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
@alisha_serv thats wassup how u got bitches sending you booty pics tho lol Mixed Abusive User Added
@aliciaNOTalisha idk ? I went to to the school like a week ago and the bitch gave me a paper and shit telling me my classes paid for and Mixed Abusive User Added
@alexxx_carr18 bitch what? Mixed Abusive User Added
@alexxx_carr18 @Nick_504_ sitting here talking about what u would do or gonna do that's something My bitch does Mixed Abusive User Added
@alexrojas_10 yo fag Rojas Mixed Abusive User Added
@alexrojas_10 pussy Mixed Abusive User Added
@alexrice_ wow your like 3 years late bitch Mixed Abusive User Added
@alexnolan1990 @claddos @takutaneka @regankelly91 ill give you a tip, beware of the ugly birds who hide behind massive lensed sunnies! Mixed Safe User Added
@alexisxisabel death to attention hoes Mixed Abusive User Added
@alexissixela__ stfu youre a pussy sit your ass down with all that noise Mixed Abusive User Added
@alexissert leave dyke Mixed Hate Speech User Added
@alexiscarfield ya damn right nigglet! :D 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