Source code for pm4py.objects.ocel.importer.csv.variants.pandas
'''
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 typing import Optional, Dict, Any
from pm4py.objects.ocel.obj import OCEL
from pm4py.objects.ocel.util import extended_table
from pm4py.objects.ocel.util import ocel_consistency
from enum import Enum
from pm4py.util import exec_utils, constants as pm4_constants, pandas_utils
[docs]
class Parameters(Enum):
ENCODING = "encoding"
[docs]
def apply(
file_path: str,
objects_path: str = None,
parameters: Optional[Dict[Any, Any]] = None,
) -> OCEL:
"""
Imports an object-centric event log from a CSV file, using Pandas as backend
Parameters
-----------------
file_path
Path to the object-centric event log
objects_path
Optional path to a CSV file containing the objects dataframe
parameters
Parameters of the algorithm
Returns
------------------
ocel
Object-centric event log
"""
if parameters is None:
parameters = {}
encoding = exec_utils.get_param_value(Parameters.ENCODING, parameters, pm4_constants.DEFAULT_ENCODING)
table = pandas_utils.read_csv(file_path, index_col=False, encoding=encoding, dtype=str)
objects = None
if objects_path is not None:
objects = pandas_utils.read_csv(objects_path, index_col=False, encoding=encoding, dtype=str)
ocel = extended_table.get_ocel_from_extended_table(
table, objects, parameters=parameters
)
ocel = ocel_consistency.apply(ocel, parameters=parameters)
return ocel