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
That was a bitch move I pulled...probably the most heartless thing I did Mixed Abusive User Added
That warm fuzzy feeling when you're able to give someone a helping hand. Talking about medical problems with others can really help. Mixed Safe User Added
That vine started a coon frenzy bruh Mixed Abusive User Added
That stupid bitch karma best pay up Mixed Abusive User Added
That son of a bitch moment when you open the fridge and have no food Mixed Abusive User Added
That shit is for the crows in wal mart parking lots Mixed Abusive User Added
That shade of faggot clashes with your eye color. Mixed Hate Speech User Added
That shacking up shit for the birds, yo Mixed Abusive User Added
That pussy sooo good 😌💕 Mixed Abusive User Added
That pussy fat whatchu feeding it? Mixed Abusive User Added
That pussy crying for help Mixed Abusive User Added
That pussy can't be that hairy shit gotta stink lol 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