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
It all started in '95 bitch👶 Mixed Abusive User Added
It aint nuttin to cut that bitch off......thats why that shit my ring tone ✋ Mixed Abusive User Added
It aint nun to cut dat bitch off 💇🔫✌️ Mixed Abusive User Added
It aint nuffin to cut that bitch off!!!! Mixed Abusive User Added
It aint nothing to cut that bitch off- K camp Mixed Abusive User Added
It ain't nunn to cut that bitch off✂️✂️✂️✂️✂️✂️✂️✂️✂️ Mixed Abusive User Added
It ain't nothing to cut that bitch off Mixed Abusive User Added
It ain't nothing like chasing money cause you have a purpose, but chasing these hoes for what? *Vice Versa* Mixed Abusive User Added
It ain't nothin to cut that bitch off Mixed Abusive User Added
It ain't nothin to cut a bitch off Mixed Abusive User Added
It ain't April Fool's yet.. «@IGiveEmNathan Jay Z trash» Mixed Safe User Added
Isley brothers got me alot of pussy boy. Take notes 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