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
@RevolutionUK_ Jesus I would love to do that and more to those muzzie torturers, fucking animal savages Mixed Hate Speech User Added
@ReverendGrim @TitsOfAnarchy I likes dat name. Dem sand niggers needs to know dare place in da pecker order Mixed Hate Speech User Added
@RetroReasoning retarded pussy games #notPC Mixed Abusive User Added
@RetroReasoning I think most RPGs are for the birds. I ain't no bird brain yo Mixed Safe User Added
@RespectBox @lefthooklounge @Rodriguez5_ he's texas trash bro Mixed Abusive User Added
@ResiDinero ya bitch crib Mixed Abusive User Added
@ResiDinero we some hoes bruhhh lol Mixed Abusive User Added
@ResiDinero if we finna hoop inside or out fucking retard that's what I'm saying let me know allergic reaction lip ass nigga Mixed Abusive User Added
@ResiDinero bitch crib while she cooks me cheesed eggs Mixed Abusive User Added
@RepulsiveTool And the only band that sucked worse live is those fags Guns & Poses. Mixed Hate Speech User Added
@RepGutierrez You are full of it! These so called children are not children. They are illegal border jumpers MS!# gang members. Mixed Hate Speech User Added
@RenoConfession one time at band camp, I stuck a flute in my pussy -Spanish springs 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