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
“@theellemac: Essence Fest anyone?” I'll be there on the main stage 2 stepping with Uncle Charlie Mixed Safe User Added
“@theHIGHESTpeak_: If you got netflix watch fresh that hoe live” from now on my name is Chuck E I'm not chuckie no more 😂😂😂 Mixed Abusive User Added
“@thatsoVICTORZZZ: @Blaxxxican for the light weights” *pussies Mixed Abusive User Added
“@thatloserbrooke: why why why why why? https://t.co/hvn6knCE6D”....."” @tianna_iacovone”you ain't kissing any bitch anytime soon Mixed Abusive User Added
“@thachosenkid321: What hoes do I have tbh on the highest of keys” same Mixed Abusive User Added
“@teecakessss: Do this hoe wanna fight @SierraSamone_” right Mixed Abusive User Added
“@taylorsimonee_: I tend to have more sense that bitches older than me. That's sad.” Mixed Abusive User Added
“@tay_torrez & wealthy? RT @DrTruth247: My aunt said I'm handsome fuck you hoes”broke Mixed Abusive User Added
“@talofabreeze: @uce_INA @snoleezey801 DAMN I ALWAYS BE TWEETING YOU HALFASSED TWEETS 😂😂😂 I meant to say hoes” still dont make sense..😑😕😂 Mixed Abusive User Added
“@tabatha__b: Never worried about the next bitch. Always worryin about the next meal. I'm tryna fuckin eat, fuck what you talkin bout” 😍💯💯 Mixed Abusive User Added
“@swaqmagician: @100046729 wtf bitch!”dasss why I ain't come to practice Mixed Abusive User Added
“@surfboard101: @Vomitdatruth lmfaooooo!!!!! U bitch” I'm using that shit from now on. 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