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
You ain't nothin but a piece of cheese with out the corners in other words you ain't never gone be a slice bitch 😂😂😂 Mixed Abusive User Added
You ain't my main bitch so why the FUCC do you care !!!??? Mixed Abusive User Added
You ain't my bitch so lil bitch why you bitchin? Mixed Abusive User Added
You ain't my bitch so lil bitch why you bitchin Mixed Abusive User Added
You ain't got no job, no diploma, no money, bitch at your parents when they don't give you money for weed, yet We need to act like adults?? Mixed Abusive User Added
You a world class hoe Mixed Abusive User Added
You a stupid hoe Mixed Abusive User Added
You a shoulda coulda woulda ass niggah Ima wish a niggah would ona hood ass niggah Mixed Abusive User Added
You a real life faggot if you ever fight another man because he fucked your girl. You just gotta take that L like a man and move on Mixed Hate Speech User Added
You a pussy hoe until you give me pussy hoe Mixed Abusive User Added
You a pussy dawg @Pipe_Tyson Mixed Abusive User Added
You a lame ass nigga still cuffin these hoes my bitch got a bitch with er 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