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