Integrating Multiclass Light Weighted BiLSTM Model for Classifying Negative Emotions

Table 1

Sample of microblog negative sentiment data set.

Emotional labels	Data sample
Sad	It's not easy to go home for New Year... tears
Ridicule	Sir, can you speak Japanese? despise
Nausea	This Li Bai is really disgusting…
Anger	The golden body that has not been delayed for six years was broken by a certain sister ∼ Now I am angry!
Envy	Annie’s new avatar is a bug, I admit that I’m sour
Fear	I've been dreaming of being slashed across my face with a knife, it’s so scary.
Personal attacks	This green tea bitch in Fenghui makes me sick to death
Related to yellow	Give me the Indian and American color map!
Disappointed	Hey, it’s another night of work without sleep, too many things going on recently.
Concern	There is no Gang mutton knife-cut noodles … irritable.
Marketing information	Go home to grab tickets http//irctc
Pain	Come and help me, it hurts to be sick
Harmful information	Chen underground organization colluded with ukraine separatist forces