Table 8.

Single-label classification: performance metrics of RF classifier

	single-label classification:
	best performing GB classifier
labels	precision	recall	F1-score	support
helper_functions	0.82	0.79	0.81	154
load_data	0.76	0.70	0.73	158
data_preprocessing	0.74	0.77	0.75	591
data_exploration	0.63	0.81	0.71	432
modelling	0.69	0.65	0.67	316
evaluation	0.49	0.28	0.36	95
prediction	0.55	0.20	0.29	60
result_visualization	0.88	0.50	0.64	30
save_results	0.82	0.51	0.63	45
comment_only	1.00	0.86	0.93	37
accuracy			0.71	1918
macro avg	0.74	0.61	0.65	1918
weighted avg	0.71	0.71	0.70	1918