Table 2.

Ablation study for the LSTM model in terms of six performance metrics: AUC, Accuracy, Specificity, Sensitivity, Precision and F1 score.

Input Features	AUC	Accuracy (%)	Specificity (%)	Sensitivity (%)	Precision (%)	F1 score
Six historic drops	0.8363 ± 0.0018	77.07 ± 0.21	76.92 ± 0.58	77.23 ± 0.44	76.99 ± 0.38	0.7711 ± 0.002
Three most recent historic drops	0.8168 ± 0.0026	76.47 ± 0.26	75.25 ± 0.46	77.69 ± 0.2	75.84 ± 0.34	0.7675 ± 0.0022
The most recent drop	0.7420 ± 0.0022	72.68 ± 0.18	61.53 ± 0.12	83.82 ± 0.28	68.54 ± 0.12	0.7542 ± 0.0018