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
@eonline @KimKardashian @kanyewest mr. and mrs trash Mixed Safe User Added
@ennuitimes mostly move ya dumb bitch! Haha Mixed Abusive User Added
@ennuitimes clever monkey! Mixed Safe User Added
@englandlauren @iain4harrison @oliviaboncic sprite* hoe Mixed Abusive User Added
@emmysetter14 dayum saterlyt shoz un bayg ho-ul Mixed Safe User Added
@emmyhighr0ller @Cyberobama you sound like a real cunt Mixed Abusive User Added
@emilysteers WASP EGGS Mixed Safe User Added
@elliottgianaris gook Mixed Safe User Added
@ellese97 your rhyming is ghetto Mixed Abusive User Added
@elise_palmer youre cheating on mickey bubbles! :O Mixed Safe User Added
@elise_palmer sounds like gypos to me - they used to do this all the time where I lived Mixed Safe User Added
@elise_palmer im assuming mickey bubbles Mixed Safe 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