Source code for pm4py.statistics.ocel.objects_ot_count
'''
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 enum import Enum
from pm4py.util import exec_utils
from pm4py.objects.ocel import constants as ocel_constants
from collections import Counter
from pm4py.objects.ocel.obj import OCEL
from typing import Optional, Dict, Any
[docs]
class Parameters(Enum):
EVENT_ID = ocel_constants.PARAM_EVENT_ID
OBJECT_ID = ocel_constants.PARAM_OBJECT_ID
OBJECT_TYPE = ocel_constants.PARAM_OBJECT_TYPE
[docs]
def get_objects_ot_count(
ocel: OCEL, parameters: Optional[Dict[Any, Any]] = None
) -> Dict[str, Dict[str, int]]:
"""
Counts for each event the number of related objects per type
Parameters
-------------------
ocel
Object-centric Event log
parameters
Parameters of the algorithm, including:
- Parameters.EVENT_ID => the event identifier to be used
- Parameters.OBJECT_ID => the object identifier to be used
- Parameters.OBJECT_TYPE => the object type to be used
Returns
-------------------
dict_ot
Dictionary associating to each event identifier a dictionary with the number of related objects
"""
if parameters is None:
parameters = {}
event_id = exec_utils.get_param_value(
Parameters.EVENT_ID, parameters, ocel.event_id_column
)
object_id = exec_utils.get_param_value(
Parameters.OBJECT_ID, parameters, ocel.object_id_column
)
object_type = exec_utils.get_param_value(
Parameters.OBJECT_TYPE, parameters, ocel.object_type_column
)
ref0 = ocel.relations.groupby(event_id)[object_type].agg(list).to_dict()
ref = {x: Counter(y) for x, y in ref0.items()}
return ref