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
@Honey_GotBunns bitch you know you won't this 😎💃🙌😂 Mixed Abusive User Added
@HonchoPikasoe lmao hell yea.. I love thick bitches & thick bitches love fat niggas. Mixed Abusive User Added
@HonchoPikasoe I'm tryna have this bitch in out soon Mixed Abusive User Added
@HomoHulk told you them bitches was mad even, g. Mixed Abusive User Added
@HomoHulk same here. Fucking hated that bitch. Mixed Abusive User Added
@HollygroveShawn word!! school flow on a dumb hoe... Mixed Abusive User Added
@HollowDaDonLOM those god damn chinks. http://t.co/Bi6fgP5vGo Mixed Hate Speech User Added
@HobsonDarlene #BlessJesus Amos 3:3 Can two walk together, unless they are agreed? #DifferentLevels Mixed Safe User Added
@HipsterBreeez Na a young bitch got school 😂😂😂 Mixed Abusive User Added
@HippieProblemz pussy poppin on a headstand while ur eating watermelon Mixed Abusive User Added
@Hillgasm bitch need crutches Mixed Abusive User Added
@HilareeJay lemme find out you twitter beefin with hoes 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