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
I love Asian bitches Mixed Abusive User Added
I love "Butter" by ATCQ, but I'd love it more if Q-Tip's hook was just looped for three and a half minutes instead of Phife's trash verses. Mixed Safe User Added
I lost something more important than myself last year so EXCUSE ME for being a little selfish bitch ✌️😒 Mixed Abusive User Added
I lost partners , bitches , money... But I never lost my mind Mixed Abusive User Added
I lost it. "you think you're too good for me? you paper bitch!" and I fell on the bed and I fell off the bed and I slept on the floor. Mixed Abusive User Added
I lost all my respect for my brother cause you acting like a straight up bitch Mixed Abusive User Added
I lose OVO followers every year. 100 bitches unfollowed me because of my "Hold On We're Going Home" rants. A HOE ATHEM is a hoe anthem Mixed Abusive User Added
I looked retarded Mixed Abusive User Added
I look like a dusty bird today.. Mixed Safe User Added
I look like Denzel when I tilt my head to the side too bitch Mixed Abusive User Added
I look better on your bitch than her outfit on my floor @justinmiculka01 #myboy Mixed Abusive User Added
I live in the fast lane bitch 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