Table 5.

Training set F₁ score by label and method.

Label	Rules	STM			Weights
		DT	kNN	SVM	DT	LR	SVM
Abuse	0.8235	0.0000	0.0000	0.0000	0.5882	0.5714	0.5714
Anger	0.9466	0.0000	0.1622	0.1980	0.5758	0.6486	0.4138
Blame	0.9353	0.0484	0.1635	0.1569	0.3837	0.4487	0.2835
Fear	0.8889	0.1333	0.1923	0.1429	0.4681	0.2500	0.0000
Forgiveness	0.9091	0.0000	0.0000	0.0000	0.0000	0.0000	0.0000
Guilt	0.8125	0.3158	0.4278	0.3601	0.4091	0.3368	0.2335
Happiness	0.8636	0.0741	0.0588	0.1395	0.0000	0.0000	0.0000
Hopefulness	0.7949	0.0000	0.0702	0.0345	0.0732	0.0000	0.0000
Hopelessness	0.7665	0.3280	0.3782	0.4149	0.3494	0.3569	0.3117
Information	0.8500	0.2481	0.3028	0.3410	0.2857	0.2310	0.0946
Instructions	0.8739	0.4554	0.4379	0.5449	0.4796	0.4435	0.4309
Love	0.8056	0.6497	0.6022	0.6497	0.6188	0.6122	0.5055
Pride	0.7500	0.0000	0.1481	0.1111	0.0000	0.0000	0.0000
Sorrow	0.8182	0.0000	0.0513	0.0339	0.0345	0.0000	0.0385
Thankfulness	0.8101	0.6869	0.6696	0.6559	0.0885	0.0000	0.0000
All	0.8396	0.4110	0.3972	0.4630	0.4206	0.4010	0.3326