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title: Toxicity Analysis in Vtuber Live Chat
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A little experiment on classifying toxic comments, and how I ended up from GBDT to Transformer-based model.
A little exploration and experiment on classifying toxic comments.
# Why
The motivation is simple; I just feel sad when they look suffered from toxic comments in live chats. The goal is also simple: design an automated system to spot toxic comments and quarantine them.
The motivation is simple; I just feel sad when they look suffered from toxic comments in live chats. The goal is also simple: design an automated system to spot toxic comments and destroy them.
# Data Data Data
> I can't make bricks without clay.
> — Sherlock Holmes
I need a myriad of live chat comments and moderation events for analysis and future use.
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# Omake
## Hololive-10M Dataset
## Hololive Dataset
I made collected chat events publicly available for those interested in further research.
The dataset contains:
- Chats - 10 million
- Chats
- Superchats (amount, currency)
- Retraction events
- Moderation events (ban, delete)