Skip to main content
Back to top
Ctrl
+
K
Choose version
Software Solutions
PM4Py
— Process Mining for Python
Overview
Licensing
FAQ
Features
Tutorials & Examples
Installation Guidelines
API Documentation
Research
GitHub
PMTk
— the Process Mining Toolkit
Overview
Licensing
FAQ
Company
Imprint
Data Protection
Contact
LinkedIn
Getting Started
API Reference
Release Notes
Section Navigation
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.meta module
pm4py.meta module
#
Process mining for Python
This Page
Show Source
PMTk
Overview
Licensing
FAQ
PM4Py
Overview
Licensing
FAQ
Features
Tutorials & Examples
Installation Guidelines
API Documentation
Research
GitHub
Contributing
Company
Contact
Imprint
Data Protection
LinkedIn
