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
@x_kasiaaa lmao bitch know we stand there EVERYDAY 😂😒 Mixed Abusive User Added
@xZimpx @Prophzilla This is Twitter. Not only are you a fag but you're also retarded. Mixed Hate Speech User Added
@xTee_kay_ohx @PennyTheGOAT it makes you a nigger fucking a goat. Mixed Abusive User Added
@xNikiaaa_ 😭😂 boa I'm trying see if that bitch was going or not . Me & Vick stay agru about he don't get hoes😂 Mixed Abusive User Added
@xLoiterSquadx i made you lunch you fat faggot 💀 Mixed Hate Speech User Added
@xJaai they act like they earned the subs curse has haha bitch you wasn't in #Disfigure Mixed Abusive User Added
@xHollywoodCourt bitch I asked you a question Mixed Abusive User Added
@xDavilunAx ew pussy buy a fucking xbone , u got dat Puppy muny Mixed Abusive User Added
@xDSmooth these bitch been sayin they was leaving since 3 Mixed Abusive User Added
@xDSmooth hell naw bitch no help! Mixed Abusive User Added
@xDSmooth follow me back hoe Mixed Abusive User Added
@xDSmooth follow back bitch 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