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
nshakwata inshita sha kupata ichipuba Mixed Hate Speech User Added
ulichipuba pamo naba fyashi bobe Mixed Hate Speech User Added
ulasabaila sana Mixed Abusive User Added
uyu mutundu wa mbulwamano Mixed Abusive User Added
umuntu watumpa nemisango iyibi Mixed Hate Speech User Added
niwe kaitemwe, tautasha kabili niwe kalulete Mixed Hate Speech User Added
abana benu bonse ba chita kwati bangulu, nipamulandu wakweba ati mulincushi Mixed Hate Speech User Added
utubantu tonse utwipi twalitosa Mixed Hate Speech User Added
ulenunka ifisushi Mixed Abusive User Added
bushe ninshi wabela namakwenkwe Mixed Hate Speech User Added
uli mubi sana Mixed Abusive User Added
walipena 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