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
@usweekly every1 is so over the bigass bitches!! Mixed Abusive User Added
@urdaddy936192 @LuM1996 @PRoseish not in Florida retard Mixed Abusive User Added
@urbasicyabish of course bitch. I kinda wanna attempt to play madden tho Mixed Abusive User Added
@urbasicyabish nigor?? Mixed Safe User Added
@urbasicyabish let's go see the wolverine hoe Mixed Abusive User Added
@urbasicyabish @Mikeaveli fucking faggot Mixed Hate Speech User Added
@urHIGHnesss_ 😂 nah lemme chill i love the bitches Mixed Abusive User Added
@upallcamren shutup thirsty hoe Mixed Abusive User Added
@uk3ba Just learn d dance nuh cuz u know after carnival we like to pick up months old yardie ting LOL Mixed Safe User Added
@uhhdrugs bitch. Again? Mixed Abusive User Added
@uhCokee he's just a cunt and nobody likes him. He should choke on shit Mixed Abusive User Added
@tytytooflyy ima fill ur clam out 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