Source code for pm4py.objects.ocel.util.e2o_qualification

'''
    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.

You should have received a copy of the GNU Affero General Public License
along with this program.  If not, see this software project's root or
visit <https://www.gnu.org/licenses/>.

Website: https://processintelligence.solutions
Contact: info@processintelligence.solutions
'''

from pm4py.objects.ocel.obj import OCEL
from typing import Optional, Dict, Any
from enum import Enum
from pm4py.util import exec_utils
from copy import copy


[docs] class Parameters(Enum): CONCATENER = "concatener" CONCAT_COLUMN = "concat_column"
[docs] def apply( ocel: OCEL, qualifier_type: str, parameters: Optional[Dict[Any, Any]] = None, ) -> OCEL: if parameters is None: parameters = {} concatener = exec_utils.get_param_value( Parameters.CONCATENER, parameters, "@@" ) concat_column = exec_utils.get_param_value( Parameters.CONCAT_COLUMN, parameters, "@@concat" ) ocel = copy(ocel) ocel.relations[concat_column] = ( ocel.relations[ocel.event_id_column] + concatener + ocel.relations[ocel.object_id_column] ) relations = ocel.relations.groupby(ocel.object_id_column)[ ocel.event_id_column ] if qualifier_type == "creation": relations = relations.first().to_dict() relations = { y + concatener + x: qualifier_type for x, y in relations.items() } elif qualifier_type == "termination": relations = relations.last().to_dict() relations = { y + concatener + x: qualifier_type for x, y in relations.items() } elif qualifier_type == "other": relations0 = relations.agg(list).to_dict() relations0 = {x: y[1:-1] for x, y in relations0.items()} relations0 = {x: y for x, y in relations0.items() if y} relations = {} for x, y in relations0.items(): for y1 in y: relations[y1 + concatener + x] = qualifier_type ocel.relations[ocel.qualifier + "_2"] = ocel.relations[concat_column].map( relations ) ocel.relations[ocel.qualifier + "_2"] = ocel.relations[ ocel.qualifier + "_2" ].fillna(ocel.relations[ocel.qualifier]) ocel.relations[ocel.qualifier] = ocel.relations[ocel.qualifier + "_2"] del ocel.relations[ocel.qualifier + "_2"] del ocel.relations[concat_column] return ocel