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
@xtruthseekerx_ blaxican Mixed Safe User Added
@xtinel @Linda1MMAGC No not at all. It's a slippery slope. Just don't want to lose my right to self defense. 1st its background checks then? Mixed Safe User Added
@xsotoxevelynx haha yuhhh did I hit that hoe or what Mixed Abusive User Added
@xsimoneeeeeeeee unpredictable is an excuse for retarded Mixed Abusive User Added
@xoxox_jordan bitch shut up men are talking an @justinmiculka01 @ShaneQuintero Mixed Abusive User Added
@xoxo_natty I was taking a picture and that bitch scared me lmao Mixed Abusive User Added
@xoodimpless omg her nips 😷 Mixed Abusive User Added
@xloyalTOme - bitch I'm up for sale every weekend 😩😭 Mixed Abusive User Added
@xiibyte just watched your video good stuff thought I'd let you in on the new boss boon says old character but will be surprise. It's Argus Mixed Safe User Added
@xcorey21 uh you're trash. 😘 Mixed Abusive User Added
@xcorey21 is that I'm "a twat" or "I'm Twat", like formally? Mixed Abusive User Added
@xblackoutbarbie bitch don't retweet my question. Psh!! Nasty ass ho. 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