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

25504 Records
Phrase Text Dialect Category Label Source
The bitch who just rolled her eyes at me bc she didn't get tipped doesn't listen when u ask for sweet potato fries instead of regular Mixed Abusive User Added
The bitch official though, dick harder than a missile yo Mixed Abusive User Added
The bitch is freeee!!!! ;D Mixed Abusive User Added
The bitch got some nerve Mixed Abusive User Added
The bitch coach said she didn't like my attitude. Mixed Abusive User Added
The birds singing brings thoughts of hot flesh on this #Spring morning. #Hot #sexual desire fills my head. Let me taste you & feel You. Mixed Abusive User Added
The birds and the bugs #voguet by Anat R http://t.co/ndMELHuWCg via @Etsy #vintage #jewelry #bugout #insects #birds Mixed Safe User Added
The birds and the bees 🐦🐝 Mixed Safe User Added
The bird is the word. #EsuranceSave30 Mixed Safe User Added
The big homie Drizzy threatening these hoes... 😆😆😆 Mixed Abusive User Added
The bengals have been trash for like 5 weeks it seems Mixed Safe User Added
The beauty of not needing or wanting a man is priceless. Idk see how bitches be strung the fuck out over men they have joint custody with 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