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
@vernon1488 this is my female grand champion Jesse. She heard a bird outside. http://t.co/1OINieeJ9c Mixed Safe User Added
@vbyrd_32 dam this hoes should be working at Microsoft Mixed Abusive User Added
@vanessa32m honestly the performers on there red carpet were trash hahahaahahahaha Mixed Safe User Added
@vampirrrra viva Brazil niggah lol Mixed Abusive User Added
@vampirrrra thats right niggah Netherlands!!! Mixed Abusive User Added
@vampirrrra k, niggah do u evem shmoke Mixed Abusive User Added
@valonfox13 not no but hell no, when blk. stop sayin nigger I will, what they can have I can have. this is america Mixed Hate Speech User Added
@valeriemaria2 @assholee813 bitch wea ur clothes Mixed Abusive User Added
@valerie91097 uhh messi trash . and im flattered but what was the games scorre Mixed Safe User Added
@valeriaaa_111 nigger Mixed Abusive User Added
@vaginafvce Fuck her right in the pussy Mixed Abusive User Added
@usweekly that old cunt needs to sit down 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