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
@kater_tater_ shine bright like a bad bitch Mixed Abusive User Added
@katelyn_lomax I'm not a nig. 😤 Mixed Abusive User Added
@kate_beckwith74 don't judge me monkey Mixed Safe User Added
@kassidypeek pussy shit ^ Mixed Abusive User Added
@karmendanielle_ u gotta slow down these coon hrs all they know is love n hip hop, lebron, & fake love quotes Mixed Hate Speech User Added
@karmendanielle_ let the coons be great it's in the dream Mixed Safe User Added
@karmendanielle_ aka he wanna keep you warm, shoulda just introduced himself #coons Mixed Safe User Added
@karlina_marie your pussy not mine 😂 do you 😎 Mixed Abusive User Added
@karlieu123 oh no no no. You're perpetually in the 15%. Your hairy pussy tho.... Different story. Mixed Abusive User Added
@karlieu123 I can't help but notice you attempting to avoid acknowledging your very hairy pussy.... Mixed Abusive User Added
@karlamorenoo niggah you dont know me! Lol you dont know my life aha Mixed Abusive User Added
@karlamorenoo my niggah my niggah lol 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