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
@zlyouell @SpongeBobVlnes dyke ron👭👯😂 Mixed Abusive User Added
@zlarge20 bro once I'm there next year I'll make you look like straight trash so enjoy it the little time you have left Mixed Abusive User Added
@zimm16 pussy!!!!! Mixed Abusive User Added
@zhandlen I love WHITE NOISE and love Delillo. I’ve resisted reading HOUSE OF LEAVES for years. It mocks me on my shelf. Mixed Safe User Added
@zfunk007 I like how his tattoo on his head forms a mullet. White trash people can be so entertaining sometimes Mixed Abusive User Added
@zenterrorist86 @seahopke & profeten voor 'm?Niemand weet exacte leeftijden maar v Aicha opeens wel.Again zelfs mn ma weet niet hoe oud z is Mixed Abusive User Added
@zeitgeistbabe I hear Bill likes trailer trash like you. @LincRomero7 @JTStover @TheObamaDiary @RebHug @Loriisright Mixed Hate Speech User Added
@zachsafteryou @FreedomFrayed Little sissy bitch Mixed Abusive User Added
@zachreini does "smdh" stand for "suck my dick, hoe"? Mixed Abusive User Added
@zach_smith98 @kieffer_jason bitch stfu and get off my page Mixed Abusive User Added
@zach_smith98 @kieffer_jason @NathannDevlin bitch fight me so I can make you shut up am going to back my shit up Mixed Abusive User Added
@zach_smith98 @NathannDevlin bitch I didn't even know you, I was only fucking with real niggas and damn sure wasn't one of them 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