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
@YunGMiGo lol da only reason I can't talk bout da present is cuz my nicca hurt n ain't played all yr Mixed Abusive User Added
@YunGMiGo I said pussy dat ass what be on yo tongue boy Mixed Abusive User Added
@YunGMiGo @BigMoneyNiquee lol send dat nicca clean out talmbout some n what if he really is 😂😂😂 Mixed Abusive User Added
@YunGMiGo @BigMoneyNiquee 😒 nicca fucc yu Mixed Abusive User Added
@Yummys_World “@ThoughtsOfRandy @STROCORLEONE + That bitch already got past demons in her.Seeding her up just gone fuse more. Mixed Abusive User Added
@YourDudeFerg like a tree in this bitch? Asshat. Mixed Abusive User Added
@YourDudeFerg gay fags Mixed Hate Speech User Added
@YourDudeFerg I wish you wood, Like a tree in this bitch Mixed Abusive User Added
@YourDudeFerg @SammyLightning_ I wish you wood, like a tree in this bitch. Mixed Abusive User Added
@YoungRecklesss_ the fuck das wat bitches wit uh fuckd up mouf do 😂😂 Mixed Abusive User Added
@YoungRecklesss_ nahh bitch yu always playn yu almost got her feelings hurt Mixed Abusive User Added
@YoungJeezy got me feelin like #trappin ain't dead. Got me ready to call the #guala! #Salute da truth! #SeenItAll #SeenItAllTheAutobiography 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