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

25506 Records
Phrase Text Dialect Category Label Source
@GrizzboAdams ight nigga haha fucking queer has to clear his schedule Mixed Hate Speech User Added
@GrizzboAdams fucking block your white ass because you try to start shit like a fucking queer so fuck you NIGGA Mixed Hate Speech User Added
@GrizzboAdams dude fuck you faggot it's Friday or no go bitch I set the standards you make or break them bitch Mixed Abusive User Added
@GrizzboAdams @wyattnuckels this Friday at the c burg mall you gettin whipped like the bitches I fuck Mixed Abusive User Added
@GrizzboAdams @wyattnuckels ight this Friday nig Mixed Abusive User Added
@GrizzboAdams @wyattnuckels haha you playin nigga I fuck bitches make money and smoke that straight og kush Mixed Abusive User Added
@GrizzboAdams @wyattnuckels haha ight nig calm yoself Mixed Hate Speech User Added
@GrizzboAdams @wyattnuckels fuck you bruh you didn't show up fucking pussy Mixed Abusive User Added
@GrizzboAdams @wyattnuckels bitch I make the plans not you pussy fart I'm in charge follow me or deny me I'm doin Friday and were fighting!! Mixed Abusive User Added
@GrizzboAdams @wyattnuckels bitch I got plans to fuck tonight I said friday nigga Mixed Abusive User Added
@GrizzboAdams @wyattnuckels I'm on that straight Cali kush bitch don't kill my vibe Mixed Abusive User Added
@GregyBalls Asian pussy? 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