Casing Damage Prediction Model Based on the Data-Driven Method

Table 4

Four key metrics for prediction model evaluation.

Sample	Model	Accuracy	Precision	Recall	F1-score
Training dataset	XGBoost	1	1	1	1
	LightGBM	0.99	1	0.96	0.98
Testing dataset	XGBoost	0.94	0.85	0.92	0.88
	LightGBM	0.94	0.91	0.83	0.87