Source code for pm4py.statistics.start_activities.log.get
'''
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.util.xes_constants import DEFAULT_NAME_KEY
from pm4py.util import exec_utils
from pm4py.util import constants
from enum import Enum
from typing import Optional, Dict, Any, Union
from pm4py.objects.log.obj import EventLog
from pm4py.objects.conversion.log import converter as log_converter
[docs]
class Parameters(Enum):
ATTRIBUTE_KEY = constants.PARAMETER_CONSTANT_ATTRIBUTE_KEY
ACTIVITY_KEY = constants.PARAMETER_CONSTANT_ACTIVITY_KEY
START_TIMESTAMP_KEY = constants.PARAMETER_CONSTANT_START_TIMESTAMP_KEY
TIMESTAMP_KEY = constants.PARAMETER_CONSTANT_TIMESTAMP_KEY
CASE_ID_KEY = constants.PARAMETER_CONSTANT_CASEID_KEY
MAX_NO_POINTS_SAMPLE = "max_no_of_points_to_sample"
KEEP_ONCE_PER_CASE = "keep_once_per_case"
[docs]
def get_start_activities(
log: EventLog,
parameters: Optional[Dict[Union[str, Parameters], Any]] = None,
) -> Dict[str, int]:
"""
Get the start attributes of the log along with their count
Parameters
----------
log
Log
parameters
Parameters of the algorithm, including:
Parameters.ACTIVITY_KEY -> Attribute key (must be specified if different from concept:name)
Returns
----------
start_activities
Dictionary of start attributes associated with their count
"""
if parameters is None:
parameters = {}
attribute_key = exec_utils.get_param_value(
Parameters.ACTIVITY_KEY, parameters, DEFAULT_NAME_KEY
)
log = log_converter.apply(
log, variant=log_converter.Variants.TO_EVENT_LOG, parameters=parameters
)
start_activities = {}
for trace in log:
if len(trace) > 0:
if attribute_key in trace[0]:
activity_first_event = trace[0][attribute_key]
if activity_first_event not in start_activities:
start_activities[activity_first_event] = 0
start_activities[activity_first_event] = (
start_activities[activity_first_event] + 1
)
return start_activities