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
@BigfineHorseee she gone eat that bitch Mixed Abusive User Added
@Big_Jim777 happy birthday you dirty little bird 😈 tear it up 🍻🎉🎈 Mixed Safe User Added
@Big_Jim777 bitch Mixed Abusive User Added
@BigRed2OTS she prolly got some bomb pussy too. Lol I hope haha Mixed Abusive User Added
@BigQuinn_Liam @RJ_Diego11 did you get your volcano yet faggot Mixed Abusive User Added
@BigLovemusic Bruh that won't happen cuz I can see that big bitch or it before it strikes. Mixed Abusive User Added
@BigDaddySniper you far asf too nigguh Mixed Abusive User Added
@BigD757 too bad hes a faggot Mixed Abusive User Added
@BigCatCooke deserved victory! #Elite8 awaits your #Orange army. #Sweet16 was no disgrace #collegehoops ill be back next time #hoosiers Mixed Safe User Added
@Bidenshairplugs He looks like a fag and his time line is boring Zzzzzz Mixed Hate Speech User Added
@Beyond_Fatal my bitch bruhhh !!! Mixed Abusive User Added
@BeyondTomcat you'd like that wouldn't you fag Mixed Hate Speech 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