Select Target Zambian Dialect to Manage & Train:

πŸ‡ΏπŸ‡² Unified (All)
πŸ‡ΏπŸ‡² Chibemba
πŸ‡ΏπŸ‡² Chinyanja
πŸ‡ΏπŸ‡² Chitonga
πŸ‡ΏπŸ‡² Silozi
πŸ‡¬πŸ‡§ English
🌐 Mixed/General

Local Dataset Inspector: All

25506 Records
Phrase Text Dialect Category Label Source
Umuntu uyo ushakwata inchito abomba teti alande ifintu ifyamano muno chalo iyo Chibemba Hate Speech Seeded
Abantu abaina tabamonea bwino iyo Chinyanja Hate Speech Seeded
Tachaba ichawama ukupila kumitundu shimoshimo mu no Zambia, abengi ba kopo elyo na bukaitemwe Mixed Abusive Seeded
Hule Chinyanja Abusive Seeded
Hule Chinyanja Abusive Seeded
Bana amakono alibe nzelu ndizicitidwe zabwino Chinyanja Abusive Seeded
Mfwiti yokalamba yoipa Mixed Abusive Seeded
Matako/Bokosi Mixed Abusive Seeded
Mwana wahule Chinyanja Abusive Seeded
tsiru iza inandinyenga boza, ndimunthu alibe nzelu Chinyanja Abusive Seeded
Ndicani cacitika pano elo ndicani cicitika? Mixed Abusive Seeded
Hule yochipa yadothi Chinyanja Abusive Seeded

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