Source code for pm4py.statistics.rework.cases.log.get

'''
    PM4Py – A Process Mining Library for Python
Copyright (C) 2024 Process Intelligence Solutions UG (haftungsbeschränkt)

This program is free software: you can redistribute it and/or modify
it under the terms of the GNU Affero General Public License as
published by the Free Software Foundation, either version 3 of the
License, or any later version.

This program is distributed in the hope that it will be useful,
but WITHOUT ANY WARRANTY; without even the implied warranty of
MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
GNU Affero General Public License for more details.

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visit <https://www.gnu.org/licenses/>.

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Contact: info@processintelligence.solutions
'''
from enum import Enum
from typing import Optional, Dict, Any, Union

from pm4py.objects.log.obj import EventLog
from pm4py.util import exec_utils, constants, xes_constants


[docs] class Parameters(Enum): ACTIVITY_KEY = constants.PARAMETER_CONSTANT_ACTIVITY_KEY CASE_ID_KEY = constants.PARAMETER_CONSTANT_CASEID_KEY
[docs] def apply( log: EventLog, parameters: Optional[Dict[Union[str, Parameters], Any]] = None, ) -> Dict[str, Dict[str, int]]: """ Computes for each trace of the event log how much rework occurs. The rework is computed as the difference between the total number of activities of a trace and the number of unique activities. Parameters ---------------- log Event log parameters Parameters of the algorithm, including: - Parameters.ACTIVITY_KEY => the activity key - Parameters.CASE_ID_KEY => the case identifier attribute Returns ----------------- dict Dictionary associating to each case ID: - The number of total activities of the case (number of events) - The rework (difference between the total number of activities of a trace and the number of unique activities) """ if parameters is None: parameters = {} activity_key = exec_utils.get_param_value( Parameters.ACTIVITY_KEY, parameters, xes_constants.DEFAULT_NAME_KEY ) case_id_key = exec_utils.get_param_value( Parameters.CASE_ID_KEY, parameters, xes_constants.DEFAULT_TRACEID_KEY ) rework_cases = {} for trace in log: activities = list([x[activity_key] for x in trace]) unique_activities = set(activities) rework = len(activities) - len(unique_activities) rework_cases[trace.attributes[case_id_key]] = { "number_activities": len(activities), "rework": rework, } return rework_cases