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
Lol. Nice crutch hoe. Mixed Abusive User Added
Lol, what I look like waiting on another nigga bitch.😂😂😂 Mixed Abusive User Added
Lol, so since I'm from the south I automatically sound like a fucking redneck. Hahahaha how about fuck you, stupid ass. Mixed Hate Speech User Added
Lol!! “@ItzSweetz_Bitch: Ooop! QT @TiFFANY_P0RSCHE: You little twats.” Mixed Abusive User Added
Lol you're a cunt liar and I hope you drop dead k :-) Mixed Hate Speech User Added
Lol when a nigga say he miss u say don't miss me miss ya bitch lmao Mixed Abusive User Added
Lol u mad motherfuckin hoe Mixed Abusive User Added
Lol this girl makes fun of guys for having like light voices but I'm just like bitch your voice is like deeper than five men together wtf Mixed Abusive User Added
Lol this freshman said why dress up as a baby that's so retarded, I said well I mean u act like a baby so might as well dress like one Mixed Abusive User Added
Lol they tricking niccas left n right Mixed Abusive User Added
Lol that's some hoe shit Mixed Abusive User Added
Lol stop fuckin wit dem birds. RT @Drako_713 Fuck y'all hoes all y'all do is lie 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