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

25504 Records
Phrase Text Dialect Category Label Source
Your ex wife's #pussy tastes like sweet butter @vicmackey #theshield Mixed Abusive User Added
Your boobs are fake, you're a little bitch, you're not cute, and I want to punch you. Mixed Abusive User Added
Your bitch wants to go to Little Italy with me tonight. Told her no. Fuck a thot. Mixed Abusive User Added
Your bitch want to fuck the squad 😏👌 Mixed Abusive User Added
Your bitch playing games? I may be the joystick Mixed Abusive User Added
Your bitch only wanna fuck when you doing something that has nothing to do with her.Like playing video games or watching the game. Mixed Abusive User Added
Your bitch is a fake sack of potatoes Mixed Abusive User Added
Your bitch got her lipstick on my dick... Mixed Abusive User Added
Your bitch frontin' that's you! My bitch stuntin' that's me! Mixed Abusive User Added
Your bitch choosing just Let'R! Mixed Abusive User Added
Your bitch always said she wanna fuck a real nigga Mixed Abusive User Added
Your acting like a spoiled little faggot have fun Mixed Hate Speech 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