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
Ion know why this bitch insists on telling me where she be going now. Idgaf about chu bitch like damn. Mixed Abusive User Added
Ion kno what im doing tonite....i jus kno its gon end wit me dick first in some pussy.... Mixed Abusive User Added
Ion kno wat kinda spring clothes imma get my yung nicca dis year we ain't doin da polo dis year gotta offset em wit sumthin else Mixed Safe User Added
Ion got no type...... Bad bitches is the only thing that I like Mixed Abusive User Added
Ion give a fuck ion give a fuck ion ion ion give a fuck bitch I don't give a fuck about you or anything that you do Mixed Abusive User Added
Ion fight but it aint no pussy in my heart nigga ion fear nobody but god loose win or draw Mixed Abusive User Added
Ion even wanna see this bitch . 😒 talking bout ill make you breakfast Mixed Abusive User Added
Ion care fuck that hoe ✌️ Mixed Hate Speech User Added
International police operation disrupts Shylock banking Trojan - Computerworld: The GuardianInternational poli... http://t.co/zIBNJMIILJ Mixed Safe User Added
International police operation disrupts Shylock banking Trojan - Computerworld: The GuardianInternational poli... http://t.co/KhSV319gh9 Mixed Safe User Added
International law enforcement operation disrupts Shylock banking malware - PCWorld: International law enforcem... http://t.co/XiZRs7ATWL Mixed Safe User Added
International law enforcement operation disrupts Shylock banking malware - PCWorld: International law enforcem... http://t.co/XEzf7Cj5qT Mixed Safe 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