Source code for pm4py.algo.transformation.ocel.features.objects.object_general_inheritance_graph

'''
    This file is part of PM4Py (More Info: https://pm4py.fit.fraunhofer.de).

    PM4Py is free software: you can redistribute it and/or modify
    it under the terms of the GNU General Public License as published by
    the Free Software Foundation, either version 3 of the License, or
    (at your option) any later version.

    PM4Py 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 General Public License for more details.

    You should have received a copy of the GNU General Public License
    along with PM4Py.  If not, see <https://www.gnu.org/licenses/>.
'''
from pm4py.objects.ocel.obj import OCEL
from typing import Optional, Dict, Any
from pm4py.algo.transformation.ocel.graphs import object_inheritance_graph


[docs]def apply(ocel: OCEL, parameters: Optional[Dict[Any, Any]] = None): """ Adds for each object the total number of inheritance object (they birth when the given object die) as feature Parameters ----------------- ocel OCEL parameters Parameters of the algorithm Returns ----------------- data Values of the added features feature_names Names of the added features """ if parameters is None: parameters = {} ordered_objects = list(ocel.objects[ocel.object_id_column]) g0 = object_inheritance_graph.apply(ocel, parameters=parameters) data = [] feature_names = ["@@object_general_inheritance_graph_ascendants", "@@object_general_inheritance_graph_descendants"] ascendants = {} descendants = {} for obj in ordered_objects: ascendants[obj] = [] descendants[obj] = [] for el in g0: descendants[el[0]].append(el[1]) ascendants[el[1]].append(el[0]) for obj in ordered_objects: data.append([len(ascendants[obj]), len(descendants[obj])]) return data, feature_names