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
@jazminesmazmine if bitches Tryna step to us http://t.co/xKcH9wJUAg Mixed Abusive User Added
@jazminesmazmine dykes aren't even human tbh, like what empowered them to dress like a man but like bitches?? Some alien shit Mixed Abusive User Added
@jayswaggkillah is a fag Mixed Abusive User Added
@jayswaggkillah Is a fag Mixed Hate Speech User Added
@jaymohr37 Yeah....but your the one who wanted followers,you gotta work it bitch Mixed Abusive User Added
@jayboogie_16 yeah, SOME NIGGAS are straight bitches. Mixed Abusive User Added
@jay_ibarra95 uhh no bitch I never overplayed itv Mixed Abusive User Added
@jay_ibarra95 too bad bitch! You in this shit forever 👻😈 Mixed Abusive User Added
@jaureguisturnt them bitches smell like my farts i been holdin in since 5th grade Mixed Abusive User Added
@jaspen7 haha them hoes only go hard when a nigga stooooned lol Mixed Abusive User Added
@jaspen7 I'm dumb then a hoe haha I already lost that thing ya gave me today 😭 Mixed Abusive User Added
@jasonjwilde On that 4th down incompletion, both the slants looked like better options. Shame, but there’s a youth & lack of trust going on. 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