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
@O3_Millz white bitch? Mixed Abusive User Added
@O3_Millz this bitch not tellin me Mixed Abusive User Added
@O3_Millz @xDSmooth idk who gave that bitch my name Mixed Abusive User Added
@NyJusDntGAF what's up nigger 😁 Mixed Abusive User Added
@NyJusDntGAF to late niggers died first Mixed Abusive User Added
@NyJusDntGAF no one cares nigger Mixed Abusive User Added
@NyJusDntGAF just like a nig to come home when ever they want Mixed Hate Speech User Added
@NurbsTheOcho8 @tori_mills02 not dykes or anything👯😛👭 Mixed Abusive User Added
@NumbersDnt_Lie Yeah them hoes straight ima grab that light blue pair Mixed Abusive User Added
@Nubianreine_ you women. And when you getting money the hoes gone come so how does that sound gay ? Rather make money anyday Mixed Abusive User Added
@Nreid27 lmaoo you're the pussy who will call the cops. Also if I wanted to find yu I would. But I'm not gonna waste my time with you Mixed Abusive User Added
@Noworriezzzz basically we're mad at them for being hoes 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