module
      • pm4py.visualization.heuristics_net.visualizer module
    • pm4py.visualization.network_analysis package
      • pm4py.visualization.network_analysis.variants package
        • pm4py.visualization.network_analysis.variants.frequency module
        • pm4py.visualization.network_analysis.variants.performance module
      • pm4py.visualization.network_analysis.visualizer module
    • pm4py.visualization.networkx package
      • pm4py.visualization.networkx.variants package
        • pm4py.visualization.networkx.variants.digraph module
      • pm4py.visualization.networkx.visualizer module
    • pm4py.visualization.ocel package
      • pm4py.visualization.ocel.eve_to_obj_types package
        • pm4py.visualization.ocel.eve_to_obj_types.variants package
        • pm4py.visualization.ocel.eve_to_obj_types.visualizer module
      • pm4py.visualization.ocel.interleavings package
        • pm4py.visualization.ocel.interleavings.variants package
        • pm4py.visualization.ocel.interleavings.visualizer module
      • pm4py.visualization.ocel.object_graph package
        • pm4py.visualization.ocel.object_graph.variants package
        • pm4py.visualization.ocel.object_graph.visualizer module
      • pm4py.visualization.ocel.ocdfg package
        • pm4py.visualization.ocel.ocdfg.util package
        • pm4py.visualization.ocel.ocdfg.variants package
        • pm4py.visualization.ocel.ocdfg.visualizer module
      • pm4py.visualization.ocel.ocpn package
        • pm4py.visualization.ocel.ocpn.variants package
        • pm4py.visualization.ocel.ocpn.visualizer module
    • pm4py.visualization.performance_spectrum package
      • pm4py.visualization.performance_spectrum.variants package
        • pm4py.visualization.performance_spectrum.variants.neato module
      • pm4py.visualization.performance_spectrum.visualizer module
    • pm4py.visualization.petri_net package
      • pm4py.visualization.petri_net.common package
        • pm4py.visualization.petri_net.common.visualize module
      • pm4py.visualization.petri_net.util package
        • pm4py.visualization.petri_net.util.alignments_decoration module
        • pm4py.visualization.petri_net.util.performance_map module
        • pm4py.visualization.petri_net.util.vis_trans_shortest_paths module
      • pm4py.visualization.petri_net.variants package
        • pm4py.visualization.petri_net.variants.alignments module
        • pm4py.visualization.petri_net.variants.greedy_decoration_frequency module
        • pm4py.visualization.petri_net.variants.greedy_decoration_performance module
        • pm4py.visualization.petri_net.variants.token_decoration_frequency module
        • pm4py.visualization.petri_net.variants.token_decoration_performance module
        • pm4py.visualization.petri_net.variants.wo_decoration module
      • pm4py.visualization.petri_net.visualizer module
    • pm4py.visualization.powl package
      • pm4py.visualization.powl.variants package
        • pm4py.visualization.powl.variants.icons package
        • pm4py.visualization.powl.variants.basic module
        • pm4py.visualization.powl.variants.net module
      • pm4py.visualization.powl.visualizer module
    • pm4py.visualization.process_tree package
      • pm4py.visualization.process_tree.variants package
        • pm4py.visualization.process_tree.variants.frequency_annotation module
        • pm4py.visualization.process_tree.variants.symbolic module
        • pm4py.visualization.process_tree.variants.wo_decoration module
      • pm4py.visualization.process_tree.visualizer module
    • pm4py.visualization.sna package
      • pm4py.visualization.sna.variants package
        • pm4py.visualization.sna.variants.networkx module
        • pm4py.visualization.sna.variants.pyvis module
      • pm4py.visualization.sna.visualizer module
    • pm4py.visualization.transition_system package
      • pm4py.visualization.transition_system.util package
        • pm4py.visualization.transition_system.util.visualize_graphviz module
      • pm4py.visualization.transition_system.variants package
        • pm4py.visualization.transition_system.variants.trans_frequency module
        • pm4py.visualization.transition_system.variants.view_based module
      • pm4py.visualization.transition_system.visualizer module
    • pm4py.visualization.trie package
      • pm4py.visualization.trie.variants package
        • pm4py.visualization.trie.variants.classic module
      • pm4py.visualization.trie.visualizer module
  • pm4py.analysis module
  • pm4py.cli module
  • pm4py.conformance module
  • pm4py.connectors module
  • pm4py.convert module
  • pm4py.discovery module
  • pm4py.filtering module
  • pm4py.hof module
  • pm4py.llm module
  • pm4py.meta module
  • pm4py.ml module
  • pm4py.ocel module
  • pm4py.org module
  • pm4py.read module
  • pm4py.sim module
  • pm4py.stats module
  • pm4py.utils module
  • pm4py.vis module
  • pm4py.write module
  • API Reference
  • pm4py.algo package
  • pm4py.algo.discovery package
  • pm4py.algo.discovery.ilp package

pm4py.algo.discovery.ilp package#

Subpackages#

  • pm4py.algo.discovery.ilp.variants package
    • Submodules
      • pm4py.algo.discovery.ilp.variants.classic module
        • Parameters
        • apply()
    • Module contents

Submodules#

  • pm4py.algo.discovery.ilp.algorithm module
    • Variants
      • Variants.CLASSIC
    • apply()

Module contents#

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