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
How you gonna use my name while you talmbout pussy tastes? lol Mixed Abusive User Added
How you gone wife a bitch that let niggas lick on her head in public? Mixed Abusive User Added
How you fucc for cash but u not a hoe ???? And how I'm going to respect u if your poccets broke ?????? Mixed Abusive User Added
How you cry like a bitch every time me other Chiefs fans have friendly debates????? Mixed Abusive User Added
How y'all associate or even entertain that bitch ass nigga is beyond my comprehension Mixed Abusive User Added
How u know u dont get real life pussy. Only carin bout her enterin your DMs RT @J0MAEL: She can enter my DMs anytime http://t.co/nZ74WBsDBH Mixed Abusive User Added
How this ugly ass nigga gets more pussy than me ? Mixed Abusive User Added
How the hell was David Murphy's hit not a home run?! Clearly over the yellow line. @MLB another umpire mess up.... Smh Mixed Safe User Added
How tf you act like a bitch ? Mixed Abusive User Added
How she stay faithful with a room full of hoes Mixed Abusive User Added
How now, gung-ho? Mixed Safe User Added
How my bestf gon call me " People " like ima regular niggah to her now smh . 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