def create_labelled_dataset(event_log, s, feature_filename, output_file):
# Check or create Event Log
assert (isinstance(s, int))
if isinstance(event_log, EventLog):
pass
elif isinstance(event_log, str):
event_log = EventLog(filename=event_log)
else:
raise Exception('Given argument should be filename or EventLog')
# Dictionary with all labels
labels = dict()
# Each split of the full dataset gets parsed separately
splits = event_log.get_splits(s)
for split in splits.values():
labels.update(algorithm(split))
# Create labelled data
with open(feature_filename, 'r') as rf:
Filefunctions.makeParentDir(output_file)
with open(output_file, 'w+') as wf:
wf.write(rf.readline()[:-1] + ';Case_start;Class\n')
wf.write(rf.readline()[:-1] + ';-;-\n')
wf.write(rf.readline()[:-1] + ';-;-\n')
wf.write(rf.readline()[:-1] + ';SPLIT;Y\n')
for line in rf.readlines():
values = line[:-1].split(';')
case = event_log.get_case(values[0])
values.append(str(case.get_start()))
values.append(labels[values[0]])
wf.write(';'.join(values) + '\n')
def metric_table(metric):
fn = results_folder() + '/GRAEC TexTable {}.txt'.format(metric)
Filefunctions.makeParentDir(fn)
return fn
def full_GRAEC_table():
fn = results_folder() + '/GRAEC Full Scores.csv'
Filefunctions.makeParentDir(fn)
return fn
def metric_figure(metric):
fn = results_folder() + '/Result_{}.png'.format(metric)
Filefunctions.makeParentDir(fn)
return fn
def parameter_evaluation_figure(parameter, metric):
fn = parameter_metric_evaluation_folder(metric) + '/{}.png'.format(
parameter)
Filefunctions.makeParentDir(fn)
return fn
def parameter_evaluation_evaluation_metric_file(parameter):
fn = parameter_evaluation_data_folder() + '/{}.csv'.format(parameter)
Filefunctions.makeParentDir(fn)
return fn
def best_graec():
fn = parameter_evaluation_folder() + '/best_graec_parameters.csv'
Filefunctions.makeParentDir(fn)
return fn
def save_dict_to_csv(dictionary, filename):
assert (isinstance(dictionary, dict))
Filefunctions.makeParentDir(filename)
with open(filename, 'w+') as wf:
for k, v in dictionary.items():
wf.write('{};{}\n'.format(k, v))
