Zambian Language Trainer Window

Curate local language datasets and trigger asynchronous machine learning training

Multilingual

Select Target Zambian Dialect to Manage & Train:

🇿🇲 Unified (All)
🇿🇲 Chibemba
🇿🇲 Chinyanja
🇿🇲 Chitonga
🇿🇲 Silozi
🇬🇧 English
🌐 Mixed/General

Local Dataset Inspector: All

25504 Records
Phrase Text Dialect Category Label Source
You said that's yo bitch but that bitch look fu 😧 Mixed Abusive User Added
You said I texted u and told u I missed you? Yeah I did bitch like 4 weeks ago. Grow up Mixed Abusive User Added
You right fam. RT @pufntrees: @202SOLE jus peeped ur tl.cmon son.look at em.he a bitch Mixed Abusive User Added
You really can't be too nice to bitches that's the easiest way to get cheated on Mixed Abusive User Added
You ratchet ass bitches gonna have nobody to blame but yourself when you get an std Mixed Abusive User Added
You pussy nigga, I see ya whiskers Mixed Abusive User Added
You pussy if you lie for pussy 💯💯 Mixed Abusive User Added
You poor soul RT @VICD713ENT: Cuz fat bitches the only thing that I like Mixed Abusive User Added
You out there popping them pills fucking them stank hoes.. Keep it real you ain't really bout your bank roll.. You're satisfied. Mixed Abusive User Added
You only bully people you know you can. Why you ain't do this in the playoffs bitch? @KingJames Mixed Abusive User Added
You old bitter,salty ass niccas make my flesh crawl off my bones! Such bitches you are! #DontArgueJustAcceptIt Mixed Hate Speech User Added
You not playing me bitch I know wassup Mixed Abusive User Added

Add Local Phrase

Batch Import CSV

CSV Only

Upload a custom CSV file to bulk import training data across all languages. Required columns: phrase (or text), category (0=Hate, 1=Abusive, 2=Safe), and optionally language.

Model Training Control

20%

Evaluation Results

Trained Algorithm: Decision Tree
ACCURACY
F1 SCORE
Confusion Matrix Grid
46
0
0
2
41
4
0
0
47
Columns: Predicted Rows: Actual
Algorithm Accuracy Graph